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Inertial Focusing in Microfluidics

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Inertial Focusing in Microfluidics

Annual Review of Biomedical Engineering

Vol. 16:371-396 (Volume publication date July 2014)
First published online as a Review in Advance on May 29, 2014
https://doi.org/10.1146/annurev-bioeng-121813-120704

Joseph M. Martel and Mehmet Toner

BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital, Harvard Medical School and Shriners Hospital for Children, Boston, Massachusetts 02114; email: [email protected]

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Sections
  • Abstract
  • Keywords
  • INTRODUCTION
  • ORIGINS
  • ESSENTIAL FORCES
  • CHANNEL LENGTH
  • CROSS-SECTIONAL SHAPE
  • CROSS-SECTIONAL VARIATION WITH DISTANCE ALONG CHANNEL (TIME VARYING)
  • OTHER EFFECTS
  • APPLICATIONS
  • SUMMARY AND OUTLOOK
  • disclosure statement
  • literature cited

Abstract

When Segré and Silberberg in 1961 witnessed particles in a laminar pipe flow congregating at an annulus in the pipe, scientists were perplexed and spent decades learning why such behavior occurred, finally understanding that it was caused by previously unknown forces on particles in an inertial flow. The advent of microfluidics opened a new realm of possibilities for inertial focusing in the processing of biological fluids and cellular suspensions and created a field that is now rapidly expanding. Over the past five years, inertial focusing has enabled high-throughput, simple, and precise manipulation of bodily fluids for a myriad of applications in point-of-care and clinical diagnostics. This review describes the theoretical developments that have made the field of inertial focusing what it is today and presents the key applications that will make inertial focusing a mainstream technology in the future.

Keywords

high throughput, particle separation, label-free cell separation, biofluid processing, hydrodynamic lift, applied physics

INTRODUCTION

The ability to precisely control the motion of cells on the microscale is essential for the utility of microfluidics in biological research and health care. Over the past 20 years, microfluidic technology development has focused primarily on techniques to achieve this control, including, for example, dielectrophoresis, hydrophoresis, magnetophoresis, and inertial focusing (1, 2). Among these promising technologies, inertial focusing has gained significant attention since its first use in microfluidics in 2007, as it offers precise control of particles through the use of purely hydrodynamic interactions at high speeds at which traditional microfluidic principles no longer apply (3).

Microfluidic technologies, with micrometer-scale channel dimensions comparable in length scale to the target cells, emerged two decades ago as a potential solution for processing various bodily fluids. There are a myriad of passive and active microfluidic technologies already available for separating cells. Passive techniques are used to manipulate and separate cells on the microscale without an externally applied force or field. These passive techniques include hydrophoresis (4), deterministic lateral displacement (5), and gravitational methods (6). Both hydrophoresis and deterministic lateral displacement utilize low-Reynolds-number behaviors, based upon the fluid and particles interacting with structures along a channel, to cause the separation of particles by size.

Hydrophoresis begins with the generation of transverse pressure gradients in a microchannel with slanted obstacles. This pressure gradient then sets up a secondary flow, which can be used to guide and separate particles. Hydrophoresis can also be used in conjunction with Weir-type filters that allow only particles below a certain size range to pass (7–9). Deterministic lateral displacement works on a similar particle–structure interaction principle. In the absence of structures, a particle flowing through a straight channel at low Reynolds number will follow the streamline at which its center of mass is located. When the particle interacts with an obstacle, the way in which it moves around the obstacle is dependent on this same center-of-mass streamline. As the particle passes the obstacle, its center of mass crosses streamlines as it rolls along the surface of the obstacle. A larger particle will, therefore, cross more streamlines, as its center of mass will end up farther from the obstacle owing to steric effects. If obstacles are arrayed at a small angle to the direction of the flow, some particles will always pass in the same direction around each obstacle, whereas others will alternatively pass in either direction depending on their initial positions. This creates a critical diameter above which particles will move along the angled array of obstacles and below which particles will essentially pass straight through the array. This critical particle diameter can be calculated and adjusted based upon the design parameters of the array (10, 11).

Gravitational separation works on the basic principle that particles of different sizes will have different terminal velocities in a gravitational field because Stokes' drag and buoyancy forces scale with diameter and volume, respectively. Although gravitational separation uses an external field and operates much like the other field-flow-fractionation (FFF) techniques, it is considered passive because there is no actively applied or modulated field.

Some of the active microfluidic techniques that have been developed include dielectrophoresis (12–14), acoustophoresis (15), and magnetophoresis (16). These techniques are all considered FFF techniques—that is, techniques in which particles within a flow are moving at relatively uniform velocities, and then a field (electrical, magnetic, or acoustic) is applied, causing the separation of particles by size or other properties. Dielectrophoretic forces are dependent not only on the size of the objects but also on their electrical properties and the electrical properties of the surrounding fluid as well as the properties of the electrical field (14, 17). Acoustophoresis uses standing sonic waves to generate, on a body suspended in a fluid, a pressure force proportional to the particle size. Magnetophoresis relies on the use of magnetic beads, which can be attached to cells of interest through antibody–antigen interactions. The advantage of using magnetophoresis over the other FFF techniques is that biological samples have minimal naturally occurring magnetic properties, leading to excellent separation sensitivity. Several reviews comparing these different separation modalities are available in the literature (2, 18, 19). In general, these techniques rely on the low-Reynolds-number nature of a fluid flow to allow the separation technique to occur in an ordered and predictable fashion. Although all of these concepts have proven successful for a variety of biological applications, their typically low throughput has been a principal impediment to their widespread use and application to rare-cell isolation.

Being able to process real world–sized samples efficiently has been a major challenge since the beginning of the field of microfluidics (20). Is it possible to take advantage of microfluidic sensitivity without the limitation on throughput? The solution to this problem may well lie in a regime of inertial fluid dynamics on the microscale in which suspended particles migrate across streamlines to predictable equilibrium positions within a flow. Reliance on the inertia of the fluid in the system rather than on limiting its effects, as is normally done in microfluidics, results in a significantly higher throughput.

In this review, we discuss the fundamental theory behind the phenomenon of inertial focusing and its applications in the biomedical sciences. The ability to separate cells based upon size is examined for the different microfluidic architectures that have been developed for taking advantage of inertial focusing. We distinguish particles (rigid bodies) from cells in terms of their dynamics and equilibrium behaviors. As the field of inertial focusing is expanding rapidly and still developing, the reader should be aware that this review presents only the current state of knowledge. Areas of incomplete knowledge are highlighted in order to engage further discovery and theoretical development.

ORIGINS

The earliest description of the phenomenon known as inertial focusing was by Segré & Silberberg (21) in 1961. Their experiments using a cylindrical pipe (∼1-cm diameter) found that particles (∼1-mm diameter) migrated to an annulus, with a mean radius of ∼0.6 times the pipe radius, between the centerline of the pipe and the pipe wall. This phenomenon is known as the tubular pinch effect. An analysis of the fluid dynamics equations of motion, or the Navier–Stokes equations, determined that the cross-streamline motion of particles was due to inertia-based effects because the Stokes' equation (low-Reynolds-number flows) was always symmetric and therefore particles were unable to cross streamlines in such a flow lacking inertial effects. Here, channel Reynolds number, ReC, is defined as the ratio of inertial to viscous effects in a channel flow,

1
equation 1

where ρ is the fluid density, μ is the fluid viscosity, UMax is the maximum velocity of the fluid, and Dh is the hydraulic diameter of the channel, defined as Dh = 2hw/(h + w), where h and w are the height and width, respectively, of the channel cross section. The key to the theoretical development around inertial focusing was understanding that correctly describing the behavior requires the inclusion of the inertial terms of the Navier–Stokes equations because without inertia, lateral migration across streamlines would not be possible. This important fact is what enables the control of particle positions within a channel using inertial microfluidics.

The discovery of the tubular pinch effect motivated attempts by numerous theorists to explain this motion, as the theories of that time for lateral motion of particles could not explain the experimental results. One of these theories, proposed by Rubinow & Keller (22) in 1961, had recently provided a theoretical explanation for the Magnus force, which is lift on a rotating object in a uniform flow, but it could not explain the Segré and Silberberg equilibrium position because the Magnus force was always directed toward the center of the pipe in the context of the Segré and Silberberg experiments.

In 2004, Matas et al. (23) provided a comprehensive historical summary of the development of the modern understanding of inertial focusing. Their report was based on Feng and colleagues' (24) work and is briefly summarized here: Two major advancements since the initial attempts to explain the Segré and Silberberg results have contributed to the development of the current understanding of inertial lift. First, in 1965, Saffman (25) proposed a theoretical force independent of particle rotation and due solely to the difference in fluid velocity on either side of a particle in a linear shear flow. This force was also found to be dependent on the difference in velocity between the particle and the undisturbed velocity profile at the same position within the flow (sometimes referred to as lag or slip velocity). At the time, this finding helped justify some of the experimental results for sedimenting particles in flows (26, 27), but it could not account for the equilibrium positions of the neutrally buoyant particles of Segré and Silberberg.

The second major contribution to the study of inertial focusing occurred in the mid-1970s when Ho & Leal (28) and Vasseur & Cox (29) applied similar analytical techniques to quadratic flows and found a force directed toward the walls of a channel proportional to the variation in shear rate. This shear gradient lift force coupled with a wall interaction–induced repulsive force accurately predicted the Segré and Silberberg equilibrium position. These studies determined that the shear gradient lift force is only one of three contributing effects but that it is by far the most dominant: It is a single order of magnitude greater than the Saffman lift force described above and three orders of magnitude greater than a rotation-induced lift force (28). At that point in the history of inertial focusing, this discovery was merely a scientific curiosity, but that changed with the advent of microfluidics (see below).

In common inertial focusing applications, it is generally accepted that the Saffman and rotational forces can be ignored; however, these forces must be included in nonneutrally buoyant cases, especially in vertical flows (aligned with gravity), and may have implications for the dynamics of inertial focusing behavior (30). In this review, as cells are near the density of normal media (or buffer solutions) and microfluidic devices are most commonly run perpendicular to gravity, we assume that the dominant effects are those of the shear gradient lift force and the wall interaction force, which are most often summed and called inertial lift.

Perhaps the most significant advancement of inertial focusing was sparked by the development of microfluidics. The intriguing results developed by historical fluid mechanics were now applicable to the control of cells as they flowed through microchannels. The first experimental results in a microfluidic architecture with a rectilinear channel were generated in 2007 by Di Carlo et al. (3) and are depicted in Figure 1 with other early observations of inertial focusing in microfluidics.

figure
Figure 1 

The major results from these early experiments were extensions of the Segré and Silberberg analysis to rectangular cross sections, concluding that for such behaviors to occur, either the inertia of the fluid must be significant on the scale of the particles or the particle Reynolds number, ReP, must be approximately equal to or greater than one:

2
equation 2

where a is the particle diameter. With the new ability to study inertial focusing flows in more complex geometries within microfluidics, another major advancement involved the coupling of inertial focusing and secondary flows—that is, flows set up perpendicular to the main axial flow direction. An important accomplishment of this coupling was to overcome the symmetry of the forces within rectilinear channel designs. The most common manner of generating secondary flows is through the addition of curvature to a microchannel path. Whereas at low Reynolds number, curvature simply increases the length of the channel, in a nonzero-Reynolds-number regime, curvature allows for the addition of a secondary flow known as Dean flow (31–34). Initially described by William Dean (31) in 1928, Dean flow is formed as a result of the inherent velocity differences in a channel cross section, such as in parabolic flow where the fluid in the center of a channel moves faster than fluid near the walls. The additional momentum carried by the faster-moving fluid in the center of a channel carries it toward the outer wall of the channel curvature as it enters a curve. Owing to conservation laws, this generates a recirculation of fluid toward the center of the channel curvature along the top and bottom surfaces of the channel, as depicted by the black vectors in Figure 2b in which the flow is into the page. The strength of the secondary flow in a curved channel, characterized by the nondimensional Dean number (De), is dependent on the shape of the cross section, the Reynolds number of the channel flow, and the radius of the channel curvature, R (31, 32, 35):

3
equation 3

Here, we will use the terms Dean flow and secondary flow interchangeably; however, there are other secondary flows, all of which look very similar to classical Dean flow. Both alternating curves and spirals have been investigated for the generation of Dean flow in conjunction with inertial focusing of particles (3, 36). Under sufficient Dean flow, the equilibrium positions found at the center of the top and bottom surfaces of a straight rectangular channel cross section become unstable, as does the position at the outer wall owing to the impingement of the secondary flow on particles. This can leave a single lateral equilibrium position at the inside wall of the curve, as seen in Figure 2b.

figure
Figure 2 

All inertial focusing devices can be classified using these three nondimensional parameters and their associated force balances. We hope that the reader now has an understanding of both how the field of inertial focusing originated and its key parameters. We next describe the key forces in greater detail, taking into consideration how these forces vary in the various microfluidic architectures utilized for inertial focusing.

ESSENTIAL FORCES

There are three forces that must be considered in inertial focusing flows: a wall interaction force, a shear gradient lift force, and a secondary-flow drag force, each depicted in Figure 3. In some channel geometries, as shown in Table 1, these forces can be ignored and sometimes can vary with position along a channel (time variation with respect to the particle). In many cases, these forces vary in three dimensions even within steady flow in a straight channel, but the force balance that determines the inertial focusing behavior remains the same.

figure
Figure 3 
image
CLICK TO VIEW
Table 1

Channel geometries and force variation

Wall Interaction Force

Unless a particle is incredibly small (acts like a fluid molecule) or the walls are incredibly far away from the particle (unbounded flow), a particle flowing through a pipe or channel will interact with the walls of the channel. This interaction tends to cause two effects: (a) The particle will move slightly slower than the fluid, and (b) pressure will build in the constriction between the wall and the particle, causing a force directed away from the walls of a channel. This force increases inversely with the normalized distance of the particle from the wall (37). A sample streamline schematic is shown in Figure 3a. As the streamlines are diverted toward the side of the particle away from the wall, the fluid accelerates, causing low pressure on the top and higher pressure on the wall side of the particle, which generates the force (24). The equation in Figure 3a gives the scaling for the wall interaction force, where CWI is a lift coefficient that changes with Reynolds number and position (38).

Shear Gradient Lift Force

A particle in a flow will also experience a force due to the curvature of the velocity profile. A typical microfluidic velocity profile is parabolic and, thus, curved. A particle at a position in such a flow will experience velocities of different magnitudes on either side, as shown in Figure 3b, in which the velocities are relative to the velocity of the particle. The fluid flow around the particle must compensate for this difference and induces a force on the particle directed toward the side of the particle with a higher relative velocity (normally toward the walls of a microfluidic channel or areas of increasing shear). Although it may seem counterintuitive, the particle moves toward regions where the difference in velocity on either side of the particle is minimized. An important note is that this definition of the shear gradient lift force is independent of the rotation of the particle (24, 28, 38) but highly dependent on the Reynolds number and position, which are part of the lift coefficient CSG in the equation in Figure 3b (38).

The Reynolds-number dependence of the combination of shear gradient lift and wall interaction forces has been investigated both numerically (39) and empirically (30, 38, 40, 41). Although the inertial forces increase in magnitude as Reynolds number increases, the lift coefficient drops (∝ReC−0.5). By investigating the dynamics of the migration of particles to the centers of the faces of different-aspect-ratio rectangular channels, Zhou & Papautsky (30) also determined a second, separate lift coefficient dependent upon the rotation of the particles. Their findings are reiterated in Figure 4a, which shows the values the authors discovered for both lift coefficients using channels with different aspect ratios. A dependence of the motion toward the walls of a2 and across the walls to the center of each face of a1 allows for the separation of particles by size through first focusing the particles in a channel with one aspect ratio and then changing the width, thereby altering the force field in a manner that allows the larger particles to migrate to the new equilibrium position faster than smaller particles (42).

figure
Figure 4 

Higher Reynolds numbers (>100) have proven even more complex and are an active area of investigation. Whereas theoretical results have shown the equilibrium position moving toward the walls of a channel at increasing ReC (39, 43, 44), a recent paper has shown that particles may move back toward the center above a given Reynolds number (ReC ∼ 300) (45). This result deserves more in-depth investigation.

Secondary-Flow Drag Force

As described above, secondary flows are useful for controlling and limiting the number of equilibrium positions within a given channel cross section. These secondary flows impart a drag force on the particles scaling linearly with the particle size and the velocity of the secondary flow. In traditional Dean flow, the secondary-flow velocities scale inversely with the radius of curvature of the channel and increase with ReC1.8-2 (36, 46–57). The additional force imparted by this flow is normally assumed to follow the Stokes' drag relationship defined in Figure 3c, where the fluid is moving past the particle at a speed USF and imparting a drag force FD. This assumption is usually made when ReP < 1 (ReP is the Reynolds number for the particle), but it also applies in most inertial focusing flows because the secondary-flow velocities are only a fraction of the axial flow, which was used to define the particle Reynolds number in Equation 2.

Although the dynamics of inertial focusing have been proven to depend significantly on size, the eventual equilibria in a straight channel are usually colocated or in very close proximity. Dean flow offers an opportunity to provide separation based upon size owing to (a) the dependence of the drag force on particle diameter a and (b) the balance of this drag force with the shear gradient lift that scales with a3 (38). This type of separation is possible on the side of the channel cross section closer to the center of curvature where the Dean flow and lift are opposing forces. This type of separation therefore scales with ∼a2 and is the one of the most utilized applications of inertial focusing to date (53, 54, 58). Another interesting application of this size dependence of Dean flow in conjunction with inertial forces is that it can separate particles that do not focus from those that are large enough to experience a significant inertial effect. This type of separation has been entitled Dean flow fractionation (46).

Experimental systems that utilize asymmetrical curves as well as spiral systems are all cases in which the forces change as the geometry changes along the length of the channel. Time-varying curvature can allow for the optimal Dean flow depending on the particle distribution. Although Dean flow enables focusing across much wider curved channels, as compared with straight channels, it actually can be detrimental in terms of the final focused streak quality (51). These varying geometry systems are quite complex but can be simplified by using a bulk shear rate. A ratio of forces value was proposed as shown in Equation 7 (3, 36, 58), and later a value of approximately 0.04 was found to be the limit above which focusing is possible (47):

7
equation 7

where Rf is the ratio of shear gradient lift force, FSG, and Dean drag force, FD. Updated versions of this force balance have been presented using more accurate Dean flow velocity approximations, but they are conceptually equivalent (51, 58). It should be noted that the inertial focusing behaviors in curved channels are too complex to be predicted by a single simple value. Although a ratio of forces value of 0.04 from Equation 7 works as a guideline for achieving focusing, it does not incorporate the transient nature of the secondary flows or the cross-sectional variation of the forces that are necessary for the complete prediction of equilibrium positions.

More recently, the range of focusing behaviors within these complex secondary flows in spirals and nearly constant curvature channels has been characterized (48, 51, 56, 57). In general, the behavior of particles' equilibrium positions have been shown to move toward the center of curvature and then away at higher flow rates. Martel & Toner (59) decoupled the effects of Reynolds and Dean numbers in such systems and presented results indicating that a more complex scaling than a simple ratio of forces is required to explain the range of inertial focusing behaviors. Some of these results are shown in Figure 4b, and they can be used to interpolate the values of curvature and ReC required for single-point focusing based on the size of the particle being focused. These results imply that the range of behaviors seen in curved and spiral inertial focusing devices necessitates that the equilibrium position moves in three dimensions. The working theory is that the redistribution of the velocity profile, a consequence of Dean flow, causes a vertical shift of the equilibrium position, which moves away from the center of curvature as the particle experiences Dean flow in that direction (33, 34, 59). This three-dimensional (3D) motion has been studied in cylindrical curved channels (55) as well as in spiral geometry (48) and is still an area of active research.

CHANNEL LENGTH

The channel length required to achieve equilibrium positions in inertial focusing is based upon the magnitudes of the above-described forces and how they vary along a particular channel. An extremely important design parameter, this length must be estimated properly. For a straight channel, Di Carlo (60) estimated this length, Lf, based on lateral migration velocity, which was calculated using the balance of shear gradient lift force and an opposing Stokes' drag force:

8
equation 8

A version of Equation 8 taking into account the two separate lift coefficients for focusing across both the axes of a rectangular cross-sectional channel is available elsewhere (30). The adjustment for curved channels is less clear owing to the complex variation in behavior, but in general the length required is shorter, so a channel length estimated using the straight channel approximation above should be sufficient. For more complicated force variations, especially along the channel, it is necessary to make further adjustments to estimate the channel length, but in general these estimates should also be similar to the straight channel result.

We hope the force balances described will be helpful in the design of inertial focusing devices, but they do not do justice to the complexity of the variation of these forces and the associated dynamics, which have been studied extensively. Although these balances give an indication of which devices will work, they will not be able to predict the actual location of the equilibrium positions or the amount of separation without a greater understanding of the 3D variation of the forces. Numerous empirical studies, which have each presented new manners of using inertial focusing or introduced new intriguing aspects of the phenomenon, deserve mention and are outlined below.

CROSS-SECTIONAL SHAPE

Two main cross-sectional shapes—rectangular and circular—have been studied in inertial focusing devices, although more recently trapezoidal cross-sectional channels have been created (61). The balance of shear gradient lift and wall interaction forces causes an annulus of equilibrium positions in a cylindrical pipe and four equilibrium positions, one centered upon each face of the cross section, in a rectilinear channel. In rectangular cross-sectional channels, the relative strengths of the four equilibrium positions vary with particle size and Reynolds number. The most important variation to note for different cross sections is that the inertial forces across a longer dimension are weaker and, thus, the dynamics of focusing will occur first across the shorter dimensions (45, 51, 62). This diminishing lateral force, due to the blunting of the velocity profile (less curved), is one of the reasons secondary flows have been used. Conveniently, the secondary flows are normally dominant in the areas of weak lateral inertial forces, thus improving the ability to focus particles across larger dimensions to more stable equilibrium positions (51). Trapezoidal channels have been studied only in terms of curved channels but have shown the ability to significantly increase the separation distance between the equilibrium positions of particles of different sizes. This enhancement derives from the trapezoidal cross section's influence on the Dean flow in such a channel. Essentially, the change in height from low (toward the center of curvature) to high (away from the center of curvature) gives rise to a gradient in Dean flow velocities across the width of the channel. This causes a sharp transition, dependent on particle size, in the equilibrium position of a particle as the flow rate is increased (48). In curved channels, this shape allows for a different Dean flow field, essentially a gradient in drag force across the channel, which improves size-based separation (48, 61, 63).

CROSS-SECTIONAL VARIATION WITH DISTANCE ALONG CHANNEL (TIME VARYING)

One type of channel in which the cross section varies along the channel length is commonly referred to as an expansion/contraction device. In such devices, the alternation of the presence and absence of the wall interaction force was investigated to isolate the shear gradient force as the sole effect in the expanded sections of the channel. This behavior results from vortices that form in the expanded side sections, as shown in Figure 4c (64–66). Despite larger particles being equilibrated farther from the wall, the disappearance of the wall interaction force allows for much greater migration distances compared with those of smaller particles, enabling separation (65, 67, 68). In some device designs, this interaction can actually trap the larger particles within the expanded-section vortices (69). Essentially, when inertially focused particles enter a section of channel where the sidewalls are moved away sharply, at sufficient Reynolds number and depending on the size of the side chambers, separation of the flow will occur, causing vortices to form in the side chambers. When this happens, the velocity gradient in the center stream of the channel barely changes, allowing the shear gradient lift force to act on particles in the absence of the wall interaction force. Based on the initial focused positions of the particles and the strength of the shear gradient lift, larger particles migrate into the vortex regions and become trapped, whereas smaller particles do not migrate as far owing to the size scaling of the shear gradient lift force (∼a3). These smaller particles stay trapped until the flow rate is decreased to a point at which the vortices are no longer stable.

Prior to flow separation and less so after flow separation, secondary flows are witnessed in the regions where the cross section expands or contracts. The secondary flows in these geometries will adjust the equilibrium positions in a manner similar to what occurs in curved channels; however, the flow and, thus, the equilibrium positions will vary along the device. The focusing of particles using expansion/contraction-generated secondary flows is normally accomplished in an asymmetric manner (expanding and contracting on one side of the channel) that has been shown to produce a single equilibrium position in different geometries (67, 70, 71).

OTHER EFFECTS

Particle Properties: Density, Shape, and Deformability

Although particle density can be assumed to be equal to that of the fluid for many cell-based applications, industrial applications and water filtration may involve particles with significantly greater density than the fluid. In such systems, the centrifugal force on the particles in curved channels must also be taken into account (54, 72, 73).

Inertial focusing is also dependent on other particle properties such as shape and deformability. The shape of a particle has a minimal effect on particle migration, although the equilibrium position of a particle is proportional to its largest effective diameter (74). Nonspherical particles rotate at frequencies that depend on their largest diameters (74, 75). Nonrigid or deformable particles have also been investigated because cells are deformable objects. Initial testing with viscous droplets in microfluidics found that the equilibrium position generally moved farther away from the walls of a channel with decreasing internal viscosity (76), which matches previous theoretical results (77–79). In general, increasing size, aspect ratio, or deformability causes the equilibrium position to shift away from the walls of a channel, as highlighted in Figure 5.

figure
Figure 5 

Rotation

Another intriguing aspect of inertial focusing systems is the high rotation rates of inertially focused particles. Despite being shown theoretically not to have a significant effect on the overall migration of particles, the rotation rates in a microfluidic system have been measured to be in the kilohertz range (38). This rotation changed with increasing particle aspect ratio for nonspherical particles, which followed Jeffery orbits with a period proportional to the particle aspect ratio (75). Furthermore, this rotation induced a secondary flow found to cause mixing across the channel that increased as the particle fraction was increased in the channel (80).

Interparticle Spacing

One of the most difficult to study but perhaps most intriguing effects of inertial focusing is that not only do particles migrate to equilibrium positions within a cross section, but they also become ordered or evenly spaced in the flow direction as well (3). This behavior is a result of the hydrodynamic interaction between particles. Although in many cases these effects are ignored (dilute samples), they are important in many real-world biological samples and can be dominant forces over short distances (∼four particle diameters). These forces have been implicated as a cause of the loss of focusing in diverging channels and have shown intriguing properties, such as the ability to create trains of particles with hydrodynamic coupling alone (81–83). The mechanism is discussed in detail elsewhere (81, 84).

Fluid Properties

Other investigators have begun looking at the effect of non-Newtonian fluid properties on inertial focusing behaviors (85). One property of particular interest in this area is the apparent upper limit on particle volume fraction (∼1–3%), after which inertial focusing behaviors break down seemingly owing to the increase in interparticle interactions. Although it is understandable that focusing behaviors will diminish with increasing particle concentration, other more unique effects, such as changes in the equilibrium locations at higher particle fractions, have been seen. These results indicate that the equilibrium positions in a straight channel with a rectangular cross section change from being centered on the long faces of the rectangle to the short faces in whole blood (45% v/v) as compared with diluted blood (<15% v/v) (86).

Another unique set of focusing behaviors occurs with the addition of polymers to a fluid, causing a slightly viscoelastic response of the fluid. In such fluids, particles will equilibrate at the centerline of the channel under the combined effects of a viscoelasticity-induced force and inertial forces (87–89). This is a simplified means of generating a single equilibrium position within a straight channel provided that the addition of a polymer to a solution is acceptable. This concept has also recently been studied in curved channels, and researchers have demonstrated the ability to separate particles by size using the balance of Dean drag and elasto-inertial effects (90).

The effectiveness of inertial focusing systems for different biomedical applications is extremely geometry dependent and increasingly complex. In fact, the theoretical size scalings for separation given in Table 1 are rarely realized experimentally. For instance, expansion/contraction channels may have an edge for separation, but these systems rely on extremely short timescales and dynamic behaviors. Interestingly, there is one example in which particles are positioned near a wall and then separated using the wall interaction force. Although this type of separation should scale with ∼a6, it is almost linear with respect to particle diameter owing to the strong dependence of the wall interaction force on distance from the wall (91). This discrepancy between theory and application highlights the need for improved understanding of the spatial variations of these forces to better predict and optimize behaviors.

APPLICATIONS

Each of the additions to our understanding of inertial focusing has led to new applications of the phenomenon to biomedical problems. New applications of inertial focusing are being continuously developed and can be categorized into four main groups with wide applicability: sheathless alignment, particle separation, volume reduction, and fluid exchange. A few technologies that have been enabled by the high-speed nature of inertial focusing will also be highlighted in this section. All of the applications of inertial focusing developed to date are summarized in Table 2.

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Table 2

Applications of inertial focusing

Sheathless Alignment

For many biological measurements, including those made in cytometry, the precise positioning of the cells near a detector and spacing between the particles are paramount to achieving accurate and reproducible results. Current technologies utilize sheath flows that surround the sample flow in order to space cells out evenly for more accurate counting. By taking advantage of inertial focusing, new technologies can align and order particles without sheath flows and the associated reduction in sample flow rate (52, 92–95). This concept has also been utilized for the magnetic isolation of labeled and unlabeled cell populations for rare-cell detection in blood (96), as shown in Figure 6a.

figure
Figure 6 

Particle Separation

The most utilized application of inertial focusing is separation of particles based upon a range of mechanical properties such as size, shape, and deformability. Different means of separating particles rely on one of two simple principles: (a) focus one particle and remove the rest, such as in Dean flow fractionation (46), or (b) focus all particles separately using an intrinsic hydrodynamic difference.

The first type of separation is usually accomplished between cells or targets of significantly different sizes using the difference in ReP in order to achieve separation. This concept has been used for filtering bacteria from dilute blood (97) as shown in Figure 6c, sampling blood plasma as shown in Figure 6d (98, 99), and isolating platelets (36). The second type of separation is more common and has been used for the isolation of circulating tumor cells from blood based upon some cancer cell populations being larger than all other naturally occurring blood cells (see Figure 6b) (63, 66, 96, 100–105). This type of separation has been applied more generically to other types of cellular suspensions in which a size difference is apparent, including human mesenchymal stem cells, whose size varies significantly with stage in the cell cycle (48, 58, 106, 107). Fungal cell samples (e.g., Saccharomyces cerevisiae) can also be separated based upon their shape and size, both of which depend on growth-cycle stage (75). Different cancer cell lines have been separated by their differences in deformability as well (76). In this study (76), modified breast cancer cells, known to be more metastatic, equilibrated farther from the wall than unmodified cells; in other words, the modified cells were more deformable (modMCF7 versus MCF7). Deformability is now being utilized as a mechanical biomarker for the detection of cancer, sepsis, and other diseases (108).

Volume Reduction

Although many of the separation techniques discussed above accomplish enrichment in addition to separation, it is also possible to use inertial focusing to reduce the size of a sample by focusing all of the cells and then collecting the cell-rich and cell-free streams separately in curved channels (see Figure 6e) (57, 109). This technique has been applied to water filtration as well (54, 55). Inertial focusing has shown promise for continuous concentration of cells, replacing the need for large-scale centrifugation, but faces several challenges, including but not limited to the dependence of equilibrium positions upon particle size, the breakdown of the behaviors at high volume fractions, and the difficulty of dealing with extremely low flow rates at the outlets of the devices.

Solution Exchange

A few investigators have developed new means of using inertial focusing for the transfer of cells between fluids with minimal mixing at high speeds. In a straight channel, this is accomplished by a change in the channel aspect ratio: After joining with another flow, the cells initially focused to the center of a channel will migrate into the coflowing fluid as the center of the channel changes positions (110). An example of this is shown in Figure 6f, which provides successive images of a particle migrating from one fluid into the other without mixing of the two streams. The other manner in which this is accomplished is through using expansion/contraction channels and trapping cells within the vortices formed in the expanded sections at higher ReC. This technique has been used for automated cell staining and washing by changing the fluids being pushed through the channel without altering the overall flow rates, leaving the cells trapped in the vortices and changing the fluid surrounding the cells (69).

Enabled Technologies

New technologies that increase the flow rate and speeds in microfluidics while retaining the ability to control the particle positions are available. One of these enabled applications is the ability to measure the deformability of cells at much higher rates using extensional flows. This type of measurement, depicted schematically in Figure 7a, has shown promise for detecting cancers and identifying the states of stem cells (108, 111, 112), and the realm of possibilities for this technique is still expanding. The high speed of particles in inertial focusing flows is also tailor-made for single-cell encapsulation technologies, which are reviewed elsewhere (113). By matching the frequency of cell ordering in the longitudinal direction and the production of droplets, these technologies drastically improve the encapsulation efficiency of single cells (50, 114, 115). Examples of these technologies are highlighted in Figure 7b, in which the production of droplets (>1,000 droplets per second) containing either single cells (left) or pairs of cells is imaged using a high-speed camera. Finally, using the cell-trapping concept in expansion/contraction channels, as shown in Figure 7c, enables more uniform electroporation of cells, owing to the combination of cell rotation and fluid motion, thereby notably increasing the viability of cells after the vector delivery process (116).

figure
Figure 7 

SUMMARY AND OUTLOOK

Inertial focusing is an effective means of controlling particle positions at high speeds in microfluidic channels. That being said, it is also extremely complex from a theoretical perspective. Although it is feasible to design a channel and increase the flow rate until some type of focusing behavior is achieved, the ability to predict the outcomes of an experiment still eludes researchers. This is one challenge posed to future inertial focusing researchers: Can we predict and optimize the behaviors for different biomedical applications based upon first principles?

Another of the many intriguing areas for future research on inertial focusing is the ability to deal with concentrated cellular samples. Currently, it seems that most inertial focusing devices begin to have diminished performance at around 1–3% v/v. The mechanism here may be due to the non-Newtonian nature of suspensions or, perhaps, the interparticle forces that become more frequent. In either case, a more detailed understanding is required. Along similar lines, understanding the nature of particle train development, especially in a curved channel, will allow for the optimization of inertial flows for improving the aforementioned concentration limit. The theory behind these technologies is in need of simplified design principles, but as of yet the forces and their variation are too complex for simple models to encompass. We do not yet know how simple a model can be and still capture the essential components of predicting the equilibrium position locations, especially in curved channels. Finally, although the dependence of the forces on particle size is important for separation applications, it can also pose challenges to cytometry and volume reduction applications, as differently sized particles have different equilibrium positions. Tailoring the variation of the forces should allow size-independent single equilibrium position particle focusing, which would be ideal for these applications.

Inertial focusing has been incredibly successful in the years since the original application of its basic principles to microfluidics. The field not only has grown significantly in terms of the number of active researchers but also has demonstrated numerous exciting possibilities, with more opportunities on the horizon. Behind these seemingly unlimited applications in biomedical engineering are the unique physics that cause the behaviors, which are also of theoretical interest. For these reasons, it is easy to believe that inertial focusing and related enabled technologies will be a highly active field for years to come.

disclosure statement

The authors are not aware of any affiliations, memberships, funding, or financial holdings that might be perceived as affecting the objectivity of this review.

literature cited

  • 1. 
    Pamme N. 2007. Continuous flow separations in microfluidic devices. Lab Chip 7:1644–59
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...Many good reviews have already been published on the subject of cell separation and microfluidic cell-sorting techniques (6–11)....

  • 2. 
    Gossett DR, Weaver WM, Mach AJ, Hur SC, Tse HTK, et al. 2010. Label-free cell separation and sorting in microfluidic systems. Anal. Bioanal. Chem. 397:3249–67
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Locations:
    • Article Location
    • Article Location
    More AR articles citing this reference

    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...Many good reviews have already been published on the subject of cell separation and microfluidic cell-sorting techniques (6...

  • 3. 
    Di Carlo D, Irimia D, Tompkins R, Toner M. 2007. Continuous inertial focusing, ordering, and separation of particles in microchannels. Proc. Natl. Acad. Sci. USA 104:18892–97
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Locations:
    • Article Location
    • Article Location
    • Article Location
    • Article Location
    • Article Location
    • Article Location
    More AR articles citing this reference

    • Circulating Tumor Cells: Diagnostic and Therapeutic Applications

      Eric Lin,1,2,3, Thong Cao,4, Sunitha Nagrath,1,2,3 and Michael R. King41Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]2University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan 48109, USA3Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, USA4Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA; email: [email protected]
      Annual Review of Biomedical Engineering Vol. 20: 329 - 352
      • ...A technique introduced by Di Carlo et al. (47) involves the inertial migration of particles to achieve high-throughput cell separation in microfluidic channels....
      • ...Particles flowing through microfluidic channels can be focused into certain designated streamlines due to the equilibrium of two inertial lift forces: shear gradient and wall lift forces (47)....
      • ...The drag force generated from Dean flow is correlated with the size of the particles and the curvature of the channel and, therefore, moves the different-sized particles to separate equilibrium positions (47)....
    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...randomly dispersed particles or cells migrate across the streamlines to an equilibrium position away from the center of the channel (53)....
    • High-Throughput Assessment of Cellular Mechanical Properties

      Eric M. Darling1,2,3,4 and Dino Di Carlo5,6,71Center for Biomedical Engineering,2Department of Molecular Pharmacology, Physiology, and Biotechnology,3Department of Orthopaedics, and4School of Engineering, Brown University, Providence, Rhode Island 02912; email: [email protected]5Department of Bioengineering,6California NanoSystems Institute, and7Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California 90095; email: [email protected]
      Annual Review of Biomedical Engineering Vol. 17: 35 - 62
      • ...Variations of this approach use either inertial focusing (133) or viscoelastic focusing (134)...
    • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

      Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
      Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
      • ...Curved microchannels have been shown to achieve separation at higher throughput (∼1 mL/min) (122, 127, 128)....

  • 4. 
    Choi S, Song S, Choi C, Park JK. 2008. Hydrophoretic sorting of micrometer and submicrometer particles using anisotropic microfluidic obstacles. Anal. Chem. 81:50–55
    • Crossref
    • Web of Science ®
    • Google Scholar
    Article Location
  • 5. 
    Loutherback K, Chou KS, Newman J, Puchalla J, Austin RH, Sturm JC. 2010. Improved performance of deterministic lateral displacement arrays with triangular posts. Microfluid. Nanofluid. 9:1143–49
    • Crossref
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Separation Phenomena in Tailored Micro- and Nanofluidic Environments

      Mukul Sonker,1,2 Daihyun Kim,1,2 Ana Egatz-Gomez,1,2 and Alexandra Ros1,21School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, USA; email: [email protected]2Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA
      Annual Review of Analytical Chemistry Vol. 12: 475 - 500
      • ...Loutherback et al. (126) further studied this separation technique by comparing various post shapes and post-to-gap ratios....
    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...and that triangular microposts result in reduced clogging and fluidic resistance (44)....

  • 6. 
    Huh D, Bahng J, Ling Y, Wei H, Kripfgans O, et al. 2007. A gravity-driven microfluidic particle sorting device with hydrodynamic separation amplification. Anal. Chem. 79:1369–76
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
  • 7. 
    Morton K, Loutherback K, Inglis D, Tsui O, Sturm J, et al. 2008. Hydrodynamic metamaterials: microfabricated arrays to steer, refract, and focus streams of biomaterials. Proc. Natl. Acad. Sci. USA 105:7434–38
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Separation Phenomena in Tailored Micro- and Nanofluidic Environments

      Mukul Sonker,1,2 Daihyun Kim,1,2 Ana Egatz-Gomez,1,2 and Alexandra Ros1,21School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, USA; email: [email protected]2Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA
      Annual Review of Analytical Chemistry Vol. 12: 475 - 500
      • ...Morton et al. (125) used angular shift variations in DLD arrays to study the particle flow trajectories, ...

  • 8. 
    Choi S, Ku T, Song S, Choi C, Park J-K. 2011. Hydrophoretic high-throughput selection of platelets in physiological shear-stress range. Lab Chip 11:413–18
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
  • 9. 
    Choi S, Song S, Choi C, Park J. 2007. Continuous blood cell separation by hydrophoretic filtration. Lab Chip 7:1532–38
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
  • 10. 
    Huang LR, Cox EC, Austin RH, Sturm JC. 2004. Continuous particle separation through deterministic lateral displacement. Science 304:987–90
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Separation Phenomena in Tailored Micro- and Nanofluidic Environments

      Mukul Sonker,1,2 Daihyun Kim,1,2 Ana Egatz-Gomez,1,2 and Alexandra Ros1,21School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, USA; email: [email protected]2Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA
      Annual Review of Analytical Chemistry Vol. 12: 475 - 500
      • ...Huang and coworkers (122) used submicrometer-sized beads for the initial demonstration of hydrodynamic DLD separations and reported separations under 40 s....
      • ...One of the initial electrophoretic DLD-based separation devices was demonstrated by Huang et al. (122) who reported electrokinetically driven displacement-based separation and 150-fold enrichment of bacterial chromosomal DNA with baseline resolution under 10 min....
    • Confined Flow: Consequences and Implications for Bacteria and Biofilms

      Jacinta C. Conrad and Ryan Poling-SkutvikDepartment of Chemical and Biomolecular Engineering, University of Houston, Houston, Texas 77204, USA; email: [email protected]
      Annual Review of Chemical and Biomolecular Engineering Vol. 9: 175 - 200
      • ...particles of carefully tuned sizes can be regularly displaced from streamlines to generate deterministic particle trajectories (23)....
    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...a cell mixture normally passes through a periodic array of micropillars that have a fixed lateral shift between adjacent rows (35)....
      • ...at less than 1% of cell diameter or on the order of 10 nm) (35)....
      • ...Huang et al. (35) made use of DLD to characterize the separation of beads of different sizes (0.8, ...
    • Microfluidic Chemical Analysis Systems

      Eric Livak-Dahl,1, Irene Sinn,2, and Mark Burns1,21Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109;2Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109; email: [email protected], [email protected], [email protected]
      Annual Review of Chemical and Biomolecular Engineering Vol. 2: 325 - 353
      • ...smaller particles can be made to travel with the fluid while the pillars bump larger particles across streamlines (53)....
    • Nanotechnology and Cancer

      James R. Heath and Mark E. DavisDivision of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California 91125; email: [email protected]
      Annual Review of Medicine Vol. 59: 251 - 265
      • ...Various methods for the on-chip separation of biological materials have been advanced, including dielectrophoresis (36), microfiltration (37), acoustic forces (38), and lateral displacement (39), ...
    • Blood-on-a-Chip

      Mehmet Toner and Daniel IrimiaBioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital, Shriners Hospital for Children, and Harvard Medical School, Boston, Massachusetts 02114; email: [email protected], [email protected]
      Annual Review of Biomedical Engineering Vol. 7: 77 - 103
      • ...Larger particles are deviated more from the axial flow stream (reprinted with permission from Reference 15; Copyright 2004 AAAS). (B) Two-dimensional array of posts for the isolation of cells based on size characteristics....
      • ...particles are separated through differential lateral displacement owing to asymmetric bifurcation of laminar flow around obstacles with sizes comparable to the size of the particles (Figure 2) (15)....

  • 11. 
    Inglis DW, Davis JA, Austin RH, Sturm JC. 2006. Critical particle size for fractionation by deterministic lateral displacement. Lab Chip 6:655–58
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Separation Phenomena in Tailored Micro- and Nanofluidic Environments

      Mukul Sonker,1,2 Daihyun Kim,1,2 Ana Egatz-Gomez,1,2 and Alexandra Ros1,21School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, USA; email: [email protected]2Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA
      Annual Review of Analytical Chemistry Vol. 12: 475 - 500
      • ...Inglis and coworkers (119, 120) proposed an equation for Dc for a given DLD array: 6. where g is the gap between the posts in x- and y-axis directions, ...
    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...cells that have a diameter larger than the critical threshold cannot completely fit within the streamline and bump against the shifted downstream micropillars into the adjacent streamlines, resulting in accumulative lateral displacement from the small cells (36)....

  • 12. 
    Kralj J, Lis M, Schmidt M, Jensen K. 2006. Continuous dielectrophoretic size-based particle sorting. Anal. Chem. 78:5019–25
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Separation Phenomena in Tailored Micro- and Nanofluidic Environments

      Mukul Sonker,1,2 Daihyun Kim,1,2 Ana Egatz-Gomez,1,2 and Alexandra Ros1,21School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, USA; email: [email protected]2Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA
      Annual Review of Analytical Chemistry Vol. 12: 475 - 500
      • ...Kralj et al. (50) showed a continuous-flow separation of micrometer-sized polystyrene beads inside a microchannel with DEP and hydrodynamic drag force....

  • 13. 
    Zhu J, Tzeng T-RJ, Xuan X. 2010. Continuous dielectrophoretic separation of particles in a spiral microchannel. Electrophoresis 31:1382–88
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
  • 14. 
    Voldman J. 2006. Electrical forces for microscale cell manipulation. Annu. Rev. Biomed. Eng. 8:425–54
    • Link
    • Web of Science ®
    • Google Scholar
  • 15. 
    Petersson F, Åberg L, Swärd-Nilsson AM, Laurell T. 2007. Free flow acoustophoresis: microfluidic-based mode of particle and cell separation. Anal. Chem. 79:5117–23
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...Petersson and colleagues (116) used free-flow acoustophoresis to separate differently sized beads (2–10 μm) as well as to separate blood into platelets, ...
    • Continuous Separation Principles Using External Microaction Forces

      Hitoshi WataraiInstitute for NanoScience Design, Osaka University, Toyonaka, Osaka 560-8531, Japan; email: [email protected]
      Annual Review of Analytical Chemistry Vol. 6: 353 - 378
      • ...and leukocytes by manipulating the density of the suspending medium with cesium chloride (0.22 g ml−1) (121)....

  • 16. 
    Miltenyi S, Müller W, Weichel W, Radbruch A. 1990. High gradient magnetic cell separation with MACS. Cytometry 11:231–38
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Noninvasive Prenatal Screening by Next-Generation Sequencing

      Anthony R. Gregg,1 Ignatia B. Van den Veyver,2 Susan J. Gross,3 Rajeevi Madankumar,4 Britton D. Rink,5 and Mary E. Norton61Division of Maternal Fetal Medicine, Department of Obstetrics and Gynecology, University of Florida College of Medicine, Gainesville, Florida 32610; email: [email protected]2Department of Obstetrics and Gynecology, Baylor College of Medicine, Houston, Texas 77030; email: [email protected]3Department of Obstetrics and Gynecology and Women's Health, Albert Einstein College of Medicine, Yeshiva University, New York, NY 10461; email: [email protected]4Division of Maternal Fetal Medicine, Long Island Jewish Medical Center, New Hyde Park, New York 11040; email: [email protected]5Division of Maternal Fetal Medicine, Department of Obstetrics and Gynecology, College of Medicine, Ohio State University, Columbus, Ohio 43210; email: [email protected]6Department of Obstetrics, Gynecology, and Reproductive Sciences, Institute of Human Genetics, University of California, San Francisco, California 94143; email: [email protected]
      Annual Review of Genomics and Human Genetics Vol. 15: 327 - 347
      • ...Magnetic cell separation allowed the enrichment of rare cells and depletion of unwanted cells more rapidly and at a lower cost compared with fluorescence-activated cell sorting (76)....

  • 17. 
    Toner M, Irimia D. 2005. Blood-on-a-chip. Annu. Rev. Biomed. Eng. 7:77–103
    • Link
    • Web of Science ®
    • Google Scholar
  • 18. 
    Lenshof A, Laurell T. 2010. Continuous separation of cells and particles in microfluidic systems. Chem. Soc. Rev. 39:1203–17
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Acoustic Tweezers for Particle and Fluid Micromanipulation

      M. Baudoin1 and J.-L. Thomas21Institut d'Electronique de Microélectronique et de Nanotechnologie (IEMN), CNRS UMR 8520, Université de Lille, Ecole Centrale de Lille, Université Polytechnique Hauts-de-France, and Institut Supérieur de l'Electronique et du Numérique (ISEN), 59000 Lille, France; email: [email protected]2Institut des NanoSciences de Paris (INSP), CNRS UMR 7588, Sorbonne Université, 75005 Paris, France; email: [email protected]
      Annual Review of Fluid Mechanics Vol. 52: 205 - 234
      • ...The literature on this topic is quite extensive and outside the scope of this review; interested readers are referred to existing reviews on the subject (Lenshof & Laurell 2010, Ding et al. 2013, Yeo & Friend 2014, Ozcelik et al. 2018)....
    • Separation Phenomena in Tailored Micro- and Nanofluidic Environments

      Mukul Sonker,1,2 Daihyun Kim,1,2 Ana Egatz-Gomez,1,2 and Alexandra Ros1,21School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, USA; email: [email protected]2Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA
      Annual Review of Analytical Chemistry Vol. 12: 475 - 500
      • ...the rectification of particle motion in a ratchet device is based on asymmetrical posts or a broken symmetry in the structure (136)....
    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

      Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...Enrichment of up to 1011 cells in less than 30 minutes has been reported (10, 99)....

  • 19. 
    Tsutsui H, Ho C-M. 2009. Cell separation by non-inertial force fields in microfluidic systems. Mech. Res. Commun. 36:92–103
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
    More AR articles citing this reference

    • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

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      Annual Review of Biomedical Engineering Vol. 17: 1 - 34
      • ...this group also demonstrated high-throughput separation of liver cells (2 × 105 cells/min) (50)....
      • ...of creating microscale systems for particle sorting using standing waves (50, 114), ...
      • ...Several groups also have provided suggestions about ways to improve acoustophoretic particle sorting in microfluidic channels (50)....

  • 20. 
    Whitesides G. 2006. The origins and the future of microfluidics. Nature 442:368–73
    • Crossref
    • Medline
    • Web of Science ®
    • Google Scholar
    Article Location
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      Annual Review of Plant Biology Vol. 71: 789 - 816
      • ...PDMS has been widely used in microfluidic lab-on-a-chip devices that are cast and fixed onto optical glass to create chambers that facilitate microscopic observation of live specimens (170)....
      • ...Examples using such concepts include References (a) 3, 79, 113, 137, 169, and 170; (b) 17, 51, 55, and 130...
      • ...Examples using such concepts include References (a) 3, 79, 113, 137, 169, and 170; (b) 17, 51, 55, and 130; (c) 30, 44, 57, 58, 76, 79, 87, 124, and 155; (d) 137 and 170...
    • Advances in the Use of Microfluidics to Study Crystallization Fundamentals

      Nadine Candoni, Romain Grossier, Mehdi Lagaize, and Stéphane VeeslerAix-Marseille Université, CNRS, CINaM UMR 7325, 13288 Marseille, France; email: [email protected], [email protected], [email protected], [email protected]
      Annual Review of Chemical and Biomolecular Engineering Vol. 10: 59 - 83
      • ...Second, currently used chip materials, such as silicone (24), glass (24), hydrogels (25)...
      • ...Second, currently used chip materials, such as silicone (24), glass (24), hydrogels (25)...
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      Annual Review of Biomedical Engineering Vol. 21: 365 - 393
      • ...Recent advancements in microchip technologies have allowed a wide variety of new enabling solutions for the study of single cells (15...
    • Recent Advances and Trends in Microfluidic Platforms for C. elegans Biological Assays

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      Annual Review of Analytical Chemistry Vol. 11: 245 - 264
      • ...allow for precise control and manipulation of liquids, reagents, cells, and small organisms (1)....
    • Tailoring Delivery System Functionality Using Microfluidics

      Giovana Bonat Celli and Alireza AbbaspourradDepartment of Food Science, Cornell University, Ithaca, New York 14853, USA; email: [email protected]
      Annual Review of Food Science and Technology Vol. 9: 481 - 501
      • ...moving in a laminar flow through channels or surfaces with dimensions on the scale of tens to hundreds of microns (Whitesides 2006)....
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      Annual Review of Fluid Mechanics Vol. 50: 483 - 504
      • ...and the rigidity can be tailored (Unger et al. 2000, Whitesides 2006, Xia & Whitesides 1998)....
    • Design Approaches to Myocardial and Vascular Tissue Engineering

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      Annual Review of Biomedical Engineering Vol. 19: 389 - 414
      • ...Microfluidics is defined as the manipulation of fluids in channels with dimensions of tens to hundreds of micrometers (112)....
    • Single-Molecule Arrays for Protein and Nucleic Acid Analysis

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      Annual Review of Analytical Chemistry Vol. 10: 345 - 363
      • ...low sample and reagent volume requirements, low cost, and shorter analysis times (1)....
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      Annual Review of Analytical Chemistry Vol. 10: 1 - 24
      • ...and the capacity to exploit atypical fluid behavior to control chemical and biological entities (4, 5)....
      • ...which leverage the direct scale dependencies of heat and mass transfer while maintaining a high degree of operational and structural simplicity (5)....
    • Identification and Quantitation of Circulating Tumor Cells

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      Annual Review of Analytical Chemistry Vol. 10: 321 - 343
      • ...Microfluidic devices have had success in manipulating microliter amounts of simple liquids in microscale channels (47...
    • Architected Cellular Materials

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      Annual Review of Materials Research Vol. 46: 187 - 210
      • ...Small feature size on the microscale is often required due to space limitations but also has inherent advantages because heat transfer per unit area scales inversely with characteristic channel width and because the surface area–to–volume ratio increases with decreasing device size, enabling enhanced efficiency per unit volume (64). ...
    • Single-Cell Physiology

      Sattar Taheri-Araghi,1 Steven D. Brown,1 John T. Sauls,1 Dustin B. McIntosh,1 and Suckjoon Jun1,21Department of Physics,2Section of Molecular Biology, Division of Biological Science, University of California, San Diego, La Jolla, California 92093; email: [email protected]
      Annual Review of Biophysics Vol. 44: 123 - 142
      • ...Its adoption has been accelerated by advances in the miniaturization of electronics and parallel liquid sample handling methods for chemical analysis (80, 102)....
    • Microfluidics Expanding the Frontiers of Microbial Ecology

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      Annual Review of Biophysics Vol. 43: 65 - 91
      • ...Initially stemming from microanalytical methods and microelectronic circuits in the early 1990s (119), ...
    • Physics of Cancer: The Impact of Heterogeneity

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      Annual Review of Condensed Matter Physics Vol. 3: 363 - 382
      • Microfluidic Chemical Analysis Systems

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        Annual Review of Chemical and Biomolecular Engineering Vol. 2: 325 - 353
        • ...Microfluidics is the science and engineering of systems that manipulate small amounts of fluids at length scales from a few micrometers up to a millimeter (1)....
        • ...Significant technological advances have been made in the burgeoning field of microfluidics; however, many of the systems remain in the proof-of-concept stage (1)....
      • Microfluidic Platforms for Single-Cell Analysis

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        • ...is a field of study closely related to chemical cytometry (11–13)....
      • Integrated Microreactors for Reaction Automation: New Approaches to Reaction Development

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        Annual Review of Analytical Chemistry Vol. 3: 19 - 42
        • ...Polymer-based microfluidic systems, especially systems based on poly(dimethyl siloxane) (62), are frequently ...
      • Microfluidic Synthesis of Polymer and Inorganic Particulate Materials

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        • ...using channels with dimensions from tens to hundreds of micrometers (1)....
      • Protein Crystallization Using Microfluidic Technologies Based on Valves, Droplets, and SlipChip

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        Annual Review of Biophysics Vol. 39: 139 - 158
        • ...Microfluidics is a technology that manipulates small (nanoliter to femtoliter) amounts of fluids (2, 21, 24, 35, 39, 52, 69, 72, 78, 81–85, 87), ...
      • Point-of-Care Diagnostics for Global Health

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        • ...Microfluidics has been reviewed recently (162–166), as has its rapidly increasing application to medical diagnostics (167, 168)...
      • Cell Culture Models in Microfluidic Systems

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        Annual Review of Analytical Chemistry Vol. 1: 423 - 449
        • ...A wide variety of macro-to-micro interfaces exist (119) that need to be standardized (120)....
      • Microfluidic Large-Scale Integration: The Evolution of Design Rules for Biological Automation

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        Annual Review of Biophysics and Biomolecular Structure Vol. 36: 213 - 231
        • ...Numerous applications of microfluidics have been developed in chemistry, biology, and other fields (6, 7, 37, 49)....

    • 21. 
      Segré G, Silberberg A. 1961. Radial particle displacements in Poiseuille flow of suspensions. Nature 189:209–10
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...Segré & Silberberg (1961) made the first observation of a noncolloidal, ...
        • ...annular region when an initially uniform dilute suspension is passed in laminar flow through a straight tube” (Segré & Silberberg 1961, ...
        • ...at variance with the inertia-driven case of Segré & Silberberg (1961, 1962)....
      • DYNAMICS OF SINGLE BIOMOLECULES IN FREE SOLUTION

        Edward S. YeungAmes Laboratory-USDOE and Department of Chemistry, Iowa State University,
        Ames, Iowa 50011
        ; email: [email protected]gov
        Annual Review of Physical Chemistry Vol. 55: 97 - 126
        • ...Segre & Silberberg found that neutrally buoyant spheres in Poiseuille flow through a tube slowly migrate radially to a position about 0.6 tube radii (67...

    • 22. 
      Rubinow S, Keller JB. 1961. The transverse force on a spinning sphere moving in a viscous fluid. J. Fluid Mech. 11:447–59
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • DYNAMICS OF SINGLE BIOMOLECULES IN FREE SOLUTION

        Edward S. YeungAmes Laboratory-USDOE and Department of Chemistry, Iowa State University,
        Ames, Iowa 50011
        ; email: [email protected]gov
        Annual Review of Physical Chemistry Vol. 55: 97 - 126
        • ...According to the theoretical study of Saffman (82), Rubinow & Keller (83), ...

    • 23. 
      Matas J, Morris J, Guazzelli É. 2004. Lateral forces on a sphere. Oil Gas Sci. Technol. 59:59–70
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 24. 
      Feng J, Hu H, Joseph D. 1994. Direct simulation of initial value problems for the motion of solid bodies in a Newtonian fluid. Part 2: Couette and Poiseuille flows. J. Fluid Mech. 277:271–301
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...Instead, DNS (Aidun & Clausen 2010, Feng et al. 1994), i.e., the solution of the macroscopic balance equations for both the fluid and particle motion, ...
      • INERTIAL EFFECTS IN SUSPENSION AND POROUS-MEDIA FLOWS

        Donald L Koch and Reghan J HillSchool of Chemical Engineering, Cornell University, Ithaca, New York 14853; e-mail: [email protected] [email protected]
        Annual Review of Fluid Mechanics Vol. 33: 619 - 647
        • ...The dynamics of lift-induced migration of a circular particle in two-dimensional plane Poiseuille and Couette flows at finite Reynolds numbers has been investigated by Feng et al (1994a) using finite-element simulations....

    • 25. 
      Saffman PG. 1965. The lift on a small sphere in a slow shear flow. J. Fluid Mech. 22:385–400
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Direct Numerical Simulation of Turbulent Flows Laden with Droplets or Bubbles

        Said ElghobashiMechanical and Aerospace Engineering Department, University of California, Irvine, California 92689, USA; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 51: 217 - 244
        • ...The lift force on a clean spherical bubble rising in a vertical shear flow is directed toward the side where the fluid moves faster past the bubble in a frame of reference moving with the bubble (Lu et al. 2006), according to Saffman (1965)....
      • Simulation Methods for Particulate Flows and Concentrated Suspensions

        Martin MaxeyDivision of Applied Mathematics, Brown University, Providence, Rhode Island 02912; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 171 - 193
        • ...The estimates of FH may be extended to low–Reynolds number conditions to include inertial lift forces (Saffman 1965, Asmolov 1999)...
      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...Paralleling the slip-shear argument by Saffman (1965) for inertia-driven migration, D'Avino et al. (2010)...
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...understanding of the physical explanation of RBC lateral migration that leads to the Fåhræus and Fåhræus-Lindqvist effects was advanced through systematic studies of simpler suspensions of rigid particles and droplets (55...
        • ...The basic inertial lift phenomenon is the following (62–65): Once the flow rate is high enough that fluid inertia must be taken into account, ...
      • Philip G. Saffman

        D.I. Pullin and D.I. MeironGraduate Aerospace Laboratories, California Institute of Technology, Pasadena, California 91125; email: [email protected], [email protected]
        Annual Review of Fluid Mechanics Vol. 45: 19 - 34
        • ... provided a comprehensive survey of the wide scope of Saffman's contributions to various aspects of viscous flow theory. Saffman (1965) acknowledged J.T....
        • ... nonetheless credited him as the “first to understand the crucial importance of walls for explaining the experiments.” Saffman (1965) used matched asymptotic expansions, ...
      • Transport and Deposition of Particles in Turbulent and Laminar Flow

        Abhijit GuhaAerospace Engineering Department, University of Bristol, Bristol BS8 1TR, United Kingdom; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 40: 311 - 341
        • ...Saffman (1965, 1968) provided an expression for the shear-induced lift force, which (per unit mass and in the y direction) is ...
      • DYNAMICS OF SINGLE BIOMOLECULES IN FREE SOLUTION

        Edward S. YeungAmes Laboratory-USDOE and Department of Chemistry, Iowa State University,
        Ames, Iowa 50011
        ; email: [email protected]gov
        Annual Review of Physical Chemistry Vol. 55: 97 - 126
        • ...According to the theoretical study of Saffman (82), Rubinow & Keller (83)...
      • INERTIAL EFFECTS IN SUSPENSION AND POROUS-MEDIA FLOWS

        Donald L Koch and Reghan J HillSchool of Chemical Engineering, Cornell University, Ithaca, New York 14853; e-mail: [email protected] [email protected]
        Annual Review of Fluid Mechanics Vol. 33: 619 - 647
        • ...Reγ−1/2]) radial distance from a sphere. Saffman (1965) determined the lift force for , ...

    • 26. 
      Repetti R, Leonard E. 1964. Segré-Silberberg annulus formation: a possible explanation. Nature 203:1346–48
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 27. 
      Jeffrey R, Pearson J. 2006. Particle motion in laminar vertical tube flow. J. Fluid Mech. 22:721–35
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 28. 
      Ho B, Leal L. 1974. Inertial migration of rigid spheres in two-dimensional unidirectional flows. J. Fluid Mech. 65:365–400
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...No explicit explanation was available when Segré & Silberberg discovered the phenomenon, and two decades passed before Ho & Leal (1974)...
        • ...such relative velocity [the so-called slip velocity (Ho & Leal 1974)] is estimated in the Newtonian limit, ...
        • ...where it is well known that, close to the midplane, (see Ho & Leal 1974)....
      • Complex Fluids and Hydraulic Fracturing

        Alexander C. Barbati,1 Jean Desroches,2 Agathe Robisson,3 and Gareth H. McKinley11Hatsopoulos Microfluids Laboratory, Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; email: [email protected]2Schlumberger, Paris la Défense 92936, France3Schlumberger-Doll Research, Cambridge, Massachusetts 02139
        Annual Review of Chemical and Biomolecular Engineering Vol. 7: 415 - 453
        • ...Theory applied to migration in this dilute limit generally agrees with experiment (167, 168), ...
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...understanding of the physical explanation of RBC lateral migration that leads to the Fåhræus and Fåhræus-Lindqvist effects was advanced through systematic studies of simpler suspensions of rigid particles and droplets (55...
        • ...The basic inertial lift phenomenon is the following (62–65): Once the flow rate is high enough that fluid inertia must be taken into account, ...

    • 29. 
      Vasseur P, Cox R. 1976. The lateral migration of a spherical particle in two-dimensional shear flows. J. Fluid Mech. 78:385–413
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 30. 
      Zhou J, Papautsky I. 2013. Fundamentals of inertial focusing in microchannels. Lab Chip 13:1121–32
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...size-based separation can be achieved by controlling the flow rate, channel geometry, and configuration of outlets (46)....
        • ...where ap is the particle diameter and Dh is the hydraulic diameter (46)....

    • 31. 
      Dean WR. 1928. Fluid motion in a curved channel. Proc. R. Soc. A Math. Phys. Eng. Sci. 121:402–20
      • Crossref
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Transport Phenomena in Chaotic Laminar Flows

        Pavithra Sundararajan1 and Abraham D. Stroock2,31Sibley School of Mechanical and Aerospace Engineering,2School of Chemical and Biomolecular Engineering, and3Kavli Institute at Cornell for Nanoscale Science, Cornell University, Ithaca, New York 14853; email: [email protected], [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 3: 473 - 496
        • ...Instabilities owing to inertia [for example, Dean vortices (19, 20)], viscoelasticity (21, 22), or electrohydrodynamic effects (23, 24)...

    • 32. 
      Berger S, Talbot L, Yao L. 1983. Flow in curved pipes. Annu. Rev. Fluid Mech. 15:461–512
      • Link
      • Web of Science ®
      • Google Scholar
    • 33. 
      Vriend HJD. 1981. Velocity redistribution in curved rectangular channels. J. Fluid Mech. 107:423–39
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 34. 
      Norouzi M, Biglari N. 2013. An analytical solution for Dean flow in curved ducts with rectangular cross section. Phys. Fluids 25:053602
      • Crossref
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 35. 
      Cheng K, Akiyama M. 1970. Laminar forced convection heat transfer in curved rectangular channels. Int. J. Heat Mass Transf. 13:471–90
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 36. 
      Di Carlo D, Edd J, Irimia D, Tompkins R, Toner M. 2008. Equilibrium separation and filtration of particles using differential inertial focusing. Anal. Chem. 80:2204–11
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...Curved microchannels have been shown to achieve separation at higher throughput (∼1 mL/min) (122, 127, 128)....

    • 37. 
      Zeng L, Najjar F, Balachandar S, Fischer P. 2009. Forces on a finite-sized particle located close to a wall in a linear shear flow. Phys. Fluids 21:033302
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Bluff Bodies and Wake–Wall Interactions

        Mark C. Thompson,1 Thomas Leweke,2 and Kerry Hourigan11Department of Mechanical & Aerospace Engineering, Monash University, Clayton, VIC 3800, Australia; email: [email protected]2IRPHE (Institut de Recherche sur les Phénomènes Hors Equilibre), CNRS, Aix-Marseille Université, Centrale Marseille, 13384 Marseille, France
        Annual Review of Fluid Mechanics Vol. 53: 347 - 376
        • ...The behavior of the lift and drag coefficients of spheres translating close to a wall was investigated by Zeng et al. (2009) at moderate Reynolds numbers covering the steady regimes (Re < 300)....
        • ...are summarized in Figure 9 for the case of pure translation, as predicted by Zeng et al. (2009) and others....
        • ...Diagrams were computed using the correlations proposed by Zeng et al. (2009) based on a survey of various experimental and numerical studies....
      • Particle-Resolved Direct Numerical Simulation for Gas-Solid Flow Model Development

        Sudheer Tenneti and Shankar SubramaniamDepartment of Mechanical Engineering, Iowa State University, Ames, Iowa 50011; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 46: 199 - 230
        • ...PR-DNS can also be used to study the effect of walls by extending single-particle PR-DNS studies (Lanying et al. 2009, Lee & Balachandar 2010, Lee et al. 2011) to multiple particles and to infer boundary conditions for averaged equations....

    • 38. 
      Di Carlo D, Edd J, Humphry K, Stone H, Toner M. 2009. Particle segregation and dynamics in confined flows. Phys. Rev. Lett. 102:094503
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...understanding of the physical explanation of RBC lateral migration that leads to the Fåhræus and Fåhræus-Lindqvist effects was advanced through systematic studies of simpler suspensions of rigid particles and droplets (55...
        • ...–65): Once the flow rate is high enough that fluid inertia must be taken into account, ...
        • ...The sudden increase in channel width means the wall-induced lift effect diminishes and the shear-gradient-induced lift drives an outward migration of particles that scales as the cube of cell diameter (65)....

    • 39. 
      Asmolov E. 1999. The inertial lift on a spherical particle in a plane Poiseuille flow at large channel Reynolds number. J. Fluid Mech. 381:63–87
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Simulation Methods for Particulate Flows and Concentrated Suspensions

        Martin MaxeyDivision of Applied Mathematics, Brown University, Providence, Rhode Island 02912; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 171 - 193
        • ...The estimates of FH may be extended to low–Reynolds number conditions to include inertial lift forces (Saffman 1965, Asmolov 1999)...
      • Complex Fluids and Hydraulic Fracturing

        Alexander C. Barbati,1 Jean Desroches,2 Agathe Robisson,3 and Gareth H. McKinley11Hatsopoulos Microfluids Laboratory, Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; email: [email protected]2Schlumberger, Paris la Défense 92936, France3Schlumberger-Doll Research, Cambridge, Massachusetts 02139
        Annual Review of Chemical and Biomolecular Engineering Vol. 7: 415 - 453
        • ...Asmolov (170) provides a theoretical description of particle migration in this limit but does not predict the second equilibrium region....

    • 40. 
      Choi Y-S, Seo K-W, Lee S-J. 2011. Lateral and cross-lateral focusing of spherical particles in a square microchannel. Lab Chip 11:460–65
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 41. 
      Choi Y-S, Lee S-J. 2010. Holographic analysis of three-dimensional inertial migration of spherical particles in micro-scale pipe flow. Microfluid. Nanofluid. 9:819–29
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 42. 
      Zhou J, Giridhar PV, Kasper S, Papautsky I. 2013. Modulation of aspect ratio for complete separation in an inertial microfluidic channel. Lab Chip 13:1919–29
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...One such two-stage inertial migration device (123) includes a high-aspect-ratio upstream segment in which the binary particle population equilibrates to certain positions followed by an expansion section to a low-aspect-ratio downstream segment with different equilibrium particle positions....

    • 43. 
      Matas J-P, Morris JF, Guazzelli É. 2004. Inertial migration of rigid spherical particles in Poiseuille flow. J. Fluid Mech. 515:171–95
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Particle-Laden Turbulence: Progress and Perspectives

        Luca Brandt1,2 and Filippo Coletti31FLOW, Department of Engineering Mechanics, KTH Royal Institute of Technology, Stockholm, Sweden; email: [email protected]2Department of Energy and Process Engineering, Norwegian University of Science and Technology (NTNU), Trondheim, Norway3Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
        Annual Review of Fluid Mechanics Vol. 54: 159 - 189
        • ...which is reminiscent of the Segre–Silberberg effect (Matas et al. 2004)....
      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...the attracting annulus radial position shifts closer to the channel wall (e.g., Matas et al. 2004). ...
      • Complex Fluids and Hydraulic Fracturing

        Alexander C. Barbati,1 Jean Desroches,2 Agathe Robisson,3 and Gareth H. McKinley11Hatsopoulos Microfluids Laboratory, Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; email: [email protected]2Schlumberger, Paris la Défense 92936, France3Schlumberger-Doll Research, Cambridge, Massachusetts 02139
        Annual Review of Chemical and Biomolecular Engineering Vol. 7: 415 - 453
        • ...Matas et al. (169) characterize this behavior for and observe a second equilibrium position at the tube center when , ...

    • 44. 
      Matas J-P, Morris J, Guazzelli É. 2009. Lateral force on a rigid sphere in large-inertia laminar pipe flow. J. Fluid Mech. 621:59–67
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Simulation Methods for Particulate Flows and Concentrated Suspensions

        Martin MaxeyDivision of Applied Mathematics, Brown University, Providence, Rhode Island 02912; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 171 - 193
        • ...one is following the motion of isolated particles at very low particle volume fraction in a shear flow but in which inertial effects such as shear-induced lift forces play a role (Matas et al. 2009)....

    • 45. 
      Ciftlik A, Ettori M, Gijs M. 2013. High throughput-per-footprint inertial focusing. Small 9:2764–73
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 46. 
      Bhagat A, Kuntaegowdanahalli S, Papautsky I. 2008. Continuous particle separation in spiral microchannels using Dean flows and differential migration. Lab Chip 8:1906–14
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...the lateral migration velocity is proportional to the cube of the diameter (122)....
        • ...Curved microchannels have been shown to achieve separation at higher throughput (∼1 mL/min) (122, 127, 128)....
        • ...creates counter-rotating vortices and additional drag so that larger particles occupy a single equilibrium position at the inner wall and smaller particles are trapped in the core of the vortices at the center of the channel (122, 129)....

    • 47. 
      Gossett DR, Carlo DD. 2009. Particle focusing mechanisms in curving confined flows. Anal. Chem. 81:8459–65
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...creates counter-rotating vortices and additional drag so that larger particles occupy a single equilibrium position at the inner wall and smaller particles are trapped in the core of the vortices at the center of the channel (122, 129)....

    • 48. 
      Guan G, Wu L, Bhagat AA, Li Z, Chen PCY, et al. 2013. Spiral microchannel with rectangular and trapezoidal cross-sections for size based particle separation. Sci. Rep. 3:1495
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...several recent studies (20, 59, 60) have explored the effect of the shape of the channel cross-section on the performance of spiral cell sorters....

    • 49. 
      Hasni A, Göbbels K, Thiebes A, Bräunig P, Mokwa W, Schnakenberg U. 2011. Focusing and sorting of particles in spiral microfluidic channels. Procedia Eng. 25:1197–200
      • Crossref
      • Google Scholar
      Article Location
    • 50. 
      Kemna E, Schoeman R, Wolbers F, Vermes I, Weitz DA, Van Den Berg A. 2012. High-yield cell ordering and deterministic cell-in-droplet encapsulation using Dean flow in a curved microchannel. Lab Chip 12:2881–87
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Innovative Tools and Technology for Analysis of Single Cells and Cell–Cell Interaction

        Tania Konry, Saheli Sarkar, Pooja Sabhachandani, and Noa CohenDepartment of Pharmaceutical Sciences, Northeastern University, Boston, Massachusetts 02115; email: [email protected], [email protected], [email protected], [email protected]
        Annual Review of Biomedical Engineering Vol. 18: 259 - 284
        • ...Kemna et al. (74) used a curved-channel design that initiated secondary Dean flow to promote particle focusing within a distance of 1 cm....
        • ...The result was 77% efficiency for single HL-60 cell encapsulation in droplets, far exceeding Poisson statistics (74)....

    • 51. 
      Martel J, Toner M. 2012. Inertial focusing dynamics in spiral microchannels. Phys. Fluids 24:032001
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
    • 52. 
      Oakey J, Applegate R Jr, Arellano E, Di Carlo D. 2010. Particle focusing in staged inertial microfluidic devices for flow cytometry. Anal. Chem. 82:3862–67
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 53. 
      Russom A, Gupta A, Nagrath S, Carlo D, Edd J, Toner M. 2009. Differential inertial focusing of particles in curved low-aspect-ratio microchannels. New J. Phys. 11:075025
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 54. 
      Seo J, Lean M, Kole A. 2007. Membrane-free microfiltration by asymmetric inertial migration. Appl. Phys. Lett. 91:033901
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      • Article Location
    • 55. 
      Seo KW, Choi YS, Lee SJ. 2012. Dean-coupled inertial migration and transient focusing of particles in a curved microscale pipe flow. Exp. Fluids 53:1867–77
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
    • 56. 
      Xiang N, Chen K, Sun D, Wang S, Yi H, Ni Z. 2012. Quantitative characterization of the focusing process and dynamic behavior of differently sized microparticles in a spiral microchannel. Microfluid. Nanofluid. 14:89–99
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 57. 
      Xiang N, Yi H, Chen K, Sun D, Jiang D, et al. 2013. High-throughput inertial particle focusing in a curved microchannel: insights into the flow-rate regulation mechanism and process model. Biomicrofluidics 7:044116
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
    • 58. 
      Kuntaegowdanahalli SS, Bhagat AAS, Kumar G, Papautsky I. 2009. Inertial microfluidics for continuous particle separation in spiral microchannels. Lab Chip 9:2973–80
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...and 20 μm) (56) and separation into 4 different sizes (7.32, ...
      • Integrated Microreactors for Reaction Automation: New Approaches to Reaction Development

        Jonathan P. McMullen and Klavs F. JensenDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139; email: [email protected], [email protected]
        Annual Review of Analytical Chemistry Vol. 3: 19 - 42
        • .... (h) Integrated liquid-liquid extractor and separator (25). (i) Size-based particle separator (37)....

    • 59. 
      Martel JM, Toner M. 2013. Particle focusing in curved microfluidic channels. Sci. Rep. 3:3340
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
    • 60. 
      Di Carlo D. 2009. Inertial microfluidics. Lab Chip 9:3038–46
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Identification and Quantitation of Circulating Tumor Cells

        Siddarth Rawal,1, Yu-Ping Yang,1,2, Richard Cote,1,2 and Ashutosh Agarwal1,31Department of Pathology, DJTMF Biomedical Nanotechnology Institute, University of Miami, Coral Gables, Florida 331462Department of Biochemistry and Molecular Biology, University of Miami, Coral Gables, Florida 331463Department of Biomedical Engineering, University of Miami, Coral Gables, Florida 33146; email: [email protected]
        Annual Review of Analytical Chemistry Vol. 10: 321 - 343
        • ...and particle diameter directly impact the magnitude and direction of these left forces (27)....
      • Simulation Methods for Particulate Flows and Concentrated Suspensions

        Martin MaxeyDivision of Applied Mathematics, Brown University, Providence, Rhode Island 02912; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 171 - 193
        • ...The application may be the separation of particles in a microfluidic system or inertial focusing for cell cytometry (Di Carlo 2009)....
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...and combines the benefits of a passive approach with extremely high throughput and yield (52)....
        • ...A detailed understanding and physical modeling of complicated particle-focusing behaviors remains a fascinating, yet still unfinished, research topic (7, 52, 55)....

    • 61. 
      Wu L, Guan G, Hou H, Bhagat A, Han J. 2012. Separation of leukocytes from blood using spiral channel with trapezoid cross-section. Anal. Chem. 84:9324–31
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...several recent studies (20, 59, 60) have explored the effect of the shape of the channel cross-section on the performance of spiral cell sorters....
        • ...One such application is leukocyte isolation; Wu et al. (59) have demonstrated direct separation of human leukocytes from diluted blood (1.5% hematocrit) at a throughput of 1.33 × 108 cells/mL with approximately 96% separation efficiency....
        • ...inertial cell sorters are the simplest microfluidic platforms that can separate cells with high throughput and with negligible effects on cell viability, genomic profile (66), and immunophenotype (59)....
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...A trapezoidal cross-section increases the separation between large and small particles and cells owing to the asymmetry that skews the location of the vortex core toward the outer channel wall, allowing for more concentrated blood samples to be used (130)....

    • 62. 
      Bhagat A, Kuntaegowdanahalli S, Papautsky I. 2008. Enhanced particle filtration in straight microchannels using shear-modulated inertial migration. Phys. Fluids 20:101702
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 63. 
      Majid EW, Guan G, Khoo BL, Lee WC, Bhagat AAS, et al. 2013. Slanted spiral microfluidics for the ultra-fast, label-free isolation of circulating tumor cells. Lab Chip 14:128–37
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Circulating Tumor Cells: Diagnostic and Therapeutic Applications

        Eric Lin,1,2,3, Thong Cao,4, Sunitha Nagrath,1,2,3 and Michael R. King41Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]2University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan 48109, USA3Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, USA4Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 20: 329 - 352
        • ...Subsequently, Warkiani et al. introduced a slanted spiral device (53) and a multiplex spiral device (54)...
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Panel c adapted from Reference 20 with permission from the Royal Society of Chemistry. (d) Schematic of particle focusing and separation using inertial microfluidics in straight microchannels....
        • ...several recent studies (20, 59, 60) have explored the effect of the shape of the channel cross-section on the performance of spiral cell sorters....
        • ...with extremely high purity (approximately 4 log depletion of WBCs); they also showed 100% positive CTC extraction from samples (n = 10) from patients with advanced metastatic breast and lung cancer (20)....
        • ...Warkiani et al. (20) recently reported on an ultrahigh-throughput microfluidic system that can enrich putative CTCs from 7.5 mL of lysed blood in less than 8 minutes with very high purity (99.99% removal of WBCs)....
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...Panels e and f reproduced from Reference 131 with permission....

    • 64. 
      Park J, Song S, Jung H. 2009. Continuous focusing of microparticles using inertial lift force and vorticity via multi-orifice microfluidic channels. Lab Chip 9:939–48
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 65. 
      Wang X, Zhou J, Papautsky I. 2013. Vortex-aided inertial microfluidic device for continuous particle separation with high size-selectivity, efficiency, and purity. Biomicrofluidics 7:044119
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Wang et al. (139) made use of similar principles to isolate polystyrene beads for particle sorting and blood fractionation....

    • 66. 
      Hur SC, Mach AJ, Di Carlo D. 2011. High-throughput size-based rare cell enrichment using microscale vortices. Biomicrofluidics 5:022206
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Circulating Tumor Cells: Diagnostic and Therapeutic Applications

        Eric Lin,1,2,3, Thong Cao,4, Sunitha Nagrath,1,2,3 and Michael R. King41Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]2University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan 48109, USA3Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, USA4Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 20: 329 - 352
        • ...Hur et al. (48) developed the Vortex Chip by using microscale laminar vortices to retain large numbers of CTCs in assigned areas at high throughput (0.6 mL/min) on the basis of the inertial migration of particles....
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Panel b adapted from Reference 136 with permission from the American Institute of Physics. (c) Schematic of circulating tumor cell (CTC)-iChip....
        • ... recently reported on a high-throughput microfluidic device that can be used for ultrahigh-throughput separation of CTCs (20 minutes to process 7.5 mL of whole blood) and uses a combination of inertial focusing and vortex technology, capitalizing on previous findings by Hur et al. (136)....
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...Another means of modulating channel geometry is to insert rectangular cavities at the channel sides that generate predictable vortices in which to trap CTCs (124...

    • 67. 
      Zhang J, Li M, Li W, Alici G. 2013. Inertial focusing in a straight channel with asymmetrical expansion–contraction cavity arrays using two secondary flows. J. Micromech. Microeng. 23:085023
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 68. 
      Park JS, Jung HI. 2009. Multiorifice flow fractionation: continuous size-based separation of microspheres using a series of contraction/expansion microchannels. Anal. Chem. 81:8280–88
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 69. 
      Mach AJ, Kim JH, Arshi A, Hur SC, Di Carlo D. 2011. Automated cellular sample preparation using a Centrifuge-on-a-Chip. Lab Chip 11:2827–34
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 70. 
      Chung A, Pulido D, Oka JC, Amini H, Masaeli M, Di Carlo D. 2013. Microstructure-induced helical vortices allow single-stream and long-term inertial focusing. Lab Chip 13:2942–49
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 71. 
      Chung AJ, Gossett DR, Di Carlo D. 2012. Three dimensional, sheathless, and high-throughput microparticle inertial focusing through geometry-induced secondary flows. Small 9:685–90
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 72. 
      Ookawara S, Higashi R, Street D, Ogawa K. 2004. Feasibility study on concentration of slurry and classification of contained particles by microchannel. Chem. Eng. J. 101:171–78
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 73. 
      Ookawara S, Oozeki N, Ogawa K, Löb P, Hessel V. 2010. Process intensification of particle separation by lift force in arc microchannel with bifurcation. Chem. Eng. Proc. Process Intensif. 49:696–702
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 74. 
      Hur SC, Choi SE, Kwon S, Di Carlo D. 2011. Inertial focusing of non-spherical microparticles. Appl. Phys. Lett. 99:044101
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
    • 75. 
      Masaeli M, Sollier E, Amini H, Mao W, Camacho K, et al. 2012. Continuous inertial focusing and separation of particles by shape. Phys. Rev. X 2:031017
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Synthetic Nano- and Micromachines in Analytical Chemistry: Sensing, Migration, Capture, Delivery, and Separation

        Wentao Duan,1 Wei Wang,2 Sambeeta Das,1 Vinita Yadav,1 Thomas E. Mallouk,1 and Ayusman Sen11Department of Chemistry, The Pennsylvania State University, University Park, Pennsylvania 16802; email: [email protected], [email protected]2Shenzhen Key Laboratory for Advanced Materials, School of Material Sciences and Engineering, Shenzhen Graduate School, Harbin Institute of Technology, University Town, Shenzhen 518055, China
        Annual Review of Analytical Chemistry Vol. 8: 311 - 333
        • ...these techniques separate species based on differences in their physical properties such as shape (150), ...

    • 76. 
      Hur SC, Henderson-MacLennan NK, McCabe ERB, Di Carlo D. 2011. Deformability-based cell classification and enrichment using inertial microfluidics. Lab Chip 11:912–20
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • High-Throughput Assessment of Cellular Mechanical Properties

        Eric M. Darling1,2,3,4 and Dino Di Carlo5,6,71Center for Biomedical Engineering,2Department of Molecular Pharmacology, Physiology, and Biotechnology,3Department of Orthopaedics, and4School of Engineering, Brown University, Providence, Rhode Island 02912; email: [email protected]5Department of Bioengineering,6California NanoSystems Institute, and7Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California 90095; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 17: 35 - 62
        • ...where the viscoelasticity of the cell membrane contributes to the shear-induced distribution of cells within microfluidic channels (22)....
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...inertial cell sorters are the simplest microfluidic platforms that can separate cells with high throughput and with negligible effects on cell viability, genomic profile (66), ...
        • ...Hur et al. (66) made use of the balance between deformability-induced lift force and inertial lift forces to classify cells....

    • 77. 
      Takemura F, Takagi S, Magnaudet J, Matsumoto Y. 2002. Drag and lift forces on a bubble rising near a vertical wall in a viscous liquid. J. Fluid Mech. 461:277–300
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Bubbly and Buoyant Particle–Laden Turbulent Flows

        Varghese Mathai,1 Detlef Lohse,2,3 and Chao Sun41School of Engineering, Brown University, Providence, Rhode Island 02912, USA2Physics of Fluids Group, Max Planck–University of Twente Centre for Complex Fluid Dynamics; MESA+ Institute; and Department of Science and Technology, University of Twente, 7500 AE Enschede, The Netherlands3Max Planck Institute for Dynamics and Self-Organization, 37077 Göttingen, Germany4Center for Combustion Energy, Key Laboratory for Thermal Science and Power Engineering of Ministry of Education, and Department of Energy and Power Engineering, Tsinghua University, Beijing 100084, China; email: [email protected]
        Annual Review of Condensed Matter Physics Vol. 11: 529 - 559
        • ...is quite different due to additional complexities arising from deformability, internal circulations, and surface contamination (50, 88–92)....

    • 78. 
      Takemura F, Magnaudet J. 2003. The transverse force on clean and contaminated bubbles rising near a vertical wall at moderate Reynolds number. J. Fluid Mech. 495:235–53
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 79. 
      Leal L. 1980. Particle motions in a viscous fluid. Annu. Rev. Fluid Mech. 12:435–76
      • Link
      • Web of Science ®
      • Google Scholar
    • 80. 
      Amini H, Sollier E, Weaver WM, Di Carlo D. 2012. Intrinsic particle-induced lateral transport in microchannels. Proc. Natl. Acad. Sci. USA 109:11593–98
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 81. 
      Lee W, Amini H, Stone HA, Di Carlo D. 2010. Dynamic self-assembly and control of microfluidic particle crystals. Proc. Natl. Acad. Sci. USA 107:22413–18
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...Such an issue has already been successfully tackled in the case of purely inertially driven migration (Lee et al. 2010), ...

    • 82. 
      Humphry KJ. 2009. Low Reynolds number flows for microfluidic technologies: instabilities, drops, and inertially ordered particles. PhD Thesis, Harvard Univ., Cambridge, MA
      • Google Scholar
      Article Location
    • 83. 
      Humphry KJ, Kulkarni PM, Weitz DA, Morris JF, Stone HA. 2010. Axial and lateral particle ordering in finite Reynolds number channel flows. Phys. Fluids 22:081703
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 84. 
      Matas J, Glezer V, Guazzelli É, Morris J. 2004. Trains of particles in finite-Reynolds-number pipe flow. Phys. Fluids 16:4192–95
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 85. 
      Huang P, Joseph D. 2000. Effects of shear thinning on migration of neutrally buoyant particles in pressure driven flow of Newtonian and viscoelastic fluids. J. Non-Newtonian Fluid Mech. 90:159–85
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 86. 
      Lim EJ, Ober TJ, Edd JF, McKinley GH, Toner M. 2012. Visualization of microscale particle focusing in diluted and whole blood using particle trajectory analysis. Lab Chip 12:2199–210
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 87. 
      Nam J, Lim H, Kim D, Jung H, Shin S. 2012. Continuous separation of microparticles in a microfluidic channel via the elasto-inertial effect of non-Newtonian fluid. Lab Chip 12:1347–54
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...Particles with different sizes can be made to follow different trajectories and can be separated in outflow by exploiting the dependence of the migration velocity on the square of the confinement ratio in Poiseuille flow (Equation 1) (Nam et al. 2012, Ahn et al. 2015, Liu et al. 2015)....
        • ...with the same suspending fluid devoid of particles (Nam et al. 2012, Lu & Xuan 2015a), ...
        • ...these devices achieve an extremely high separation efficiency (up to 99.9%) (Nam et al. 2012, 2015a...

    • 88. 
      Yang S, Kim J, Lee S, Lee S, Kim J. 2010. Sheathless elasto-inertial particle focusing and continuous separation in a straight rectangular microchannel. Lab Chip 11:266–73
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Designing Complex Fluids

        Randy H. Ewoldt1,2 and Chaimongkol Saengow21Department of Mechanical Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA; email: [email protected]2Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
        Annual Review of Fluid Mechanics Vol. 54: 413 - 441
        • ...; Kim et al. 2019; Leshansky et al. 2007; Yang et al. 2011)....

    • 89. 
      Kang K, Lee SS, Hyun K, Lee SJ, Kim JM. 2013. DNA-based highly tunable particle focuser. Nat. Commun. 4:2567
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...purely viscoelastic effects are able to focus particles along the centerline of straight cylindrical microchannels a few centimeters in length and for a wide range of flow rates (D'Avino et al. 2012a, Kang et al. 2013, Seo et al. 2014a)....
        • ...Constant-viscosity fluids such as dilute water solutions of polyvinylpyrrolidone (D'Avino et al. 2012a, Romeo et al. 2013, Seo et al. 2014a) or DNA (Kang et al. 2013) promote efficient flow focusing....

    • 90. 
      Lee DJ, Brenner H, Youn JR, Song YS. 2013. Multiplex particle focusing via hydrodynamic force in viscoelastic fluids. Sci. Rep. 3:3258
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...Under the inertio-elastic regime, curved channels (Lee et al. 2013, Amini et al. 2014)...
        • ...The Dean drag force coupled with viscoelastic migration induces particle focusing on a streamline of the flow field (Lee et al. 2013, Yuan et al. 2015)....

    • 91. 
      Wu Z, Willing B, Bjerketorp J, Jansson JK, Hjort K. 2009. Soft inertial microfluidics for high throughput separation of bacteria from human blood cells. Lab Chip 9:1193–99
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Wu et al. (62) removed bacteria from 10% volume/volume (v/v) human RBCs by capitalizing on the greater lateral displacement of the RBCs caused by a stronger wall-induced lift effect....

    • 92. 
      Hur SC, Tse HTK, Di Carlo D. 2010. Sheathless inertial cell ordering for extreme throughput flow cytometry. Lab Chip 10:274–80
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Particle Migration due to Viscoelasticity of the Suspending Liquid and Its Relevance in Microfluidic Devices

        Gaetano D'Avino,1Francesco Greco,2 and Pier Luca Maffettone11Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università degli Studi di Napoli Federico II, Napoli 80125, Italy; email: [email protected], [email protected]2Istituto di Ricerche sulla Combustione, CNR, Napoli 80125, Italy; email: [email protected]
        Annual Review of Fluid Mechanics Vol. 49: 341 - 360
        • ...and cell-sorting applications (Hur et al. 2010, Xuan et al. 2010, Dannhauser et al. 2014)....

    • 93. 
      Bhagat AAS, Kuntaegowdanahalli SS, Kaval N, Seliskar CJ, Papautsky I. 2010. Inertial microfluidics for sheath-less high-throughput flow cytometry. Biomed. Microdevices 12:187–95
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Innovative Tools and Technology for Analysis of Single Cells and Cell–Cell Interaction

        Tania Konry, Saheli Sarkar, Pooja Sabhachandani, and Noa CohenDepartment of Pharmaceutical Sciences, Northeastern University, Boston, Massachusetts 02115; email: [email protected], [email protected], [email protected], [email protected]
        Annual Review of Biomedical Engineering Vol. 18: 259 - 284
        • ...based on inertial flow focusing in combination with Dean drag force, was implemented in spiral microchannels (142)....

    • 94. 
      Mao X, Lin S-C, Dong C, Huang T. 2009. Single-layer planar on-chip flow cytometer using microfluidic drifting based three-dimensional (3D) hydrodynamic focusing. Lab Chip 9:1583–89
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 95. 
      Kotz KT, Petrofsky AC, Haghgooie R, Granier R, Toner M, Tompkins RG. 2013. Inertial focusing cytometer with integrated optics for particle characterization. Technology 1:27–36
      • Crossref
      • Medline
      • Google Scholar
      Article Location
    • 96. 
      Ozkumur E, Shah AM, Ciciliano JC, Emmink BL, Miyamoto DT, et al. 2013. Inertial focusing for tumor antigen–dependent and –independent sorting of rare circulating tumor cells. Sci. Transl. Med. 5:179ra47
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Circulating Tumor Cells: Diagnostic and Therapeutic Applications

        Eric Lin,1,2,3, Thong Cao,4, Sunitha Nagrath,1,2,3 and Michael R. King41Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]2University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan 48109, USA3Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, USA4Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 20: 329 - 352
        • ...inertial focusing, and immunomagnetic selection into an integrated microfluidic system (61)....
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...which combines DLD, inertial focusing, and magnetophoresis to sort rare cells (25, 144)....

    • 97. 
      Mach AJ, Di Carlo D. 2010. Continuous scalable blood filtration device using inertial microfluidics. Biotechnol. Bioeng. 107:302–11
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Panel d adapted from Reference 19 with permission from Wiley. (e) Schematic of a microhydrocyclone structure, ...
        • ...Mach & Di Carlo (19) tried to overcome the limitations of sample volumes by creating a parallelized blood filtration device that had the potential to extend the application to treat neonatal sepsis (Figure 2d)....
        • ...the highest throughput reported for size-based separation of pathogens from blood cells is 240 mL/h with 0.5% v/v blood spiked with E. coli; this was obtained using a parallelized, inertial, microfluidic system (19)....
      • Microfluidic Sample Preparation for Medical Diagnostics

        Francis Cui,1 Minsoung Rhee,2 Anup Singh,2 and Anubhav Tripathi11Center for Biomedical Engineering, School of Engineering, Brown University, Providence, Rhode Island 02912; email: [email protected]2Sandia National Laboratories, Livermore, California 94551-0969
        Annual Review of Biomedical Engineering Vol. 17: 267 - 286
        • ...Preliminary treatment of the channel surface has been widely investigated as a means of overcoming this problem, using treatment with bovine serum albumin (1), ...
        • ...including deterministic cell deviation by obstacles (22), Zweifach–Fung bifurcation (23–25), inertial force deviation (1), ...

    • 98. 
      Kersaudy-Kerhoas M, Dhariwal R, Desmulliez MPY, Jouvet L. 2010. Hydrodynamic blood plasma separation in microfluidic channels. Microfluid. Nanofluid. 8:105–14
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Kersaudy-Kerhoas and colleagues (51) created vacuums at multiple branches to influence particle sorting....

    • 99. 
      Faivre M, Abkarian M, Bickraj K, Stone HA. 2006. Geometrical focusing of cells in a microfluidic device: an approach to separate blood plasma. Biorheology 43:147–59
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
      More AR articles citing this reference

      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Faivre and colleagues (132) also used in vitro plasma skimming to create cell-free plasma....
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...Reprinted with permission from Reference 164....

    • 100. 
      Tanaka T, Ishikawa T, Numayama-Tsuruta K, Imai Y, Ueno H, et al. 2012. Separation of cancer cells from a red blood cell suspension using inertial force. Lab Chip 12:4336–43
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 101. 
      Tanaka T, Ishikawa T, Numayama-Tsuruta K, Imai Y, Ueno H, et al. 2011. Inertial migration of cancer cells in blood flow in microchannels. Biomed. Microdevices 14:25–33
      • Crossref
      • Web of Science ®
      • Google Scholar
      Article Location
    • 102. 
      Sun J, Li M, Liu C, Zhang Y, Liu D, et al. 2012. Double spiral microchannel for label-free tumor cell separation and enrichment. Lab Chip 12:3952–60
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 103. 
      Hou HW, Warkiani ME, Khoo BL, Li ZR, Soo RA, et al. 2013. Isolation and retrieval of circulating tumor cells using centrifugal forces. Sci. Rep. 3:1259
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
      More AR articles citing this reference

      • Circulating Tumor Cells: Diagnostic and Therapeutic Applications

        Eric Lin,1,2,3, Thong Cao,4, Sunitha Nagrath,1,2,3 and Michael R. King41Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]2University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan 48109, USA3Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, USA4Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 20: 329 - 352
        • ...Hou et al. (52) reported a spiral device in which twofold-diluted blood is injected along with a sheath buffer flow....
      • Circulating Tumor Cells: Fluid Surrogates of Solid Tumors

        J.-A. Thiele,1 K. Bethel,2 M. Králíčková,3 and P. Kuhn4,51Biomedical Center, Faculty of Medicine in Pilsen, Charles University in Prague, 323 00 Pilsen, Czech Republic2Scripps Clinic Medical Group, Scripps Clinic, La Jolla, California 921213Department of Histology and Embryology, Faculty of Medicine in Pilsen, Charles University in Prague, 301 00 Pilsen, Czech Republic4Bridge Institute, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, California 90089; email: [email protected]5Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California 90089
        Annual Review of Pathology: Mechanisms of Disease Vol. 12: 419 - 447
        • ...Validation with clinical samples of metastatic lung cancer patients showed a 100% detection rate (122)....
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Hou and colleagues (63) developed a novel spiral biochip that is capable of processing blood (approximately 20–25% hematocrit) at a speed of 3 mL/h for isolating CTCs through a two-stage cascade system....

    • 104. 
      Bhagat A, Hou H, Li L, Lim C, Han J. 2011. Pinched flow coupled shear-modulated inertial microfluidics for high-throughput rare blood cell separation. Lab Chip 11:1870–78
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      • Web of Science ®
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      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...In the work of Bhagat et al. (61), a pinched straight channel that had a pinching width comparable to the size of a CTC has been used to isolate spiked CTCs from 2% hematocrit blood at 0.4 mL/min (Reynolds number = 100), ...
      • Circulating Tumor Cells and Circulating Tumor DNA

        Catherine Alix-Panabières,1,2,3 Heidi Schwarzenbach,4 and Klaus Pantel41University Medical Center, Saint-Eloi Hospital, Institute of Research in Biotherapy, Laboratory of Rare Human Circulating Cells, Montpellier, France;2University Medical Center, Laboratory of Cell and Hormonal Biology, Arnaud de Villeneuve Hospital, Montpellier, France;3University Institute of Clinical Research UM1 – EA2415 – Epidemiology, Biostatistics & Public Health; email: [email protected]4Institute of Tumor Biology, University Medical Center, Hamburg-Eppendorf, 20246 Hamburg, Germany; email: [email protected]
        Annual Review of Medicine Vol. 63: 199 - 215
        • ...; a new versatile label–free biochip using the unique differences in size and deformability of cancer cells (larger and stiffer than blood cells) (13, 14)...

    • 105. 
      Sollier E, Go DE, Che J, Gossett DR, O'Byrne S, et al. 2014. Size-selective collection of circulating tumor cells using Vortex technology. Lab Chip 14:63–77
      • Crossref
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      • Web of Science ®
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      • Circulating Tumor Cells: Diagnostic and Therapeutic Applications

        Eric Lin,1,2,3, Thong Cao,4, Sunitha Nagrath,1,2,3 and Michael R. King41Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA; email: [email protected]2University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan 48109, USA3Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48109, USA4Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 20: 329 - 352
        • ...An adapted Vortex Chip demonstrated an improved performance of 8–26% recovery against MCF7 cells in a single device and 28–37% in double rounds (the performance was similar in 10-fold-diluted blood or lysis blood) (49)....
        • ...Clinical sensitivity of 50–88% and purity of 0.5–12.7 WBCs per milliliter (1–95% overall purity) have been reported (49, 50)....
      • Identification and Quantitation of Circulating Tumor Cells

        Siddarth Rawal,1, Yu-Ping Yang,1,2, Richard Cote,1,2 and Ashutosh Agarwal1,31Department of Pathology, DJTMF Biomedical Nanotechnology Institute, University of Miami, Coral Gables, Florida 331462Department of Biochemistry and Molecular Biology, University of Miami, Coral Gables, Florida 331463Department of Biomedical Engineering, University of Miami, Coral Gables, Florida 33146; email: [email protected]
        Annual Review of Analytical Chemistry Vol. 10: 321 - 343
        • ...where they remain trapped and orbit in the microvortices while the smaller cells remain in the main stream (28)....
      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Sollier and coworkers (138) recently reported on a high-throughput microfluidic device that can be used for ultrahigh-throughput separation of CTCs (20 minutes to process 7.5 mL of whole blood) and uses a combination of inertial focusing and vortex technology, ...
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...Another means of modulating channel geometry is to insert rectangular cavities at the channel sides that generate predictable vortices in which to trap CTCs (124–126)....

    • 106. 
      Nivedita N, Papautsky I. 2013. Continuous separation of blood cells in spiral microfluidic devices. Biomicrofluidics 7:054101
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 107. 
      Lee WC, Bhagat AAS, Huang S, Van Vliet KJ, Han J, Lim CT. 2011. High-throughput cell cycle synchronization using inertial forces in spiral microchannels. Lab Chip 11:1359–67
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      • Medline
      • Web of Science ®
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      • Large-Volume Microfluidic Cell Sorting for Biomedical Applications

        Majid Ebrahimi Warkiani,1,2 Lidan Wu,3 Andy Kah Ping Tay,1 and Jongyoon Han1,3,41BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602; email: [email protected]2School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia3Department of Biological Engineering and4Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
        Annual Review of Biomedical Engineering Vol. 17: 1 - 34
        • ...Panel c adapted from Reference 186 with permission from the Royal Society of Chemistry....
        • ...Lee et al. (186) developed a high-throughput spiral biochip (Figure 5c) that can efficiently fractionate several asynchronous mammalian cell lines, ...

    • 108. 
      Gossett DR, Tse HTK, Lee SA, Ying Y, Lindgren AG, et al. 2012. Hydrodynamic stretching of single cells for large population mechanical phenotyping. Proc. Natl. Acad. Sci. USA 109:7630–35
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      • Medline
      • Web of Science ®
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      • High-Throughput Assessment of Cellular Mechanical Properties

        Eric M. Darling1,2,3,4 and Dino Di Carlo5,6,71Center for Biomedical Engineering,2Department of Molecular Pharmacology, Physiology, and Biotechnology,3Department of Orthopaedics, and4School of Engineering, Brown University, Providence, Rhode Island 02912; email: [email protected]5Department of Bioengineering,6California NanoSystems Institute, and7Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California 90095; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 17: 35 - 62
        • ...Lectin- and anti-CD3-activated peripheral blood mononuclear cells have been observed to exhibit substantial increases in deformability and a larger spread in deformability (65)....
        • ...cells are centered through a focusing method before being introduced into a fluid junction with an extensional flow field (Figure 4a) (65)....
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ..., which has in turn been applied to cancer diagnostics (31, 32), ...
        • ...Panels c and d adapted from Reference 31 with permission. (e) A curved microchannel geometry with a trapezoidal cross-section creates large lateral separation between large and small particles, ...
        • ...of suspended heterogeneous cell populations that could then be analyzed to predict metastatic potential, inflammation, stem cell state, and leukocyte activation (31)....

    • 109. 
      Hansson J, Karlsson MJ, Haraldsson T, Brismar H, Van Der Wijngaart W, Russom A. 2012. Inertial microfluidics in parallel channels for high-throughput applications. Lab Chip 12:4644–50
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Location
    • 110. 
      Gossett DR, Tse HTK, Dudani JS, Goda K, Woods TA, et al. 2012. Inertial manipulation and transfer of microparticles across laminar fluid streams. Small 8:2757–64
      • Crossref
      • Medline
      • Web of Science ®
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 111. 
      Dudani JS, Gossett DR, Tse HTK, Di Carlo D. 2013. Pinched-flow hydrodynamic stretching of single-cells. Lab Chip 13:3728–34
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      • Medline
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      • High-Throughput Assessment of Cellular Mechanical Properties

        Eric M. Darling1,2,3,4 and Dino Di Carlo5,6,71Center for Biomedical Engineering,2Department of Molecular Pharmacology, Physiology, and Biotechnology,3Department of Orthopaedics, and4School of Engineering, Brown University, Providence, Rhode Island 02912; email: [email protected]5Department of Bioengineering,6California NanoSystems Institute, and7Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California 90095; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 17: 35 - 62
        • ...a design that allows the same cells to be stretched in two different stress fields to increase information content (i.e., to assay responses to small and large strains) (135, 136)....
        • ...Hydrodynamic approaches yield the highest throughputs of any current technique (up to 20,000 cells/s) (135); however, ...
        • ...Dudani et al. (135) combined two stretching measurements at low and high strains to achieve a more information-rich output....

    • 112. 
      Tse HTK, Gossett DR, Moon YS, Masaeli M, Sohsman M, et al. 2013. Quantitative diagnosis of malignant pleural effusions by single-cell mechanophenotyping. Sci. Transl. Med. 5:212ra163
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      • High-Throughput Assessment of Cellular Mechanical Properties

        Eric M. Darling1,2,3,4 and Dino Di Carlo5,6,71Center for Biomedical Engineering,2Department of Molecular Pharmacology, Physiology, and Biotechnology,3Department of Orthopaedics, and4School of Engineering, Brown University, Providence, Rhode Island 02912; email: [email protected]5Department of Bioengineering,6California NanoSystems Institute, and7Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California 90095; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 17: 35 - 62
        • ...Cells from pleural effusions (63) and exfoliated cells from the oral cavity (48)...
        • ...Tse et al. (63) showed the ability to quantitatively identify malignant pleural effusions with high accuracy, ...
      • Microfluidic Strategies for Understanding the Mechanics of Cells and Cell-Mimetic Systems

        Joanna B. Dahl,1, Jung-Ming G. Lin,2,3, Susan J. Muller,1 and Sanjay Kumar2,31Department of Chemical and Biomolecular Engineering,2Department of Bioengineering, and3UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, California 94720; email: [email protected]
        Annual Review of Chemical and Biomolecular Engineering Vol. 6: 293 - 317
        • ...microrheological devices based on stretching of single cells within a microfluidic channel now enable measurement at rates as high as 1,000 cells per second (30), ...

    • 113. 
      Lagus T, Edd J. 2013. A review of the theory, methods and recent applications of high-throughput single-cell droplet microfluidics. J. Phys. D Appl. Phys. 46:114005
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      • Chemical and Biological Dynamics Using Droplet-Based Microfluidics

        Oliver J. Dressler, Xavier Casadevall i Solvas, and Andrew J. deMelloDepartment of Chemistry and Applied Biosciences, ETH Zürich, CH-8093 Zürich, Switzerland; email: [email protected]
        Annual Review of Analytical Chemistry Vol. 10: 1 - 24
        • ...We direct the interested reader to several other excellent review articles that highlight complementary aspects of droplet-based microfluidics, including physical mechanisms of droplet formation (10), droplet manipulation techniques (11, 12), ...
      • Innovative Tools and Technology for Analysis of Single Cells and Cell–Cell Interaction

        Tania Konry, Saheli Sarkar, Pooja Sabhachandani, and Noa CohenDepartment of Pharmaceutical Sciences, Northeastern University, Boston, Massachusetts 02115; email: [email protected], [email protected], [email protected], [email protected]
        Annual Review of Biomedical Engineering Vol. 18: 259 - 284
        • ...The most common methods of droplet generation rely on fluid shearing in flow focusing, coflowing, and T-junction nozzles (55)....
        • ...These methods are discussed in several detailed reviews (54, 55, 69)....
        • ...whereas the probability of trapping two types of cells in one droplet is 13.5% (55)....
        • ...Investigators have achieved high-throughput entrapment by organizing cells in an evenly distributed train in a high–aspect ratio channel with a diameter slightly larger than that of the cells (55)....
        • ...Two strains of a microbial population were coencapsulated at 64% efficiency by utilizing two parallel channels for ordering and spacing individual cell or particle flow; this efficiency represents a fivefold enhancement over the 13.5% rate dictated by Poisson probability (55)....

    • 114. 
      Edd J, Di Carlo D, Humphry K, Köster S, Irimia D, et al. 2008. Controlled encapsulation of single cells into monodisperse picoliter drops. Lab Chip 8:1262–64
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      • Biosensors for Cell Analysis

        Qing Zhou, Kyungjin Son, Ying Liu, and Alexander RevzinDepartment of Biomedical Engineering, University of California, Davis, California 95616; email: [email protected]
        Annual Review of Biomedical Engineering Vol. 17: 165 - 190
        • ...Another approach may involve arranging the cells in a microfluidic channel to match the frequency of droplet formation and cell entry into the nozzle of a microfluidic device (66)....

    • 115. 
      Edd J, Lagus T. 2012. High throughput single-cell and multiple-cell micro-encapsulation. J. Vis. Exp. 64:e4096
      • Medline
      • Google Scholar
      Article Locations:
      • Article Location
      • Article Location
    • 116. 
      Hur S, Yun H. 2013. Sequential multi-molecule delivery using vortex-assisted electroporation. Lab Chip 13:2764–72
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    • Table 1  -Channel geometries and force variation
    • Table 2  -Applications of inertial focusing
    • Figures
    • Tables
    image

    Figure 1  Early observations of inertial focusing in different microfluidic geometries. (a, top left) Schematic and image of inertial focusing in an asymmetrically curved microchannel. (bottom left) Longitudinal ordering in straight channels with the spacing measured to be multiples of 3.6 times the particle diameter at the same cross-sectional equilibrium positions. ACF is an autocorrelation function used to measure the spacing or lag between particles in an image (3). (right) Particle Reynolds number (ReP) effects in both straight and asymmetrically curved microchannels, visualized using confocal microscopy, with the reduction in the number of equilibrium positions from four to one in the curved channels. (b, top) Dean flow fractionation of two differently sized particles (purple, 1.9-μm diameter; green, 7.32-μm diameter). (Reproduced from 46 with permission from The Royal Society of Chemistry.) (bottom) Early spiral results showing focusing to half of the channel cross section in an extremely long (∼2-m) spiral. (Reprinted with permission from 54. Copyright 2011, AIP Publishing LLC.) (c) Early use of expansion/contraction devices for focusing particles, showing the behavior at three positions along the device at increasing channel Reynolds number, ReC. (Panel reprinted with permission from 68. Copyright 2008, American Chemical Society.)

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    ...The first experimental results in a microfluidic architecture with a rectilinear channel were generated in 2007 by Di Carlo et al. (3) and are depicted in Figure 1 with other early observations of inertial focusing in microfluidics. ...

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    Figure 2  Velocity profile surface plot (red, high velocity; blue, zero velocity) (a) in a straight channel with the equilibrium positions highlighted and (b) in a slightly curved channel with vectors representing the Dean flow caused by the curvature of the channel. The opaque particles show the stable equilibrium positions, and the transparent particles are indicative of the stable positions in a straight channel made unstable under the correct conditions in a curved channel. Axial flow is into the page.

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    ...as depicted by the black vectors in Figure 2b in which the flow is into the page....

    ...This can leave a single lateral equilibrium position at the inside wall of the curve, as seen in Figure 2b. ...

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    Figure 3  Schematics and equations describing the dominant forces in inertial focusing systems. (a) Wall interaction force: A particle moving near a wall will cause a pressure buildup on the wall side of the particle owing to the constricted flow on that side that imparts a force directed away from the wall. (b) Shear gradient lift force: A particle in a parabolic velocity field will experience a larger relative velocity on the side of the particle away from the inflection point (maximum of the parabola). This difference in velocity causes a pressure difference that imparts a force directed toward the higher-relative-velocity side of the particle. (c) Secondary-flow drag force: A particle in a uniform flow at low Reynolds number experiences a force relative to the difference between the particle velocity and the fluid velocity, also known as Stokes' drag. Abbreviations: μ, fluid viscosity; ρ, fluid density; a, particle diameter; CSG, lift coefficient for the shear gradient lift force; CWI, lift coefficient for the wall interaction force; Dh, hydraulic diameter of the channel; FD, secondary-flow drag force; FSG, shear gradient lift force; FWI, wall interaction force; UMax, maximum velocity of the fluid; USF, secondary-flow velocity.

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    ...a shear gradient lift force, and a secondary-flow drag force, each depicted in Figure 3....

    ...A sample streamline schematic is shown in Figure 3a....

    ...The equation in Figure 3a gives the scaling for the wall interaction force, ...

    ...A particle at a position in such a flow will experience velocities of different magnitudes on either side, as shown in Figure 3b, ...

    ...which are part of the lift coefficient CSG in the equation in Figure 3b (38)....

    ...The additional force imparted by this flow is normally assumed to follow the Stokes' drag relationship defined in Figure 3c, ...

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    Figure 4  Results from highlighted empirical studies. (a) The negative (shear gradient lift and wall interaction forces) lift coefficient and positive (slower motion to the center of rectangular faces) lift coefficient. (Panel reproduced from 30 with permission from The Royal Society of Chemistry.) (b) Sample results from a study of focusing in curved channels, decoupling Reynolds and Dean numbers. Plots show the equilibrium behavior at each flow condition for particles of different diameter (red, 15 μm; green, 9.9 μm; blue, 4.4 μm). δ = (Dh/(2ReC))1/2 and is the Reynolds number–independent part of the Dean number (59). (c) Vortex formation in an expansion/contraction device as well as the high-ReC behaviors of trapping large (10-μm) particles while allowing smaller (5-μm) particles to pass. (Panel reprinted with permission from 66. Copyright 2011, AIP Publishing LLC.) Abbreviations: a, particle diameter; FSG, shear gradient lift force; FWI, wall interaction force; FΩ, rotation-induced lift force; ReC, channel Reynolds number; UP, particle velocity.

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    ...Their findings are reiterated in Figure 4a, which shows the values the authors discovered for both lift coefficients using channels with different aspect ratios....

    ...Some of these results are shown in Figure 4b, and they can be used to interpolate the values of curvature and ReC required for single-point focusing based on the size of the particle being focused....

    ...This behavior results from vortices that form in the expanded side sections, as shown in Figure 4c (64–66)....

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    Figure 5  Summarized effects of particle size, shape, and deformability on inertial focusing equilibrium behaviors. (a) Images of particles of different sizes equilibrating at different distances from a wall, with plots of these positions and associated rotation rates of spherical particles (38). (b, left) Photolithographic images of particles of different shapes focusing in a straight channel. (Reprinted with permission from Reference 74. Copyright 2011, AIP Publishing LLC.) (right) Oblong particles—made by melting and stretching spherical particles—focusing in a straight channel (75). (c) Droplets of different ratios of internal to surrounding fluid viscosity demonstrating the effect of deformability on inertial focusing in a straight channel. (Panel reproduced from 76 with permission from The Royal Society of Chemistry.) Abbreviations: FSG, shear gradient lift force; FWI, wall interaction force; ω, angular velocity; UP, particle velocity.

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    ...or deformability causes the equilibrium position to shift away from the walls of a channel, as highlighted in Figure 5. ...

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    Figure 6  Highlighted applications of inertial focusing. (a) Sheathless alignment of cells in asymmetric curves for enhanced separation efficiency in magnetophoresis (96), showing cells (i) prior to focusing, (ii) after focusing, (iii) during magnetophoresis, and (iv) after complete separation. (b) Isolation of CTCs from blood cells by size in a spiral device. (Panel reprinted by permission from Macmillan Publishers Ltd: Scientific Reports from 103, copyright 2013.) (c) Bacteria filtration from blood using a straight inertial focusing channel (97). (Panel reprinted with permission; copyright 2010 Wiley Periodicals, Inc.) (d) Extraction of plasma from diluted blood in a spiral device. (Panel reprinted with permission from 106; copyright 2013, AIP Publishing LLC.) (e) Volume reduction of a sample of bioparticles using a spiral inertial focusing device. (Panel reprinted with permission from 57; copyright 2013, AIP Publishing LLC.) (f) Solution exchange in which a bead moves from one fluid to another in a straight channel of changing aspect ratio (110). (Panel reprinted with permission; copyright 2012, Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim.) Abbreviations: CTC, circulating tumor cell; De, Dean number.

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    ...This concept has also been utilized for the magnetic isolation of labeled and unlabeled cell populations for rare-cell detection in blood (96), as shown in Figure 6a. ...

    ...This concept has been used for filtering bacteria from dilute blood (97) as shown in Figure 6c, ...

    ...This concept has been used for filtering bacteria from dilute blood (97) as shown in Figure 6c, sampling blood plasma as shown in Figure 6d (98, 99), ...

    ...The second type of separation is more common and has been used for the isolation of circulating tumor cells from blood based upon some cancer cell populations being larger than all other naturally occurring blood cells (see Figure 6b) (63, 66, 96, 100–105)....

    ...it is also possible to use inertial focusing to reduce the size of a sample by focusing all of the cells and then collecting the cell-rich and cell-free streams separately in curved channels (see Figure 6e) (57, 109)....

    ...An example of this is shown in Figure 6f, which provides successive images of a particle migrating from one fluid into the other without mixing of the two streams....

    image

    Figure 7  Technologies enabled by inertial focusing behaviors. (a) Measurement of individual cell deformability characteristics for disease detection at a rate of thousands of cells per second (108). (b) Coupling of inertial ordering of cells and droplet encapsulation, which drastically improves the number of droplets created that hold a single cell and allows controlled encapsulation of particle pairs (114, 115). (c) Improved viability during electroporation by taking advantage of the spinning and vortexing of cells trapped in expansion/contraction devices. (Panel reproduced from 116 with permission from The Royal Society of Chemistry.)

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    ...This type of measurement, depicted schematically in Figure 7a, has shown promise for detecting cancers and identifying the states of stem cells (108, 111, 112), ...

    ...Examples of these technologies are highlighted in Figure 7b, in which the production of droplets (>1,000 droplets per second) containing either single cells (left) or pairs of cells is imaged using a high-speed camera....

    ...using the cell-trapping concept in expansion/contraction channels, as shown in Figure 7c, ...

    • Figures
    • Tables

    Table 1  Channel geometries and force variation

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    Table 2  Applications of inertial focusing

    Application areaApplicationChannel styleSampleReCDea/DhReferences
    Sheathless alignmentFlow cytometryStraightDilute blood (1–5% v/v)∼7NA0.4592
      Curved/spiralNeuroblastoma cells (0.05% v/v)∼100∼120.0893
      Asymmetric curves and straightParticles (≤0.1% v/v) and dilute blood (<0.2% v/v)∼110∼600.1552, 95
    Separation/fractionation Rare cell isolationStraightNeuroblastoma cells spiked in blood (≤1% v/v)∼130NA0.17100
       Breast cancer cells spiked in blood (≤10% v/v)∼38NA0.13101
      Curved/spiralCancer cells spiked in blood then RBC lysis (<2% v/v)∼141<150.0863
       Cancer cells spiked in blood (<2% v/v)∼60∼60.18102
       Cancer cells spiked in blood (<2% v/v)∼76∼130.06103
      Asymmetric curvesCancer cells in isolated leukocytes (<0.4% v/v)∼50<250.2096
      Expansion/contractionCancer cells (0.05% v/v)∼240NA0.2666, 69
       Cancer cells spiked in blood (<2% v/v)∼100NA0.60104
       Cancer cells spiked in blood (≤20% v/v)∼312NA0.19105
     Cell separation by sizeCurved/spiral Neuroblastoma and glioma cells (<1% v/v)∼200∼120.0858
       Dilute blood (<2% v/v)∼46∼40.0761
       Dilute blood (<1% v/v)∼150<300.06106
     Cell cycle synchronizationStraightSaccharomyces cerevisiae (<1% v/v)∼40NA0.1475
      Curved/spiralHuman mesenchymal stem cells (<0.1% v/v)∼200<200.07107
     Platelet separationAsymmetric curvesDilute blood (<1% v/v)∼112<430.1136
     Bacteria isolation/filtrationStraightEscherichia coli spiked in dilute blood (<1% v/v)∼125NA0.3397
     Plasma extractionExpansion/contractionDilute blood (<3% v/v)∼100NA0.2799
      Curved/spiralDilute blood (<0.5% v/v)∼150<300.06106
     Separation by deformabilityStraightCancer cells (0.05% v/v)∼21NA0.2776
    Fluid exchange and mixingCell staining platformExpansion/contractionCancer cells spiked in blood (<1% v/v)∼183NA0.2669
       Cancer cells (0.05% v/v)∼200NA0.31116
     Solution exchangeStraightRBC lysed blood (<0.05% v/v)∼50NA0.23110
      Expansion/contractionCancer cells spiked in blood (<1% v/v)∼183NA0.2669
     Fluid mixingStraightDilute blood (1–5% v/v)<60NA0.1780
    Volume reductionConcentrating bioparticlesCurved/spiralS. cerevisiae (<1% v/v)∼50<120.0556
     Water filtrationCurved/spiralParticles∼20<20.0754
     Particle classificationCurved/spiralParticles<600<400.0572
       Particles<462<300.1273
    Enabled technologiesDeformability measurementsStraightCancer cells (0.05% v/v)∼21NA0.2776
      Asymmetric curvesCancer cells, stem cells, and leukocytes (<0.1% v/v)∼75<300.24108, 112
     Single cell encapsulationStraightLeukemic cells (HL60)∼8NA0.3450, 115
      Curved/spiralLeukemic cells (HL60 and K652)∼8<10.33114
     Electroporation and DNA deliveryCurved/spiralChinese hamster ovary cells (<0.05% v/v)∼68<190.3165
      Expansion/contractionCancer cells (0.05% v/v)∼200NA0.31116

    Abbreviations: a, particle diameter; De, Dean number (strength of the curvature-generated secondary flows); Dh, hydraulic diameter of a channel [Dh = 2hw/(h + w), where h and w are the height and width, respectively, of the microchannel]; NA, not applicable; ReC, channel Reynolds number.

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