"Biology and medicine have been revolutionized by the availability of data in volumes and velocities that were previously not seen, offering biomedical researchers an opportunity to transform the way they do their work. Special challenges associated with the complexity of the data, science questions and applications make the term 'biomedical data science' useful."
- Russ B. Altman, Editor, Annual Review of Biomedical Data Science
Data Science - Challenges and Opportunities
The collection spans 15 years of research and brings together expert perspectives on data science advances and challenges in biomedical informatics. Diverse subjects are addressed including genomics, psychology, public health, biophysics, privacy, pharmacology, ecology, and biomedical engineering.
This collection is both a fascinating snapshot of the challenges and developments within the broad field of Data Science and a look to future developments.
Annual Review of Biomedical Data Science
Big Data Approaches for Modeling Response and Resistance to Cancer Drugs
Peng Jiang, William R. Sellers, and X. Shirley Liu
Visualization of Biomedical Data
Seán I. O'Donoghue, Benedetta Frida Baldi, Susan J. Clark, Aaron E. Darling, James M. Hogan, Sandeep Kaur, Lena Maier-Hein, Davis J. McCarthy, William J. Moore, Esther Stenau, Jason R. Swedlow, Jenny Vuong, and James B. Procter
Annual Review of Public Health
On Time Series Analysis of Public Health and Biomedical Data
Scott L. Zeger, Rafael Irizarry, and Roger D. Peng
Informatics and Data Analytics to Support Exposome-Based Discovery for Public Health
Arjun K. Manrai, Yuxia Cui, Pierre R. Bushel, Molly Hall, Spyros Karakitsios, Carolyn J. Mattingly, Marylyn Ritchie, Charles Schmitt, Denis A. Sarigiannis, Duncan C. Thomas, David Wishart, David M. Balshaw, and Chirag J. Patel
Annual Review of Biomedical Engineering
Machine Learning for Detection and Diagnosis of Disease
Paul Sajda
Emerging Themes in Image Informatics and Molecular Analysis for Digital Pathology
Rohit Bhargava and Anant Madabhushi
Annual Review of Statistics and Its Application
Does Big Data Change the Privacy Landscape? A Review of the Issues
Sallie Ann Keller, Stephanie Shipp, and Aaron Schroeder
Statistical Methods in Integrative Genomics
Sylvia Richardson, George C. Tseng, and Wei Sun
Annual Review of Biophysics
Structural Bioinformatics of the Interactome
Donald Petrey and Barry Honig
Annual Review of Organizational Psychology and Organizational Behavior
More Than Words? Computer-Aided Text Analysis in Organizational Behavior and Psychology Research
Jeremy C. Short, Aaron F. McKenny, and Shane W. Reid
Annual Review of Pharmacology and Toxicology
Challenges for Biomedical Informatics and Pharmacogenomics
Russ B. Altman and Teri E. Klein
Annual Review of Ecology, Evolution, and Systematics
The New Bioinformatics: Integrating Ecological Data from the Gene to the Biosphere
Matthew B. Jones, Mark P. Schildhauer, O.J. Reichman, and Shawn Bowers
Annual Review of Psychology
From Brain Maps to Cognitive Ontologies: Informatics and the Search for Mental Structure
Russell A. Poldrack and Tal Yarkoni
Annual Review of Genomics and Human Genetics
Personalized Pharmacogenomics: Predicting Efficacy and Adverse Drug Reactions
Munir Pirmohamed
Annual Reviews is a nonprofit publisher dedicated to synthesizing and integrating knowledge for the progress of science and the benefit of society.