Tianxi Cai, ScD
Professor of Biomedical Informatics, Harvard Medical School
John Rock Professor of Population and Translational Data Sciences, Harvard T.H. Chan School of Public Health
Director, Translational Data Science Center for a Learning Health System (CELEHS)
Tianxi Cai is a major player in developing analytical tools for mining EHR data and predictive modeling with biomedical data. She provides statistical leadership on several large-scale projects, including the NIH-funded Undiagnosed Diseases Network at DBMI. Cai's research lab develops novel statistical and machine learning methods for several areas including clinical trials, real world evidence, and personalized medicine using genomic and phenomic data. Cai received her ScD in Biostatistics at Harvard and was an assistant professor at the University of Washington before returning to Harvard as a faculty member in 2002.
DBMI Research Areas
Integrative genomic testing of cancer survival using semiparametric linear transformation models.
Genome-wide Association Studies of Posttraumatic Stress Disorder in 2 Cohorts of US Army Soldiers.
Authors: Stein MB, Chen CY, Ursano RJ, Cai T, Gelernter J, Heeringa SG, Jain S, Jensen KP, Maihofer AX, Mitchell C, Nievergelt CM, Nock MK, Neale BM, Polimanti R, Ripke S, Sun X, Thomas ML, Wang Q, Ware EB, Borja S, Kessler RC, Smoller JW.
JAMA Psychiatry
View full abstract on Pubmed
JAMA Psychiatry
View full abstract on Pubmed
Statin Use Is Associated With Reduced Risk of Colorectal Cancer in Patients With Inflammatory Bowel Diseases.
Authors: Ananthakrishnan AN, Cagan A, Cai T, Gainer VS, Shaw SY, Churchill S, Karlson EW, Murphy SN, Liao KP, Kohane I.
Clin Gastroenterol Hepatol
View full abstract on Pubmed
Clin Gastroenterol Hepatol
View full abstract on Pubmed
Kernel machine testing for risk prediction with stratified case cohort studies.
Suicidal behavior-related hospitalizations among pregnant women in the USA, 2006-2012.
Authors: Zhong QY, Gelaye B, Miller M, Fricchione GL, Cai T, Johnson PA, Henderson DC, Williams MA.
Arch Womens Ment Health
View full abstract on Pubmed
Arch Womens Ment Health
View full abstract on Pubmed
Mediation analysis for survival data using semiparametric probit models.
L1-Regularized Least Squares for Support Recovery of High Dimensional Single Index Models with Gaussian Designs.
Comparative Effectiveness of Infliximab and Adalimumab in Crohn's Disease and Ulcerative Colitis.
Authors: Ananthakrishnan AN, Cagan A, Cai T, Gainer VS, Shaw SY, Savova G, Churchill S, Karlson EW, Kohane I, Liao KP, Murphy SN.
Inflamm Bowel Dis
View full abstract on Pubmed
Inflamm Bowel Dis
View full abstract on Pubmed
Identification of Nonresponse to Treatment Using Narrative Data in an Electronic Health Record Inflammatory Bowel Disease Cohort.
Authors: Ananthakrishnan AN, Cagan A, Cai T, Gainer VS, Shaw SY, Savova G, Churchill S, Karlson EW, Murphy SN, Liao KP, Kohane I.
Inflamm Bowel Dis
View full abstract on Pubmed
Inflamm Bowel Dis
View full abstract on Pubmed
Structured Matrix Completion with Applications to Genomic Data Integration.