ODACH: a one-shot distributed algorithm for Cox model with heterogeneous multi-center data.
Luo C, Duan R, Naj AC, Kranzler HR, Bian J, Chen Y.
Sci Rep. 2022 Apr 22. 12(1):6627. PMID: 35459767
Other Positions
Faculty Affiliate in the Department of Epidemiology
Epidemiology
Harvard T.H. Chan School of Public Health
Overview
My research interests mainly focus on statistical and computational methods for integrating evidence from different data sources, identifying signals from high dimensional data, and accounting for suboptimality of real-world data, such as missing data and measurement errors.
MS, 2015
Duke University, Durham, NC
PhD, 2020
University of Pennsylvania, Philadelphia, PA
Bibliography
DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.
Luo C, Islam MN, Sheils NE, Buresh J, Reps J, Schuemie MJ, Ryan PB, Edmondson M, Duan R, Tong J, Marks-Anglin A, Bian J, Chen Z, Duarte-Salles T, Fernández-Bertolín S, Falconer T, Kim C, Park RW, Pfohl SR, Shah NH, Williams AE, Xu H, Zhou Y, Lautenbach E, Doshi JA, Werner RM, Asch DA, Chen Y.
Nat Commun. 2022 Mar 30. 13(1):1678. PMID: 35354802
An efficient and accurate distributed learning algorithm for modeling multi-site zero-inflated count outcomes.
Edmondson MJ, Luo C, Duan R, Maltenfort M, Chen Z, Locke K, Shults J, Bian J, Ryan PB, Forrest CB, Chen Y.
Sci Rep. 2021 10 04. 11(1):19647. PMID: 34608222
Leverage Real-world Longitudinal Data in Large Clinical Research Networks for Alzheimer's Disease and Related Dementia (ADRD).
Duan R, Chen Z, Tong J, Luo C, Lyu T, Tao C, Maraganore D, Bian J, Chen Y.
AMIA Annu Symp Proc. 2020. 2020:393-401. PMID: 33936412
Identifying Clinical Risk Factors for Opioid Use Disorder using a Distributed Algorithm to Combine Real-World Data from a Large Clinical Data Research Network.
Tong J, Chen Z, Duan R, Lo-Ciganic WH, Lyu T, Tao C, Merkel PA, Kranzler HR, Bian J, Chen Y.
AMIA Annu Symp Proc. 2020. 2020:1220-1229. PMID: 33936498
Risk of Persistent Opioid Use following Major Surgery in Matched Samples of Patients with and without Cancer.
Falcone M, Luo C, Chen Y, Birtwell D, Cheatle M, Duan R, Gabriel PE, He L, Ko EM, Lenz HJ, Mirkovic N, Mowery DL, Ochroch EA, Paulson EC, Schriver E, Schnoll RA, Bekelman JE, Lerman C.
Cancer Epidemiol Biomarkers Prev. 2020 11. 29(11):2126-2133. PMID: 32859580
Reducing Bias Due to Outcome Misclassification for Epidemiologic Studies Using EHR-derived Probabilistic Phenotypes.
Hubbard RA, Tong J, Duan R, Chen Y.
Epidemiology. 2020 07. 31(4):542-550. PMID: 32282406
Learning from local to global: An efficient distributed algorithm for modeling time-to-event data.
Duan R, Luo C, Schuemie MJ, Tong J, Liang CJ, Chang HH, Boland MR, Bian J, Xu H, Holmes JH, Forrest CB, Morton SC, Berlin JA, Moore JH, Mahoney KB, Chen Y.
J Am Med Inform Assoc. 2020 07 01. 27(7):1028-1036. PMID: 32626900
Robust-ODAL: Learning from heterogeneous health systems without sharing patient-level data.
Tong J, Duan R, Li R, Scheuemie MJ, Moore JH, Chen Y.
Pac Symp Biocomput. 2020. 25:695-706. PMID: 31797639
Comparing drug safety of hepatitis C therapies using post-market data.
Huang J, Zhang X, Tong J, Du J, Duan R, Yang L, Moore JH, Tao C, Chen Y.
BMC Med Inform Decis Mak. 2019 08 08. 19(Suppl 4):147. PMID: 31391106