Publications
Efficient Estimation of Nonparametric Genetic Risk Function with Censored Data." Biometrika 102, no. 3 (2015): 515-532.
"The Change-Plane Cox Model." Biometrika 105, no. 4 (2018): 891-903.
"Latent Supervised Learning." J Am Stat Assoc 108, no. 503 (2013).
"POINT: Protein Structure Guided Local Test (R). 1.0 ed., 2019.
Identifying individual risk rare variants using protein structure guided local tests (POINT)." PLoS Comput Biol 15, no. 2 (2019): e1006722.
"Variable Selection in Kernel Regression Using Measurement Error Selection Likelihoods." J Am Stat Assoc 112, no. 520 (2017): 1587-1597.
"Differences in race, molecular and tumor characteristics among women diagnosed with invasive ductal and lobular breast carcinomas." Cancer Causes Control 30, no. 1 (2019): 31-39.
"Systematic review and network meta-analysis comparing palbociclib with chemotherapy agents for the treatment of postmenopausal women with HR-positive and HER2-negative advanced/metastatic breast cancer." Breast Cancer Res Treat 166, no. 1 (2017): 167-177.
"Single cell analysis reveals distinct immune landscapes in transplant and primary sarcomas that determine response or resistance to immunotherapy." Nat Commun 11, no. 1 (2020): 6410.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Robust Score Tests With Missing Data in Genomics Studies." J Am Stat Assoc 114, no. 528 (2019): 1778-1786.
" I-Boost: an integrative boosting approach for predicting survival time with multiple genomics platforms." Genome Biol 20, no. 1 (2019): 52.
"Efficient Estimation for Semiparametric Structural Equation Models With Censored Data." J Am Stat Assoc 113, no. 522 (2018): 893-905.
"Semiparametric sieve maximum likelihood estimation under cure model with partly interval censored and left truncated data for application to spontaneous abortion." Lifetime Data Anal 25, no. 3 (2019): 507-528.
"Bayesian Modeling and Inference for Nonignorably Missing Longitudinal Binary Response Data with Applications to HIV Prevention Trials." Stat Sin 28 (2018): 1929-1963.
"Adaptively Weighted Large Margin Classifiers." J Comput Graph Stat 22, no. 2 (2013).
"Assessing covariate effects using Jeffreys-type prior in the Cox model in the presence of a monotone partial likelihood." J Stat Theory Pract 12, no. 1 (2018): 23-41.
"A new Bayesian joint model for longitudinal count data with many zeros, intermittent missingness, and dropout with applications to HIV prevention trials." Stat Med 38, no. 30 (2019): 5565-5586.
"Predictive accuracy of markers or risk scores for interval censored survival data." Stat Med 39, no. 18 (2020): 2437-2446.
"Automatic structure recovery for additive models." Biometrika 102, no. 2 (2015): 381-395.
"Environmental and genetic contributors to salivary testosterone levels in infants." Front Endocrinol (Lausanne) 5 (2014): 187.
"A Multi-state Model for Designing Clinical Trials for Testing Overall Survival Allowing for Crossover after Progression." Stat Biopharm Res 8, no. 1 (2016): 12-21.
"Robust regression for optimal individualized treatment rules." Stat Med 38, no. 11 (2019): 2059-2073.
"JOINT STRUCTURE SELECTION AND ESTIMATION IN THE TIME-VARYING COEFFICIENT COX MODEL." Stat Sin 26, no. 2 (2016): 547-567.
"False discovery rate control for high dimensional networks of quantile associations conditioning on covariates." J R Stat Soc Series B Stat Methodol 80, no. 5 (2018): 1015-1034.
" Rapid enrollment design for finding the optimal dose in immunotherapy trials with ordered groups." J Biopharm Stat 29, no. 4 (2019): 625-634.
"Independence screening for high dimensional nonlinear additive ODE models with applications to dynamic gene regulatory networks." Stat Med 37, no. 17 (2018): 2630-2644.
"Radiomics analysis using stability selection supervised component analysis for right-censored survival data." Comput Biol Med 124 (2020): 103959.
"Improving efficiency of parameter estimation in case-cohort studies with multivariate failure time data." Biometrics 73, no. 3 (2017): 1042-1052.
"Combining Multiple Observational Data Sources to Estimate Causal Effects." J Am Stat Assoc 115, no. 531 (2020): 1540-1554.
"Single-nucleotide resolution analysis of nucleotide excision repair of ribosomal DNA in humans and mice." J Biol Chem 294, no. 1 (2019): 210-217.
"Semiparametric estimation of structural failure time models in continuous-time processes." Biometrika 107, no. 1 (2020): 123-136.
"Modeling survival distribution as a function of time to treatment discontinuation: A dynamic treatment regime approach." Biometrics 74, no. 3 (2018): 900-909.
"Doubly robust inference when combining probability and non-probability samples with high dimensional data." J R Stat Soc Series B Stat Methodol 82, no. 2 (2020): 445-465.
"Bayesian Variable Selection for Pareto Regression Models with Latent Multivariate Log Gamma Process with Applications to Earthquake Magnitudes." Geosciences (Basel) 9, no. 4 (2019).
"SAFE-clustering: Single-cell Aggregated (from Ensemble) clustering for single-cell RNA-seq data." Bioinformatics 35, no. 8 (2019): 1269-1277.
"Bayesian Inference for Multivariate Meta-regression with a Partially Observed Within-Study Sample Covariance Matrix." J Am Stat Assoc 110, no. 510 (2015): 528-544.
"Effective dimension reduction for sparse functional data." Biometrika 102, no. 2 (2015): 421-437.
"Reporting and Guidelines in Propensity Score Analysis: A Systematic Review of Cancer and Cancer Surgical Studies." J Natl Cancer Inst 109, no. 8 (2017).
"Genome analysis and pleiotropy assessment using causal networks with loss of function mutation and metabolomics." BMC Genomics 20, no. 1 (2019): 395.
"snplist: Tools to create gene sets (R).. 0.12 ed., 2013.
Differential damage and repair of DNA-adducts induced by anti-cancer drug cisplatin across mouse organs." Nat Commun 10, no. 1 (2019): 309.
"Confident difference criterion: a new Bayesian differentially expressed gene selection algorithm with applications." BMC Bioinformatics 16 (2015): 245.
"Statistical inference for the additive hazards model under outcome-dependent sampling." Can J Stat 43, no. 3 (2015): 436-453.
"Accelerated failure time model for data from outcome-dependent sampling." Lifetime Data Anal 27, no. 1 (2021): 15-37.
"Outcome-Dependent Sampling Design and Inference for Cox's Proportional Hazards Model." J Stat Plan Inference 178 (2016): 24-36.
"VARYING COEFFICIENT MODEL FOR MODELING DIFFUSION TENSORS ALONG WHITE MATTER TRACTS." Ann Appl Stat 7, no. 1 (2013): 102-125.
"A longitudinal functional analysis framework for analysis of white matter tract statistics." Inf Process Med Imaging 23 (2013): 220-31.
"Variable selection for covariate-adjusted semiparametric inference in randomized clinical trials." Stat Med 31, no. 29 (2012): 3789-804.
"Seamless Phase IIa/IIb and enhanced dose-finding adaptive design." J Biopharm Stat 26, no. 5 (2016): 912-23.
"FMEM: functional mixed effects modeling for the analysis of longitudinal white matter Tract data." Neuroimage 84 (2014): 753-64.
"Local Polynomial Regression for Symmetric Positive Definite Matrices." J R Stat Soc Series B Stat Methodol 74, no. 4 (2012): 697-719.
"Semiparametric Additive Model for Estimating Risk Difference in Multicenter Studies." Biostat Epidemiol 2, no. 1 (2018): 84-98.
"Efficient Estimation of Semiparametric Transformation Models for Two-Phase Cohort Studies." J Am Stat Assoc 109, no. 505 (2014): 371-383.
"Assessing temporal agreement between central and local progression-free survival times." Stat Med 34, no. 5 (2015): 844-58.
"A counterfactual p-value approach for benefit-risk assessment in clinical trials." J Biopharm Stat 25, no. 3 (2015): 508-24.
"Semiparametric Transformation Rate Model for Recurrent Event Data." Stat Biosci 3, no. 2 (2011): 187-207.
"Maximum likelihood estimation for semiparametric regression models with multivariate interval-censored data." Biometrika 104, no. 3 (2017): 505-525.
"Estimating treatment effects with treatment switching via semicompeting risks models: an application to a colorectal cancer study." Biometrika 99, no. 1 (2012): 167-184.
"Hypothesis testing for two-stage designs with over or under enrollment." Stat Med 34, no. 16 (2015): 2417-26.
" Multivariate recurrent events in the presence of multivariate informative censoring with applications to bleeding and transfusion events in myelodysplastic syndrome." J Biopharm Stat 24, no. 2 (2014): 429-42.
"Maximum likelihood estimation for semiparametric transformation models with interval-censored data." Biometrika 103, no. 2 (2016): 253-271.
" Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models." J Am Stat Assoc 106, no. 495 (2011): 1099-1112.
"Endpoint surrogacy in oncological randomized controlled trials with immunotherapies: a systematic review of trial-level and arm-level meta-analyses." Ann Transl Med 7, no. 11 (2019): 244.
"TEAM: efficient two-locus epistasis tests in human genome-wide association study." Bioinformatics 26, no. 12 (2010): i217-27.
"Across-Platform Imputation of DNA Methylation Levels Incorporating Nonlocal Information Using Penalized Functional Regression." Genet Epidemiol 40, no. 4 (2016): 333-40.
"Inference on treatment effects from a randomized clinical trial in the presence of premature treatment discontinuation: the SYNERGY trial." Biostatistics 12, no. 2 (2011): 258-69.
"Assessing model fit in joint models of longitudinal and survival data with applications to cancer clinical trials." Stat Med 33, no. 27 (2014): 4715-33.
"Network meta-analysis of randomized clinical trials: reporting the proper summaries." Clin Trials 11, no. 2 (2014): 246-62.
"Semiparametric inference on the penetrances of rare genetic mutations based on a case-family design." J Stat Plan Inference 143, no. 2 (2013): 368-377.
"Variable Selection for Support Vector Machines in Moderately High Dimensions." J R Stat Soc Series B Stat Methodol 78, no. 1 (2016): 53-76.
"Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions." Biometrika 100, no. 3 (2013).
"Interpretable Dynamic Treatment Regimes." J Am Stat Assoc 113, no. 524 (2018): 1541-1549.
"Multicategory angle-based large-margin classification." Biometrika 101, no. 3 (2014): 625-640.
"Interpretable treatment regimes., 2014.
Rapid and robust resampling-based multiple-testing correction with application in a genome-wide expression quantitative trait loci study." Genetics 190, no. 4 (2012): 1511-20.
"Using decision lists to construct interpretable and parsimonious treatment regimes." Biometrics 71, no. 4 (2015): 895-904.
"Statistical considerations in biosimilar assessment using biosimilarity index." J Bioequivalence Bioavailab 5, no. 5 (2013): 209-214.
"Bayesian gamma frailty models for survival data with semi-competing risks and treatment switching." Lifetime Data Anal 20, no. 1 (2014): 76-105.
"Bayesian Model Assessment in Joint Modeling of Longitudinal and Survival Data with Applications to Cancer Clinical Trials." J Comput Graph Stat 26, no. 1 (2017): 121-133.
"A Consistent Information Criterion for Support Vector Machines in Diverging Model Spaces." J Mach Learn Res 17, no. 16 (2016): 1-26.
"Robust Multicategory Support Vector Machines using Difference Convex Algorithm." Math Program 169, no. 1 (2018): 277-305.
"JMFit: A SAS Macro for Joint Models of Longitudinal and Survival Data." J Stat Softw 71, no. 3 (2016).
"On Quantile Regression in Reproducing Kernel Hilbert Spaces with Data Sparsity Constraint." J Mach Learn Res 17, no. 40 (2016): 1-45.
"Response to reader reaction." Biometrics 71, no. 1 (2015): 267-273.
"Establishment of reference standards in biosimilar studies." GaBI J 2, no. 4 (2013): 173-177.
"Reinforced Angle-based Multicategory Support Vector Machines." J Comput Graph Stat 25, no. 3 (2016): 806-825.
"Estimating Optimal Treatment Regimes from a Classification Perspective." Stat 1, no. 1 (2012): 103-114.
"A robust method for estimating optimal treatment regimes." Biometrics 68, no. 4 (2012): 1010-8.
" A multiple imputation method for sensitivity analyses of time-to-event data with possibly informative censoring." J Biopharm Stat 24, no. 2 (2014): 229-53.
"Assessing gene-environment interactions for common and rare variants with binary traits using gene-trait similarity regression." Genetics 199, no. 3 (2015): 695-710.
"Estimating Individualized Treatment Rules Using Outcome Weighted Learning." J Am Stat Assoc 107, no. 449 (2012): 1106-1118.
"ASSESSING ROBUSTNESS OF CLASSIFICATION USING ANGULAR BREAKDOWN POINT." Ann Stat 46, no. 6B (2018): 3362-3389.
"Doubly Robust Learning for Estimating Individualized Treatment with Censored Data." Biometrika 102, no. 1 (2015): 151-168.
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