Publications

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Cluster Analysis
Cai, Jianwen, and Donglin Zeng. "Additive mixed effect model for clustered failure time data." Biometrics 67, no. 4 (2011): 1340-51.
Kang, Chaeryon, Bahjat Qaqish, Jane Monaco, Stacey L. Sheridan, and Jianwen Cai. "Kappa statistic for clustered dichotomous responses from physicians and patients." Stat Med 32, no. 21 (2013): 3700-19.
Chen, Guanhua, Patrick F. Sullivan, and Michael R. Kosorok. "Biclustering with heterogeneous variance." Proc Natl Acad Sci U S A 110, no. 30 (2013): 12253-8.
Reich, Brian J., and Howard D. Bondell. "A spatial dirichlet process mixture model for clustering population genetics data." Biometrics 67, no. 2 (2011): 381-90.
Lee, Mei-Hsien, Jung-Ying Tzeng, Su-Yun Huang, and Chuhsing Kate Hsiao. "Combining an evolution-guided clustering algorithm and haplotype-based LRT in family association studies." BMC Genet 12 (2011): 48.
Skup, Martha, Hongtu Zhu, Yaping Wang, Kelly S. Giovanello, Ja-an Lin, Dinggang Shen, Feng Shi, Wei Gao, Weili Lin, Yong Fan et al. "Sex differences in grey matter atrophy patterns among AD and aMCI patients: results from ADNI." Neuroimage 56, no. 3 (2011): 890-906.
Silva, Grace O., Marni B. Siegel, Lisle E. Mose, Joel S. Parker, Wei Sun, Charles M. Perou, and Mengjie Chen. "SynthEx: a synthetic-normal-based DNA sequencing tool for copy number alteration detection and tumor heterogeneity profiling." Genome Biol 18, no. 1 (2017): 66.
Deng, Yu, Donglin Zeng, Jinying Zhao, and Jianwen Cai. "Proportional hazards model with a change point for clustered event data." Biometrics 73, no. 3 (2017): 835-845.
Kimes, Patrick K., Yufeng Liu, David Neil Hayes, and James Stephen Marron. "Statistical significance for hierarchical clustering." Biometrics 73, no. 3 (2017): 811-821.
Lu, Tsui-Shan, Matthew P. Longnecker, and Haibo Zhou. "Statistical inferences for data from studies conducted with an aggregated multivariate outcome-dependent sample design." Stat Med 36, no. 6 (2017): 985-997.
Yang, Yuchen, Ruth Huh, Houston W. Culpepper, Yuan Lin, Michael I. Love, and Yun Li. "SAFE-clustering: Single-cell Aggregated (from Ensemble) clustering for single-cell RNA-seq data." Bioinformatics 35, no. 8 (2019): 1269-1277.
Helgeson, Erika S., Qian Liu, Guanhua Chen, Michael R. Kosorok, and Eric Bair. "Biclustering via sparse clustering." Biometrics 76, no. 1 (2020): 348-358.
Li, Jianghao, and Sin-Ho Jung. "Sample size calculation for cluster randomization trials with a time-to-event endpoint." Stat Med 39, no. 25 (2020): 3608-3623.
Cohort Studies
Liu, Yanyan, Zhongshang Yuan, Jianwen Cai, and Haibo Zhou. "Marginal hazard regression for correlated failure time data with auxiliary covariates." Lifetime Data Anal 18, no. 1 (2012): 116-38.
Kang, Sangwook, Jianwen Cai, and Lloyd Chambless. "Marginal additive hazards model for case-cohort studies with multiple disease outcomes: an application to the Atherosclerosis Risk in Communities (ARIC) study." Biostatistics 14, no. 1 (2013): 28-41.
Hu, Y J., D Y. Lin, and D Zeng. "A general framework for studying genetic effects and gene-environment interactions with missing data." Biostatistics 11, no. 4 (2010): 583-98.
He, Qianchuan, Christy L. Avery, and Dan-Yu Lin. "A general framework for association tests with multivariate traits in large-scale genomics studies." Genet Epidemiol 37, no. 8 (2013): 759-67.
Zeng, Donglin, Joseph G. Ibrahim, Ming-Hui Chen, Kuolung Hu, and Catherine Jia. "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.
Ma, Xiaoye, Yong Chen, Stephen R. Cole, and Haitao Chu. "A hybrid Bayesian hierarchical model combining cohort and case-control studies for meta-analysis of diagnostic tests: Accounting for partial verification bias." Stat Methods Med Res 25, no. 6 (2016): 3015-3037.
Chen, Qingxia, Ryan C. May, Joseph G. Ibrahim, Haitao Chu, and Stephen R. Cole. "Joint modeling of longitudinal and survival data with missing and left-censored time-varying covariates." Stat Med 33, no. 26 (2014): 4560-76.
Hu, Wenrong, Jianwen Cai, and Donglin Zeng. "Sample size/power calculation for stratified case-cohort design." Stat Med 33, no. 23 (2014): 3973-85.
Tang, Zheng-Zheng, and Dan-Yu Lin. "Meta-analysis of sequencing studies with heterogeneous genetic associations." Genet Epidemiol 38, no. 5 (2014): 389-401.
Ding, Jieli, Haibo Zhou, Yanyan Liu, Jianwen Cai, and Matthew P. Longnecker. "Estimating effect of environmental contaminants on women's subfecundity for the MoBa study data with an outcome-dependent sampling scheme." Biostatistics 15, no. 4 (2014): 636-50.
Tan, Hung-Jui, Anne-Marie Meyer, Tzy-Mey Kuo, Angela B. Smith, Stephanie B. Wheeler, William R. Carpenter, and Matthew E. Nielsen. "Provider-based research networks and diffusion of surgical technologies among patients with early-stage kidney cancer." Cancer 121, no. 6 (2015): 836-43.
Brownstein, Naomi C., Jianwen Cai, Gary D. Slade, and Eric Bair. "Parameter estimation in Cox models with missing failure indicators and the OPPERA study." Stat Med 34, no. 30 (2015): 3984-96.
Kim, Soyoung, Jianwen Cai, and David Couper. "Improving the efficiency of estimation in the additive hazards model for stratified case-cohort design with multiple diseases." Stat Med 35, no. 2 (2016): 282-93.
Yan, Ying, Haibo Zhou, and Jianwen Cai. "Improving efficiency of parameter estimation in case-cohort studies with multivariate failure time data." Biometrics 73, no. 3 (2017): 1042-1052.
Ni, Ai, and Jianwen Cai. "A regularized variable selection procedure in additive hazards model with stratified case-cohort design." Lifetime Data Anal 24, no. 3 (2018): 443-463.
Lin, Dan-Yu, Ran Tao, William D. Kalsbeek, Donglin Zeng, Franklyn Gonzalez, Lindsay Fernández-Rhodes, Mariaelisa Graff, Gary G. Koch, Kari E. North, and Gerardo Heiss. "Genetic association analysis under complex survey sampling: the Hispanic Community Health Study/Study of Latinos." Am J Hum Genet 95, no. 6 (2014): 675-88.
Pan, Yinghao, Jianwen Cai, Sangmi Kim, and Haibo Zhou. "Regression analysis for secondary response variable in a case-cohort study." Biometrics 74, no. 3 (2018): 1014-1022.
Kim, Soyoung, Donglin Zeng, and Jianwen Cai. "Analysis of multiple survival events in generalized case-cohort designs." Biometrics 74, no. 4 (2018): 1250-1260.
Maitra, Poulami, Leila D. A. F. Amorim, and Jianwen Cai. "Multiplicative rates model for recurrent events in case-cohort studies." Lifetime Data Anal 26, no. 1 (2020): 134-157.
Wojcik, Genevieve L., Mariaelisa Graff, Katherine K. Nishimura, Ran Tao, Jeffrey Haessler, Christopher R. Gignoux, Heather M. Highland, Yesha M. Patel, Elena P. Sorokin, Christy L. Avery et al. "Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
Yu, Jichang, Haibo Zhou, and Jianwen Cai. "Accelerated failure time model for data from outcome-dependent sampling." Lifetime Data Anal 27, no. 1 (2021): 15-37.
Computational Biology
Owzar, Kouros, William T. Barry, and Sin-Ho Jung. "Statistical considerations for analysis of microarray experiments." Clin Transl Sci 4, no. 6 (2011): 466-77.
Walter, Vonn, Andrew B. Nobel, and Fred A. Wright. "DiNAMIC: a method to identify recurrent DNA copy number aberrations in tumors." Bioinformatics 27, no. 5 (2011): 678-85.
Zhang, Xiang, Shunping Huang, Wei Sun, and Wei Wang. "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.
Wang, Zhi, Arnab Maity, Chuhsing Kate Hsiao, Deepak Voora, Rima Kaddurah-Daouk, and Jung-Ying Tzeng. "Module-based association analysis for omics data with network structure." PLoS One 10, no. 3 (2015): e0122309.
Silva, Grace O., Marni B. Siegel, Lisle E. Mose, Joel S. Parker, Wei Sun, Charles M. Perou, and Mengjie Chen. "SynthEx: a synthetic-normal-based DNA sequencing tool for copy number alteration detection and tumor heterogeneity profiling." Genome Biol 18, no. 1 (2017): 66.
Tang, Zheng-Zheng, Paul Bunn, Ran Tao, Zhouwen Liu, and Dan-Yu Lin. "PreMeta: a tool to facilitate meta-analysis of rare-variant associations." BMC Genomics 18, no. 1 (2017): 160.
Kass, Robert E., Brian S. Caffo, Marie Davidian, Xiao-Li Meng, Bin Yu, and Nancy Reid. "Ten Simple Rules for Effective Statistical Practice." PLoS Comput Biol 12, no. 6 (2016): e1004961.
Love, Michael I., Charlotte Soneson, and Rob Patro. "Swimming downstream: statistical analysis of differential transcript usage following Salmon quantification." F1000Res 7 (2018): 952.
West, Rachel Marceau, Wenbin Lu, Daniel M. Rotroff, Melaine A. Kuenemann, Sheng-Mao Chang, Michael C. Wu, Michael J. Wagner, John B. Buse, Alison A. Motsinger-Reif, Denis Fourches et al. "Identifying individual risk rare variants using protein structure guided local tests (POINT)." PLoS Comput Biol 15, no. 2 (2019): e1006722.
Rashid, Naim U., Xianlu L. Peng, Chong Jin, Richard A. Moffitt, Keith E. Volmar, Brian A. Belt, Roheena Z. Panni, Timothy M. Nywening, Silvia G. Herrera, Kristin J. Moore et al. "Purity Independent Subtyping of Tumors (PurIST), A Clinically Robust, Single-sample Classifier for Tumor Subtyping in Pancreatic Cancer." Clin Cancer Res 26, no. 1 (2020): 82-92.
McCabe, Sean D., Dan-Yu Lin, and Michael I. Love. "Consistency and overfitting of multi-omics methods on experimental data." Brief Bioinform 21, no. 4 (2020): 1277-1284.
Love, Michael I., Charlotte Soneson, Peter F. Hickey, Lisa K. Johnson, Tessa N Pierce, Lori Shepherd, Martin Morgan, and Rob Patro. "Tximeta: Reference sequence checksums for provenance identification in RNA-seq." PLoS Comput Biol 16, no. 2 (2020): e1007664.
Brucker, Amanda, Wenbin Lu, Rachel Marceau West, Qi-You Yu, Chuhsing Kate Hsiao, Tzu-Hung Hsiao, Ching-Heng Lin, Patrik K. E. Magnusson, Patrick F. Sullivan, Jin P. Szatkiewicz et al. "Association test using Copy Number Profile Curves (CONCUR) enhances power in rare copy number variant analysis." PLoS Comput Biol 16, no. 5 (2020): e1007797.
Computer Simulation
Sohn, Insuk, Kouros Owzar, Stephen L. George, Sujong Kim, and Sin-Ho Jung. "Robust test method for time-course microarray experiments." BMC Bioinformatics 11 (2010): 391.
Tsiatis, Anastasios A., Marie Davidian, and Weihua Cao. "Improved doubly robust estimation when data are monotonely coarsened, with application to longitudinal studies with dropout." Biometrics 67, no. 2 (2011): 536-45.
Hu, Y J., and D Y. Lin. "Analysis of untyped SNPs: maximum likelihood and imputation methods." Genet Epidemiol 34, no. 8 (2010): 803-15.
Koehler, Megan L., Howard D. Bondell, and Jung-Ying Tzeng. "Evaluating haplotype effects in case-control studies via penalized-likelihood approaches: prospective or retrospective analysis?" Genet Epidemiol 34, no. 8 (2010): 892-911.
Zhou, Haibo, Yuanshan Wu, Yanyan Liu, and Jianwen Cai. "Semiparametric inference for a 2-stage outcome-auxiliary-dependent sampling design with continuous outcome." Biostatistics 12, no. 3 (2011): 521-34.
Cai, Jianwen, and Donglin Zeng. "Additive mixed effect model for clustered failure time data." Biometrics 67, no. 4 (2011): 1340-51.
Chen, Liddy M., Joseph G. Ibrahim, and Haitao Chu. "Sample size and power determination in joint modeling of longitudinal and survival data." Stat Med 30, no. 18 (2011): 2295-309.
Tzeng, Jung-Ying, Daowen Zhang, Monnat Pongpanich, Chris Smith, Mark I. McCarthy, Michèle M. Sale, Bradford B. Worrall, Fang-Chi Hsu, Duncan C. Thomas, and Patrick F. Sullivan. "Studying gene and gene-environment effects of uncommon and common variants on continuous traits: a marker-set approach using gene-trait similarity regression." Am J Hum Genet 89, no. 2 (2011): 277-88.
Lin, Dan-Yu, and Zheng-Zheng Tang. "A general framework for detecting disease associations with rare variants in sequencing studies." Am J Hum Genet 89, no. 3 (2011): 354-67.
Ibrahim, Joseph G., Ming-Hui Chen, Amy H Xia, and Thomas Liu. "Bayesian meta-experimental design: evaluating cardiovascular risk in new antidiabetic therapies to treat type 2 diabetes." Biometrics 68, no. 2 (2012): 578-86.
Jung, Sin-Ho, Myron N. Chang, and Sun J. Kang. "Phase II cancer clinical trials with heterogeneous patient populations." J Biopharm Stat 22, no. 2 (2012): 312-28.
Zhang, Baqun, Anastasios A. Tsiatis, Eric B. Laber, and Marie Davidian. "A robust method for estimating optimal treatment regimes." Biometrics 68, no. 4 (2012): 1010-8.
Wang, Xiaofei, Junling Ma, and Stephen L. George. "ROC curve estimation under test-result-dependent sampling." Biostatistics 14, no. 1 (2013): 160-72.
Kang, Sangwook, Jianwen Cai, and Lloyd Chambless. "Marginal additive hazards model for case-cohort studies with multiple disease outcomes: an application to the Atherosclerosis Risk in Communities (ARIC) study." Biostatistics 14, no. 1 (2013): 28-41.
Chen, Ming-Hui, Joseph G. Ibrahim, Arvind K. Shah, Jianxin Lin, and Hui Yao. "Meta-analysis methods and models with applications in evaluation of cholesterol-lowering drugs." Stat Med 31, no. 28 (2012): 3597-616.
Chen, Xiaolin, Qihua Wang, Jianwen Cai, and Viswanathan Shankar. "Semiparametric additive marginal regression models for multiple type recurrent events." Lifetime Data Anal 18, no. 4 (2012): 504-27.
Maity, Arnab, Patrick F. Sullivan, and Jun-Ying Tzeng. "Multivariate phenotype association analysis by marker-set kernel machine regression." Genet Epidemiol 36, no. 7 (2012): 686-95.
Cai, Na, Wenbin Lu, and Hao Helen Zhang. "Time-varying latent effect model for longitudinal data with informative observation times." Biometrics 68, no. 4 (2012): 1093-102.
Esserman, Denise, Yingqi Zhao, Yiyun Tang, and Jianwen Cai. "Sample size estimation in educational intervention trials with subgroup heterogeneity in only one arm." Stat Med 32, no. 12 (2013): 2140-54.
Pang, Herbert, and Sin-Ho Jung. "Sample size considerations of prediction-validation methods in high-dimensional data for survival outcomes." Genet Epidemiol 37, no. 3 (2013): 276-82.
Kang, Chaeryon, Bahjat Qaqish, Jane Monaco, Stacey L. Sheridan, and Jianwen Cai. "Kappa statistic for clustered dichotomous responses from physicians and patients." Stat Med 32, no. 21 (2013): 3700-19.
Chakraborty, Bibhas, Eric B. Laber, and Yingqi Zhao. "Inference for optimal dynamic treatment regimes using an adaptive m-out-of-n bootstrap scheme." Biometrics 69, no. 3 (2013): 714-23.
Post, Justin B., and Howard D. Bondell. "Factor selection and structural identification in the interaction ANOVA model." Biometrics 69, no. 1 (2013): 70-9.
Zhang, Min, Anastasios A. Tsiatis, Marie Davidian, Karen S. Pieper, and Kenneth W. Mahaffey. "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.
Reich, Brian J., and Howard D. Bondell. "A spatial dirichlet process mixture model for clustering population genetics data." Biometrics 67, no. 2 (2011): 381-90.
Guo, Ruixin, Hongtu Zhu, Sy-Miin Chow, and Joseph G. Ibrahim. "Bayesian lasso for semiparametric structural equation models." Biometrics 68, no. 2 (2012): 567-77.
May, Ryan C., Joseph G. Ibrahim, and Haitao Chu. "Maximum likelihood estimation in generalized linear models with multiple covariates subject to detection limits." Stat Med 30, no. 20 (2011): 2551-61.

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