Publications

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Polymorphism, Single Nucleotide
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.
Acharya, Chaitanya R., Kouros Owzar, and Andrew S. Allen. "Mapping eQTL by leveraging multiple tissues and DNA methylation." BMC Bioinformatics 18, no. 1 (2017): 455.
Wang, Xin, Daowen Zhang, and Jung-Ying Tzeng. "Pathway-guided identification of gene-gene interactions." Ann Hum Genet 78, no. 6 (2014): 478-91.
Zhou, Fan, Haibo Zhou, Tengfei Li, and Hongtu Zhu. "Analysis of secondary phenotypes in multigroup association studies." Biometrics 76, no. 2 (2020): 606-618.
Kong, Dehan, Arnab Maity, Fang-Chi Hsu, and Jung-Ying Tzeng. "Testing and estimation in marker-set association study using semiparametric quantile regression kernel machine." Biometrics 72, no. 2 (2016): 364-71.
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.
Zhou, Yi-Hui, and Fred A. Wright. "Hypothesis testing at the extremes: fast and robust association for high-throughput data." Biostatistics 16, no. 3 (2015): 611-25.
Wang, Xin, Michael P. Epstein, and Jung-Ying Tzeng. "Analysis of gene-gene interactions using gene-trait similarity regression." Hum Hered 78, no. 1 (2014): 17-26.
Lin, Jiaxing, Alexander Sibley, Ivo Shterev, Andrew Nixon, Federico Innocenti, Cliburn Chan, and Kouros Owzar. "fastJT: An R package for robust and efficient feature selection for machine learning and genome-wide association studies." BMC Bioinformatics 20, no. 1 (2019): 333.
Knickmeyer, Rebecca C., Jiaping Wang, Hongtu Zhu, Xiujuan Geng, Sandra Woolson, Robert M. Hamer, Thomas Konneker, Weili Lin, Martin Styner, and John H. Gilmore. "Common variants in psychiatric risk genes predict brain structure at birth." Cereb Cortex 24, no. 5 (2014): 1230-46.
Mitha, Faheem, Herodotos Herodotou, Nedyalko Borisov, Chen Jiang, Josh Yoder, and Kouros Owzar. "SNPpy--database management for SNP data from genome wide association studies." PLoS One 6, no. 10 (2011): e24982.
Lin, D Y., and D Zeng. "Meta-analysis of genome-wide association studies: no efficiency gain in using individual participant data." Genet Epidemiol 34, no. 1 (2010): 60-6.
Hu, Y J., and D Y. Lin. "Analysis of untyped SNPs: maximum likelihood and imputation methods." Genet Epidemiol 34, no. 8 (2010): 803-15.
Tzeng, Jung-Ying, Patrik K. E. Magnusson, Patrick F. Sullivan, and Jin P. Szatkiewicz. "A New Method for Detecting Associations with Rare Copy-Number Variants." PLoS Genet 11, no. 10 (2015): e1005403.
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.
Lu, Zhao-Hua, Zakaria Khondker, Joseph G. Ibrahim, Yue Wang, and Hongtu Zhu. "Bayesian longitudinal low-rank regression models for imaging genetic data from longitudinal studies." Neuroimage 149 (2017): 305-322.
R Baldwin, Michael, Kouros Owzar, Hitoshi Zembutsu, Aparna Chhibber, Michiaki Kubo, Chen Jiang, Dorothy Watson, Rachel J. Eclov, Joel Mefford, Howard L. McLeod et al. "A genome-wide association study identifies novel loci for paclitaxel-induced sensory peripheral neuropathy in CALGB 40101." Clin Cancer Res 18, no. 18 (2012): 5099-109.
Chua, Katherina C., Chenling Xiong, Carol Ho, Taisei Mushiroda, Chen Jiang, Flora Mulkey, Dongbing Lai, Bryan P. Schneider, Sara R. Rashkin, John S. Witte et al. "Genomewide Meta-Analysis Validates a Role for S1PR1 in Microtubule Targeting Agent-Induced Sensory Peripheral Neuropathy." Clin Pharmacol Ther 108, no. 3 (2020): 625-634.
"Genome-wide association study identifies five new schizophrenia loci." Nat Genet 43, no. 10 (2011): 969-76.
Innocenti, Federico, Chen Jiang, Alexander B. Sibley, Amy S. Etheridge, Ace J. Hatch, Stefanie Denning, Donna Niedzwiecki, Ivo D. Shterev, Jiaxing Lin, Yoichi Furukawa et al. "Genetic variation determines VEGF-A plasma levels in cancer patients." Sci Rep 8, no. 1 (2018): 16332.
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.
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.
Martinez, Kara, Arnab Maity, Robert H. Yolken, Patrick F. Sullivan, and Jung-Ying Tzeng. "Robust kernel association testing (RobKAT)." Genet Epidemiol 44, no. 3 (2020): 272-282.
Hu, Yi-Juan, Sonja I. Berndt, Stefan Gustafsson, Andrea Ganna, Joel Hirschhorn, Kari E. North, Erik Ingelsson, and Dan-Yu Lin. "Meta-analysis of gene-level associations for rare variants based on single-variant statistics." Am J Hum Genet 93, no. 2 (2013): 236-48.
Owzar, Kouros, Zhiguo Li, Nancy Cox, and Sin-Ho Jung. "Power and sample size calculations for SNP association studies with censored time-to-event outcomes." Genet Epidemiol 36, no. 6 (2012): 538-48.
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.
Wang, Rujin, Dan-Yu Lin, and Yuchao Jiang. "SCOPE: A Normalization and Copy-Number Estimation Method for Single-Cell DNA Sequencing." Cell Syst 10, no. 5 (2020): 445-452.e6.
Pang, Herbert, Michael Hauser, and Stéphane Minvielle. "Pathway-based identification of SNPs predictive of survival." Eur J Hum Genet 19, no. 6 (2011): 704-9.
He, Qianchuan, and Dan-Yu Lin. "A variable selection method for genome-wide association studies." Bioinformatics 27, no. 1 (2011): 1-8.
Kim, Jinseog, Insuk Sohn, Dae-Soon Son, Dong Hwan Kim, Taejin Ahn, and Sin-Ho Jung. "Prediction of a time-to-event trait using genome wide SNP data." BMC Bioinformatics 14 (2013): 58.
He, Kevin, Yanming Li, Ji Zhu, Hongliang Liu, Jeffrey E. Lee, Christopher I. Amos, Terry Hyslop, Jiashun Jin, Huazhen Lin, Qinyi Wei et al. "Component-wise gradient boosting and false discovery control in survival analysis with high-dimensional covariates." Bioinformatics 32, no. 1 (2016): 50-7.
Kong, Dehan, Kelly S. Giovanello, Yalin Wang, Weili Lin, Eunjee Lee, Yong Fan, Murali P Doraiswamy, and Hongtu Zhu. "Predicting Alzheimer's Disease Using Combined Imaging-Whole Genome SNP Data." J Alzheimers Dis 46, no. 3 (2015): 695-702.
Lin, Dan-Yu. "A simple and accurate method to determine genomewide significance for association tests in sequencing studies." Genet Epidemiol 43, no. 4 (2019): 365-372.
X Jeng, Jessie, Jacob Rhyne, Teng Zhang, and Jung-Ying Tzeng. "Effective SNP ranking improves the performance of eQTL mapping." Genet Epidemiol 44, no. 6 (2020): 611-619.
Urrutia, Eugene, Hao Chen, Zilu Zhou, Nancy R. Zhang, and Yuchao Jiang. "Integrative pipeline for profiling DNA copy number and inferring tumor phylogeny." Bioinformatics 34, no. 12 (2018): 2126-2128.
Precision Medicine
Jiang, Xiaotong, Amanda E. Nelson, Rebecca J. Cleveland, Daniel P. Beavers, Todd A. Schwartz, Liubov Arbeeva, Carolina Alvarez, Leigh F. Callahan, Stephen Messier, Richard Loeser et al. "Precision Medicine Approach to Develop and Internally Validate Optimal Exercise and Weight-Loss Treatments for Overweight and Obese Adults With Knee Osteoarthritis: Data From a Single-Center Randomized Trial." Arthritis Care Res (Hoboken) 73, no. 5 (2021): 693-701.
Liu, Ying, Yuanjia Wang, Chaorui Huang, and Donglin Zeng. "Estimating personalized diagnostic rules depending on individualized characteristics." Stat Med 36, no. 7 (2017): 1099-1117.
Nasution, Marlina D., and Xiaofei Wang. "Statistical issues and advances in cancer precision medicine research." J Biopharm Stat 28, no. 2 (2018): 215-216.
Liu, Ying, Yuanjia Wang, Michael R. Kosorok, Yingqi Zhao, and Donglin Zeng. "Augmented outcome-weighted learning for estimating optimal dynamic treatment regimens." Stat Med 37, no. 26 (2018): 3776-3788.
Nguyen, Crystal T., Daniel J. Luckett, Anna R. Kahkoska, Grace E. Shearrer, Donna Spruijt-Metz, Jaimie N. Davis, and Michael R. Kosorok. "Estimating individualized treatment regimes from crossover designs." Biometrics 76, no. 3 (2020): 778-788.
Xiao, W, H H. Zhang, and W Lu. "Robust regression for optimal individualized treatment rules." Stat Med 38, no. 11 (2019): 2059-2073.
Diao, Guoqing, Jun Dong, Donglin Zeng, Chunlei Ke, Alan Rong, and Joseph G. Ibrahim. "Biomarker threshold adaptive designs for survival endpoints." J Biopharm Stat 28, no. 6 (2018): 1038-1054.
Geng, Yuan, Hao Helen Zhang, and Wenbin Lu. "On optimal treatment regimes selection for mean survival time." Stat Med 34, no. 7 (2015): 1169-84.
Hibbard, Jonathan C., Jonathan S. Friedstat, Sonia M. Thomas, Renee E. Edkins, Scott C Hultman, and Michael R. Kosorok. "LIBERTI: A SMART study in plastic surgery." Clin Trials 15, no. 3 (2018): 286-293.
Zhang, Yichi, Eric B. Laber, Anastasios Tsiatis, and Marie Davidian. "Using decision lists to construct interpretable and parsimonious treatment regimes." Biometrics 71, no. 4 (2015): 895-904.
Laber, Eric B., and Marie Davidian. "Dynamic treatment regimes, past, present, and future: A conversation with experts." Stat Methods Med Res 26, no. 4 (2017): 1605-1610.
Lu, Wenbin, Hao Helen Zhang, and Donglin Zeng. "Variable selection for optimal treatment decision." Stat Methods Med Res 22, no. 5 (2013): 493-504.
Dong, Lin, Eric Laber, Yair Goldberg, Rui Song, and Shu Yang. "Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness." Stat Med 39, no. 25 (2020): 3503-3520.
Wang, Ting, Xiaofei Wang, Haibo Zhou, Jianwen Cai, and Stephen L. George. "Auxiliary variable-enriched biomarker-stratified design." Stat Med 37, no. 30 (2018): 4610-4635.
Chen, Jingxiang, Haoda Fu, Xuanyao He, Michael R. Kosorok, and Yufeng Liu. "Estimating individualized treatment rules for ordinal treatments." Biometrics 74, no. 3 (2018): 924-933.
Krens, Stefanie D., Howard L. McLeod, and Daniel L. Hertz. "Pharmacogenetics, enzyme probes and therapeutic drug monitoring as potential tools for individualizing taxane therapy." Pharmacogenomics 14, no. 5 (2013): 555-74.
Naqa, Issam El, Michael R. Kosorok, Judy Jin, Michelle Mierzwa, and Randall K. Ten Haken. "Prospects and challenges for clinical decision support in the era of big data." JCO Clin Cancer Inform 2 (2018).
Butler, Emily L., Eric B. Laber, Sonia M. Davis, and Michael R. Kosorok. "Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules." Biometrics 74, no. 1 (2018): 18-26.
Liu, Yang, Xiwen Ma, Donghui Zhang, Lijiang Geng, Xiaojing Wang, Wei Zheng, and Ming-Hui Chen. "Look before you leap: systematic evaluation of tree-based statistical methods in subgroup identification." J Biopharm Stat 29, no. 6 (2019): 1082-1102.
Wang, Xiaofei, Jingzhu Zhou, Ting Wang, and Stephen L. George. "On Enrichment Strategies for Biomarker Stratified Clinical Trials." J Biopharm Stat 28, no. 2 (2018): 292-308.
Laber, Eric B., Ying-Qi Zhao, Todd Regh, Marie Davidian, Anastasios Tsiatis, Joseph B. Stanford, Donglin Zeng, Rui Song, and Michael R. Kosorok. "Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy." Stat Med 35, no. 8 (2016): 1245-56.
Laber, Eric B., Fan Wu, Catherine Munera, Ilya Lipkovich, Salvatore Colucci, and Steve Ripa. "Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain." Stat Med 37, no. 9 (2018): 1407-1418.
Predictive Value of Tests
Kwak, Minjung, Sang-Won Um, and Sin-Ho Jung. "Comparison of operational characteristics for binary tests with clustered data." Stat Med 34, no. 15 (2015): 2325-33.
Jiang, Xiaotong, Amanda E. Nelson, Rebecca J. Cleveland, Daniel P. Beavers, Todd A. Schwartz, Liubov Arbeeva, Carolina Alvarez, Leigh F. Callahan, Stephen Messier, Richard Loeser et al. "Precision Medicine Approach to Develop and Internally Validate Optimal Exercise and Weight-Loss Treatments for Overweight and Obese Adults With Knee Osteoarthritis: Data From a Single-Center Randomized Trial." Arthritis Care Res (Hoboken) 73, no. 5 (2021): 693-701.
Zhu, Zhaoyin, Xiaofei Wang, Paramita Saha-Chaudhuri, Andrzej S. Kosinski, and Stephen L. George. "Time-dependent classification accuracy curve under marker-dependent sampling." Biom J 58, no. 4 (2016): 974-92.
Ma, Shuangge, Michael R. Kosorok, Jian Huang, and Ying Dai. "Incorporating higher-order representative features improves prediction in network-based cancer prognosis analysis." BMC Med Genomics 4 (2011): 5.
Knickmeyer, Rebecca C., Jiaping Wang, Hongtu Zhu, Xiujuan Geng, Sandra Woolson, Robert M. Hamer, Thomas Konneker, Weili Lin, Martin Styner, and John H. Gilmore. "Common variants in psychiatric risk genes predict brain structure at birth." Cereb Cortex 24, no. 5 (2014): 1230-46.
Pang, Herbert, Michael Hauser, and Stéphane Minvielle. "Pathway-based identification of SNPs predictive of survival." Eur J Hum Genet 19, no. 6 (2011): 704-9.
Diao, Guoqing, Jun Dong, Donglin Zeng, Chunlei Ke, Alan Rong, and Joseph G. Ibrahim. "Biomarker threshold adaptive designs for survival endpoints." J Biopharm Stat 28, no. 6 (2018): 1038-1054.
Barry, William T., Charles M. Perou, Kelly P Marcom, Lisa A. Carey, and Joseph G. Ibrahim. "The use of Bayesian hierarchical models for adaptive randomization in biomarker-driven phase II studies." J Biopharm Stat 25, no. 1 (2015): 66-88.
Pregnancy
Wu, Yuan, Christina D. Chambers, and Ronghui Xu. "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.
Tan, Ziwen, Guoyou Qin, and Haibo Zhou. "Estimation of a partially linear additive model for data from an outcome-dependent sampling design with a continuous outcome." Biostatistics 17, no. 4 (2016): 663-76.
Chu, Haitao, Lei Nie, Yong Chen, Yi Huang, and Wei Sun. "Bivariate random effects models for meta-analysis of comparative studies with binary outcomes: methods for the absolute risk difference and relative risk." Stat Methods Med Res 21, no. 6 (2012): 621-33.
Pan, Yinghao, Jianwen Cai, Matthew P. Longnecker, and Haibo Zhou. "Secondary outcome analysis for data from an outcome-dependent sampling design." Stat Med 37, no. 15 (2018): 2321-2337.
Laber, Eric B., Ying-Qi Zhao, Todd Regh, Marie Davidian, Anastasios Tsiatis, Joseph B. Stanford, Donglin Zeng, Rui Song, and Michael R. Kosorok. "Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy." Stat Med 35, no. 8 (2016): 1245-56.
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.
Pietryk, Edward W., Kiristin Clement, Marwa Elnagheeb, Ryan Kuster, Kayla Kilpatrick, Michael I. Love, and Folami Y. Ideraabdullah. "Intergenerational response to the endocrine disruptor vinclozolin is influenced by maternal genotype and crossing scheme." Reprod Toxicol 78 (2018): 9-19.
Knickmeyer, Rebecca C., Jiaping Wang, Hongtu Zhu, Xiujuan Geng, Sandra Woolson, Robert M. Hamer, Thomas Konneker, Weili Lin, Martin Styner, and John H. Gilmore. "Common variants in psychiatric risk genes predict brain structure at birth." Cereb Cortex 24, no. 5 (2014): 1230-46.

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