Publications

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Prognosis
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.
Olby, Natasha J., Ji-Hey Lim, Nikki Wagner, Natalia Zidan, Peter J. Early, Christopher L. Mariani, Karen R. Muñana, and Eric Laber. "Time course and prognostic value of serum GFAP, pNFH, and S100β concentrations in dogs with complete spinal cord injury because of intervertebral disc extrusion." J Vet Intern Med 33, no. 2 (2019): 726-734.
Chen, Qingxia, Donglin Zeng, Joseph G. Ibrahim, Ming-Hui Chen, Zhiying Pan, and Xiaodong Xue. "Quantifying the average of the time-varying hazard ratio via a class of transformations." Lifetime Data Anal 21, no. 2 (2015): 259-79.
Samsky, Marc D., Chetan B. Patel, Ashleigh Owen, Phillip J. Schulte, Jacob Jentzer, Paul B. Rosenberg, Michael G Felker, Carmelo A. Milano, Adrian F. Hernandez, and Joseph G. Rogers. "Ten-year experience with extended criteria cardiac transplantation." Circ Heart Fail 6, no. 6 (2013): 1230-8.
Ganti, Apar Kishor, Xiaofei Wang, Thomas E. Stinchcombe, Yinpeng Wang, Jeffrey Bradley, Harvey J. Cohen, Karen Kelly, Rebecca Paulus, Suresh S. Ramalingam, Everett E. Vokes et al. "Clinical prognostic model for older patients with advanced non-small cell lung cancer." J Geriatr Oncol 10, no. 4 (2019): 555-559.
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.
Chen, Huaihou, Donglin Zeng, and Yuanjia Wang. "Penalized nonlinear mixed effects model to identify biomarkers that predict disease progression." Biometrics 73, no. 4 (2017): 1343-1354.
Wang, Xiaofei, Lin Gu, Ying Zhang, Daniel J. Sargent, William Richards, Apar Kishor Ganti, Jeffery Crawford, Harvey Jay Cohen, Thomas Stinchcombe, Everett Vokes et al. "Validation of survival prognostic models for non-small-cell lung cancer in stage- and age-specific groups." Lung Cancer 90, no. 2 (2015): 281-7.
Palumbo, Aimee, Yvonne Michael, and Terry Hyslop. "Latent class model characterization of neighborhood socioeconomic status." Cancer Causes Control 27, no. 3 (2016): 445-52.
Pang, Herbert, and Xiaofei Wang. "Statistical aspect of translational and correlative studies in clinical trials." Chin Clin Oncol 5, no. 1 (2016): 11.
Zhao, Yufan, Donglin Zeng, Mark A. Socinski, and Michael R. Kosorok. "Reinforcement learning strategies for clinical trials in nonsmall cell lung cancer." Biometrics 67, no. 4 (2011): 1422-33.
Wong, Kin Yau, Cheng Fan, Maki Tanioka, Joel S. Parker, Andrew B. Nobel, Donglin Zeng, Dan-Yu Lin, and Charles M. Perou. "I-Boost: an integrative boosting approach for predicting survival time with multiple genomics platforms." Genome Biol 20, no. 1 (2019): 52.
Cao, Xiaowen, Apar Kishor Ganti, Thomas Stinchcombe, Melisa L. Wong, James C. Ho, Chen Shen, Yingzhou Liu, Jeffery Crawford, Herbert Pang, and Xiaofei Wang. "Predicting risk of chemotherapy-induced severe neutropenia: A pooled analysis in individual patients data with advanced lung cancer." Lung Cancer 141 (2020): 14-20.
Liu, Bo, Wenbin Lu, and Jiajia Zhang. "Accelerated intensity frailty model for recurrent events data." Biometrics 70, no. 3 (2014): 579-87.
Probability
Jung, Sin-Ho. "Stratified Fisher's exact test and its sample size calculation." Biom J 56, no. 1 (2014): 129-40.
Chow, Sy-Miin, Niansheng Tang, Ying Yuan, Xinyuan Song, and Hongtu Zhu. "Bayesian estimation of semiparametric nonlinear dynamic factor analysis models using the Dirichlet process prior." Br J Math Stat Psychol 64, no. Pt 1 (2011): 69-106.
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.
Li, Zhiguo, Marcia Valenstein, Paul Pfeiffer, and Dara Ganoczy. "A global logrank test for adaptive treatment strategies based on observational studies." Stat Med 33, no. 5 (2014): 760-71.
Ding, Jieli, Tsui-Shan Lu, Jianwen Cai, and Haibo Zhou. "Recent progresses in outcome-dependent sampling with failure time data." Lifetime Data Anal 23, no. 1 (2017): 57-82.
Molenberghs, Geert, Michael G. Kenward, Marc Aerts, Geert Verbeke, Anastasios A. Tsiatis, Marie Davidian, and Dimitris Rizopoulos. "On random sample size, ignorability, ancillarity, completeness, separability, and degeneracy: sequential trials, random sample sizes, and missing data." Stat Methods Med Res 23, no. 1 (2014): 11-41.
Yuan, Jiacheng, Herbert Pang, Tiejun Tong, Dong Xi, Wenzhao Guo, and Peter Mesenbrink. "Seamless Phase IIa/IIb and enhanced dose-finding adaptive design." J Biopharm Stat 26, no. 5 (2016): 912-23.
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.
Ibrahim, Joseph G., Ming-Hui Chen, Mani Lakshminarayanan, Guanghan F. Liu, and Joseph F. Heyse. "Bayesian probability of success for clinical trials using historical data." Stat Med 34, no. 2 (2015): 249-64.
Jung, Sin-Ho. "Phase II cancer clinical trials for biomarker-guided treatments." J Biopharm Stat 28, no. 2 (2018): 256-263.
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.
Luckett, Daniel J., Eric B. Laber, Samer S. El-Kamary, Cheng Fan, Ravi Jhaveri, Charles M. Perou, Fatma M. Shebl, and Michael R. Kosorok. "Receiver operating characteristic curves and confidence bands for support vector machines." Biometrics 77, no. 4 (2021): 1422-1430.
Li, Xiang, Anastasia Ivanova, Hong Tian, Pilar Lim, and Kevin Liu. "Continual reassessment method with regularization in phase I clinical trials." J Biopharm Stat 30, no. 6 (2020): 964-978.
Parke, Tom, Olga Marchenko, Vladimir Anisimov, Anastasia Ivanova, Christopher Jennison, Inna Perevozskaya, and Guochen Song. "Comparing oncology clinical programs by use of innovative designs and expected net present value optimization: Which adaptive approach leads to the best result?" J Biopharm Stat 27, no. 3 (2017): 457-476.
Principal Component Analysis
Hyun, Jung Won, Yimei Li, John H. Gilmore, Zhaohua Lu, Martin Styner, and Hongtu Zhu. "SGPP: spatial Gaussian predictive process models for neuroimaging data." Neuroimage 89 (2014): 70-80.
Zhu, Hongtu, Linglong Kong, Runze Li, Martin Styner, Guido Gerig, Weili Lin, and John H. Gilmore. "FADTTS: functional analysis of diffusion tensor tract statistics." Neuroimage 56, no. 3 (2011): 1412-25.
Wang, Xin, Daowen Zhang, and Jung-Ying Tzeng. "Pathway-guided identification of gene-gene interactions." Ann Hum Genet 78, no. 6 (2014): 478-91.
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.
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.
Li, Meng, Ana-Maria Staicu, and Howard D. Bondell. "Incorporating covariates in skewed functional data models." Biostatistics 16, no. 3 (2015): 413-26.
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.
Yan, Kang K., Xiaofei Wang, Wendy W. T. Lam, Varut Vardhanabhuti, Anne W. M. Lee, and Herbert H. Pang. "Radiomics analysis using stability selection supervised component analysis for right-censored survival data." Comput Biol Med 124 (2020): 103959.
Kong, Dehan, Joseph G. Ibrahim, Eunjee Lee, and Hongtu Zhu. "FLCRM: Functional linear cox regression model." Biometrics 74, no. 1 (2018): 109-117.
Luo, Yiwen, Arnab Maity, Michael C. Wu, Chris Smith, Qing Duan, Yun Li, and Jung-Ying Tzeng. "On the substructure controls in rare variant analysis: Principal components or variance components?" Genet Epidemiol 42, no. 3 (2018): 276-287.
Pregnancy
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.
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.
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.
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.
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.
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.
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.
Predictive Value of Tests
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.
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.
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.
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.
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.
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.
Precision Medicine
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.
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.
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).
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.
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.
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., 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.
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.
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.
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.
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.
Lu, Wenbin, Hao Helen Zhang, and Donglin Zeng. "Variable selection for optimal treatment decision." Stat Methods Med Res 22, no. 5 (2013): 493-504.
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.
Xiao, W, H H. Zhang, and W Lu. "Robust regression for optimal individualized treatment rules." Stat Med 38, no. 11 (2019): 2059-2073.
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.
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.
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.
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.

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