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Aged, 80 and over
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.
Vock, David M., Anastasios A. Tsiatis, Marie Davidian, Eric B. Laber, Wayne M. Tsuang, Ashley Finlen C Copeland, and Scott M. Palmer. "Assessing the causal effect of organ transplantation on the distribution of residual lifetime." Biometrics 69, no. 4 (2013): 820-9.
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.
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.
Foster, Nathan R., Lindsay A. Renfro, Steven E. Schild, Mary W. Redman, Xiaofei F. Wang, Suzanne E. Dahlberg, Keyue Ding, Penelope A. Bradbury, Suresh S. Ramalingam, David R. Gandara et al. "Multitrial Evaluation of Progression-Free Survival as a Surrogate End Point for Overall Survival in First-Line Extensive-Stage Small-Cell Lung Cancer." J Thorac Oncol 10, no. 7 (2015): 1099-106.
Palumbo, Aimee, Yvonne Michael, and Terry Hyslop. "Latent class model characterization of neighborhood socioeconomic status." Cancer Causes Control 27, no. 3 (2016): 445-52.
Wang, Xiaofei, Xiaoyi Wang, Lydia Hodgson, Stephen L. George, Daniel J. Sargent, Nate R. Foster, Apar Kishor Ganti, Thomas E. Stinchcombe, Jeffrey Crawford, Robert Kratzke et al. "Validation of Progression-Free Survival as a Surrogate Endpoint for Overall Survival in Malignant Mesothelioma: Analysis of Cancer and Leukemia Group B and North Central Cancer Treatment Group (Alliance) Trials." Oncologist 22, no. 2 (2017): 189-198.
Musolino, Antonino, Mario Campone, Patrick Neven, Neelima Denduluri, Carlos H. Barrios, Javier Cortes, Kimberly Blackwell, Hatem Soliman, Zsuzsanna Kahan, Hervé Bonnefoi et al. "Phase II, randomized, placebo-controlled study of dovitinib in combination with fulvestrant in postmenopausal patients with HR, HER2 breast cancer that had progressed during or after prior endocrine therapy." Breast Cancer Res 19, no. 1 (2017): 18.
Diéras, Véronique, David Miles, Sunil Verma, Mark Pegram, Manfred Welslau, José Baselga, Ian E. Krop, Kim Blackwell, Silke Hoersch, Jin Xu et al. "Trastuzumab emtansine versus capecitabine plus lapatinib in patients with previously treated HER2-positive advanced breast cancer (EMILIA): a descriptive analysis of final overall survival results from a randomised, open-label, phase 3 trial." Lancet Oncol 18, no. 6 (2017): 732-742.
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.
Liu, Leo Yu- Feng, Yufeng Liu, and Hongtu Zhu. "SMAC: Spatial multi-category angle-based classifier for high-dimensional neuroimaging data." Neuroimage 175 (2018): 230-245.
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.
Secord, Angeles Alvarez, Kirsten Bell Burdett, Kouros Owzar, David Tritchler, Alexander B. Sibley, Yingmiao Liu, Mark D. Starr, Chris J Brady, Heather A. Lankes, Herbert I. Hurwitz et al. "Predictive Blood-Based Biomarkers in Patients with Epithelial Ovarian Cancer Treated with Carboplatin and Paclitaxel with or without Bevacizumab: Results from GOG-0218." Clin Cancer Res 26, no. 6 (2020): 1288-1296.
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.
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.
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.
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.
Pang, Herbert, Stephen L. George, Ken Hui, and Tiejun Tong. "Gene selection using iterative feature elimination random forests for survival outcomes." IEEE/ACM Trans Comput Biol Bioinform 9, no. 5 (2012): 1422-31.
Yuan, Shuai, Hao Helen Zhang, and Marie Davidian. "Variable selection for covariate-adjusted semiparametric inference in randomized clinical trials." Stat Med 31, no. 29 (2012): 3789-804.
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.
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.
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.
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.
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.
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.
Zhang, Yuanye, Ming-Hui Chen, Joseph G. Ibrahim, Donglin Zeng, Qingxia Chen, Zhiying Pan, and Xiaodong Xue. "Bayesian gamma frailty models for survival data with semi-competing risks and treatment switching." Lifetime Data Anal 20, no. 1 (2014): 76-105.
Chen, Qingxia, Ming-Hui Chen, David Ohlssen, and Joseph G. Ibrahim. "Bayesian modeling and inference for clinical trials with partial retrieved data following dropout." Stat Med 32, no. 24 (2013): 4180-95.
Pang, Herbert, Tiejun Tong, and Michael Ng. "Block-diagonal discriminant analysis and its bias-corrected rules." Stat Appl Genet Mol Biol 12, no. 3 (2013): 347-59.
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.
Pang, Herbert, Keita Ebisu, Emi Watanabe, Laura Y. Sue, and Tiejun Tong. "Analysing breast cancer microarrays from African Americans using shrinkage-based discriminant analysis." Hum Genomics 5, no. 1 (2010): 5-16.
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.
Zhang, Xiang, Shunping Huang, Fei Zou, and Wei Wang. "TEAM: efficient two-locus epistasis tests in human genome-wide association study." Bioinformatics 26, no. 12 (2010): i217-27.
Gao, Wei, Hongtu Zhu, Kelly Giovanello, and Weili Lin. "Multivariate network-level approach to detect interactions between large-scale functional systems." Med Image Comput Comput Assist Interv 13, no. Pt 2 (2010): 298-305.
Li, Yimei, John H. Gilmore, Dinggang Shen, Martin Styner, Weili Lin, and Hongtu Zhu. "Multiscale adaptive generalized estimating equations for longitudinal neuroimaging data." Neuroimage 72 (2013): 91-105.
Thomas, Laine, Leonard Stefanski, and Marie Davidian. "A moment-adjusted imputation method for measurement error models." Biometrics 67, no. 4 (2011): 1461-70.
Zhu, Hongtu, Martin Styner, Yimei Li, Linglong Kong, Yundi Shi, Weili Lin, Christopher Coe, and John H. Gilmore. "Multivariate varying coefficient models for DTI tract statistics." Med Image Comput Comput Assist Interv 13, no. Pt 1 (2010): 690-7.
Chen, Yasheng, Songbai Ji, Xunlei Wu, Hongyu An, Hongtu Zhu, Dinggang Shen, and Weili Lin. "Simulation of brain mass effect with an arbitrary Lagrangian and Eulerian FEM." Med Image Comput Comput Assist Interv 13, no. Pt 2 (2010): 274-81.
Laber, Eric B., Daniel J. Lizotte, and Bradley Ferguson. "Set-valued dynamic treatment regimes for competing outcomes." Biometrics 70, no. 1 (2014): 53-61.
Chen, Ming-Hui, Joseph G. Ibrahim, Amy H Xia, Thomas Liu, and Violeta Hennessey. "Bayesian sequential meta-analysis design in evaluating cardiovascular risk in a new antidiabetic drug development program." Stat Med 33, no. 9 (2014): 1600-18.
Kwak, Minjung, and Sin-Ho Jung. "Phase II clinical trials with time-to-event endpoints: optimal two-stage designs with one-sample log-rank test." Stat Med 33, no. 12 (2014): 2004-16.
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.
Chen, Yasheng, Hongyu An, Hongtu Zhu, Valerie Jewells, Diane Armao, Dinggang Shen, John H. Gilmore, and Weili Lin. "Longitudinal regression analysis of spatial-temporal growth patterns of geometrical diffusion measures in early postnatal brain development with diffusion tensor imaging." Neuroimage 58, no. 4 (2011): 993-1005.
Hua, Zhaowei, David B. Dunson, John H. Gilmore, Martin A. Styner, and Hongtu Zhu. "Semiparametric Bayesian local functional models for diffusion tensor tract statistics." Neuroimage 63, no. 1 (2012): 460-74.
Huang, Chao, Liang Shan, Cecil Charles, Marc Niethammer, and Hongtu Zhu. "Diseased region detection of longitudinal knee MRI data." Inf Process Med Imaging 23 (2013): 632-43.
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.
Li, Yimei, John H. Gilmore, Jiaping Wang, Martin Styner, Weili Lin, and Hongtu Zhu. "TwinMARM: two-stage multiscale adaptive regression methods for twin neuroimaging data." IEEE Trans Med Imaging 31, no. 5 (2012): 1100-12.
Skup, Martha, Hongtu Zhu, and Heping Zhang. "Multiscale adaptive marginal analysis of longitudinal neuroimaging data with time-varying covariates." Biometrics 68, no. 4 (2012): 1083-92.
Yuan, Ying, John H. Gilmore, Xiujuan Geng, Styner Martin, Kehui Chen, Jane-ling Wang, and Hongtu Zhu. "FMEM: functional mixed effects modeling for the analysis of longitudinal white matter Tract data." Neuroimage 84 (2014): 753-64.
Yuan, Ying, John H. Gilmore, Xiujuan Geng, Martin A. Styner, Kehui Chen, Jane-ling Wang, and Hongtu Zhu. "A longitudinal functional analysis framework for analysis of white matter tract statistics." Inf Process Med Imaging 23 (2013): 220-31.
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.
Lin, Ja-an, Hongtu Zhu, Ahn Mihye, Wei Sun, and Joseph G. Ibrahim. "Functional-mixed effects models for candidate genetic mapping in imaging genetic studies." Genet Epidemiol 38, no. 8 (2014): 680-91.
Chen, Ming-Hui, Joseph G. Ibrahim, Donglin Zeng, Kuolung Hu, and Catherine Jia. "Bayesian design of superiority clinical trials for recurrent events data with applications to bleeding and transfusion events in myelodyplastic syndrome." Biometrics 70, no. 4 (2014): 1003-13.
Amorim, Leila D. A. F., and Jianwen Cai. "Modelling recurrent events: a tutorial for analysis in epidemiology." Int J Epidemiol 44, no. 1 (2015): 324-33.
Zhao, Guolin, Rachel Marceau, Daowen Zhang, and Jung-Ying Tzeng. "Assessing gene-environment interactions for common and rare variants with binary traits using gene-trait similarity regression." Genetics 199, no. 3 (2015): 695-710.
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.
Zeng, Donglin, Emil Cornea, Jun Dong, Jean Pan, and Joseph G. Ibrahim. "Assessing temporal agreement between central and local progression-free survival times." Stat Med 34, no. 5 (2015): 844-58.
Marceau, Rachel, Wenbin Lu, Shannon Holloway, Michèle M. Sale, Bradford B. Worrall, Stephen R. Williams, Fang-Chi Hsu, and Jung-Ying Tzeng. "A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction." Genet Epidemiol 39, no. 6 (2015): 456-68.
Hung, Hung, Yu-Ting Lin, Penweng Chen, Chen-Chien Wang, Su-Yun Huang, and Jung-Ying Tzeng. "Detection of gene-gene interactions using multistage sparse and low-rank regression." Biometrics 72, no. 1 (2016): 85-94.
Yu, Fang, Ming-Hui Chen, Lynn Kuo, Heather Talbott, and John S. Davis. "Confident difference criterion: a new Bayesian differentially expressed gene selection algorithm with applications." BMC Bioinformatics 16 (2015): 245.
Shin, Seung Jun, Yichao Wu, Hao Helen Zhang, and Yufeng Liu. "Probability-enhanced sufficient dimension reduction for binary classification." Biometrics 70, no. 3 (2014): 546-55.
Huang, Chao, Liang Shan, Cecil H Charles, Wolfgang Wirth, Marc Niethammer, and Hongtu Zhu. "Diseased Region Detection of Longitudinal Knee Magnetic Resonance Imaging Data." IEEE Trans Med Imaging 34, no. 9 (2015): 1914-27.
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.
Song, Guochen, and Anastasia Ivanova. "Enrollment and Stopping Rules for Managing Toxicity Requiring Long Follow-Up in Phase II Oncology Trials." J Biopharm Stat 25, no. 6 (2015): 1206-14.
Wang, Xuefeng, Mengjie Chen, Xiaoqing Yu, Natapol Pornputtapong, Hao Chen, Nancy R. Zhang, Scott R Powers, and Michael Krauthammer. "Global copy number profiling of cancer genomes." Bioinformatics 32, no. 6 (2016): 926-8.
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.
Chow, Sy-Miin, Zhaohua Lu, Andrew Sherwood, and Hongtu Zhu. "Fitting Nonlinear Ordinary Differential Equation Models with Random Effects and Unknown Initial Conditions Using the Stochastic Approximation Expectation-Maximization (SAEM) Algorithm." Psychometrika 81, no. 1 (2016): 102-34.
Chen, Tianle, Donglin Zeng, and Yuanjia Wang. "Multiple kernel learning with random effects for predicting longitudinal outcomes and data integration." Biometrics 71, no. 4 (2015): 918-28.
Zhu, Ruoqing, Ying-Qi Zhao, Guanhua Chen, Shuangge Ma, and Hongyu Zhao. "Greedy outcome weighted tree learning of optimal personalized treatment rules." Biometrics 73, no. 2 (2017): 391-400.
Kang, Suhyun, Wenbin Lu, and Mengling Liu. "Efficient estimation for accelerated failure time model under case-cohort and nested case-control sampling." Biometrics 73, no. 1 (2017): 114-123.
Wang, Wenjie, Ming-Hui Chen, Sy Han Chiou, Hui-Chuan Lai, Xiaojing Wang, Jun Yan, and Zhumin Zhang. "Onset of persistent pseudomonas aeruginosa infection in children with cystic fibrosis with interval censored data." BMC Med Res Methodol 16, no. 1 (2016): 122.
Jia, Xiaoyu, Anastasia Ivanova, and Shing M. Lee. "Selection of the initial design for the two-stage continual reassessment method." J Biopharm Stat 27, no. 3 (2017): 495-506.
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.
Yao, Xiaoxin I., Xiaofei Wang, Paul J. Speicher, Shelley E Hwang, Perry Cheng, David H. Harpole, Mark F. Berry, Deborah Schrag, and Herbert H. Pang. "Reporting and Guidelines in Propensity Score Analysis: A Systematic Review of Cancer and Cancer Surgical Studies." J Natl Cancer Inst 109, no. 8 (2017).
Chen, Xiaolin, and Jianwen Cai. "Reweighted estimators for additive hazard model with censoring indicators missing at random." Lifetime Data Anal 24, no. 2 (2018): 224-249.
Kang, Suhyun, Wenbin Lu, and Rui Song. "Subgroup detection and sample size calculation with proportional hazards regression for survival data." Stat Med 36, no. 29 (2017): 4646-4659.
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.
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.
Choi, Jaeun, Donglin Zeng, Andrew F. Olshan, and Jianwen Cai. "Joint modeling of survival time and longitudinal outcomes with flexible random effects." Lifetime Data Anal 24, no. 1 (2018): 126-152.
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, 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.
Wang, Charlotte, Jung-Ying Tzeng, Pei-Zhen Wu, Martin Preisig, and Chuhsing Kate Hsiao. "Reexamining Dis/Similarity-Based Tests for Rare-Variant Association with Case-Control Samples." Genetics 209, no. 1 (2018): 105-113.
Zhou, Jie, Jiajia Zhang, and Wenbin Lu. "An Expectation Maximization algorithm for fitting the generalized odds-rate model to interval censored data." Stat Med 36, no. 7 (2017): 1157-1171.
Gao, Fei, Jun Dong, Donglin Zeng, Alan Rong, and Joseph G. Ibrahim. "Pattern mixture models for clinical validation of biomarkers in the presence of missing data." Stat Med 36, no. 19 (2017): 2994-3004.
Hager, Rebecca, Anastasios A. Tsiatis, and Marie Davidian. "Optimal two-stage dynamic treatment regimes from a classification perspective with censored survival data." Biometrics 74, no. 4 (2018): 1180-1192.
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.
Gao, Fei, Donglin Zeng, and Dan-Yu Lin. "Semiparametric regression analysis of interval-censored data with informative dropout." Biometrics 74, no. 4 (2018): 1213-1222.
Lin, Jiaxing, Jeremy Gresham, Tongrong Wang, So Young Kim, James Alvarez, Jeffrey S. Damrauer, Scott Floyd, Joshua Granek, Andrew Allen, Cliburn Chan et al. "bcSeq: an R package for fast sequence mapping in high-throughput shRNA and CRISPR screens." Bioinformatics 34, no. 20 (2018): 3581-3583.
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.
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.