Publications

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Gene Expression Profiling
Zhou, Yi-Hui, William T. Barry, and Fred A. Wright. "Empirical pathway analysis, without permutation." Biostatistics 14, no. 3 (2013): 573-85.
Van den Berge, Koen, Fanny Perraudeau, Charlotte Soneson, Michael I. Love, Davide Risso, Jean-Philippe Vert, Mark D. Robinson, Sandrine Dudoit, and Lieven Clement. "Observation weights unlock bulk RNA-seq tools for zero inflation and single-cell applications." Genome Biol 19, no. 1 (2018): 24.
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, Jun, and Jung-Ying Tzeng. "Integrative gene set analysis of multi-platform data with sample heterogeneity." Bioinformatics 30, no. 11 (2014): 1501-7.
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.
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.
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.
Shterev, Ivo D., Sin-Ho Jung, Stephen L. George, and Kouros Owzar. "permGPU: Using graphics processing units in RNA microarray association studies." BMC Bioinformatics 11 (2010): 329.
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.
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.
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.
Acharya, Chaitanya R., Janice M. McCarthy, Kouros Owzar, and Andrew S. Allen. "Exploiting expression patterns across multiple tissues to map expression quantitative trait loci." BMC Bioinformatics 17 (2016): 257.
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.
Love, Michael I., Charlotte Soneson, and Rob Patro. "Swimming downstream: statistical analysis of differential transcript usage following Salmon quantification." F1000Res 7 (2018): 952.
Sohn, Insuk, Kouros Owzar, Johan Lim, Stephen L. George, Stephanie Mackey Cushman, and Sin-Ho Jung. "Multiple testing for gene sets from microarray experiments." BMC Bioinformatics 12 (2011): 209.
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.
Srivastava, Avi, Laraib Malik, Hirak Sarkar, Mohsen Zakeri, Fatemeh Almodaresi, Charlotte Soneson, Michael I. Love, Carl Kingsford, and Rob Patro. "Alignment and mapping methodology influence transcript abundance estimation." Genome Biol 21, no. 1 (2020): 239.
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.
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.
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.
Ha, Min Jin, and Wei Sun. "Partial correlation matrix estimation using ridge penalty followed by thresholding and re-estimation." Biometrics 70, no. 3 (2014): 765-73.
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.