Manuscripts
Fu Sheng, Li Shixiang, Yu Kai, Ye Zhisheng, Chen Piao. Fast multinomial logistic regression with group sparsity. Under Revision, 2024.
Zhang Shunqin, Zhang Sanguo, Li Hang, Fu Sheng*. Robust simplex-based multinomial logistic regression. Communications in Mathematics and Statistics, Revised, 2023.
Fu Sheng, ······, Yu Kai, Zhang Haoyu. Accounting for cancer subtypes heterogeneity identifies eight novel breast cancer risk loci. To be submitted, 2024.
Li Shixiang, Fu Sheng, Wang Dianpeng, Chen Piao. A unified class of process capability indices for asymmetric tolerances. Under Review, 2024.
Zhang Ting, Moore C. Steven, Fu Sheng, ······. Association between prediagnostic serum metabolic profiles and pancreatic ductal adenocarcinoma risk in two prospective cohorts. Submitted, 2024.
Charya Ananth, Jang Moon K., Keller Michael, Yu Kai, Fu Sheng, ······. End organ injury associated with racial disparities in lung transplant outcomes. Under Revision, 2023.
Zhang Ting, Moore C. Steven, Fu Sheng, ······. Metabolic pathways of genotype-derived ABO blood types and pancreatic ductal adenocarcinoma risk. To be submitted, 2023.
Publications
Fu Sheng, Wheeler William, Wang Xiaoyu, ······, Zhang Haoyu, Yu Kai. A comprehensive framework for trans-ancestry pathway analysis using GWAS summary data from diverse populations. PLOS Genetics, 2024, 20(10): e1011322.
Mburu Waruiru, Guo Changyuan, Tian Yuan, Koka Hela, Fu Sheng, ······. Associations between quantitative measures of mammographic density and terminal ductal lobular unit involution in Chinese breast cancer patients. Breast Cancer Research, 2024, 26(116), 1-12.
Hsu Wan-Lun, Tao Jun, Fu Sheng, ······. Kinetics of EBV antibody-based NPC risk scores in Taiwan NPC multiplex families. International Journal of Cancer, 2024, 155(8): 1400-1408.
Deng Lu, Fu Sheng, Qin Jing, Yu Kai. On combining individual-level data with summary data in statistical inferences. Statistica Sinica, 2024, 34(3): 1505-1520.
Balasubramanian Shanti, Mary Richert, Kong Hyesik, Fu Sheng, ······. Cell-free DNA maps tissue injury and correlates with disease severity in lung transplant candidates. American Journal of Respiratory and Critical Care Medicine, 2024, 209(6): 727-737. (IF=24.7, TOP)
Deng Lu, Fu Sheng, Yu Kai. Bias and mean squared error in Mendelian randomization with invalid instrumental variables. Genetic Epidemiology, 2024, 48(1): 27-41.
Zhang Ting, Fu Sheng, Yu Kai, ······. Nested case–control studies investigating serum perfluorooctanoate and perfluorooctane sulfonate levels and pancreatic ductal adenocarcinoma in two cohorts. Environmental Health Perspectives, 2023, 131(10): 1-4.
Fu Sheng, Chen Piao, Liu Yufeng, Ye Zhisheng. Simplex-based multinomial logistic regression with diverging number of categories and covariates. Statistica Sinica, 2023, 33(4): 2463–2493.
Fu Sheng, Purdue P. Mark, Zhang Han, Qin Jing, Song Lei, Berndt I. Sonja, Yu Kai. Improve the model of disease subtype heterogeneity by leveraging external summary data. PLOS Computational Biology, 2023, 19(7): 1-26. [R package]
Fu Sheng, Deng Lu, Zhang Han, Wheeler William, Qin Jing, Yu Kai. Integrative analysis of individual-level data and high-dimensional summary statistics. Bioinformatics, 2023, 39(4): 1-8. [R package]
Fu Sheng, Chen Piao, Ye Zhisheng. Simplex-based proximal multicategory support vector machine. IEEE Transactions on Information Theory, 2023, 69(4): 2427-2451.
Teng Guangqiang, Tian Boping, Zhang Yuanyuan, Fu Sheng. Asymptotics of subsampling for generalized linear regression models under unbounded design. Entropy, 2023, 25(1), 84: 1-21.
Meda Rohan, Fu Sheng, Yu Kai, ······. Comparative performance analysis of donor-derived cell-free DNA to detect acute rejection in single and double lung transplant recipients. Journal of Heart and Lung Transplantation, 2022, 41(4), S308.
Keller Michael B., Meda Rohan, Fu Sheng, Yu Kai, ······. Comparison of donor-derived cell-free DNA between single versus double lung transplant recipients. American Journal of Transplantation, 2022, 22: 2451–2457.
Fu Sheng, He Qinying, Zhang Sanguo, Liu Yufeng. Robust outcome weighted learning for optimal individualized treatment rules. Journal of Biopharmaceutical Statistics, 2019, 29(4): 606-624.
Qian Chengde, Tran-Dinh Quoc, Fu Sheng, Zou Changliang, Liu Yufeng. Robust multicategory support matrix machines. Mathematical Programming, 2019, 176, 429–463.
Zhang Chong, Pham Minh, Fu Sheng, Liu Yufeng. Robust multicategory support vector machines using difference convex algorithm. Mathematical Programming, 2018, 169: 277-305.
Fu Sheng, Zhang Sanguo, Liu Yufeng. Adaptively weighted large-margin angle-based classifiers. Journal of Multivariate Analysis, 2018, 166: 282-299.
Shao Jiguang, Fu Sheng. On the modes of the negative binomial distribution of order k. Journal of Applied Statistics, 2016, 43: 2131-2149.
R packages
PolyGIM: Integrative analysis of individual-level data and summary statistics for polytomous outcomes.
Reference: Fu S., Purdue M. P., Zhang H., Qin J., Song L., Berndt S. I., Yu K. (2023). Improve the model of disease subtype heterogeneity by leveraging external summary data. PLOS Computational Biology, 2023, 19(7): 1-26.
MetaGIM: A procedure to incorporate individual-level data and high-dimensional summary statistics.
Reference: Fu, S., Deng, L., Zhang, H., Wheeler W., Qin, J., Yu, K. (2023). Integrative analysis of individual-level data and high-dimensional summary statistics. Bioinformatics, 39(4): 1-8.
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