组学数据智能分析（微生物组学、单细胞组学）
高维数据统计理论（数据降维、因子模型）
复杂数据统计推断+生物统计方法（成分数据、零膨胀数据、半监督数据、纵向/时序数据）
Wang et al.: Data thinning for Poisson factor models and its applications.Journal of the American Statistical Association2025, DOI: 10.1080/01621459.2025.2546577
Pang et al.: Probabilistic exponential family inverse regression and its applications. Biometrics 2025, 81(2):ujaf065
Liu et al.: CRAmed: a conditional randomization test for high-dimensional mediation analysis in sparse microbiome data.Bioinformatics2025, 41(2):btaf03
Pang et al.: Factor augmented inverse regression and its application to microbiome data analysis.Journal of the American Statistical Association2024, 119(547):1957–1967
Zenget al.: A zero-inflated logistic normal multinomial model for extracting microbial compositions.Journal of the American Statistical Association2023, 118(544):2356–2369
Zenget al.: mbDenoise: microbiome data denoising using zero-inflated probabilistic principal components analysis.Genome Biology2022, 23:94
Zhou et al.: fastANCOM: a fast method for analysis of compo- sitions of microbiomes.Bioinformatics2022, 38(7):2039–2041
Zhou et al.: Transformation and differential abundance analysis of microbiome data incorporating phylogeny.Bioinformatics2021, 37(24):4652–466
