235-MrVI: AI Model for Single-Cell Heterogeneity
The article introduces Multi-resolution Variational Inference (MrVI), a sophisticated deep generative model designed for analyzing single-cell genomic data from large-scale studies. MrVI is created to overcome the limitations of current methods by enabling both exploratory analysis (stratifying samples into groups without prior cell-state definitions) and comparative analysis (evaluating cellular and molecular differences between predefined sample groups) at a single-cell resolution. Utilizing a hierarchical latent variable structure and counterfactual predictions, the model distinguishes…
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