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- W4387188049 abstract "Abstract Longitudinal multi-view omics data offer unique insights into the temporal dynamics of individual-level physiology that is instrumental to advancements in personalized healthcare. However, the common occurrence of incomplete view makes inference tasks difficult, and there is a lack of tailored methods for solving this critical issue. Here, we introduce LEOPARD, an approach specifically designed to complete missing views for multi-timepoint omics data. By disentangling longitudinal omics data into content and temporal representations, LEOPARD transfers temporal knowledge to omics-specific content to complete missing views. Compared to generic imputation methods, LEOPARD gives the most robust and reliable results across three longitudinal proteomics and metabolomics datasets. LEOPARD-imputed data also achieve the closest performance to observed data in our regression and classification analyses. Our work takes the first step towards a principled and generalized treatment of missing views in longitudinal omics data, enabling comprehensive exploration of temporal changes within omics data." @default.
- W4387188049 created "2023-09-30" @default.
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- W4387188049 date "2023-09-29" @default.
- W4387188049 modified "2023-10-05" @default.
- W4387188049 title "Missing view completion for multi-timepoints omics data via representation disentanglement and temporal knowledge transfer" @default.
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- W4387188049 doi "https://doi.org/10.1101/2023.09.26.559302" @default.
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