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Direct estimation and inference of higher-level correlations from lower-level measurements with applications in gene-pathway and proteomics studies

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This paper tackles the challenge of estimating correlations between higher-level biological variables (e.g. proteins and gene pathways) when only lower-level measurements are directly observed (e.g. peptides and individual genes). Existing methods typically ag... ...