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Updated: Jan 11, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Protocol for genetic discovery and fine-mapping of multivariate latent factors from high-dimensional traits
William J Astle1, Adam S Butterworth2, Jennifer L Asimit3
1MRC Biostatistics Unit, University of Cambridge, Cambridge CB2 0SR, UK; NHS Blood and Transplant, Cambridge CB2 0PT, UK; NIHR Blood and Transplant Research Unit in Donor Health and Behaviour, University of Cambridge, Cambridge CB2 0BB, UK.
Abstract:
High-dimensional traits, like blood cell traits, are often analyzed using univariate genetic analysis approaches, ignoring trait relationships. Here, we present a protocol for using the flashfmZero software for analyses of latent factors that capture variation in observed traits generated by shared underlying biological mechanisms. We describe steps for calculating genome-wide association study (GWAS) summary statistics of latent factors from GWAS of observed traits, allowing for missing trait measurements. We then describe steps for jointly fine-mapping associations from multiple latent factors. For complete details on the use and execution of this protocol, please refer to Zhou et al.1.
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