Latent Components

WhichTF is dominant in your open chromatin data? featured image

WhichTF is dominant in your open chromatin data?

We develop an ontology-guided approach to ranking tissue-/cell-type-specific transcription factors (TFs) from chromatin accessibility data.

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Yosuke Tanigawa, Ph.D.
A cross-population atlas of genetic associations for 220 human phenotypes featured image

A cross-population atlas of genetic associations for 220 human phenotypes

Using a set of GWAS summary statistics of diseases characterized from both European (UK Biobank and FinnGen) and East Asian (Biobank Japan) populations, we dissected latent DeGAs …

Polygenic risk modeling with latent trait-related genetic components featured image

Polygenic risk modeling with latent trait-related genetic components

Polygenic risk score (PRS) has been proposed for disease risk prediction with potential clinical relevance for some traits, but its personalized interpretation is generally …

Components of genetic associations across 2,138 phenotypes in the UK Biobank highlight adipocyte biology featured image

Components of genetic associations across 2,138 phenotypes in the UK Biobank highlight adipocyte biology

We developed DeGAs to decompose shared genetic associations across 2,138 UK Biobank phenotypes and identify their underlying pleiotropic structure.

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Yosuke Tanigawa, Ph.D.

SNPs2ChIP: Latent Factors of ChIP-seq to infer functions of non-coding SNPs

We propose SNPs2ChIP, a method to infer biological functions of non-coding variants through unsupervised statistical learning methods applied to publicly-available epigenetic …