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Machine Learning Prediction of Biomarkers from SNPs and of Disease Risk from Biomarkers in the UK Biobank

We use UK Biobank data to train predictors for 65 blood and urine markers such as HDL, LDL, lipoprotein A, glycated haemoglobin, etc. from SNP genotype. For example, our Polygenic Score (PGS) predictor correlates ∼0.76 with lipoprotein A level, which is highly heritable and an independent risk facto...

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Vydáno v:Genes (Basel)
Hlavní autoři: Widen, Erik, Raben, Timothy G., Lello, Louis, Hsu, Stephen D. H.
Médium: Artigo
Jazyk:Inglês
Vydáno: MDPI 2021
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC8308062/
https://ncbi.nlm.nih.gov/pubmed/34209487
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/genes12070991
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