ScienceGenomicsPeer-reviewed journal article
Title: Leveraging Base Pair Mammalian Constraint to Understand Genetic Variation and Human Disease
Patrick F. SullivaniD, Jennifer R. S. MeadowsiD, Steven GazaliD, BaDoi N. PhaniD, Xue LiiD, Diane P. GenereuxiD, Michael X. DongiD, Matteo BianchiiD, Gregory AndrewsiD, Sharadha SakthikumariD, Jessika NordiniD, Ananya RoyiD, Matthew J. ChristmasiD, Voichita D. MarinescuiD, Chao WangiD, Ola WallermaniD, James R. XueiD, Shuyang YaoiD, Quan SuniD, Jin SzatkiewicziD, Jia WeniD, Laura M. HuckinsiD, Alyssa J. LawleriD, Kathleen C. KeoughiD, Zhili ZhengiD, , Arcadi NavarroiD
Abstract
Although thousands of genomic regions have been associated with heritable human diseases, attempts to elucidate biological mechanisms are impeded by a general inability to discern which genomic positions are functionally important. Evolutionary constraint is a powerful predictor of function that is agnostic to cell type or disease mechanism. Here, single base phyloP scores from the whole genome alignment of 240 placental mammals identified 3.5% of the human genome as significantly constrained, and likely functional. We compared these scores to large-scale genome annotation, genome-wide association studies (GWAS), copy number variation, clinical genetics findings, and cancer data sets. Evolutionarily constrained positions are enriched for variants explaining common disease heritability (more than any other functional annotation). Our results improve variant annotation but also highlight that the regulatory landscape of the human genome still needs to be further explored and linked to disease.
- organism: human
- assay: whole-genome sequencing
- research focus: variant effect prediction
- research focus: GWAS / association mapping
- approach: statistical model
- Citations
- 121
- FWCI
- 20.09
- Field percentile
- top 1%
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