Needles in stacks of needles: finding disease-causal variants in a wealth of genomic data
- PMID: 21850043
- DOI: 10.1038/nrg3046
Needles in stacks of needles: finding disease-causal variants in a wealth of genomic data
Abstract
Genome and exome sequencing yield extensive catalogues of human genetic variation. However, pinpointing the few phenotypically causal variants among the many variants present in human genomes remains a major challenge, particularly for rare and complex traits wherein genetic information alone is often insufficient. Here, we review approaches to estimate the deleteriousness of single nucleotide variants (SNVs), which can be used to prioritize disease-causal variants. We describe recent advances in comparative and functional genomics that enable systematic annotation of both coding and non-coding variants. Application and optimization of these methods will be essential to find the genetic answers that sequencing promises to hide in plain sight.
Similar articles
-
Molecular genetic studies of complex phenotypes.Transl Res. 2012 Feb;159(2):64-79. doi: 10.1016/j.trsl.2011.08.001. Epub 2011 Aug 31. Transl Res. 2012. PMID: 22243791 Free PMC article. Review.
-
Incorporating Non-Coding Annotations into Rare Variant Analysis.PLoS One. 2016 Apr 29;11(4):e0154181. doi: 10.1371/journal.pone.0154181. eCollection 2016. PLoS One. 2016. PMID: 27128317 Free PMC article.
-
Evolution and functional impact of rare coding variation from deep sequencing of human exomes.Science. 2012 Jul 6;337(6090):64-9. doi: 10.1126/science.1219240. Epub 2012 May 17. Science. 2012. PMID: 22604720 Free PMC article.
-
Global inference of disease-causing single nucleotide variants from exome sequencing data.BMC Bioinformatics. 2016 Dec 23;17(Suppl 17):468. doi: 10.1186/s12859-016-1325-x. BMC Bioinformatics. 2016. PMID: 28155632 Free PMC article.
-
In Silico Functional Annotation of Genomic Variation.Curr Protoc Hum Genet. 2016 Jan 1;88:6.15.1-6.15.17. doi: 10.1002/0471142905.hg0615s88. Curr Protoc Hum Genet. 2016. PMID: 26724722 Free PMC article. Review.
Cited by
-
Next-generation sequencing-based genome diagnostics across clinical genetics centers: implementation choices and their effects.Eur J Hum Genet. 2015 Sep;23(9):1142-50. doi: 10.1038/ejhg.2014.279. Epub 2015 Jan 28. Eur J Hum Genet. 2015. PMID: 25626705 Free PMC article.
-
Decoding transcriptional enhancers: Evolving from annotation to functional interpretation.Semin Cell Dev Biol. 2016 Sep;57:40-50. doi: 10.1016/j.semcdb.2016.05.014. Epub 2016 May 22. Semin Cell Dev Biol. 2016. PMID: 27224938 Free PMC article. Review.
-
Dynamic incorporation of multiple in silico functional annotations empowers rare variant association analysis of large whole-genome sequencing studies at scale.Nat Genet. 2020 Sep;52(9):969-983. doi: 10.1038/s41588-020-0676-4. Epub 2020 Aug 24. Nat Genet. 2020. PMID: 32839606 Free PMC article.
-
Heuristic methods for finding pathogenic variants in gene coding sequences.J Am Heart Assoc. 2012 Oct;1(5):e002642. doi: 10.1161/JAHA.112.002642. Epub 2012 Oct 25. J Am Heart Assoc. 2012. PMID: 23316295 Free PMC article. Review. No abstract available.
-
Computational approaches for predicting variant impact: An overview from resources, principles to applications.Front Genet. 2022 Sep 29;13:981005. doi: 10.3389/fgene.2022.981005. eCollection 2022. Front Genet. 2022. PMID: 36246661 Free PMC article. Review.
References
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources