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PMID: 21520341 Published · ppublish English Journal Article Research Support, N.I.H., Extramural

dbNSFP: a lightweight database of human nonsynonymous SNPs and their functional predictions.

Human mutation ·Vol. 32 ·No. 8 ·2011-08-00 ·Pages 894-9

Liu X, Jian X, Boerwinkle E

Abstract

With the advance of sequencing technologies, whole exome sequencing has increasingly been used to identify mutations that cause human diseases, especially rare Mendelian diseases. Among the analysis steps, functional prediction (of being deleterious) plays an important role in filtering or prioritizing nonsynonymous SNP (NS) for further analysis. Unfortunately, different prediction algorithms use different information and each has its own strength and weakness. It has been suggested that investigators should use predictions from multiple algorithms instead of relying on a single one. However, querying predictions from different databases/Web-servers for different algorithms is both tedious and time consuming, especially when dealing with a huge number of NSs identified by exome sequencing. To facilitate the process, we developed dbNSFP (database for nonsynonymous SNPs' functional predictions). It compiles prediction scores from four new and popular algorithms (SIFT, Polyphen2, LRT, and MutationTaster), along with a conservation score (PhyloP) and other related information, for every potential NS in the human genome (a total of 75,931,005). It is the first integrated database of functional predictions from multiple algorithms for the comprehensive collection of human NSs. dbNSFP is freely available for download at http://sites.google.com/site/jpopgen/dbNSFP.

MeSH Terms
Algorithms Computational Biology Databases, Nucleic Acid Genetic Association Studies Humans Internet Polymorphism, Single Nucleotide/genetics Software
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Liu Xiaoming
Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas 77030, USA. [email protected]
Jian Xueqiu
Boerwinkle Eric
References (28)
28 references, click to expand
  1. pfSNP: An integrated potentially functional SNP resource that facilitates hypotheses generation through knowledge syntheses.
    Hum Mutat. 2011 Jan;32(1):19-24 PMID: 20672376
  2. Single-nucleotide evolutionary constraint scores highlight disease-causing mutations.
    Nat Methods. 2010 Apr;7(4):250-1 PMID: 20354513
  3. A Bayesian missing value estimation method for gene expression profile data.
    Bioinformatics. 2003 Nov 1;19(16):2088-96 PMID: 14594714
  4. SNPit: a federated data integration system for the purpose of functional SNP annotation.
    Comput Methods Programs Biomed. 2009 Aug;95(2):181-9 PMID: 19327864
  5. MutationTaster evaluates disease-causing potential of sequence alterations.
    Nat Methods. 2010 Aug;7(8):575-6 PMID: 20676075
  6. Pathogenic or not? And if so, then how? Studying the effects of missense mutations using bioinformatics methods.
    Hum Mutat. 2009 May;30(5):703-14 PMID: 19267389
  7. Predicting the effects of amino acid substitutions on protein function.
    Annu Rev Genomics Hum Genet. 2006;7:61-80 PMID: 16824020
  8. A method and server for predicting damaging missense mutations.
    Nat Methods. 2010 Apr;7(4):248-9 PMID: 20354512
  9. The Human Gene Mutation Database: 2008 update.
    Genome Med. 2009 Jan 22;1(1):13 PMID: 19348700
  10. Exome sequencing identifies MLL2 mutations as a cause of Kabuki syndrome.
    Nat Genet. 2010 Sep;42(9):790-3 PMID: 20711175
  11. Exome sequencing identifies the cause of a mendelian disorder.
    Nat Genet. 2010 Jan;42(1):30-5 PMID: 19915526
  12. SNPLogic: an interactive single nucleotide polymorphism selection, annotation, and prioritization system.
    Nucleic Acids Res. 2009 Jan;37(Database issue):D803-9 PMID: 18984625
  13. PANTHER: a library of protein families and subfamilies indexed by function.
    Genome Res. 2003 Sep;13(9):2129-41 PMID: 12952881
  14. Detection of nonneutral substitution rates on mammalian phylogenies.
    Genome Res. 2010 Jan;20(1):110-21 PMID: 19858363
  15. Predicting the effects of coding non-synonymous variants on protein function using the SIFT algorithm.
    Nat Protoc. 2009;4(7):1073-81 PMID: 19561590
  16. Massively parallel sequencing and rare disease.
    Hum Mol Genet. 2010 Oct 15;19(R2):R119-24 PMID: 20846941
  17. Pooled association tests for rare variants in exon-resequencing studies.
    Am J Hum Genet. 2010 Jun 11;86(6):832-8 PMID: 20471002
  18. Identification of deleterious mutations within three human genomes.
    Genome Res. 2009 Sep;19(9):1553-61 PMID: 19602639
  19. Dealing with missing values in large-scale studies: microarray data imputation and beyond.
    Brief Bioinform. 2010 Mar;11(2):253-64 PMID: 19965979
  20. Integrating common and rare genetic variation in diverse human populations.
    Nature. 2010 Sep 2;467(7311):52-8 PMID: 20811451
  21. The consensus coding sequence (CCDS) project: Identifying a common protein-coding gene set for the human and mouse genomes.
    Genome Res. 2009 Jul;19(7):1316-23 PMID: 19498102
  22. F-SNP: computationally predicted functional SNPs for disease association studies.
    Nucleic Acids Res. 2008 Jan;36(Database issue):D820-4 PMID: 17986460
  23. Translation efficiency in humans: tissue specificity, global optimization and differences between developmental stages.
    Nucleic Acids Res. 2010 May;38(9):2964-74 PMID: 20097653
  24. Bioinformatics approaches for genomics and post genomics applications of next-generation sequencing.
    Brief Bioinform. 2010 Mar;11(2):181-97 PMID: 19864250
  25. ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data.
    Nucleic Acids Res. 2010 Sep;38(16):e164 PMID: 20601685
  26. The UCSC Genome Browser database: update 2010.
    Nucleic Acids Res. 2010 Jan;38(Database issue):D613-9 PMID: 19906737
  27. Predicting the insurgence of human genetic diseases associated to single point protein mutations with support vector machines and evolutionary information.
    Bioinformatics. 2006 Nov 15;22(22):2729-34 PMID: 16895930
  28. Next generation tools for the annotation of human SNPs.
    Brief Bioinform. 2009 Jan;10(1):35-52 PMID: 19181721
Article Info
Journal
Human mutation
Abbr.
Hum Mutat
ISSN
1098-1004
Published
2011-08-00
Pages
894-9
Language
English
Region
United States
NLM ID
9215429
PMCID
PMC3145015
Subset
IM
Grants
NHLBI NIH HHS · RC2 HL102419 · United States
NHLBI NIH HHS · RC2-HL02419-01 · United States
NHGRI NIH HHS · 1U01HG005728-01 · United States
NHGRI NIH HHS · U01 HG005728 · United States
NHGRI NIH HHS · U01 HG005728-01 · United States
NHLBI NIH HHS · RC2 HL102419-01 · United States
NHLBI NIH HHS · RC2 HL103010 · United States
NHLBI NIH HHS · RC2 HL103010-01 · United States
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