Literature DB >> 28973307

Modeling prior information of common genetic variants improves gene discovery for neuroticism.

Min-Tzu Lo1, Yunpeng Wang2,3, Karolina Kauppi1,4, Nilotpal Sanyal1, Chun-Chieh Fan1,5, Olav B Smeland2,6, Andrew Schork5,7, Dominic Holland3, David A Hinds8, Joyce Y Tung8, Ole A Andreassen2,6, Anders M Dale1,3,9, Chi-Hua Chen1.   

Abstract

Neuroticism reflects emotional instability, and is related to various mental and physical health issues. However, the majority of genetic variants associated with neuroticism remain unclear. Inconsistent genetic variants identified by different genome-wide association studies (GWAS) may be attributable to low statistical power. We proposed a novel framework to improve the power for gene discovery by incorporating prior information of single nucleotide polymorphisms (SNPs) and combining two relevant existing tools, relative enrichment score (RES) and conditional false discovery rate (FDR). Here, SNP's conditional FDR was estimated given its RES based on SNP prior information including linkage disequilibrium (LD)-weighted genic annotation scores, total LD scores and heterozygosity. A known significant locus in chromosome 8p was excluded before estimating FDR due to long-range LD structure. Only one significant LD-independent SNP was detected by analyses of unconditional FDR and traditional GWAS in the discovery sample (N = 59 225), and notably four additional SNPs by conditional FDR. Three of the five SNPs, all identified by conditional FDR, were replicated (P < 0.05) in an independent sample (N = 170 911). These three SNPs are located in intronic regions of CADM2, LINGO2 and EP300 which have been reported to be associated with autism, Parkinson's disease and schizophrenia, respectively. Our approach using a combination of RES and conditional FDR improved power of traditional GWAS for gene discovery providing a useful framework for the analysis of GWAS summary statistics by utilizing SNP prior information, and helping to elucidate the links between neuroticism and complex diseases from a genetic perspective.
© The Author 2017. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.

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Year:  2017        PMID: 28973307      PMCID: PMC5886256          DOI: 10.1093/hmg/ddx340

Source DB:  PubMed          Journal:  Hum Mol Genet        ISSN: 0964-6906            Impact factor:   6.150


  81 in total

1.  Lingo2 variants associated with essential tremor and Parkinson's disease.

Authors:  Yi-Wen Wu; K M Prakash; Tian-Yi Rong; Hui-Hua Li; Qin Xiao; Louis C Tan; Wing-Lok Au; Jian-qing Ding; Sheng-di Chen; Eng-King Tan
Journal:  Hum Genet       Date:  2011-02-02       Impact factor: 4.132

Review 2.  Toward a neurogenetic theory of neuroticism.

Authors:  Turhan Canli
Journal:  Ann N Y Acad Sci       Date:  2008       Impact factor: 5.691

3.  Heritability of personality: A meta-analysis of behavior genetic studies.

Authors:  Tena Vukasović; Denis Bratko
Journal:  Psychol Bull       Date:  2015-05-11       Impact factor: 17.737

4.  Common SNPs explain a large proportion of the heritability for human height.

Authors:  Jian Yang; Beben Benyamin; Brian P McEvoy; Scott Gordon; Anjali K Henders; Dale R Nyholt; Pamela A Madden; Andrew C Heath; Nicholas G Martin; Grant W Montgomery; Michael E Goddard; Peter M Visscher
Journal:  Nat Genet       Date:  2010-06-20       Impact factor: 38.330

5.  Neuroticism, major depression and gender: a population-based twin study.

Authors:  A Fanous; C O Gardner; C A Prescott; R Cancro; K S Kendler
Journal:  Psychol Med       Date:  2002-05       Impact factor: 7.723

6.  Serotonin transporter genetic variation and the response of the human amygdala.

Authors:  Ahmad R Hariri; Venkata S Mattay; Alessandro Tessitore; Bhaskar Kolachana; Francesco Fera; David Goldman; Michael F Egan; Daniel R Weinberger
Journal:  Science       Date:  2002-07-19       Impact factor: 47.728

Review 7.  Chromosome 8p as a potential hub for developmental neuropsychiatric disorders: implications for schizophrenia, autism and cancer.

Authors:  R Tabarés-Seisdedos; J L R Rubenstein
Journal:  Mol Psychiatry       Date:  2009-02-10       Impact factor: 15.992

8.  Amygdala volume in major depressive disorder: a meta-analysis of magnetic resonance imaging studies.

Authors:  J P Hamilton; M Siemer; I H Gotlib
Journal:  Mol Psychiatry       Date:  2008-05-27       Impact factor: 15.992

9.  Identification of genetic loci shared between schizophrenia and the Big Five personality traits.

Authors:  Olav B Smeland; Yunpeng Wang; Min-Tzu Lo; Wen Li; Oleksandr Frei; Aree Witoelar; Martin Tesli; David A Hinds; Joyce Y Tung; Srdjan Djurovic; Chi-Hua Chen; Anders M Dale; Ole A Andreassen
Journal:  Sci Rep       Date:  2017-05-22       Impact factor: 4.379

10.  Meta-analysis of molecular imaging of serotonin transporters in major depression.

Authors:  Gregor Gryglewski; Rupert Lanzenberger; Georg S Kranz; Paul Cumming
Journal:  J Cereb Blood Flow Metab       Date:  2014-05-07       Impact factor: 6.200

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  3 in total

Review 1.  Discovery of shared genomic loci using the conditional false discovery rate approach.

Authors:  Olav B Smeland; Oleksandr Frei; Alexey Shadrin; Kevin O'Connell; Chun-Chieh Fan; Shahram Bahrami; Dominic Holland; Srdjan Djurovic; Wesley K Thompson; Anders M Dale; Ole A Andreassen
Journal:  Hum Genet       Date:  2019-09-13       Impact factor: 4.132

2.  Predicting Health-Related Quality of Life in Trauma-Exposed Male Veterans in Late Midlife: A 20 Year Longitudinal Study.

Authors:  Samantha M Stevens; Daniel E Gustavson; Bin Fang; Xin Tu; Mark Logue; Michael J Lyons; Chandra A Reynolds; William S Kremen; Carol E Franz
Journal:  Int J Environ Res Public Health       Date:  2020-06-24       Impact factor: 3.390

3.  Gene Module Analysis Reveals Cell-Type Specificity and Potential Target Genes in Autism's Pathogenesis.

Authors:  Guoli Ji; Shuchao Li; Lishan Ye; Jinting Guan
Journal:  Biomedicines       Date:  2021-04-10
  3 in total

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