Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Feb 1;93(3):243-252.
doi: 10.1016/j.biopsych.2022.07.019. Epub 2022 Aug 5.

Sex-Specific Genetic and Transcriptomic Liability to Neuroticism

Affiliations

Sex-Specific Genetic and Transcriptomic Liability to Neuroticism

Frank R Wendt et al. Biol Psychiatry. .

Abstract

Background: The presentation, etiology, and relative risk of psychiatric disorders are strongly influenced by biological sex. Neuroticism is a transdiagnostic feature of psychiatric disorders displaying prominent sex differences. We performed genome-wide association studies of neuroticism separately in males and females to identify sex-specific genetic and transcriptomic profiles.

Methods: Neuroticism scores were derived from the Eysenck Personality Inventory Neuroticism scale. Genome-wide association studies were performed in 145,669 females and 129,229 males from the UK Biobank considering autosomal and X chromosomal variation. Two-sided z tests were used to test for sex-specific effects of discovered loci, genetic correlates (n = 673 traits), tissue and gene transcriptomic profiles, and polygenic associations across health outcomes in the Vanderbilt University Biobank (39,692 females and 31,268 males).

Results: The single nucleotide polymorphism heritability of neuroticism was not statistically different between males (h2 = 10.6%) and females (h2 = 11.85%). Four female-specific (rs10736549-CNTN5, rs6507056-ASXL3, rs2087182-MMS22L, and rs72995548-HSPB2) and 2 male-specific (rs10507274-MED13L and rs7984597) neuroticism risk loci reached genome-wide significance. Male- and female-specific neuroticism polygenic scores were most significantly associated with mood disorders (males: odds ratio = 1.11, p = 1.40 × 10-9; females: odds ratio = 1.14, p = 6.05 × 10-22). They also associated with sex-specific laboratory measurements related to erythrocyte count, distribution, and hemoglobin concentration. Gene expression variation in the pituitary was enriched for neuroticism loci in males (male: b = 0.026, p = .002), and genetically regulated transcriptomic changes highlighted the effect of SHISHA9, TEX26, and NCOA6.

Conclusions: Through a comprehensive assessment of genetic risk for neuroticism and the associated biological processes, this study identified several molecular pathways that can partially explain the known sex differences in neurotic symptoms and their psychiatric comorbidities.

Keywords: Biomarkers; GWAS; Neuroticism; Pituitary gland; Sex effects; TWAS.

PubMed Disclaimer

Conflict of interest statement

DISCLOSURES

Drs. Gelernter is named as an inventor on PCT patent application #15/878,640 entitled: “Genotype-guided dosing of opioid agonists,” filed January 24, 2018. Dr. Stein is paid for his editorial work on the journals Biological Psychiatry and Depression and Anxiety, and the health professional reference Up-To-Date; he has also in the past 3 years received consulting income from Actelion, Acadia Pharmaceuticals, Aptinyx, atai Life Sciences, Boehringer Ingelheim, Bionomics, BioXcel Therapeutics, Eisai, Clexio, EmpowerPharm, Engrail Therapeutics, GW Pharmaceuticals, Janssen, Jazz Pharmaceuticals, and Roche/Genentech. Drs. Polimanti and Gelernter are paid for their editorial work on the journal Complex Psychiatry. The other authors have no competing interests to report.

Dr. Krystal’s financial disclosures are as follows:

Consultant (Note: – The Individual Consultant Agreements listed below are less than $5,000 per year)

Aptinyx, Inc., Atai Life Sciences, Biogen, Idec, MA, Bionomics, Limited (Australia), Boehringer Ingelheim International, Cadent Therapeutics, Inc., Clexio Bioscience, Ltd., COMPASS Pathways, Limited, United Kingdom, Concert Pharmaceuticals, Inc., Epiodyne, Inc. , EpiVario, Inc., Greenwich Biosciences, Inc., Heptares Therapeutics, Limited (UK), Janssen Research & Development, Jazz Pharmaceuticals, Inc., Otsuka America Pharmaceutical, Inc., Perception Neuroscience Holdings, Inc. , Spring Care, Inc., Sunovion Pharmaceuticals, Inc., Takeda Industries, Taisho Pharmaceutical Co., Ltd

Board of Directors

Freedom Biosciences, Inc.

Scientific Advisory Board

Biohaven Pharmaceuticals, BioXcel Therapeutics, Inc. (Clinical Advisory Board), Cadent Therapeutics, Inc. (Clinical Advisory Board), Cerevel Therapeutics, LLC, Delix Therapeutics, Inc., EpiVario, Inc., Eisai, Inc., Jazz Pharmaceuticals, Inc., Neurocrine Biosciences, Inc., Novartis Pharmaceuticals Corporation, PsychoGenics, Inc., Neumora Therapeutics, Inc. , Tempero Bio, Inc., Terran Biosciences, Inc.

Stock

Biohaven Pharmaceuticals , Sage Pharmaceuticals, Spring Care, Inc.

Stock Options

Biohaven Pharmaceuticals Medical Sciences , EpiVario, Inc., Neumora Therapeutics, Inc. , Terran Biosciences, Inc., Tempero Bio, Inc.

Income Greater than $10,000

Editorial Board

Editor - Biological Psychiatry

Patents and Inventions

1. Seibyl JP, Krystal JH, Charney DS. Dopamine and noradrenergic reuptake inhibitors in treatment of schizophrenia. US Patent #:5,447,948.September 5, 1995

2. Vladimir, Coric, Krystal, John H, Sanacora, Gerard – Glutamate Modulating Agents in the Treatment of Mental Disorders. US Patent No. 8,778,979 B2 Patent Issue Date: July 15, 2014. US Patent Application No. 15/695,164:

Filing Date: 09/05/2017

3. Charney D, Krystal JH, Manji H, Matthew S, Zarate C., - Intranasal Administration of Ketamine to Treat Depression United States Patent Number: 9592207, Issue date: 3/14/2017. Licensed to Janssen Research & Development

4. Zarate, C, Charney, DS, Manji, HK, Mathew, Sanjay J, Krystal, JH, Yale University “Methods for Treating Suicidal Ideation”, Patent Application No. 15/379,013 filed on December 14, 2016 by Yale University Office of Cooperative Research

5. Arias A, Petrakis I, Krystal JH. – Composition and methods to treat addiction.

Provisional Use Patent Application no.61/973/961. April 2, 2014. Filed by Yale University Office of Cooperative Research.

6. Chekroud, A., Gueorguieva, R., & Krystal, JH. “Treatment Selection for Major Depressive Disorder” [filing date 3rd June 2016, USPTO docket number Y0087.70116US00]. Provisional patent submission by Yale University

7. Gihyun, Yoon, Petrakis I, Krystal JH – Compounds, Compositions and Methods for Treating or Preventing Depression and Other Diseases. U. S. Provisional Patent Application No. 62/444,552, filed on

January10, 2017 by Yale University Office of Cooperative Research OCR 7088 US01

8. Abdallah, C, Krystal, JH, Duman, R, Sanacora, G. Combination Therapy for Treating or Preventing Depression or Other Mood Diseases. U.S. Provisional Patent Application No. 62/719,935 filed on August 20, 2018 by Yale University Office of Cooperative Research OCR 7451 US01

9. John Krystal, Godfrey Pearlson, Stephanie O’Malley, Marc Potenza, Fabrizio Gasparini, Baltazar Gomez-Mancilla, Vincent Malaterre. Mavoglurant in treating gambling and gaming disorders. U.S. Provisional Patent Application No. 63/125,181filed on December 14, 2020 by Yale University Office of Cooperative Research OCR 8065 US00

NON Federal Research Support

AstraZeneca Pharmaceuticals provides the drug, Saracatinib, for research related to NIAAA grant “Center for Translational Neuroscience of Alcoholism [CTNA-4]

Novartis provides the drug, Mavoglurant, for research related to NIAAA grant “Center for Translational Neuroscience of Alcoholism [CTNA-4]

Cerevel provides the drug PF-06412562 for A Translational and Neurocomputational Evaluation of a D1R Partial Agonist for Schizophrenia (1 U01 MH121766-01)

Figures

Fig 1.
Fig 1.. Sex-stratified GWAS and locus differences.
Manhattan plots for neuroticism in males (top) and females (bottom) with GWAS quality statistics embedded in each. Sex specificity of identified risk loci are shown in Table 1.
Fig 2.
Fig 2.. PheWAS and LabWAS results.
Manhattan plots of sex-stratified phenome-wide (PheWAS in panel A) and laboratory-wide association studies (LabWAS in panel B) of neuroticism polygenic scores in the Vanderbilt University Biobank (BioVU). Each data point represents a single phecode (PheWAS) or laboratory measurement (LabWAS) with sample sizes per data point provided in Tables S6 and S7. Abbreviations: RDW=red blood cell distribution width; Trigs: triglyceride concentration; URBC=urinary red blood cell count.
Fig 3.
Fig 3.. TWAS comparison.
(A) Relationship between male and female frontal cortex TWAS Z-scores for all significant associations after multiple testing correction in either sex (P < 9.23x10−6). Each data point is a single gene associated with neuroticism in either males or females. Purple lines indicate z-score of 0 (no association). The dashed grey line denotes the 1-to-1 relationship between males and females and the blue line shows the linear regression between sexes. Labeled genes (in red) are significantly associated with neuroticism in one sex but do not meet nominal significance in the other. (B) Relationship between male and female pituitary TWAS Z-scores for all significant associations after multiple testing correction in either sex (P < 8.10x10−6).

References

    1. Widiger TA, Oltmanns JR (2017): Neuroticism is a fundamental domain of personality with enormous public health implications. World Psychiatry. 16:144–145. - PMC - PubMed
    1. Schmitt DP, Realo A, Voracek M, Allik J (2008): Why can’t a man be more like a woman? Sex differences in Big Five personality traits across 55 cultures. J Pers Soc Psychol. 94:168–182. - PubMed
    1. South SC, Jarnecke AM, Vize CE (2018): Sex differences in the Big Five model personality traits: A behavior genetics exploration. Journal of Research in Personality. 74:158–165.
    1. Weisberg YJ, Deyoung CG, Hirsh JB (2011): Gender Differences in Personality across the Ten Aspects of the Big Five. Front Psychol. 2:178. - PMC - PubMed
    1. Hasin DS, Sarvet AL, Meyers JL, Saha TD, Ruan WJ, Stohl M, et al. (2018): Epidemiology of Adult DSM-5 Major Depressive Disorder and Its Specifiers in the United States. JAMA Psychiatry. 75:336–346. - PMC - PubMed

Publication types