Interaction Testing and Polygenic Risk Scoring to Estimate the Association of Common Genetic Variants With Treatment Resistance in Schizophrenia
Jazyk angličtina Země Spojené státy americké Médium print
Typ dokumentu časopisecké články, Research Support, N.I.H., Extramural, práce podpořená grantem
Grantová podpora
052247
Wellcome Trust - United Kingdom
R01 MH104964
NIMH NIH HHS - United States
G0500817
Medical Research Council - United Kingdom
MR/L011794/1
Medical Research Council - United Kingdom
MR/L010305/1
Medical Research Council - United Kingdom
G0801418
Medical Research Council - United Kingdom
U01 MH109528
NIMH NIH HHS - United States
R01 MH124873
NIMH NIH HHS - United States
042025
Wellcome Trust - United Kingdom
R01 MH123451
NIMH NIH HHS - United States
MR/P005748/1
Medical Research Council - United Kingdom
R01 MH077139
NIMH NIH HHS - United States
PDF-2018-11-ST2-020
Department of Health - United Kingdom
Wellcome Trust - United Kingdom
MC_PC_17212
Medical Research Council - United Kingdom
PubMed
35019943
PubMed Central
PMC8756361
DOI
10.1001/jamapsychiatry.2021.3799
PII: 2787666
Knihovny.cz E-zdroje
- MeSH
- celogenomová asociační studie MeSH
- genetická predispozice k nemoci genetika MeSH
- lidé MeSH
- multifaktoriální dědičnost genetika MeSH
- psychotické poruchy * farmakoterapie MeSH
- schizofrenie * diagnóza farmakoterapie genetika MeSH
- Check Tag
- lidé MeSH
- mužské pohlaví MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Research Support, N.I.H., Extramural MeSH
IMPORTANCE: About 20% to 30% of people with schizophrenia have psychotic symptoms that do not respond adequately to first-line antipsychotic treatment. This clinical presentation, chronic and highly disabling, is known as treatment-resistant schizophrenia (TRS). The causes of treatment resistance and their relationships with causes underlying schizophrenia are largely unknown. Adequately powered genetic studies of TRS are scarce because of the difficulty in collecting data from well-characterized TRS cohorts. OBJECTIVE: To examine the genetic architecture of TRS through the reassessment of genetic data from schizophrenia studies and its validation in carefully ascertained clinical samples. DESIGN, SETTING, AND PARTICIPANTS: Two case-control genome-wide association studies (GWASs) of schizophrenia were performed in which the case samples were defined as individuals with TRS (n = 10 501) and individuals with non-TRS (n = 20 325). The differences in effect sizes for allelic associations were then determined between both studies, the reasoning being such differences reflect treatment resistance instead of schizophrenia. Genotype data were retrieved from the CLOZUK and Psychiatric Genomics Consortium (PGC) schizophrenia studies. The output was validated using polygenic risk score (PRS) profiling of 2 independent schizophrenia cohorts with TRS and non-TRS: a prevalence sample with 817 individuals (Cardiff Cognition in Schizophrenia [CardiffCOGS]) and an incidence sample with 563 individuals (Genetics Workstream of the Schizophrenia Treatment Resistance and Therapeutic Advances [STRATA-G]). MAIN OUTCOMES AND MEASURES: GWAS of treatment resistance in schizophrenia. The results of the GWAS were compared with complex polygenic traits through a genetic correlation approach and were used for PRS analysis on the independent validation cohorts using the same TRS definition. RESULTS: The study included a total of 85 490 participants (48 635 [56.9%] male) in its GWAS stage and 1380 participants (859 [62.2%] male) in its PRS validation stage. Treatment resistance in schizophrenia emerged as a polygenic trait with detectable heritability (1% to 4%), and several traits related to intelligence and cognition were found to be genetically correlated with it (genetic correlation, 0.41-0.69). PRS analysis in the CardiffCOGS prevalence sample showed a positive association between TRS and a history of taking clozapine (r2 = 2.03%; P = .001), which was replicated in the STRATA-G incidence sample (r2 = 1.09%; P = .04). CONCLUSIONS AND RELEVANCE: In this GWAS, common genetic variants were differentially associated with TRS, and these associations may have been obscured through the amalgamation of large GWAS samples in previous studies of broadly defined schizophrenia. Findings of this study suggest the validity of meta-analytic approaches for studies on patient outcomes, including treatment resistance.
Baker Heart and Diabetes Institute Melbourne Australia
Centre for Brain and Mental Health Research University of Newcastle Newcastle Australia
College of Pharmacy University of Manitoba Winnipeg Manitoba Canada
Department of Genetics University of North Carolina Chapel Hill
Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
Department of Medicine and Psychiatry School of Medicine University of Cantabria Santander Spain
Department of Psychiatry Icahn School of Medicine Mount Sinai Hospital New York New York
Department of Psychiatry Istanbul University Istanbul Turkey
Department of Psychiatry Melbourne Medical School The University of Melbourne Melbourne Australia
Department of Psychiatry University of Münster Münster Germany
Department of Psychiatry Veterans Affairs New York Harbor Healthcare System Brooklyn
Division of Psychiatry Imperial College London London United Kingdom
Faculty of Social Sciences Department of Psychology Beykoz University Istanbul Turkey
Hunter Medical Research Institute Newcastle Australia
Institute for Genomic Health State University of New York Downstate Medical Center Brooklyn
Institute of Medical Sciences University of Aberdeen Aberdeen United Kingdom
Institute of Pharmaceutical Sciences of Western Switzerland University of Geneva Geneva Switzerland
National Centre for Register based Research Aarhus University Aarhus Denmark
Queensland Brain Institute The University of Queensland Brisbane Australia
Queensland Centre for Mental Health Research The University of Queensland Brisbane Australia
School of Biomedical Sciences and Pharmacy University of Newcastle Newcastle Australia
School of Medicine and Public Health The University of Newcastle Newcastle Australia
School of Pharmaceutical Sciences University of Geneva Geneva Switzerland
The Lundbeck Foundation Initiative for Integrative Psychiatric Research Aarhus Denmark
UCL Queen Square Institute of Neurology University College London London United Kingdom
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Sullivan PF, Agrawal A, Bulik CM, et al. ; Psychiatric Genomics Consortium . Psychiatric genomics: an update and an agenda. Am J Psychiatry. 2018;175(1):15-27. doi:10.1176/appi.ajp.2017.17030283 PubMed DOI PMC
Paternoster L, Tilling K, Davey Smith G. Genetic epidemiology and mendelian randomization for informing disease therapeutics: conceptual and methodological challenges. PLoS Genet. 2017;13(10):e1006944. doi:10.1371/journal.pgen.1006944 PubMed DOI PMC
Lee JC, Biasci D, Roberts R, et al. ; UK IBD Genetics Consortium . Genome-wide association study identifies distinct genetic contributions to prognosis and susceptibility in Crohn’s disease. Nat Genet. 2017;49(2):262-268. doi:10.1038/ng.3755 PubMed DOI PMC
Rees E, Owen MJ. Translating insights from neuropsychiatric genetics and genomics for precision psychiatry. Genome Med. 2020;12(1):43. doi:10.1186/s13073-020-00734-5 PubMed DOI PMC
Birnbaum R, Weinberger DR. Special article: translational science update. pharmacological implications of emerging schizophrenia genetics: can the bridge from ‘genomics’ to ‘therapeutics’ be defined and traversed? J Clin Psychopharmacol. 2020;40(4):323-329. doi:10.1097/JCP.0000000000001215 PubMed DOI
Lally J, Gaughran F, Timms P, Curran SR. Treatment-resistant schizophrenia: current insights on the pharmacogenomics of antipsychotics. Pharmgenomics Pers Med. 2016;9:117-129. doi:10.2147/PGPM.S115741 PubMed DOI PMC
Mørup MF, Kymes SM, Oudin Åström D. A modelling approach to estimate the prevalence of treatment-resistant schizophrenia in the United States. PLoS One. 2020;15(6):e0234121. doi:10.1371/journal.pone.0234121 PubMed DOI PMC
Siskind D, Orr S, Sinha S, et al. . Rates of treatment-resistant schizophrenia from first-episode cohorts: systematic review and meta-analysis. Br J Psychiatry. 2021:1-6. doi:10.1192/bjp.2021.61 PubMed DOI
Kumra S, Kranzler H, Gerbino-Rosen G, et al. . Clozapine and “high-dose” olanzapine in refractory early-onset schizophrenia: a 12-week randomized and double-blind comparison. Biol Psychiatry. 2008;63(5):524-529. doi:10.1016/j.biopsych.2007.04.043 PubMed DOI
Conley RR, Kelly DL. Management of treatment resistance in schizophrenia. Biol Psychiatry. 2001;50(11):898-911. doi:10.1016/S0006-3223(01)01271-9 PubMed DOI
Tiihonen J, Mittendorfer-Rutz E, Majak M, et al. . Real-world effectiveness of antipsychotic treatments in a nationwide cohort of 29 823 patients with schizophrenia. JAMA Psychiatry. 2017;74(7):686-693. doi:10.1001/jamapsychiatry.2017.1322 PubMed DOI PMC
Pardiñas AF, Owen MJ, Walters JTR. Pharmacogenomics: a road ahead for precision medicine in psychiatry. Neuron. 2021;S0896-6273(21)00683-8. PubMed
Krivoy A, Hochman E, Sendt K-V, et al. . Association between serum levels of glutamate and neurotrophic factors and response to clozapine treatment. Schizophr Res. 2018;192:226-231. doi:10.1016/j.schres.2017.05.040 PubMed DOI
Shah P, Iwata Y, Brown EE, et al. . Clozapine response trajectories and predictors of non-response in treatment-resistant schizophrenia: a chart review study. Eur Arch Psychiatry Clin Neurosci. 2020;270(1):11-22. doi:10.1007/s00406-019-01053-6 PubMed DOI
Shah P, Iwata Y, Plitman E, et al. . The impact of delay in clozapine initiation on treatment outcomes in patients with treatment-resistant schizophrenia: a systematic review. Psychiatry Res. 2018;268:114-122. doi:10.1016/j.psychres.2018.06.070 PubMed DOI
Kowalec K, Lu Y, Sariaslan A, et al. . Increased schizophrenia family history burden and reduced premorbid IQ in treatment-resistant schizophrenia: a Swedish National Register and Genomic Study. Mol Psychiatry. 2021;26(8):4487-4495. doi:10.1038/s41380-019-0575-1 PubMed DOI PMC
Gillespie AL, Samanaite R, Mill J, Egerton A, MacCabe JH. Is treatment-resistant schizophrenia categorically distinct from treatment-responsive schizophrenia? a systematic review. BMC Psychiatry. 2017;17(1):12. doi:10.1186/s12888-016-1177-y PubMed DOI PMC
Sobell JL, Mikesell MJ, McMurray CT. Genetics and etiopathophysiology of schizophrenia. Mayo Clin Proc. 2002;77(10):1068-1082. doi:10.4065/77.10.1068 PubMed DOI
Frank J, Lang M, Witt SH, et al. . Identification of increased genetic risk scores for schizophrenia in treatment-resistant patients. Mol Psychiatry. 2015;20(2):150-151. doi:10.1038/mp.2014.56 PubMed DOI PMC
Gasse C, Wimberley T, Wang Y, et al. . Schizophrenia polygenic risk scores, urbanicity and treatment-resistant schizophrenia. Schizophr Res. 2019;212:79-85. doi:10.1016/j.schres.2019.08.008 PubMed DOI
Martin AK, Mowry B. Increased rare duplication burden genomewide in patients with treatment-resistant schizophrenia. Psychol Med. 2016;46(3):469-476. doi:10.1017/S0033291715001701 PubMed DOI
Legge SE, Dennison CA, Pardiñas AF, et al. . Clinical indicators of treatment-resistant psychosis. Br J Psychiatry. 2020;216(5):259-266. doi:10.1192/bjp.2019.120 PubMed DOI
Wimberley T, Gasse C, Meier SM, Agerbo E, MacCabe JH, Horsdal HT. Polygenic risk score for schizophrenia and treatment-resistant schizophrenia. Schizophr Bull. 2017;43(5):1064-1069. doi:10.1093/schbul/sbx007 PubMed DOI PMC
Hodgson K, McGuffin P, Lewis CM. Advancing psychiatric genetics through dissecting heterogeneity. Hum Mol Genet. 2017;26(R2):R160-R165. doi:10.1093/hmg/ddx241 PubMed DOI
Hofer A, Radner V, Edlinger M, Kemmler G, Rettenbacher MA, Fleischhacker WW. Why do individuals with schizophrenia drop out of observational clinical trials? Psychiatry Res. 2017;256:1-5. doi:10.1016/j.psychres.2017.06.010 PubMed DOI
Lally J, Ajnakina O, Di Forti M, et al. . Two distinct patterns of treatment resistance: clinical predictors of treatment resistance in first-episode schizophrenia spectrum psychoses. Psychol Med. 2016;46(15):3231-3240. doi:10.1017/S0033291716002014 PubMed DOI
Schizophrenia Working Group of the Psychiatric Genomics Consortium . Biological insights from 108 schizophrenia-associated genetic loci. Nature. 2014;511(7510):421-427. doi:10.1038/nature13595 PubMed DOI PMC
Pardiñas AF, Holmans P, Pocklington AJ, et al. ; GERAD1 Consortium; CRESTAR Consortium . Common schizophrenia alleles are enriched in mutation-intolerant genes and in regions under strong background selection. Nat Genet. 2018;50(3):381-389. doi:10.1038/s41588-018-0059-2 PubMed DOI PMC
Wray NR, Lee SH, Mehta D, Vinkhuyzen AAE, Dudbridge F, Middeldorp CM. Research review: polygenic methods and their application to psychiatric traits. J Child Psychol Psychiatry. 2014;55(10):1068-1087. doi:10.1111/jcpp.12295 PubMed DOI
Sinnott JA, Kraft P. Artifact due to differential error when cases and controls are imputed from different platforms. Hum Genet. 2012;131(1):111-119. doi:10.1007/s00439-011-1054-1 PubMed DOI PMC
Peterson RE, Edwards AC, Bacanu S-A, Dick DM, Kendler KS, Webb BT. The utility of empirically assigning ancestry groups in cross-population genetic studies of addiction. Am J Addict. 2017;26(5):494-501. doi:10.1111/ajad.12586 PubMed DOI PMC
Yuan J, Xing H, Lamy AL, Lencz T, Pe’er I; Schizophrenia Working Group of the Psychiatric Genomics Consortium . Leveraging correlations between variants in polygenic risk scores to detect heterogeneity in GWAS cohorts. PLoS Genet. 2020;16(9):e1009015. doi:10.1371/journal.pgen.1009015 PubMed DOI PMC
Hamshere ML, Walters JTR, Smith R, et al. ; Schizophrenia Psychiatric Genome-wide Association Study Consortium; Wellcome Trust Case Control Consortium+; Wellcome Trust Case Control Consortium 2 . Genome-wide significant associations in schizophrenia to ITIH3/4, CACNA1C and SDCCAG8, and extensive replication of associations reported by the Schizophrenia PGC. Mol Psychiatry. 2013;18(6):708-712. doi:10.1038/mp.2012.67 PubMed DOI PMC
Mortimer AM, Singh P, Shepherd CJ, Puthiryackal J. Clozapine for treatment-resistant schizophrenia: National Institute of Clinical Excellence (NICE) guidance in the real world. Clin Schizophr Relat Psychoses. 2010;4(1):49-55. doi:10.3371/CSRP.4.1.4 PubMed DOI
Suzuki T, Remington G, Mulsant BH, et al. . Defining treatment-resistant schizophrenia and response to antipsychotics: a review and recommendation. Psychiatry Res. 2012;197(1-2):1-6. doi:10.1016/j.psychres.2012.02.013 PubMed DOI
Üçok A, Çıkrıkçılı U, Ergül C, et al. . Correlates of clozapine use after a first episode of schizophrenia: results from a long-term prospective study. CNS Drugs. 2016;30(10):997-1006. doi:10.1007/s40263-016-0358-z PubMed DOI
Chang CC, Chow CC, Tellier LC, Vattikuti S, Purcell SM, Lee JJ. Second-generation PLINK: rising to the challenge of larger and richer datasets. Gigascience. 2015;4(7):7. doi:10.1186/s13742-015-0047-8 PubMed DOI PMC
Altman DG, Bland JM. Interaction revisited: the difference between two estimates. BMJ. 2003;326(7382):219. doi:10.1136/bmj.326.7382.219 PubMed DOI PMC
Kontopantelis E, Sperrin M, Mamas MA, Buchan IE. Investigating heterogeneity of effects and associations using interaction terms. J Clin Epidemiol. 2018;93:79-83. doi:10.1016/j.jclinepi.2017.09.012 PubMed DOI
Bulik-Sullivan BK, Loh P-R, Finucane HK, et al. ; Schizophrenia Working Group of the Psychiatric Genomics Consortium . LD score regression distinguishes confounding from polygenicity in genome-wide association studies. Nat Genet. 2015;47(3):291-295. doi:10.1038/ng.3211 PubMed DOI PMC
Altshuler DM, Gibbs RA, Peltonen L, et al. ; International HapMap 3 Consortium . Integrating common and rare genetic variation in diverse human populations. Nature. 2010;467(7311):52-58. doi:10.1038/nature09298 PubMed DOI PMC
Speed D, Balding DJ. SumHer better estimates the SNP heritability of complex traits from summary statistics. Nat Genet. 2019;51(2):277-284. doi:10.1038/s41588-018-0279-5 PubMed DOI PMC
McCarthy S, Das S, Kretzschmar W, et al. ; Haplotype Reference Consortium . A reference panel of 64,976 haplotypes for genotype imputation. Nat Genet. 2016;48(10):1279-1283. doi:10.1038/ng.3643 PubMed DOI PMC
Rees E, Kirov G, Sanders A, et al. ; Wellcome Trust Case Control Consortium . Evidence that duplications of 22q11.2 protect against schizophrenia. Mol Psychiatry. 2014;19(1):37-40. doi:10.1038/mp.2013.156 PubMed DOI PMC
Choi SW, O’Reilly PF. PRSice-2: polygenic risk score software for biobank-scale data. Gigascience. 2019;8(7):giz082. doi:10.1093/gigascience/giz082 PubMed DOI PMC
Ge T, Chen C-Y, Ni Y, Feng YA, Smoller JW. Polygenic prediction via Bayesian regression and continuous shrinkage priors. Nat Commun. 2019;10(1):1776. doi:10.1038/s41467-019-09718-5 PubMed DOI PMC
Benjamini Y, Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Series B Stat Methodol. 1995;57(1):289-300. doi:10.1111/j.2517-6161.1995.tb02031.x DOI
Zheng J, Erzurumluoglu AM, Elsworth BL, et al. ; Early Genetics and Lifecourse Epidemiology (EAGLE) Eczema Consortium . LD Hub: a centralized database and web interface to perform LD score regression that maximizes the potential of summary level GWAS data for SNP heritability and genetic correlation analysis. Bioinformatics. 2017;33(2):272-279. doi:10.1093/bioinformatics/btw613 PubMed DOI PMC
Krapohl E, Euesden J, Zabaneh D, et al. . Phenome-wide analysis of genome-wide polygenic scores. Mol Psychiatry. 2016;21(9):1188-1193. doi:10.1038/mp.2015.126 PubMed DOI PMC
Niemi MEK, Martin HC, Rice DL, et al. . Common genetic variants contribute to risk of rare severe neurodevelopmental disorders. Nature. 2018;562(7726):268-271. doi:10.1038/s41586-018-0566-4 PubMed DOI PMC
Pain O, Glanville KP, Hagenaars SP, et al. . Evaluation of polygenic prediction methodology within a reference-standardized framework. PLoS Genet. 2021;17(5):e1009021. doi:10.1371/journal.pgen.1009021 PubMed DOI PMC
de Bartolomeis A, Balletta R, Giordano S, Buonaguro EF, Latte G, Iasevoli F. Differential cognitive performances between schizophrenic responders and non-responders to antipsychotics: correlation with course of the illness, psychopathology, attitude to the treatment and antipsychotics doses. Psychiatry Res. 2013;210(2):387-395. doi:10.1016/j.psychres.2013.06.042 PubMed DOI
Frydecka D, Beszłej JA, Gościmski P, Kiejna A, Misiak B. Profiling cognitive impairment in treatment-resistant schizophrenia patients. Psychiatry Res. 2016;235:133-138. doi:10.1016/j.psychres.2015.11.028 PubMed DOI
Zhang JP, Robinson D, Yu J, et al. . Schizophrenia polygenic risk score as a predictor of antipsychotic efficacy in first-episode psychosis. Am J Psychiatry. 2019;176(1):21-28. doi:10.1176/appi.ajp.2018.17121363 PubMed DOI PMC
Dwyer DB, Kalman JL, Budde M, et al. . An investigation of psychosis subgroups with prognostic validation and exploration of genetic underpinnings: the Psycourse study. JAMA Psychiatry. 2020;77(5):523-533. doi:10.1001/jamapsychiatry.2019.4910 PubMed DOI PMC
Howes OD, McCutcheon R, Agid O, et al. . Treatment-resistant schizophrenia: Treatment Response and Resistance in Psychosis (TRRIP) Working Group consensus guidelines on diagnosis and terminology. Am J Psychiatry. 2017;174(3):216-229. doi:10.1176/appi.ajp.2016.16050503 PubMed DOI PMC
Wray NR, Lee SH, Kendler KS. Impact of diagnostic misclassification on estimation of genetic correlations using genome-wide genotypes. Eur J Hum Genet. 2012;20(6):668-674. doi:10.1038/ejhg.2011.257 PubMed DOI PMC
Stone-Romero EF, Anderson LE. Relative power of moderated multiple regression and the comparison of subgroup correlation coefficients for detecting moderating effects. J Appl Psychol. 1994;79(3):354-359. doi:10.1037/0021-9010.79.3.354 DOI
Gusev A, Ko A, Shi H, et al. . Integrative approaches for large-scale transcriptome-wide association studies. Nat Genet. 2016;48(3):245-252. doi:10.1038/ng.3506 PubMed DOI PMC
Zilhão NR, Olthof MC, Smit DJA, et al. . Heritability of tic disorders: a twin-family study. Psychol Med. 2017;47(6):1085-1096. doi:10.1017/S0033291716002981 PubMed DOI PMC
Wheeler AJ. Treatment pathway and patterns of clozapine prescribing for schizophrenia in New Zealand. Ann Pharmacother. 2008;42(6):852-860. doi:10.1345/aph.1K662 PubMed DOI