Abstract
Although paternal age has been linked to certain psychiatric disorders, the nature of any causal relationship remains elusive. Here, we aimed to comprehensively assess the magnitude of a wide range of offspring’s psychiatric risk conferred by paternal age, leveraging a pedigree inferred from covered-insurance relationship (accuracy >98%) in Taiwan’s single-payer compulsory insurance program. We also examined whether there is an independent role of paternal age and explored the potential effect of parental age difference. A total cohort of 7,264,788 individuals born between 1980 and 2018 were included; 5,572,232 with sibling(s) were selected for sibling-comparison analyses and 1,368,942 and 1,044,420 children with information of paternal-grandparents and maternal-grandparents, respectively, were selected for multi-generation analyses. Using inpatient/outpatient claims data (1997–2018), we identified schizophrenia, autism, bipolar disorder (BPD), attention deficit-hyperactivity disorder (ADHD), major depressive disorder (MDD), eating disorder (ED), substance use disorder (SUD), mental retardation (MR), tic disorder, obsessive-compulsive disorder (OCD), anxiety, and somatoform disorder. We identified suicides using death certificates. Logistic regression analysis was used to estimate the paternal/maternal/grand-paternal age association with psychiatric risk in the offspring. The total cohort and sibling-comparison cohort resulted in similar estimates. Paternal age had a U-shaped relationship with offspring’s MDD, ED, SUD, and anxiety. A very young maternal age (<20 years) was associated with markedly higher risk in offspring’s SUD, MR, and suicide. Older paternal age (>25 years) was linearly associated with offspring’s schizophrenia, autism, BPD, ADHD, MDD, ED, SUD, MR, OCD, anxiety, and suicide. Older grand-paternal age was linearly associated with offspring’s schizophrenia, autism, ADHD, and MR. Dissimilar parental age was positively associated with offspring’s ADHD, MDD, SUD, MR, anxiety, and suicide, and negatively associated with offspring’s OCD. This comprehensive assessment provides solid evidence for the independent role of paternal age in psychiatric risk in the offspring and clarifies the significance of both early parenthood and delayed paternity.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 12 print issues and online access
$259.00 per year
only $21.58 per issue
Rent or buy this article
Prices vary by article type
from$1.95
to$39.95
Prices may be subject to local taxes which are calculated during checkout




References
de Kluiver H, Buizer‐Voskamp JE, Dolan CV, Boomsma DI. Paternal age and psychiatric disorders: a review. Am J Med Genet B Neuropsychiatr Genet. 2017;174B:202–13.
Janecka M, Mill J, Basson M, Goriely A, Spiers H, Reichenberg A, et al. Advanced paternal age effects in neurodevelopmental disorders—review of potential underlying mechanisms. Transl Psychiatry. 2017;7:e1019.
Couture V, Delisle S, Mercier A, Pennings G. The other face of advanced paternal age: a scoping review of its terminological, social, public health, psychological, ethical and regulatory aspects. Hum Reprod Update. 2021;27:305–23.
Frans EM, Sandin S, Reichenberg A, Lichtenstein P, Langstrom N, Hultman CM. Advancing paternal age and bipolar disorder. Arch Gen Psychiatry. 2008;65:1034–40.
Grigoroiu-Serbanescu M, Wickramaratne PJ, Mihailescu R, Prelipceanu D, Sima D, Codreanu M, et al. Paternal age effect on age of onset in bipolar I disorder is mediated by sex and family history. Am J Med Genet B Neuropsychiatr Genet. 2012;159B:567–79.
Malaspina D, Harlap S, Fennig S, Heiman D, Nahon D, Feldman D, et al. Advancing paternal age and the risk of schizophrenia. Arch Gen Psychiatry. 2001;58:361–7.
Reichenberg A, Gross R, Weiser M, Bresnahan M, Silverman J, Harlap S, et al. Advancing paternal age and autism. Arch Gen Psychiatry. 2006;63:1026–32.
Zammit S, Allebeck P, Dalman C, Lundberg I, Hemmingson T, Owen MJ, et al. Paternal age and risk for schizophrenia. Br J Psychiatry. 2003;183:405–8.
Miller B, Messias E, Miettunen J, Alaraisanen A, Jarvelin M-R, Koponen H, et al. Meta-analysis of paternal age and schizophrenia risk in male versus female offspring. Schizophr Bull. 2011;37:1039–47.
McGrath JJ, Petersen L, Agerbo E, Mors O, Mortensen PB, Pedersen CB. A comprehensive assessment of parental age and psychiatric disorders. JAMA Psychiatry. 2014;71:301–9.
Racinea SE, Culberta KM, Burta SA, Klumpa KL. Advanced paternal age at birth: phenotypic and etiologic associations with eating pathology in offspring. Psychol Med. 2014;44:1029–41.
D’Onofrio BM, Rickert ME, Frans E, Kuja-Halkola R, Almqvist C, Sjolander A, et al. Paternal age at childbearing and offspring psychiatric and academic morbidity. JAMA Psychiatry. 2014;71:432–8.
Javaras K, Rickert ME, Thornton LM, Peat CM, Baker JH, Birgegård A, et al. Paternal age at childbirth and eating disorders in offspring. Psychol Med. 2017;47:576–84.
Lan K-C, Chiang H-J, Huang T-L, Chiou Y-J, Hsu T-Y, Ou Y-C, et al. Association between paternal age and risk of schizophrenia: a nationwide population–based study. J Assist Reprod Genet. 2021;38:85–93.
Gao Y, Yu Y, Xiao J, Luo J, Zhang Y, Tian Y, et al. Association of grandparental and parental age at childbirth with autism spectrum disorder in children. JAMA Netw Open. 2020;3:e202868.
Kim KM, Choi YJ, Lim MH, Ha M, Kwon H-J. Parental age at childbirth and risk for attention-deficit/hyperactivity disorder in offspring. J Psychiatr Res. 2020;131:180–6.
Larsen JT, Bulik CM, Thornton LM, Koch SV, Petersen L. Prenatal and perinatal factors and risk of eating disorders. Psychol Med. 2021;51:870–80.
Wang SH, Liu CM, Hwu HG, Hsiao CK, Chen WJ. Association of older paternal age with earlier onset among co-affected schizophrenia sib-pairs. Psychol Med. 2015;45:2205–13.
Malaspina D. Paternal factors and schizophrenia risk: de novo mutations and imprinting. Schizophr Bull. 2001;27:379–93.
Kong A, Frigge ML, Masson G, Besenbacher S, Sulem P, Magnusson G, et al. Rate of de novo mutations and the importance of father’s age to disease risk. Nature 2012;488:471–5.
Turner TN, Coe BP, Dickel DE, Hoekzema K, Nelson BJ, Zody MC, et al. Genomic patterns of de novo mutation in simplex autism. Cell 2017;171:710–22.
The Deciphering Developmental Disorders Study. Prevalence and architecture of de novo mutations in developmental disorders. Nature 2017;542:433–8.
Goes FS, Pirooznia M, Tehan M, Zandi PP, McGrath J, Wolyniec P, et al. De novo variation in bipolar disorder. Mol Psychiatry. 2019;10:1038.
Howrigan DP, Rose SA, Samocha KE, Fromer M, Cerrato F, Chen WJ, et al. Exome sequencing in schizophrenia-affected parent–offspring trios reveals risk conferred by protein-coding de novo mutations. Nat Neurosci. 2020;23:185–93.
Sasani TA, Pedersen BS, Gao Z, Baird L, Przeworski M, Jorde LB, et al. Large, three-generation human families reveal post-zygotic mosaicism and variability in germline mutation accumulation. Elife 2019;8:e46922.
Jónsson H, Sulem P, Arnadottir GA, Pálsson G, Eggertsson HP, Kristmundsdottir S, et al. Multiple transmissions of de novo mutations in families. Nat Genet. 2018;50:1674–80.
Jónsson H, Sulem P, Kehr B, Kristmundsdottir S, Zink F, Hjartarson E, et al. Parental influence on human germline de novo mutations in 1,548 trios from Iceland. Nature 2017;549:519–22.
Goriely A, McGrath JJ, Hultman CM, Wilkie AOM, Malaspina D. “Selfish spermatogonial selection”: a novel mechanism for the association between advanced paternal age and neurodevelopmental disorders. Am J Psychiatry. 2013;170:599–608.
Taylor JL, Debost J-CP, Morton SU, Wigdor EM, Heyne HO, Lal D, et al. Paternal-age-related de novo mutations and risk for five disorders. Nat Commun. 2019;10:3043.
Ek M, Wicks S, Svensson AC, Idring S, Dalman C. Advancing paternal age and schizophrenia: the impact of delayed fatherhood. Schizophr Bull. 2015;41:708–14.
Petersen L, Mortensen PB, Pedersen CB. Paternal age at birth of first child and risk of schizophrenia. Am J Psychiatry. 2011;168:82–88.
Weiser M, Fenchel D, Frenkel O, Fruchter E, Burshtein S, Yehuda AB et al. Understanding the association between advanced paternal age and schizophrenia and bipolar disorder. Psychol Med. 2020;50:431–7.
D’onofrio BM, Lahey BB, Turkheimer E, Lichtenstein P. Critical need for family-based, quasi-experimental designs in integrating genetic and social science research. Am J Public Health. 2013;103:S46–S55.
Li Y, Sjölander A, Song H, Cnattingius S, Fang F, Yang Q et al. Associations of parental and perinatal factors with subsequent risk of stress-related disorders: a nationwide cohort study with sibling comparison. Mol Psychiatry. 2022;27:1712–1719.
Frans EM, Sandin S, Reichenberg A, Langstrom N, Lichtenstein P, McGrath JJ, et al. Autism risk across generations: a population-based study of advancing grandpaternal and paternal age. JAMA Psychiatry. 2013;70:516–21.
Frans EM, McGrath JJ, Sandin S, Lichtenstein P, Reichenberg A, Langstrom N, et al. Advanced paternal and grandpaternal age and schizophrenia: a three-generation perspective. Schizophr Res. 2011;133:120–4.
Sandin S, Schendel D, Magnusson P, Hultman C, Surén P, Susser E, et al. Autism risk associated with parental age and with increasing difference in age between the parents. Mol Psychiatry. 2016;21:693–700.
Byars SG, Boomsma JJ. Opposite differential risks for autism and schizophrenia based on maternal age, paternal age, and parental age differences. Evol Med Public Health. 2016;2016:286–98.
Janecka M, Hansen SN, Modabbernia A, Browne HA, Buxbaum JD, Schendel DE et al. Parental age and differential estimates of risk for neuropsychiatric disorders: findings from the Danish Birth Cohort. J Am Acad Child Adolesc Psychiatry. 2019. https://doi.org/10.1016/j.jaac.2018.1009.1447.
Ek M, Wicks S, Svensson AC, Idring S, Dalman C Advancing Paternal Age and Schizophrenia: The Impact of Delayed Fatherhood. Schizophr Bull. 2014: https://doi.org/10.1093/schbul/sbu1154.
Frans E, Lichtenstein P, Hultman C, Kuja-Halkola R. Age at fatherhood: heritability and associations with psychiatric disorders. Psychol Med. 2016;46:2981–8.
Wang K, Gaitsch H, Poon H, Cox NJ, Rzhetsky A. Classification of common human diseases derived from shared genetic and environmental determinants. Nat Genet. 2017;49:1319–25.
Lakhani CM, Tierney BT, Manrai AK, Yang J, Visscher PM, Patel CJ. Repurposing large health insurance claims data to estimate genetic and environmental contributions in 560 phenotypes. Nat Genet. 2019;51:327–34.
Chou I-J, Kuo C-F, Huang Y-S, Grainge MJ, Valdes AM, See L-C, et al. Familial aggregation and heritability of schizophrenia and co-aggregation of psychiatric illnesses in affected families. Schizophrenia Bull. 2017;43:1070–8.
Kuo C-F, Grainge MJ, See L-C, Yu K-H, Luo S-F, Valdes AM, et al. Familial aggregation of gout and relative genetic and environmental contributions: a nationwide population study in Taiwan. Ann Rheum Dis. 2015;74:369–74.
Buwe A, Guttenbach M, Schmid M. Effect of paternal age on the frequency of cytogenetic abnormalities in human spermatozoa. Cytogenet Genome Res. 2005;111:213–28.
Goriely A, Wilkie AO. Paternal age effect mutations and selfish spermatogonial selection: causes and consequences for human disease. Am J Hum Genet. 2012;90:175–200.
Maher GJ, McGowan SJ, Giannoulatou E, Verrill C, Goriely A, Wilkie AO. Visualizing the origins of selfish de novo mutations in individual seminiferous tubules of human testes. Proc Natl Acad Sci USA. 2016; 113:2454–9.
Pinto D, Pagnamenta AT, Klei L, Anney R, Merico D, Regan R, et al. Functional impact of global rare copy number variation in autism spectrum disorders. Nature 2010;466:368–72.
O’Roak BJ, Vives L, Girirajan S, Karakoc E, Krumm N, Coe BP, et al. Sporadic autism exomes reveal a highly interconnected protein network of de novo mutations. Nature 2012;485:246–50.
Kirov G, Pocklington A, Holmans P, Ivanov D, Ikeda M, Ruderfer D, et al. De novo CNV analysis implicates specific abnormalities of postsynaptic signalling complexes in the pathogenesis of schizophrenia. Mol Psychiatr. 2012;17:142–53.
Smith RG, Kember RL, Mill J, Fernandes C, Schalkwyk LC, Buxbaum JD, et al. Advancing paternal age is associated with deficits in social and exploratory behaviors in the offspring: a mouse model. PLoS One 2009;4:e8456.
Sampino S, Juszczak G, Zacchini F, Swiergiel A, Modlinski J, Loi P, et al. Grand-paternal age and the development of autism-like symptoms in mice progeny. Transl Psychiatry. 2014;4:e386.
Milekic M, Xin Y, O’donnell A, Kumar K, Bradley-Moore M, Malaspina D, et al. Age-related sperm DNA methylation changes are transmitted to offspring and associated with abnormal behavior and dysregulated gene expression. Mol Psychiatry. 2015;20:995–1001.
Janecka M, Manduca A, Servadio M, Trezza V, Smith R, Mill J, et al. Effects of advanced paternal age on trajectories of social behavior in offspring. Genes Brain Behav. 2015;14:443–53.
Mehta D, Tropf FC, Gratten J, Bakshi A, Zhu Z, Bacanu S-A, et al. Evidence for genetic overlap between schizophrenia and age at first birth in women. JAMA Psychiatry. 2016;73:497–505.
Ni G, Gratten J, Wray NR, Lee SH. Age at first birth in women is genetically associated with increased risk of schizophrenia. Sci Rep. 2018;8:10168.
Mullins N, Ingason A, Porter H, Euesden J, Gillett A, Ólafsson S, et al. Reproductive fitness and genetic risk of psychiatric disorders in the general population. Nat Commun. 2017;8:15833.
Wang SH, Hsiao PC, Yeh LL, Liu CM, Liu CC, Hwang TJ, et al. Advanced paternal age and early-onset of schizophrenia in sporadic cases: not confounded by parental polygenic risk to schizophrenia. Biol Psychiatry. 2019;86:56–64.
Gratten J, Wray NR, Peyrot WJ, McGrath JJ, Visscher PM, Goddard ME. Risk of psychiatric illness from advanced paternal age is not predominantly from de novo mutations. Nat Genet. 2016;48:718–24.
Perrin MC, Brown AS, Malaspina D. Aberrant epigenetic regulation could explain the relationship of paternal age to schizophrenia. Schizophr Bull. 2007;33:1270–3.
Atsem S, Reichenbach J, Potabattula R, Dittrich M, Nava C, Depienne C, et al. Paternal age effects on sperm FOXK1 and KCNA7 methylation and transmission into the next generation. Hum Mol Genet. 2016;25:4996–5005.
Denomme MM, Haywood ME, Parks JC, Schoolcraft WB, Katz‐Jaffe MG. The inherited methylome landscape is directly altered with paternal aging and associated with offspring neurodevelopmental disorders. Aging Cell. 2020;19:e13178.
Khachadourian V, Zaks N, Lin E, Reichenberg A, Janecka M. Advanced paternal age and risk of schizophrenia in offspring–Review of epidemiological findings and potential mechanisms. Schizophr Res. 2021;233:72–79.
Auroux M, Nawar NN, Naguib M, Baud M, Lapaquellerie N. Post-pubescent to mature fathers: increase in progeny quality? Hum Reprod. 1998;13:55–59.
Chang Z, Lichtenstein P, D’Onofrio BM, Almqvist C, Kuja-Halkola R, Sjölander A, et al. Maternal age at childbirth and risk for ADHD in offspring: a population-based cohort study. Int J Epidemiol. 2014;43:1815–24.
Chudal R, Joelsson P, Gyllenberg D, Lehti V, Leivonen S, Hinkka-Yli-Salomäki S, et al. Parental age and the risk of attention-deficit/hyperactivity disorder: a nationwide, population-based cohort study. J Am Acad Child Adolesc Psychiatry. 2015;54:487–94.e481
Saha S, Barnett AG, Buka SL, McGrath JJ. Maternal age and paternal age are associated with distinct childhood behavioural outcomes in a general population birth cohort. Schizophr Res. 2009;115:130–5.
Mills M, Rindfuss RR, McDonald P, Te Velde E. Why do people postpone parenthood? Reasons and social policy incentives. Hum Reprod Update. 2011;17:848–60.
Fergusson DM, Woodward LJ. Maternal age and educational and psychosocial outcomes in early adulthood. J Child Psychol Psychiatry. 1999;40:479–89.
Idring S, Magnusson C, Lundberg M, Ek M, Rai D, Svensson AC, et al. Parental age and the risk of autism spectrum disorders: findings from a Swedish population-based cohort. Int J Epidemiol. 2014;43:107–15.
Miller B, Suvisaari J, Miettunen J, Jarvelin MR, Haukka J, Tanskanen A, et al. Advanced paternal age and parental history of schizophrenia. Schizophr Res. 2011;133:125–32.
Annesi I, Moreau T, Lellouch J. Efficiency of the logistic regression and Cox proportional hazards models in longitudinal studies. Stat Med. 1989;8:1515–21.
Khandwala YS, Zhang CA, Lu Y, Eisenberg ML. The age of fathers in the USA is rising: an analysis of 168 867 480 births from 1972 to 2015. Hum Reprod. 2017;32:2110–6.
Greenberg D, Khandwala Y, Lu Y, Stevenson D, Shaw G, Eisenberg M. Disease burden in offspring is associated with changing paternal demographics in the United States. Andrology 2020;8:342–7.
Acknowledgements
This study was approved by the Central Regional Research Ethics Committee of the China Medical University, Taichung, Taiwan (CRREC-108-28). The requirement for informed consent was waived because the NHIRD consists of de-identified data. The NHIRD used in this study is held by the Taiwan Ministry of Health and Welfare. The Ministry of Health and Welfare approved our application to access these data.
Funding
This study was supported by Taiwan Ministry of Science and Technology (MOST 106-2314-B-039-052-MY2; MOST 108-2314-B-039-030-MY3), and China Medical University (CMU108-MF-57; CMU109-MF-74; CMU110-MF-79). CCF was supported by grant R01MH122688 and RF1MH120025 funded by the National Institute for Mental Health (NIMH).
Author information
Authors and Affiliations
Contributions
SHW initiated and designed the study, and drafted the manuscript. SHW, LYH and MCL analyzed the data. CSW, PCC, WKT, and CCF interpreted the data and criticized the manuscript for important intellectual content. All the authors approved the final version of the manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Wang, SH., Wu, CS., Hsu, LY. et al. Paternal age and 13 psychiatric disorders in the offspring: a population-based cohort study of 7 million children in Taiwan. Mol Psychiatry 27, 5244–5254 (2022). https://doi.org/10.1038/s41380-022-01753-x
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41380-022-01753-x