Associations between epigenetic aging and childhood peer victimization, depression, and suicidal ideation in adolescence and adulthood: a study of two population-based samples
Open accessAbstract
Background: Prior studies indicate that peer victimization (including bullying) is associated with higher risk for depression and suicidal ideation across the life course. However, molecular mechanisms underlying these associations remain unclear. This two-cohort study proposes to test whether epigenetic aging and pace of aging, as well as a DNA methylation marker of responsive to glucocorticoids, are associated to childhood peer victimization and later depressive symptoms, or suicidal ideation. Methods: Cohort 1: Epigenome-wide DNA methylation (EPIC array) was measured in saliva collected when participants were 10.47 years (standard deviation = 0.35) in a subsample of the Quebec Longitudinal Study of Child Development (QLSCD, n = 149 participants), with self-reported peer victimization at 6–8 years, depressive symptoms (mean symptoms, and dichotomized top 30% symptoms) and suicidal ideation at 15–17 years. Cohort 2: Epigenome-wide DNA methylation (EPIC array) was measured in blood collected from participants aged 45.13 years (standard deviation = 0.37) in a subsample of the 1958 British Birth cohort (1958BBC, n = 238 participants) with information on mother-reported peer victimization at 7–11 years, self-reported depressive symptoms at 50 years, and suicidal ideation at 45 years. Five epigenetic indices were derived: three indicators of epigenetic aging [Horvath’s pan-tissue (Horvath1), Horvath’s Skin-and-Blood (Horvath2), Pediatric-Buccal-Epigenetic age (PedBE)], pace of aging (DunedinPACE), and stress response reactivity (Epistress). Results: Peer victimization was not associated with the epigenetic indices in either cohort. In the QLSCD, higher PedBE epigenetic aging and a slower pace of aging as measured by DunedinPACE predicted higher depressive symptoms scores. In contrast, neither the Horvath1, or Horvath2 epigenetic age estimates, nor the Epistress score were associated with depressive symptoms in either cohort, and none of the epigenetic indices predicted suicidal ideation. Conclusion: The findings are consistent with epigenome-wide and candidate gene studies suggesting that these epigenetic indices did not relate to peer victimization, challenging the hypothesis that cumulative epigenetic aging indices could translate vulnerability to depressive symptoms and suicidal ideation following peer victimization. Since some indices of epigenetic aging and pace of aging signaled higher risk for depressive symptoms, future studies should pursue this investigation to further evaluate the robustness and generalization of these preliminary findings.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Global methylation measures are unable to capture stress-related risk.
“Of note, global methylation measures are unable to capture stress-related risk.”
From Exploring the neurobiological markers of suicidal behaviors in pediatric population: a narrative review (2026) · cites this paper as [63]
The Results (page unavailable) report that childhood peer victimization was not associated with the epigenetic indices in either cohort. But the paper studied selected methylation-based indices, not global methylation measures, and found some associations with depressive symptoms. Its findings do not establish that global measures are unable to capture stress-related risk generally. (LLM, conf=0.87)
Experimental — accuracy not yet measuredSuch global epigenetic aging indices primarily track biological aging rather than specific stress-responsive methylation alterations.
“These findings demonstrate that such global indices primarily track biological aging rather than specific stress-responsive methylation alterations, and underscore the need for more targeted epigenetic biomarkers reflecting cumulative psychosocial stress rather than general methylation drift (63).”
From Exploring the neurobiological markers of suicidal behaviors in pediatric population: a narrative review (2026) · cites this paper as [63]
The Introduction (page unavailable) says epigenetic clocks were developed to capture aging-related methylation changes and distinguishes them from the glucocorticoid-sensitive Epistress score. That supports the distinction between aging indices and a stress-responsive measure, but the Discussion does not demonstrate that the clocks primarily track aging *rather than* stress-related changes: it reports no association with peer victimization for either the clocks or Epistress. Nor does it call for targeted biomarkers of cumulative psychosocial stress instead of general methylation drift. (LLM, conf=0.84)
Experimental — accuracy not yet measuredIn Perret et al., although victimized youth exhibited higher rates of later depression and suicidality, broad methylation-age metrics (Horvath1/2 clocks, DunedinPACE, Epistress glucocorticoid scores) did not differ between exposed and control groups.
“Perret et al. examined whether childhood peer victimization was reflected in established epigenetic aging indices such as the Horvath1/2 clocks, DunedinPACE, and Epistress glucocorticoid scores. Although victimized youth exhibited higher rates of later depression and suicidality, these broad methylation-age metrics did not differ between exposed and control groups (63).”
From Exploring the neurobiological markers of suicidal behaviors in pediatric population: a narrative review (2026) · cites this paper as [63]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
DNA methylation age of human tissues and cell types
Horvath, S. (2013) · Genome Biology · doi:10.1186/gb-2013-14-10-r115 · Cited by 7,075 · see citing works
Ware, J. E. (2000) · Spine · doi:10.1097/00007632-200012150-00008 · Cited by 4,455 · see citing works
DNA methylation arrays as surrogate measures of cell mixture distribution
Houseman, E. A., Accomando, W. P., Koestler, D. C., Christensen, B. C., Marsit, C. J., Nelson, H. H., Wiencke, J. K., & Kelsey, K. T. (2012) · BMC Bioinformatics · doi:10.1186/1471-2105-13-86 · Cited by 3,175 · see citing works
Lewis, G., Pelosi, A. J., Araya, R., & Dunn, G. (1992) · Psychological Medicine · doi:10.1017/s0033291700030415 · Cited by 1,487 · see citing works
Moore, S. E., Norman, R. E., Suetani, S., Thomas, H. J., Sly, P. D., & Scott, J. G. (2017) · World Journal of Psychiatry · doi:10.5498/wjp.v7.i1.60 · Cited by 1,320 · see citing works
DunedinPACE, a DNA methylation biomarker of the pace of aging
Belsky, D. W., Caspi, A., Corcoran, D. L., Sugden, K., Poulton, R., Arseneault, L., Baccarelli, A., Chamarti, K., Gao, X., Hannon, E., et al. (2022) · eLife · doi:10.7554/elife.73420 · Cited by 1,083 · see citing works
Heim, C., & Binder, E. B. (2012) · Experimental Neurology · doi:10.1016/j.expneurol.2011.10.032 · Cited by 986 · see citing works
Cohort profile: 1958 British birth cohort (National Child Development Study)
Power, C., & Elliott, J. (2005) · International Journal of Epidemiology · doi:10.1093/ije/dyi183 · Cited by 978 · see citing works
Bullying at School - What We Know and What We Can Do
Awiria, O. A., Olweus, D., & Byrne, B. J. (1994) · British Journal of Educational Studies · doi:10.2307/3121681 · Cited by 935 · see citing works
Functional normalization of 450k methylation array data improves replication in large cancer studies
Fortin, J.-P., Labbe, A., Lemire, M., Zanke, B. W., Hudson, T. J., Fertig, E. J., Greenwood, C. M. T., & Hansen, K. D. (2014) · Genome biology · doi:10.1186/s13059-014-0503-2 · Cited by 864 · see citing works
Horvath, S., Oshima, J., Martin, G. M., Lu, A. T., Quach, A., Cohen, H., Felton, S., Matsuyama, M., Lowe, D., Kabacik, S., et al. (2018) · Aging · doi:10.18632/aging.101508 · Cited by 815 · see citing works
Takizawa, R., Maughan, B., & Arseneault, L. (2014) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2014.13101401 · Cited by 807 · see citing works
Turecki, G., & Meaney, M. J. (2016) · Biological Psychiatry · doi:10.1016/j.biopsych.2014.11.022 · Cited by 796 · see citing works
Building a New Biodevelopmental Framework to Guide the Future of Early Childhood Policy
Shonkoff, J. P. (2010) · Child Development · doi:10.1111/j.1467-8624.2009.01399.x · Cited by 695 · see citing works
Bullying and Suicidal Ideation and Behaviors: A Meta-Analysis
Holt, M. K., Vivolo-Kantor, A. M., Polanin, J. R., Holland, K. M., DeGue, S., Matjasko, J. L., Wolfe, M., & Reid, G. (2015) · Pediatrics · doi:10.1542/peds.2014-1864 · Cited by 675 · see citing works
Belsky, D. W., Caspi, A., Arseneault, L., Baccarelli, A., Corcoran, D. L., Gao, X., Hannon, E., Harrington, H. L., Rasmussen, L. J., Houts, R., et al. (2020) · eLife · doi:10.7554/elife.54870 · Cited by 652 · see citing works
Oblak, L., van der Zaag, J., Higgins‐Chen, A., Levine, M. E., & Boks, M. P. (2021) · Ageing Research Reviews · doi:10.1016/j.arr.2021.101348 · Cited by 591 · see citing works
Teschendorff, A. E., Breeze, C. E., Zheng, S., & Beck, S. (2017) · BMC Bioinformatics · doi:10.1186/s12859-017-1511-5 · Cited by 548 · see citing works
Ladd, G. W., & Ladd, G. W. (2002) · Psychological Assessment · doi:10.1037/1040-3590.14.1.74 · Cited by 545 · see citing works
Arseneault, L. (2018) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12841 · Cited by 501 · see citing works
Do SF-36 summary component scores accurately summarize subscale scores?
Taft, C., Karlsson, J., & Sullivan, M. (2001) · Quality of Life Research · doi:10.1023/a:1012552211996 · Cited by 392 · see citing works
Sumner, J. A., Colich, N. L., Uddin, M., Armstrong, D., & McLaughlin, K. A. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2018.09.008 · Cited by 315 · see citing works
Klomek, A. B., Sourander, A., & Elonheimo, H. (2015) · The Lancet Psychiatry · doi:10.1016/s2215-0366(15)00223-0 · Cited by 283 · see citing works
The PedBE clock accurately estimates DNA methylation age in pediatric buccal cells
McEwen, L. M., O’Donnell, K. J., McGill, M. G., Edgar, R. D., Jones, M. J., MacIsaac, J. L., Lin, D. T. S., Ramadori, K. E., Morin, A. M., Gladish, N., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1820843116 · Cited by 277 · see citing works
Epigenetic aging in major depressive disorder
Han, L. K. M., Aghajani, M., Clark, S. L., Chan, R. F., Hattab, M. W., Shabalin, A. A., Zhao, M., Kumar, G., Xie, L. Y., Jansen, R., et al. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2018.17060595 · Cited by 260 · see citing works
Traumatic stress and accelerated DNA methylation age: a meta-analysis
Wolf, E. J., Maniates, H., Nugent, N., Maihofer, A. X., Armstrong, D., Ratanatharathorn, A., Ashley-Koch, A. E., Garrett, M., Kimbrel, N. A., Lori, A., et al. (2018) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2017.12.007 · Cited by 245 · see citing works
Schrieken, M., Visser, J. C., Oosterling, I. J., van Steijn, D. J., Bons, D. M. A., Draaisma, J. M. T., van der Gaag, R. J., Buitelaar, J. K., Donders, R., & Rommelse, N. N. J. (2012) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-012-0318-1 · Cited by 232 · see citing works
Allostasis and the Epigenetics of Brain and Body Health Over the Life Course: The Brain on Stress
McEwen, B. S. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.0270 · Cited by 223 · see citing works
Provençal, N., Arloth, J., Cattaneo, A., Anacker, C., Cattane, N., Wiechmann, T., Röh, S., Ködel, M., Klengel, T., Czamara, D., et al. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1820842116 · Cited by 209 · see citing works
Self-citationOuellet-Morin, I., Wong, C. C. Y., Danese, A., Pariante, C. M., Papadopoulos, A. S., Mill, J., & Arseneault, L. (2013) · Psychological Medicine · doi:10.1017/s0033291712002784 · Cited by 207 · see citing works
Bowes, L., Joinson, C. J., Dieter Wolke, C., & Lewis, G. (2015) · BMJ · doi:10.1136/bmj.h2469 · Cited by 194 · see citing works
Childhood abuse is associated with methylation of multiple loci in adult DNA
Suderman, M., Borghol, N., Pappas, J. J., Pinto Pereira, S. M., Pembrey, M., Hertzman, C., Power, C., & Szyf, M. (2014) · BMC Medical Genomics · doi:10.1186/1755-8794-7-13 · Cited by 193 · see citing works
Self-citationLet's prevent peer victimization, not just bullying
David Finkelhor, B., Turner, H. A., & Hamby, S. L. (2012) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2011.12.001 · Cited by 181 · see citing works
Geoffroy, M., Boivin, M., Arseneault, L., Turecki, G., Vitaro, F., Brendgen, M. R., Renaud, J., Séguin, J. R., Tremblay, R. E., & Côté, S. M. (2015) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2015.11.010 · Cited by 181 · see citing works
Parade, S. H., Huffhines, L. P., Daniels, T. E., Stroud, L. R., Nugent, N. R., & Tyrka, A. R. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01207-y · Cited by 177 · see citing works
Stress and depression: old questions, new approaches
Hammen, C. L. (2015) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2014.12.024 · Cited by 174 · see citing works
Childhood maltreatment and DNA methylation: A systematic review
Cecil, C. A. M., Zhang, Y., & Nolte, T. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.02.019 · Cited by 171 · see citing works
Depression in Childhood and Adolescence
Chess, S., Thomas, A., & Hassibi, M. (2012) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0b013e318259a93d · Cited by 165 · see citing works
A Discordant Monozygotic Twin Design Shows Blunted Cortisol Reactivity Among Bullied Children
Ouellet‐Morin, I., Danese, A., Bowes, L., Shakoor, S., Ambler, A. P., Pariante, C. M., Papadopoulos, A. S., Caspi, A., Moffitt, T. E., & Arseneault, L. (2011) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2011.02.015 · Cited by 163 · see citing works
Marzi, S. J., Sugden, K., Arseneault, L., Belsky, D. W., Burrage, J., Corcoran, D. L., Danese, A., Fisher, H. L., Hannon, E., Moffitt, T. E., et al. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2017.17060693 · Cited by 163 · see citing works
Depression in childhood and adolescence
Maughan, B. I. 0.-0.-8.-3., Collishaw, S., & Stringaris, A. (2013) · Research Portal (King's College London) · Cited by 157 · see citing works
Vaillancourt, T., Hymel, S. C., & McDougall, P. (2013) · Theory Into Practice · doi:10.1080/00405841.2013.829726 · Cited by 148 · see citing works
Bick, J., Naumova, O., Hunter, S., Barbot, B., Lee, M., Luthar, S. S., Raefski, A., & Grigorenko, E. L. (2012) · Development and Psychopathology · doi:10.1017/s0954579412000806 · Cited by 140 · see citing works
Adversity exposure during sensitive periods predicts accelerated epigenetic aging in children
Marini, S., Davis, K. A., Soare, T. W., Zhu, Y., Suderman, M. J., Simpkin, A. J., Smith, A. D. A. C., Wolf, E. J., Relton, C. L., & Dunn, E. C. (2019) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2019.104484 · Cited by 140 · see citing works
Socioeconomic Disadvantage and the Pace of Biological Aging in Children
Raffington, L., Belsky, D. W., Kothari, M., Malanchini, M., Tucker–Drob, E. M., & Harden, K. P. (2021) · PEDIATRICS · doi:10.1542/peds.2020-024406 · Cited by 138 · see citing works
“Epigenetic clocks”: Theory and applications in human biology
Ryan, C. P. (2020) · American Journal of Human Biology · doi:10.1002/ajhb.23488 · Cited by 134 · see citing works
Cohort Profile: Quebec Longitudinal Study of Child Development (QLSCD)
Orri, M., Boivin, M., Chen, C., Ahun, M. N., Geoffroy, M.-C., Ouellet-Morin, I., Tremblay, R. E., & Côté, S. M. (2021) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-020-01972-z · Cited by 130 · see citing works
An integrative study of five biological clocks in somatic and mental health
Jansen, R., Han, L. K., Verhoeven, J. E., Aberg, K. A., van den Oord, E. C., Milaneschi, Y., & Penninx, B. W. (2021) · eLife · doi:10.7554/elife.59479 · Cited by 127 · see citing works
Lang, J., McKie, J., Smith, H. E., McLaughlin, A. L., Gillberg, C., Shiels, P. G., & Minnis, H. (2019) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-019-01329-1 · Cited by 125 · see citing works
Geoffroy, M., Boivin, M., Arseneault, L., Renaud, J., Perret, L. C., Turecki, G., Michel, G., Salla, J., Vitaro, F., Brendgen, M. R., et al. (2018) · Canadian Medical Association Journal · doi:10.1503/cmaj.170219 · Cited by 103 · see citing works
McCrory, C., Fiorito, G., O’Halloran, A. M., Polidoro, S., Vineis, P., & Kenny, R. A. (2021) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2021.105643 · Cited by 92 · see citing works
Shakoor, S., Jaffee, S. R., Andreou, P., Bowes, L., Ambler, A. P., Caspi, A., Moffitt, T. E., & Arseneault, L. (2010) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-010-9463-5 · Cited by 89 · see citing works
Early life adversity, pubertal timing, and epigenetic age acceleration in adulthood
Hamlat, E. J., Prather, A. A., Horvath, S., Belsky, J., & Epel, E. S. (2021) · Developmental Psychobiology · doi:10.1002/dev.22085 · Cited by 89 · see citing works
Saliva cell type DNA methylation reference panel for epidemiological studies in children
Middleton, L. Y. M., Dou, J., Fisher, J., Heiss, J. A., Nguyen, V. K., Just, A. C., Faul, J. D., Ware, E. B., Mitchell, C. M., Colacino, J. A., et al. (2021) · Epigenetics · doi:10.1080/15592294.2021.1890874 · Cited by 87 · see citing works
Klopack, E. T., Crimmins, E. M., Cole, S. W., Seeman, T. E., & Carroll, J. (2022) · SSM - Population Health · doi:10.1016/j.ssmph.2022.101071 · Cited by 80 · see citing works
Dammering, F., Martins, J., Dittrich, K., Czamara, D., Rex‐Haffner, M., Overfeld, J., de Punder, K., Buß, C., Entringer, S., Winter, S., et al. (2021) · Neurobiology of Stress · doi:10.1016/j.ynstr.2021.100394 · Cited by 75 · see citing works
Maternal Prenatal Anxiety and the Fetal Origins of Epigenetic Aging
McGill, M. G., Pokhvisneva, I., Clappison, A. S., McEwen, L. M., Beijers, R., Tollenaar, M. S., Pham, H., Kee, M. Z. L., Garg, E., Filho, E. J. D. M., et al. (2021) · Biological Psychiatry · doi:10.1016/j.biopsych.2021.07.025 · Cited by 70 · see citing works
Childhood adversity and midlife suicidal ideation
Stansfeld, S. A., Clark, C., Smuk, M., Power, C., Davidson, T., & Rodgers, B. (2016) · Psychological Medicine · doi:10.1017/s0033291716002336 · Cited by 66 · see citing works
Côté, S. M., Orri, M., Brendgen, M. R., Vitaro, F., Boivin, M., Japel, C., Séguin, J. R., Geoffroy, M., Rouquette, A., Falissard, B., et al. (2017) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1566 · Cited by 66 · see citing works
NR3C1 hypermethylation in depressed and bullied adolescents
Efstathopoulos, P., Andersson, F., Melas, P. A., Yang, L. L., Villaescusa, J. C., Rüegg, J., Ekström, T. J., Forsell, Y., Galanti, M. R., & Lavebratt, C. (2018) · Translational Psychiatry · doi:10.1038/s41398-018-0169-8 · Cited by 66 · see citing works
Tang, R., Howe, L. D., Suderman, M. J., Relton, C. L., Crawford, A. A., & Houtepen, L. C. (2020) · Clinical Epigenetics · doi:10.1186/s13148-020-00844-2 · Cited by 64 · see citing works
Maternal caregiving and DNA methylation in human infants and children: systematic review
Provenzi, L., Brambilla, M., Scotto di Minico, G., Montirosso, R., & Borgatti, R. (2020) · Genes, Brain and Behavior · doi:10.1111/gbb.12616 · Cited by 60 · see citing works
Characteristics of Epigenetic Clocks Across Blood and Brain Tissue in Older Women and Men
Grodstein, F., Lemos, B., Yu, L., Iatrou, A., Jager, P. L. D., & Bennett, D. A. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.555307 · Cited by 52 · see citing works
Childhood maltreatment and stress-related psychopathology: the epigenetic memory hypothesis
Lutz, P.-E., Almeida, D., Fiori, L., & Turecki, G. (2015) · Current Pharmaceutical Design · doi:10.2174/1381612821666150105124928 · Cited by 44 · see citing works
Moshe Szyf, A. (2013) · The Canadian Journal of Psychiatry · doi:10.1177/070674371305801208 · Cited by 43 · see citing works
Ouellet‐Morin, I., Cantave, C. Y., Paquin, S., Geoffroy, M., Brendgen, M. R., Vitaro, F., Tremblay, R. E., Boivin, M., LUPIEN, S. J., & Côté, S. M. (2020) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13228 · Cited by 41 · see citing works
Hertzman, C. (2013) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-031912-114500 · Cited by 39 · see citing works
Early adversity, stress, and neurobehavioral development
Gunnar, M. R. (2020) · Development and Psychopathology · doi:10.1017/s0954579420001649 · Cited by 39 · see citing works
Oncioiu, S. I., Boivin, M., Geoffroy, M., Arseneault, L., Galéra, C., Navarro, M. C., Brendgen, M. R., Vitaro, F., Tremblay, R. E., Côté, S. M., et al. (2021) · Psychological Medicine · doi:10.1017/s0033291721003822 · Cited by 33 · see citing works
Beydoun, M. A., Hossain, S. A., Chitrala, K. N., Tajuddin, S. M., Beydoun, H. A., Evans, M. K., & Zonderman, A. B. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.06.032 · Cited by 30 · see citing works
Exposure to Bullying and General Psychopathology: A Prospective, Longitudinal Study
Rijlaarsdam, J., Cecil, C. A. M., Buil, J. M., van Lier, P. A. C., & Barker, E. D. (2021) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-020-00760-2 · Cited by 29 · see citing works
Internalizing symptoms associate with the pace of epigenetic aging in childhood
Tollenaar, M. S., Beijers, R., Garg, E., Nguyen, T. T. T., Lin, D. T. S., MacIsaac, J. L., Shalev, I., Kobor, M. S., Meaney, M. J., O’Donnell, K. J., et al. (2021) · Biological Psychology · doi:10.1016/j.biopsycho.2021.108021 · Cited by 25 · see citing works
Epigenomics of being bullied: changes in DNA methylation following bullying exposure
Mulder, R. H., Walton, E., Neumann, A., Houtepen, L. C., Felix, J. F., Bakermans‐Kranenburg, M. J., Suderman, M. J., Tiemeier, H. W., van IJzendoorn, M. H., Relton, C. L., et al. (2020) · Epigenetics · doi:10.1080/15592294.2020.1719303 · Cited by 24 · see citing works
Bourassa, K. J., Moffitt, T. E., Harrington, H., Houts, R., Poulton, R., Ramrakha, S., & Caspi, A. (2021) · Clinical Psychological Science · doi:10.1177/2167702621993900 · Cited by 24 · see citing works
Geoffroy, M., Arseneault, L., Girard, A., Ouellet‐Morin, I., & Power, C. (2022) · Psychological Medicine · doi:10.1017/s0033291722000836 · Cited by 24 · see citing works
Accelerated Epigenetic Ageing in Major Depressive DisorderPreprint
Whalley, H. C., Gibson, J., Marioni, R. E., Walker, R. M., Clarke, T., Howard, D. M., Adams, M. J., Hall, L. S., Morris, S. W., Deary, I. J., et al. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/210666 · Cited by 20 · see citing works
Epigenetic studies in suicidal ideation and behavior
Dada, O., Qian, J., Al-Chalabi, N., Kolla, N., Graff, A., Zai, C., Gerretsen, P., & Luca, V. D. (2021) · Psychiatric Genetics · doi:10.1097/ypg.0000000000000298 · Cited by 7 · see citing works
Manczak, E. M., Scott, S., & Millwood, S. N. (2021) · Development and Psychopathology · doi:10.1017/s0954579421000614 · Cited by 6 · see citing works
Investigation of accelerated epigenetic aging in individuals experiencing suicidal ideation
Dada, O. O., Jeremian, R., Dai, N., Strauss, J., Zai, C. C. H., Graff, A., & Luca, V. D. (2020) · Schizophrenia Research · doi:10.1016/j.schres.2020.09.029 · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Epigenetic regulation of brain development, plasticity, and response to early-life stress
Peña, C. J. (2025) · Neuropsychopharmacology · doi:10.1038/s41386-025-02179-z · Cited by 51 · see citing works
Zhang, Z. Z., Moeckel, C. M., Mustafa, M. U., Pham, H., Olson, A. E., Mehta, D., Dorn, L. D., Engeland, C. G., & Shenk, C. E. (2023) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2023.07.007 · Cited by 12 · see citing works
Associations between somatic symptoms and suicidal behavior: a cohort study in Chinese adolescents
Ji, Y., Liu, Z.-Z., Jia, C.-X., & Liu, X. (2025) · BMC Psychology · doi:10.1186/s40359-025-03113-0 · Cited by 10 · see citing works
Sorlí, J. V., de la Cámara, E., Fernández-Carrión, R., Asensio, E. M., Portolés, O., Ortega-Azorín, C., Pérez-Fidalgo, A., Villamil, L. V., Fitó, M., Barragán, R., et al. (2024) · Nutrients · doi:10.3390/nu17010104 · Cited by 9 · see citing works
Associations of depression and anxiety symptoms in childhood and adolescence with epigenetic aging
Ingram, S. J., Vazquez, A. Y., Klump, K. L., Hyde, L. W., Burt, S. A., & Clark, S. L. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.02.044 · Cited by 10 · see citing works
Merrill, S. M., Konwar, C., Fraihat, Z., Parent, J. M., & Dajani, R. B. (2024) · Med · doi:10.1016/j.medj.2024.11.013 · Cited by 9 · see citing works
Russell, H., Angus, G., Singleton, S., Bell, C. G., & Hales, T. G. (2026) · Clinical Epigenetics · doi:10.1186/s13148-025-02047-z · Cited by 9 · see citing works
Roberts, A. L., Ratanatharathorn, A. D., Chibnik, L. B., Zhu, Y., Jha, S. C., Kang, J. H., Wolf, E. J., Kubzansky, L. D., & Koenen, K. C. (2024) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2024.10.003 · Cited by 4 · see citing works
Pak, T. K., Ayvaci, E. R., Carmody, T. J., Jamma, L., Feng, Z., Nekovei, A., Emslie, G. J., & Trivedi, M. H. (2025) · iScience · doi:10.1016/j.isci.2025.112290 · Cited by 4 · see citing works
Early-Life Adversity and Epigenetic Aging: Findings from a 17-Year Longitudinal Study
Barr, E., Comtois‐Cabana, M., Coope, A., Côté, S. M., Kobor, M. S., Konwar, C., LUPIEN, S. J., Geoffroy, M., Boivin, M., Provençal, N., et al. (2025) · Biomolecules · doi:10.3390/biom15060887 · Cited by 3 · see citing works
Heumann, J., Cole, S. W., Eisner, M., Ribeaud, D., Grünblatt, E., & Shanahan, M. J. (2025) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2025.101025 · Cited by 2 · see citing works
Adolescent depression, childhood maltreatment, and the immune system; a role for epigenetic aging?
Tollenaar, M. S., Creasey, N., Wever, M. C. M., Knipping, K., Garssen, J., van Houtum, L. A. E. M., Wentholt, W. G. M., Janssen, L. H. C., Lax, E., & Elzinga, B. M. (2025) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2025.101080 · Cited by 2 · see citing works
Work-related stress and burnout: Is epigenetic aging the missing link?
Eder, J., David, F. S., Illius, S., Rothe, N., Wekenborg, M., Walther, A., Penz, M. S., Jylhävä, J., Miller, R. E., Kirschbaum, C., et al. (2025) · Clinical Epigenetics · doi:10.1186/s13148-025-01968-z · Cited by 2 · see citing works
Ware, E. B., Goode, J. A., Hornish, U. N., McNulty, D. P., Karadimas, T., Acedo, G. R., Birchmier, J., Histed, A., Hsu, R., Jones, N., et al. (2025) · Biological Psychology · doi:10.1016/j.biopsycho.2025.109164 · Cited by 3 · see citing works
Surachman, A., Hamlat, E. J., Zannas, A. S., Horvath, S., Laraia, B. A., & Epel, E. S. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.117142 · Cited by 2 · see citing works
Epigenetics and suicidal behavior in adolescents: a critical review
Funahashi, Y., & Dwivedi, Y. (2025) · Epigenomics · doi:10.1080/17501911.2025.2453415 · Cited by 1 · see citing works
Salehi, M., Saeidi, M., Amanat, M., Barias, T., Anyeji, U., Alzein, O., & Gunturu, S. (2026) · Frontiers in Pediatrics · doi:10.3389/fped.2026.1738009
“These findings demonstrate that such global indices primarily track biological aging rather than specific stress-responsive methylation alterations, and underscore the need for more targeted epigenetic biomarkers reflecting cumulative psychosocial stress rather than general methylation drift (63).”
Differential Methylation by Early Life Adversity in the Future of Families Child Wellbeing StudyPreprint
Ang, S. D., Chin, S., Schneper, L., Johnston, R. A., Koss, K. J., Mitchell, C., Notterman, D., Engelhardt, B., & Peña, C. (2026) · bioRxiv · doi:10.64898/2026.02.27.708594 · Cited by 1 · see citing works
Peer victimization, school belonging, and epigenetic aging among children of Latino immigrants
Harris, R., & Perreira, K. M. (2026) · Child Development · doi:10.1093/chidev/aacag164
- Authors
- Perret, L. C., Geoffroy, M.-C., Barr, E., Parnet, F., Provencal, N., Boivin, M., O’Donnell, K. J., Suderman, M., Power, C., Turecki, G., & Ouellet-Morin, I.
- Affiliations
- McGill University (CA)
- Simon Fraser University (CA)
- Université de Montréal (CA)
- Université Laval (CA)
- Canadian Institute for Advanced Research (CA)
- University of Bristol (GB)
- University College London (GB)
- Venue
- Frontiers in Cell and Developmental Biology
- Publisher
- Frontiers Media SA
- Published
- 2023-01-12
- Volume
- 10
- Pages
- 1051556-1051556
- ISSN
- 2296-634X (ISSN-L)
- PMC
- PMC9879289
- OpenAlex
- W4315707307
- Cited by
- 19
- References
- 79
- Citations by year
- 2026: 4 · 2025: 9 · 2024: 5 · 2023: 1
- FWCI
- 1.69
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Cell and Developmental Biology (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion, cc-by)
- eScholarship@McGill (McGill) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- American Foundation for Suicide Prevention
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
- Social Sciences › Psychology › Social Psychology › Bullying, Victimization, and Aggression
- Social Sciences › Psychology › Clinical Psychology › Child Abuse and Trauma
- Keywords
- bullying, depression, suicidal ideation, DNA methylation, pace of aging, glucocorticoid response, epigenetic age, adulthood, cumulative adversity, 1958 British birth cohort, Quebec Longitudinal Study of Child Development, blood DNA methylation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review