Increased rates of chronic physical health conditions across all organ systems in autistic adolescents and adults
Open accessAbstract
BACKGROUND: The poorer physical health of autistic adults compared to non-autistic adults has been highlighted by several epidemiological studies. However, research has so far been limited to specific geographical areas and has primarily focused on young autistic individuals (aged 35 years and younger). Recent studies indicate a higher rate of mortality in autistic people, as well as poorer quality of self-reported healthcare interactions. This study aims to determine, first, whether autistic people experience greater levels of non-communicable health conditions and second, whether these are explained by differences in demographics (i.e. sex, country of residence, ethnicity, education level), alcohol use, smoking, body mass index (BMI), or family history of medical conditions. METHOD: We employed a cross-sectional, convenience-sampling study via an anonymous, online survey of autistic and non-autistic adults (n = 2305, mean age = 41.6, 65.9% female, 49% autistic). The survey asked participants to self-report information about their demographics, autism diagnosis, diet, exercise, sleep, sexual health, substance use, personal medical history, and family medical history (for all first-degree, biological relatives). Binomial logistic regression across four iterative models of increasing complexity was applied to assess rates of physical health conditions. The Benjamini-Hochberg correction was used to account for multiple testing, and only physical health conditions that achieved at least 1% endorsement within the overall sample (n > 22) were included in the analysis to reduce risk of Type I errors. We also used novel network analysis methods to test whether there are increased levels of multimorbidity between autistic and non-autistic people. RESULTS: There were significantly elevated rates of non-communicable conditions across all organ systems in autistic people, including gastrointestinal, neurological, endocrine, visual, ear/nose/throat, skin, liver and kidney, and haematological conditions. We confirmed previous findings by showing highly significant differences in rates of neurological and gastrointestinal symptoms (p < 0.0001). In addition, we established in the largest sample to date that Ehler-Danlos Syndrome (EDS) was more likely to occur among autistic females compared to non-autistic females. Finally, we found a higher prevalence of Coeliac's disease among autistic individuals compared to non-autistic individuals after controlling for sex, ethnicity, country of residence, alcohol use, smoking, and BMI, but these results became non-significant after accounting for family history. LIMITATIONS: Our study is biased towards females, white individuals, highly educated people, and UK residents, likely due to sampling biases. Our self-report study design may also exclude those who lack access to computers, or those with intellectual disability. Our network analysis is also limited in size. CONCLUSIONS: This study provides evidence of widespread, physical health comorbidity that spans nearly all major organ systems in autistic adults compared to non-autistic adults, using both binary logistic regression and network models. Healthcare professionals must be made aware of the range of co-occurring physical health conditions that may be more common among autistic people. However, our findings also point towards potential avenues requiring further exploration, such as the association of autism with both Coeliac's disease and EDS.
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Out of seven studies exploring JH, HSD, and/or EDS in autistic adults, only three (42.8%) compared the prevalence of JH, HSD, and/or EDS in ASD with respect to a control group.
“Out of seven studies exploring JH, HSD, and/or EDS in autistic adults, only three (42.8%)compared the prevalence of JH, HSD, and/or EDS in ASD with respect to a control group (Glans et al., 2022;Nisticò et al., 2022;Ward et al., 2023).”
From Autism in the context of joint hypermobility, hypermobility spectrum disorders, and Ehlers–Danlos syndromes: A systematic review and prevalence meta-analyses (2025) · cites this paper as Ward et al., 2023
Other studies exploring the link between ASD and collagen conditions reported a link between them.
“Other studies exploring the link between ASD and collagen conditions reported a link between them (e.g.Glans et al., 2022;Ward et al., 2023).”
From Autism in the context of joint hypermobility, hypermobility spectrum disorders, and Ehlers–Danlos syndromes: A systematic review and prevalence meta-analyses (2025) · cites this paper as Ward et al., 2023
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Cites
Maenner, M. J., Shaw, K. A., Bakian, A. V., Bilder, D. A., Durkin, M. S., Esler, A., Furnier, S. M., Hallas, L., Hall-Lande, J., Hudson, A., et al. (2021) · MMWR. Surveillance Summaries · doi:10.15585/mmwr.ss7011a1 · Cited by 1,818 · cited 1× · see citing works
“…recently published research suggesting that autism may be more prevalent among non-white (and particularly Black) individuals, it is urgent that more research is conducted on the rates of co-occurring physical and mental health conditions among individuals with diverse ethnic backgrounds [62].”
BackgroundThe health status of adults on the autism spectrum
Croen, L. A., Zerbo, O., Qian, Y., Massolo, M. L., Rich, S., Sidney, S., & Kripke, C. (2015) · Autism · doi:10.1177/1362361315577517 · Cited by 1,110 · see citing works
The Prevalence of Polycystic Ovary Syndrome: A Brief Systematic Review
Pundir, C., Deswal, R., Narwal, V., & Dang, A. (2020) · Journal of Human Reproductive Sciences · doi:10.4103/jhrs.jhrs_95_18 · Cited by 657 · see citing works
Nicolaidis, C., Raymaker, D., McDonald, K., Dern, S., Boisclair, W. C., Ashkenazy, E., & Baggs, A. (2013) · Journal of General Internal Medicine · doi:10.1007/s11606-012-2262-7 · Cited by 419 · see citing works
Doherty, M., Neilson, S., O'Sullivan, J., Carravallah, L., Johnson, M., Cullen, W., & Shaw, S. C. K. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-056904 · Cited by 257 · see citing works
Griffiths, S., Allison, C., Kenny, R., Holt, R., Smith, P., & Baron‐Cohen, S. (2019) · Autism Research · doi:10.1002/aur.2162 · Cited by 246 · see citing works
Self-citationAutistic SPACE: a novel framework for meeting the needs of autistic people in healthcare settings
Doherty, M., McCowan, S., & Shaw, S. C. (2023) · British Journal of Hospital Medicine · doi:10.12968/hmed.2023.0006 · Cited by 188 · cited 1× · see citing works
“…health check in the United Kingdom, at the very simplest level we recommend that healthcare professionals should be vigilant for signs and symptoms of physical illness among autistic people, and should be providing reasonable adjustments to care to improve healthcare interactions [23, 73–75].”
BackgroundRumball, F., Happé, F., & Grey, N. (2020) · Autism Research · doi:10.1002/aur.2306 · Cited by 180 · cited 1× · see citing works
“There are also significant disparities in the social deter - minants of health (e.g. employment, socioeconomic status, exposure to trauma) which likely influence the health of autistic people [27–30].”
BackgroundRydzewska, E., Hughes-McCormack, L. A., Gillberg, C., Henderson, A., MacIntyre, C., Rintoul, J., & Cooper, S.-A. (2018) · BMJ Open · doi:10.1136/bmjopen-2018-023945 · Cited by 122 · cited 4× · see citing works
“Rydzewska et al. [15] used Scottish census data to illustrate that autistic individuals are 2.6 times more likely (95% CI 2.5–2.8, p < 0.001) to have a physical health condition compared to their non-autistic counterparts.”
BackgroundResultInfluentialPremature mortality in a population‐based cohort of autistic adults in Canada
Lunsky, Y., Lai, M., Balogh, R., Chung, H., Durbin, A., Jachyra, P., Tint, A., Weiss, J., & Lin, E. (2022) · Autism Research · doi:10.1002/aur.2741 · Cited by 26 · see citing works
Mortality in 787,666 school pupils with and without autism: a cohort study.
Smith, G. S., Fleming, M., Kinnear, D., Henderson, A., Pell, J. P., Melville, C., & Cooper, S.-A. (2021) · Autism · doi:10.1177/1362361320944037 · Cited by 15 · see citing works
Flagged first, then by citations
Research works printed but not linked: 63
- [2]Hirvikoski T Mittendorfer-Rutz E Boman M Larsson H Lichtenstein P Bölte S Premature mortality in autism spectrum disorder Br J Psychiatry 2016 208 232 238 26541693
- [3]Gillberg C Billstedt E Sundh V Gillberg IC Mortality in autism: a prospective longitudinal community-based study J Autism Dev Disord 2009 10.1007/s10803-009-0883-4 19838782 · DOI
- [4]Hwang YI Mortality and cause of death of Australians on the autism spectrum Autism Res 2019 12 806 815 30802364
- [6]Lunsky Y Lai MC Balogh R Chung H Durbin A Jachyra P Tint A Weiss J Lin E Premature mortality in a population-based cohort of autistic adults in Canada Autism Res 2022 15 1550 1559 35633154
- [7]Jokiranta-Olkoniemi E Gyllenberg D Sucksdorff D Suominen A Kronström K Chudal R Sourander A Risk for premature mortality and intentional self-harm in autism spectrum disorders J Autism Dev Disord 2021 51 3098 3108 33140146 PMC8349316
- [9]Kohane IS McMurry A Weber G The co-morbidity burden of children and young adults with autism spectrum disorders PLoS ONE 2012 10.1371/journal.pone.0033224 22511918 PMC3325235 · DOI · Paper page
- [10]Bishop-Fitzpatrick L Movaghar A Greenberg JS Page D DaWalt LS Brilliant MH Mailick MR Using machine learning to identify patterns of lifetime health problems in decedents with autism spectrum disorder Autism Res 2018 11 1120 1128 29734508 PMC6203659
- [12]Hand BN Angell AM Harris L Carpenter LA Prevalence of physical and mental health conditions in Medicare-enrolled, autistic older adults Autism 2020 24 755 764 31773968 PMC7433648
- [13]Powell PS Pazol K Wiggins LD Health status and health care use among adolescents identified with and without autism in early childhood — Four U.S. sites, 2018–2020 MMWR Recommen Rep 2021 70 605 611 PMC8084123 33914722
- [14]Rydzewska E Fleming M Mackay D Young-Southward G Blacher J Ross Bolourian Y Widaman K Cooper SA General health status of youth with autism with and without intellectual disabilities transitioning from special education, and its relationship to personal and family circumstances: longitudinal cohort study Int J Dev Disabil 2021 10.1080/20473869.2021.19666000 37346258 PMC10281398 · DOI
- [16]Fortuna RJ Robinson L Smith TH Meccarello J Bullen B Nobis K Davidson PW Health conditions and functional status in adults with autism: a cross-sectional evaluation J Gen Intern Med 2016 31 77 84 26361965 PMC4700008
- [17]Miot S Chancel R Peries M Multimorbidity patterns and subgroups among autistic adults with intellectual disability: results from the EFAAR study Autism 2022 10.1177/13623613221121623 36056616 · DOI
- [18]Rødgaard EM Jensen K Miskowiak KW Mottron L Autism comorbidities show elevated female-to-male odds ratios and are associated with the age of first autism diagnosis Acta Psychiatr Scand 2021 144 475 34228813 PMC9292172
- [19]Baldwin S Costley D The experiences and needs of female adults with high-functioning autism spectrum disorder Autism 2016 20 483 495 26111537
- [20]Davignon MN Qian Y Massolo M Croen LA Psychiatric and medical conditions in transition-aged individuals with ASD Pediatrics 2018 141 S335 S345 29610415
- [21]Tick B Bolton P Happé F Rutter M Rijsdijk F Heritability of autism spectrum disorders: a meta-analysis of twin studies J Child Psychol Psychiatry 2016 57 585 595 26709141 PMC4996332
- [22]Sharpe RA Curry W Brown R Shankar R A public health approach to reducing health inequalities among adults with autism Br J Gen Pract 2019 69 534 535 31672799 PMC6808592
- [23]Weir E Allison C Baron-Cohen S Autistic adults have poorer quality healthcare and worse health based on self-report data Mol Autism 2022 13 1 19 35619147 PMC9135388
- [25]Mason D Ingham B Birtles H How to improve healthcare for autistic people: a qualitative study of the views of autistic people and clinicians Autism 2021 25 774 785 33910390
- [26]Oakley B Tillmann J Ruigrok A COVID-19 health and social care access for autistic people: European policy review BMJ Open 2021 11 e045341 34001500 PMC8130751
- [27]Featherstone C Sharpe RA Axford N Asthana S Husk K Health and wellbeing outcomes and social prescribing pathways in community-based support for autistic adults: a systematic mapping review of reviews Health Soc Care Commun 2022 30 e621 e635 34738679
- [28]Marmot M Bell R Social determinants and non-communicable diseases: time for integrated action BMJ 2019 10.1136/BMJ.L251 30692093 PMC6348404 · DOI
- [29]Orsmond GI Shattuck PT Cooper BP Sterzing PR Anderson KA Social participation among young adults with an autism spectrum disorder J Autism Dev Disord 2013 43 2710 2719 23615687 PMC3795788
- [31]Weir E Allison C Warrier V Baron-Cohen S Increased prevalence of non-communicable physical health conditions among autistic adults Autism 2021 25 681 694 32907337 PMC7610707
- [33]Marshall A Altman DG Holder RL Royston P Combining estimates of interest in prognostic modelling studies after multiple imputation: current practice and guidelines BMC Med Res Methodol 2009 9 57 19638200 PMC2727536
- [34]van Borkulo CD Borsboom D Epskamp S Blanken TF Boschloo L Schoevers RA Waldorp LJ (2014) A new method for constructing networks from binary data Sci Rep 2014 4 1 10 PMC4118196 25082149
- [35]Epskamp S Borsboom D Fried EI Estimating psychological networks and their accuracy: a tutorial paper Behav Res Methods 2018 50 195 212 28342071 PMC5809547
- [36]Borkulo CV Comparing network structures on three aspects: a permutation test Psychol Methods 2017 10.13140/RG.2.2.29455.38569 35404628 · DOI
- [37]Casanova EL Baeza-Velasco C Buchanan CB Casanova MF The relationship between autism and ehlers-danlos syndromes, hypermobility spectrum disorders J Pers Med 2020 260 10 260 PMC7711487 33271870
- [38]Bishop-Fitzpatrick L Mazefsky CA Eack SM Minshew NJ Correlates of social functioning in autism spectrum disorder: the role of social cognition Res Autism Spectr Disord 2017 35 25 34 28839456 PMC5565224
- [39]Tint A Brown HK Chen S Lai MC Tarasoff LA Vigod SN Parish S Havercamp SM Lunsky Y Health characteristics of reproductive-aged autistic women in Ontario: a population-based, cross-sectional study Autism 2021 25 1114 1124 33467914 PMC8089036
- [40]Weiss JA Isaacs B Diepstra H Wilton AS Brown HK McGarry C Lunsky Y Health concerns and health service utilization in a population cohort of young adults with autism spectrum disorder J Autism Dev Disord 2018 48 36 44 28900771 PMC5760600
- [42]Medina-Perucha L Pistillo A Raventós B Endometriosis prevalence and incidence trends in a large population-based study in Catalonia (Spain) from 2009 to 2018 Women’s Health 2022 18 1 11 PMC9608029 36281527
- [43]Penzol MJ Salazar De Pablo G Llorente C Moreno C Hernández P Dorado ML Parellada M Functional gastrointestinal disease in autism spectrum disorder: a retrospective descriptive study in a clinical sample Front Psychiatry 2019 10 179 31024351 PMC6469513
- [44]Niemczyk J Wagner C von Gontard A Incontinence in autism spectrum disorder: a systematic review Eur Child Adolesc Psychiatry 2018 27 1523 1537 29019014
- [45]Ames JL Mahajan A Davignon MN Massolo ML Croen LA Opportunities for inclusion and engagement in the transition of autistic youth from pediatric to adult healthcare: a qualitative study J Autism Dev Disord 2023 53 1850 35262827 PMC10123038
- [46]Adams LM Turk DC Psychosocial factors and central sensitivity syndromes Curr Rheumatol Rev 2015 11 96 26088211 PMC4728142
- [47]den Boer C Dries L Terluin B van der Wouden JC Blankenstein AH van Wilgen CP Lucassen P van der Horst HE Central sensitization in chronic pain and medically unexplained symptom research: a systematic review of definitions, operationalizations and measurement instruments J Psychosom Res 2019 117 32 40 30665594
- [48]Grant S Norton S Weiland RF Scheeren AM Begeer S Hoekstra RA (2022) Autism and chronic ill health: an observational study of symptoms and diagnoses of central sensitivity syndromes in autistic adults Mol Autism 2022 13 1 16 35164862 PMC8842858
- [49]Brunson JC Agresta TP Laubenbacher RC Sensitivity of comorbidity network analysis JAMIA Open 2020 3 94 103 32607491 PMC7309234
- [50]Bringmann LF Elmer T Epskamp S Krause RW Schoch D Wichers M Wigman JTW Snippe E What do centrality measures measure in psychological networks? J Abnorm Psychol 2019 10.1037/abn0000446 31318245 · DOI
- [51]Bringmann LF Albers C Bockting C Psychopathological networks: theory, methods and practice Behav Res Ther 2022 10.1016/j.brat.2021.104011 34998034 · DOI
- [52]Sun JJ Perera B Henley W Epilepsy related multimorbidity, polypharmacy and risks in adults with intellectual disabilities: a national study J Neurol 2022 269 2750 2760 35067759
- [53]Watkins LV A review of the pharmacotherapeutic considerations for managing epilepsy in people with autism Expert Opinion Pharmacother 2022 23 841 851 35341433
- [54]Amiet C Gourfinkel-An I Bouzamondo A Tordjman S Baulac M Lechat P Mottron L Cohen D Epilepsy in autism is associated with intellectual disability and gender: evidence from a meta-analysis Biol Psychiatry 2008 64 577 582 18565495
- [55]Liu X Sun X Sun C Zou M Chen Y Huang J Wu L Chen WX Prevalence of epilepsy in autism spectrum disorders: a systematic review and meta-analysis Autism 2022 26 33 50 34510916
- [56]Lee M Krishnamurthy J Susi A Sullivan C Gorman GH Hisle-Gorman E Erdie-Lalena CR Nylund CM Association of autism spectrum disorders and inflammatory bowel disease J Autism Dev Disord 2018 48 1523 1529 29170940
- [57]Ayilara OF Zhang L Sajobi TT Sawatzky R Bohm E Lix LM Impact of missing data on bias and precision when estimating change in patient-reported outcomes from a clinical registry Health Qual Life Outcomes 2019 10.1186/S12955-019-1181-2 31221151 PMC6585083 · DOI
- [58]Pellicano E Dinsmore A Charman T Views on researcher-community engagement in autism research in the United Kingdom: a mixed-methods study PLoS ONE 2014 9 e109946 e109946 25303222 PMC4193852
- [59]Roche L Adams D Clark M Research priorities of the autism community: a systematic review of key stakeholder perspectives Autism 2020 25 336 348 33143455
- [60]Cull WL O’Connor KG Sharp S Tang SFS Response rates and response bias for 50 surveys of pediatricians Health Serv Res 2005 40 213 15663710 PMC1361134
- [61]Aerny-Perreten N Domínguez-Berjõn MF Esteban-Vasallo MD García-Riolobos C Participation and factors associated with late or non-response to an online survey in primary care J Eval Clin Pract 2015 21 688 693 25929295
- [63]Emerson E Hatton C Baines S Robertson J The physical health of British adults with intellectual disability: cross sectional study Int J Equity Health 2016 15 1 9 26791808 PMC4719222
- [64]Volk RJ Mendoza TR Hoover DS Nishi SPE Choi NJ Bevers TB Reliability of self-reported smoking history and its implications for lung cancer screening Prev Med Rep 2020 17 101037 31934536 PMC6951268
- [65]Mitchell AJ Bird V Rizzo M Hussain S Meader N Accuracy of one or two simple questions to identify alcohol-use disorder in primary care: a meta-analysis Br J Gen Pract 2014 64 e408 24982493 PMC4073726
- [66]Underwood JFG DelPozo-Banos M Frizzati A Rai D John A Hall J Neurological and psychiatric disorders among autistic adults: a population healthcare record study Psychol Med 2022 10.1017/S0033291722002884 36189783 PMC10482712 · DOI
- [68]Long S Zhou H Li S Wang T Ma Y Li C Zhou Y Zhou S Wu B Wang Y The clinical and genetic features of co-occurring epilepsy and autism spectrum disorder in Chinese Children Front Neurol 2019 10 505 31139143 PMC6527735
- [69]Campbell DB Buie TM Winter H Bauman M Sutcliffe JS Perrin JM Levitt P Distinct genetic risk based on association of MET in families with co-occurring autism and gastrointestinal conditions Pediatrics 2009 123 1018 1024 19255034
- [70]Calleja S Islam FMA Kingsley J McDonald R Healthcare access for autistic adults: a systematic review Medicine 2020 99 e20899 32702830 PMC7373620
- [71]Vohra R Madhavan S Sambamoorthi U Comorbidity prevalence, healthcare utilization, and expenditures of Medicaid enrolled adults with autism spectrum disorders Autism 2017 21 995 1009 27875247 PMC5517354
- [73]Mason D Taylor H Ingham B Views about primary care health checks for autistic adults: UK survey findings BJGP Open 2022 10.3399/BJGPO.2022.0067 35618408 PMC9904800 · DOI
- [74]Kennedy N Kennedy J Kerr M Dredge S Brophy S Original research: health checks for adults with intellectual disability and association with survival rates: a linked electronic records matched cohort study in Wales UK BMJ Open 2022 12 49441 PMC9013997 35418418
- [76]Turcotte P Shea L Physical health needs and self-reported health status among adults with autism Autism 2021 25 695 704 33322913
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Zaleski, A. L., Craig, K. J. T., Khan, R., Waber, R., Xin, W., Powers, M., Ramey, U., Verbrugge, D. J., & Fernandez-Turner, D. (2025) · BMC Health Services Research · doi:10.1186/s12913-025-13296-2 · Cited by 11 · see citing works
Baeza-Velasco, C., Vergne, J., Poli, M., Kalisch, L., & Calati, R. (2025) · Autism · doi:10.1177/13623613251328059 · Cited by 10 · see citing works
- Authors
- Ward, J. H., Weir, E., Allison, C., & Baron-Cohen, S.
- Affiliations
- University of Exeter (GB)
- University of Cambridge (GB)
- Corresponding author
- Weir, Elizabeth
- Venue
- Molecular Autism
- Published
- 2023-09-20
- Volume
- 14
- Issue
- 1
- Pages
- 35-35
- ISSN
- 2040-2392 (ISSN-L)
- PMC
- PMC10510241
- OpenAlex
- W4386892471
- Cited by
- 60
- References
- 11
- Citations by year
- 2026: 26 · 2025: 19 · 2024: 13 · 2023: 2
- FWCI
- 8.99
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Molecular Autism (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Apollo (University of Cambridge) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Royal Devon and Exeter Research Repository (Royal Devon and Exeter) (submittedVersion)
- Funders
- Autism Centre of Excellence at Cambridge (RG72423)
- Rosetrees Trust (G102199)
- Cambridgeshire and Peterborough NHS Foundation Trust (G102307)
- Queen Anne's Gate Foundation
- Corbin Charitable Trust
- Wellcome Trust (214322\Z\18\Z)
- Templeton World Charity Foundation
- NIHR Cambridge Biomedical Research Centre (BRC-1215-20014)
- NIHR Applied Research Collaboration East of England
- Innovative Medicines Initiative 2 Joint Undertaking (777394)
- SFARI
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Down syndrome and intellectual disability research
- Health Sciences › Medicine › Psychiatry and Mental health › Child Nutrition and Feeding Issues
- Keywords
- autism spectrum disorder, physical health conditions, non-communicable diseases, multimorbidity, Ehlers-Danlos syndrome, celiac disease, gastrointestinal symptoms, neurological symptoms, sex differences, autistic adults, autistic adolescents, health disparities, substance use, body mass index, sleep, physical activity, diet, sexual health
- MeSH terms
- Adolescent, Adult, Autistic Disorder, Cross-Sectional Studies, Educational Status, Female, Humans, Male, Exercise, Body Mass Index
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