Weight stigma experienced by patients with obesity in healthcare settings: A qualitative evidence synthesis
Open accessAbstract
Summary: Weight stigma research is largely focused on quantifiable outcomes with inadequate representation of the perspectives of those that are affected by it. This study offers a comprehensive systematic review and synthesis of weight stigma experienced in healthcare settings, from the perspective of patients living with obesity. A total of 1340 studies was screened, of which 32 were included in the final synthesis. Thematic synthesis generated three overarching analytical themes: (1) verbal and non‐verbal communication of stigma, (2) weight stigma impacts the provision of care, and (3) weight stigma and systemic barriers to healthcare. The first theme relates to the communication of weight stigma perceived by patients within patient–provider interactions. The second theme describes the patients' perceptions of how weight stigma impacts upon care provision. The third theme highlighted the perceived systemic barriers faced by patients when negotiating the healthcare system. Patient suggestions to reduce weight stigma in healthcare settings are also presented. Weight stigma experienced within interpersonal interactions migrates to the provision of care, mediates gaining equitable access to services, and perpetuates a poor systemic infrastructure to support the needs of patients with obesity. A non‐collaborative approach to practice and treatment renders patients feeling they have no control over their own healthcare requirements.
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Racial and weight-related biases are documented to affect healthcare interactions.
“Both racial and weight-related biases are documented to influence healthcare interactions (18–20).”
From Regional trends and disparities in newer <scp>GLP1</scp> receptor agonist initiation among real‐world adult patients eligible for obesity treatment (2025) · cites this paper as [18]
These biases can affect patient-provider communication and willingness to seek obesity treatment, potentially leading to underuse of effective treatments like newer AOMs.
“These biases can impact how patients communicate with healthcare providers and their willingness to seek treatment for obesity, potentially leading to underutilization of effective treatments like newer AOM (18–20).”
From Regional trends and disparities in newer <scp>GLP1</scp> receptor agonist initiation among real‐world adult patients eligible for obesity treatment (2025) · cites this paper as [18]
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Cites
PRISMA-P Group, Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., & Stewart, L. A. (2015) · Systematic Reviews · doi:10.1186/2046-4053-4-1 · Cited by 26,223 · cited 1× · see citing works
“The reporting of this qualitative evidence synthesis was guided by the ENTREQ checklist(20) and PRISMA guidelines.(21) A comprehensive overview of the methodology can be found in the peer-reviewed protocol.”
MethodMethods for the thematic synthesis of qualitative research in systematic reviews
Thomas, J., & Harden, A. (2008) · BMC Medical Research Methodology · doi:10.1186/1471-2288-8-45 · Cited by 9,312 · see citing works
Guh, D. P., Zhang, W., Bansback, N., Amarsi, Z., Birmingham, C. L., & Anis, A. H. (2009) · BMC Public Health · doi:10.1186/1471-2458-9-88 · Cited by 3,855 · see citing works
Enhancing transparency in reporting the synthesis of qualitative research: ENTREQ
Tong, A., Flemming, K., McInnes, E., Oliver, S., & Craig, J. (2012) · BMC Medical Research Methodology · doi:10.1186/1471-2288-12-181 · Cited by 3,569 · see citing works
The Stigma of Obesity: A Review and Update
Puhl, R. M., & Heuer, C. A. (2009) · Obesity · doi:10.1038/oby.2008.636 · Cited by 3,323 · see citing works
Methley, A. M., Campbell, S., Chew-Graham, C., McNally, R., & Cheraghi-Sohi, S. (2014) · BMC Health Services Research · doi:10.1186/s12913-014-0579-0 · Cited by 2,706 · see citing works
Critical appraisal skills programme
Singh, J. (2013) · Journal of Pharmacology and Pharmacotherapeutics · doi:10.4103/0976-500x.107697 · Cited by 2,571 · see citing works
Obesity in adults: a clinical practice guideline
Wharton, S., Lau, D. C. W., Vallis, M., Sharma, A. M., Biertho, L., Campbell-Scherer, D., Adamo, K., Alberga, A., Bell, R., Boulé, N., et al. (2020) · Canadian Medical Association Journal · doi:10.1503/cmaj.191707 · Cited by 1,506 · see citing works
Stigma and prejudice: One animal or two?
Phelan, J. C., Link, B. G., & Dovidio, J. F. (2008) · Social Science & Medicine · doi:10.1016/j.socscimed.2008.03.022 · Cited by 809 · see citing works
How and why weight stigma drives the obesity ‘epidemic’ and harms health
Tomiyama, A. J., Carr, D., Granberg, E. M., Major, B., Robinson, E., Sutin, A. R., & Brewis, A. (2018) · BMC Medicine · doi:10.1186/s12916-018-1116-5 · Cited by 712 · cited 5× · see citing works
“As reported by the patients in the included studies, HCPs had the propensity to oscillate between dismissing patients non-weight-related concerns33,35–37,39,43,48,49,51,52,54,56,57 and magnifying the potential risks30,35,40–44,46,48,51,59 associated with higher BMI.”
BackgroundInfluentialAmes, H., Glenton, C., & Lewin, S. A. (2019) · BMC Medical Research Methodology · doi:10.1186/s12874-019-0665-4 · Cited by 612 · see citing works
Lewin, S. A., Bohren, M. A., Rashidian, A., Munthe‐Kaas, H. M., Glenton, C., Colvin, C. J., Garside, R., Noyes, J., Booth, A., Tunçalp, Ö., et al. (2018) · Implementation Science · doi:10.1186/s13012-017-0689-2 · Cited by 570 · see citing works
Weight stigma as a psychosocial contributor to obesity.
Puhl, R. M., Himmelstein, M. S., & Pearl, R. L. (2020) · American Psychologist · doi:10.1037/amp0000538 · Cited by 452 · see citing works
Weight bias and health care utilization: A scoping review
Alberga, A. S., Edache, I. Y., Forhan, M., & Russell-Mayhew, S. (2019) · Primary Health Care Research & Development · doi:10.1017/s1463423619000227 · Cited by 348 · see citing works
Hunger, J. M., Major, B., Blodorn, A., & Miller, C. T. (2015) · Social and Personality Psychology Compass · doi:10.1111/spc3.12172 · Cited by 332 · cited 1× · see citing works
“In addition to physical ill health, weight stigma is associated with poor psychosocial outcomes(10) and an increased risk of depression, anxiety, and suicidality.(11) A scoping review on the effects of weight bias experienced by patients in primary healthcare settings found that enacted weight stigma influenced patien…”
BackgroundA multinational examination of weight bias: predictors of anti-fat attitudes across four countries
Puhl, R. M., Latner, J. D., O’Brien, K., Luedicke, J., Daníelsdóttir, S., & Forhan, M. A. (2015) · International Journal of Obesity · doi:10.1038/ijo.2015.32 · Cited by 304 · see citing works
Puhl, R. M., Lessard, L. M., Himmelstein, M. S., & Foster, G. D. (2021) · PLOS ONE · doi:10.1371/journal.pone.0251566 · Cited by 233 · see citing works
Burgess, E., Hassmén, P., Welvaert, M., & Pumpa, K. L. (2017) · Clinical Obesity · doi:10.1111/cob.12180 · Cited by 214 · see citing works
Pearl, R. L., Wadden, T. A., Hopkins, C. M., Tronieri, J. S., Hayes, M. R., Bakizada, Z. M., Alfaris, N., Chao, A. M., Pinkasavage, E., Berkowitz, R. I., et al. (2017) · Obesity · doi:10.1002/oby.21716 · Cited by 161 · see citing works
Weight stigma and health behaviors: evidence from the Eating in America Study
Lee, K. M., Hunger, J. M., & Tomiyama, A. J. (2021) · International Journal of Obesity · doi:10.1038/s41366-021-00814-5 · Cited by 159 · see citing works
A review of the psychosocial aspects of clinically severe obesity and bariatric surgery.
Sarwer, D. B., & Heinberg, L. J. (2020) · American Psychologist · doi:10.1037/amp0000550 · Cited by 141 · cited 1× · see citing works
“Weight stigma is prevalent across healthcare settings(7) where it has been consistently shown to contribute to poor physical health outcomes and the maintenance of obesity via physiological(8) cognitive, emotional, and behavioral pathways.(3,9) In addition to physical ill health, weight stigma is associated with poor…”
BackgroundBidstrup, H., Brennan, L., Kaufmann, L. M., & Garcia, X. D. L. P. (2021) · International Journal of Obesity · doi:10.1038/s41366-021-00982-4 · Cited by 135 · see citing works
Patient experiences of outcomes of bariatric surgery: a systematic review and qualitative synthesis
Coulman, K. D., MacKichan, F., Blazeby, J. M., & Owen‐Smith, A. (2017) · Obesity Reviews · doi:10.1111/obr.12518 · Cited by 133 · see citing works
Pregnant and postpartum women’s experiences of weight stigma in healthcare
Incollingo Rodriguez, A. C., Smieszek, S. M., Nippert, K. E., & Tomiyama, A. J. (2020) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-020-03202-5 · Cited by 124 · see citing works
Daly, M., Sutin, A. R., & Robinson, E. (2019) · Psychological Science · doi:10.1177/0956797619849440 · Cited by 121 · see citing works
Cardel, M. I., Newsome, F. A., Pearl, R. L., Ross, K. M., Dillard, J. R., Miller, D. R., Hayes, J. F., Wilfley, D. E., Keel, P. K., Dhurandhar, E. J., et al. (2022) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2022.01.004 · Cited by 118 · see citing works
Verbal and nonverbal communication of facilitative conditions.
Tepper, D. T., & Haase, R. F. (1978) · Journal of Counseling Psychology · doi:10.1037/0022-0167.25.1.35 · Cited by 115 · see citing works
Rand, K., Vallis, M., Aston, M., Price, S., Piccinini-Vallis, H., Rehman, L., & Kirk, S. F. L. (2017) · International Journal of Qualitative Studies on Health and Well-being · doi:10.1080/17482631.2017.1306421 · Cited by 111 · see citing works
No room for reflexivity? Critical reflections following a systematic review of qualitative research
Newton, B. J., Rothlingova, Z., Gutteridge, R., LeMarchand, K., & Raphael, J. H. (2011) · Journal of Health Psychology · doi:10.1177/1359105311427615 · Cited by 109 · see citing works
Bombak, A. E., McPhail, D., & Ward, P. (2016) · Social Science & Medicine · doi:10.1016/j.socscimed.2016.08.015 · Cited by 102 · see citing works
Enacted weight stigma and weight self stigma prevalence among 3821 adults
Prunty, A., Clark, M. K., Hahn, A. E., Edmonds, S. W., & O’Shea, A. M. J. (2020) · Obesity Research & Clinical Practice · doi:10.1016/j.orcp.2020.09.003 · Cited by 96 · see citing works
The lived experience of patients with obesity: A systematic review and qualitative synthesis
Farrell, E., Hollmann, E., le Roux, C. W., Bustillo, M., Nadglowski, J. F., & McGillicuddy, D. (2021) · Obesity Reviews · doi:10.1111/obr.13334 · Cited by 89 · see citing works
Perceptions of barriers to effective obesity management in Canada: Results from the ACTION study
Sharma, A. M., Bélanger, A., Carson, V., Krah, J., Langlois, M., Lawlor, D., Lepage, S., Liu, A., Macklin, D. A., MacKay, N., et al. (2019) · Clinical Obesity · doi:10.1111/cob.12329 · Cited by 86 · see citing works
Garip, G., & Yardley, L. (2011) · Clinical Obesity · doi:10.1111/j.1758-8111.2011.00021.x · Cited by 80 · see citing works
Knowledge gaps and weight stigma shape attitudes toward obesity
O'Keeffe, M., Flint, S. W., Watts, K., & Rubino, F. (2020) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(20)30073-5 · Cited by 80 · see citing works
Raves, D. M., Brewis, A., Trainer, S., Han, S.-Y., & Wutich, A. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01497 · Cited by 78 · see citing works
Obesity in Adults: A 2022 Adapted Clinical Practice Guideline for Ireland
Breen, C., O’Connell, J., Geoghegan, J., O'Shea, D. B., Birney, S., Tully, L., Gaynor, K., O’Kelly, M., O’Malley, G., O’Donovan, C. B., et al. (2022) · Obesity Facts · doi:10.1159/000527131 · Cited by 77 · see citing works
Self-citation“Fat broken arm syndrome”: Negotiating risk, stigma, and weight bias in LGBTQ healthcare
Paine, E. A. (2020) · Social Science & Medicine · doi:10.1016/j.socscimed.2020.113609 · Cited by 76 · see citing works
Heslehurst, N., Russell, S., Brandon, H., Johnston, C., Summerbell, C., & Rankin, J. M. (2013) · Health Expectations · doi:10.1111/hex.12070 · Cited by 65 · see citing works
Lindhardt, C. L., Rubak, S., Mogensen, O. E., et al. (2013) · Acta Obstetricia Et Gynecologica Scandinavica · doi:10.1111/aogs.12186 · Cited by 65 · see citing works
Wombs at risk, wombs as risk: Fat women’s experiences of reproductive care
McPhail, D., Bombak, A. E., Ward, P., & Allison, J. (2016) · Fat Studies · doi:10.1080/21604851.2016.1143754 · Cited by 60 · see citing works
DeJoy, S. B., Bittner, K., & Mandel, D. (2016) · Journal of Midwifery & Women s Health · doi:10.1111/jmwh.12375 · Cited by 57 · see citing works
Time to end weight stigma in healthcare
Flint, S. W. (2021) · EClinicalMedicine · doi:10.1016/j.eclinm.2021.100810 · Cited by 51 · see citing works
Weight stigma in physiotherapy practice: Patient perceptions of interactions with physiotherapists
Setchell, J., Watson, B. M., Jones, L., & Gard, M. (2015) · Manual Therapy · doi:10.1016/j.math.2015.04.001 · Cited by 50 · see citing works
A qualitative exploration of obesity bias and stigma in Irish healthcare; the patients’ voice
O’Donoghue, G., Cunningham, C., King, M., O’Keefe, C., Rofaeil, A., & McMahon, S. (2021) · PLoS ONE · doi:10.1371/journal.pone.0260075 · Cited by 47 · see citing works
Obese Women’s Perceptions and Experiences of Healthcare and Primary Care Providers
Buxton, B. K., & Snethen, J. (2013) · Nursing Research · doi:10.1097/nnr.0b013e318299a6ba · Cited by 44 · see citing works
Lived experiences of women with co-existing BMI≥30 and Gestational Diabetes Mellitus
Jarvie, R. (2016) · Midwifery · doi:10.1016/j.midw.2016.12.009 · Cited by 40 · see citing works
Obesity management: at the forefront against disease stigma and therapeutic inertia
Busetto, L., Sbraccia, P., & Vettor, R. (2021) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/s40519-021-01217-1 · Cited by 38 · see citing works
Luig, T., Anderson, R., Sharma, A. M., & Campbell-Scherer, D. L. (2018) · Clinical Obesity · doi:10.1111/cob.12283 · Cited by 37 · see citing works
Barriers to care for women with low-grade endometrial cancer and morbid obesity: a qualitative study
Cusimano, M. C., Simpson, A. N., Han, A., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-026872 · Cited by 37 · see citing works
The Violence of Fat Hatred in the “Obesity Epidemic” Discourse
Gailey, J. A. (2021) · Humanity and Society · doi:10.1177/0160597621995501 · Cited by 37 · see citing works
Living large: the experiences of large-bodied women when accessing general practice services
Russell, N., & Carryer, J. (2013) · Journal of Primary Health Care · doi:10.1071/hc13199 · Cited by 36 · see citing works
Fat Reproductive Justice: Navigating the Boundaries of Reproductive Health Care
LaMarre, A., Rice, C. M., Cook, K., & Friedman, M. (2020) · Journal of Social Issues · doi:10.1111/josi.12371 · Cited by 36 · see citing works
Christenson, A., Johansson, E., Reynisdottir, S., Torgerson, J., & Hemmingsson, E. (2019) · PLoS ONE · doi:10.1371/journal.pone.0222543 · Cited by 35 · see citing works
Women’s experiences of living with lipedema
Melander, C., Juuso, P., & Olsson, M. B. (2021) · Health Care For Women International · doi:10.1080/07399332.2021.1932894 · Cited by 35 · see citing works
Hurst, D. J., Schmuhl, N. B., Voils, C. I., & Antony, K. M. (2021) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-021-03629-4 · Cited by 33 · see citing works
Healthism and the experiences of social, healthcare and self-stigma of women with higher-weight
Jiménez-Loaisa, A., Beltrán‐Carrillo, V. J., González‐Cutre, D., & Jennings, G. (2019) · Social Theory & Health · doi:10.1057/s41285-019-00118-9 · Cited by 29 · see citing works
Women’s Suggestions for How To Reduce Weight Stigma in Prenatal Clinical Settings
Nagpal, T. S., da Silva, D. F., Liu, R. H., Myre, M., Gaudet, L., Cook, J. L., & Adamo, K. B. (2021) · Nursing for Women s Health · doi:10.1016/j.nwh.2021.01.008 · Cited by 27 · see citing works
Can We Deliver Person-Centred Obesity Care Across the Globe?
Ells, L. J., Ashton, M., Li, R., Logue, J., Griffiths, C., Torbahn, G., Marwood, J., Stubbs, R. J., Clare, K., Gately, P., et al. (2022) · Current Obesity Reports · doi:10.1007/s13679-022-00489-7 · Cited by 25 · see citing works
Being targeted as a “severely overweight pregnant woman” —A qualitative interview study
Lauridsen, D. S., Sandøe, P., & Holm, L. (2018) · Health Expectations · doi:10.1111/hex.12681 · Cited by 24 · see citing works
Meleo-Erwin, Z. C. (2018) · Sociology of Health & Illness · doi:10.1111/1467-9566.12823 · Cited by 23 · see citing works
Obesity in adults: Clinical practice guideline adapted for Chile
de la Obesidad, C. C. P. E. E., & Contreras, Y. P. (2022) · Medwave · doi:10.5867/medwave.2022.10.2649 · Cited by 23 · see citing works
Fat Women’s Experiences in Therapy: “You Can’t See Beyond…Unless I Share It with You”
Akoury, L. M., Schafer, K. J., & Warren, C. S. (2019) · Women & Therapy · doi:10.1080/02703149.2018.1524063 · Cited by 21 · see citing works
Dieterich, R., Chang, J. C., Danford, C. A., Scott, P. W., Wend, C., & Demirci, J. R. (2021) · Journal of Health Psychology · doi:10.1177/1359105320988325 · Cited by 18 · see citing works
Malik, Z., Holden, A. C. L., Sohn, W., & Williams, K. (2020) · Clinical Obesity · doi:10.1111/cob.12429 · Cited by 15 · see citing works
Geddis‐Regan, A., Asuni, A., Walton, G., et al. (2019) · BDJ · doi:10.1038/s41415-019-0459-4 · Cited by 14 · see citing works
Grannell, A., Fallon, F., Pournaras, D. J., & le Roux, C. W. (2020) · Irish Journal of Medical Science (1971 -) · doi:10.1007/s11845-020-02319-y · Cited by 14 · see citing works
‘Being defined’: large-bodied women’s experiences as healthcare consumers
Williams, D. (2017) · Health Sociology Review · doi:10.1080/14461242.2017.1375861 · Cited by 12 · see citing works
Luig, T., Keenan, L., & Campbell-Scherer, D. L. (2019) · Qualitative Health Research · doi:10.1177/1049732319880551 · Cited by 12 · see citing works
Thorbjörnsdottir, K. E., Karlsen, I. E., Dahl, B., & Røseth, I. (2020) · International Journal of Qualitative Studies on Health and Well-Being · doi:10.1080/17482631.2020.1845286 · Cited by 12 · see citing works
Ryan, L., Coyne, R., Heary, C., Birney, S., Crotty, M., Dunne, R., Conlan, O., & Walsh, J. C. (2022) · International Journal of Qualitative Methods · doi:10.1177/16094069221102710 · Cited by 10 · see citing works
Self-citationExamining experiences of weight-related oppression in a bariatric sample: A qualitative exploration.
Davis, H. A., & Bowman, S. L. (2015) · Translational Issues in Psychological Science · doi:10.1037/tps0000036 · Cited by 8 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Parker G. Shamed in to health? Fat women's views on obesity manage- ment strategies in maternity care. Women's Stud J. 2017;31(1):22-33.
- Bąk-Sosnowska M, Moszak M, Doroszewska A, Wyleżoł M, Ostrowska L, Bogda nski P. Patient-centered care and "people-first language" as tools to prevent stigmatization of patients with obesity. Pol Arch Intern Med. 2022;132(10):16351.
Cited by
Sorted by citations
Ahmed, S. K., & Mohammed, R. A. (2025) · Metabolism Open · doi:10.1016/j.metop.2025.100375 · Cited by 432 · see citing works
Gasoyan, H., Pfoh, E. R., Schulte, R., Sullivan, E., Le, P., & Rothberg, M. B. (2024) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.15473 · Cited by 41 · see citing works
Radwan, R. M., Lee, Y. A., Kotecha, P., Wright, D. R., Hernandez, I., Ramon, R., Donahoo, W. T., Chen, Y., Allen, J. M., Bian, J., et al. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16318 · Cited by 24 · see citing works
“17 18 – 20 More research is needed to understand intrinsic (e.g., perceptions of clinicians or patients) and extrinsic factors (e.g., structural or external barriers) that contribute to racial and ethnic disparities in the treatment of obesity. including Florida.”
- Authors
- Ryan, L., Coyne, R., Heary, C., Birney, S., Crotty, M., Dunne, R., Conlan, O., & Walsh, J. C.
- Affiliations
- Ollscoil na Gaillimhe – University of Galway (IE)
- Irish Coalition for People Living with Obesity (ICPO) Dublin Ireland
- Best Weight Clinic Dublin Ireland
- Trinity College Dublin (IE)
- Corresponding author
- Ryan, Leona
- ORCID
- Venue
- Obesity Reviews
- Publisher
- Wiley
- Published
- 2023-08-02
- Volume
- 24
- Issue
- 10
- Pages
- e13606-e13606
- ISSN
- 1467-7881 (ISSN-L)
- 1467-789X
- OpenAlex
- W4385514521
- Cited by
- 149
- References
- 72
- Citations by year
- 2026: 38 · 2025: 68 · 2024: 39 · 2023: 4
- FWCI
- 7.46
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Obesity Reviews (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- Irish Research eLibrary
- Science Foundation Ireland (18/CRT/6224)
- Topics
- Health Sciences › Health Professions › Pharmacy › Obesity and Health Practices
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Social Sciences › Psychology › Clinical Psychology › Eating Disorders and Behaviors
- Keywords
- weight stigma, obesity, healthcare settings, patient-provider communication, verbal and nonverbal communication, quality of care, systemic barriers, health care access, health equity, patient experience, stigma reduction
- MeSH terms
- Weight Prejudice, Attitude of Health Personnel, Humans, Obesity, Qualitative Research, Social Stigma
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