Group intervention programs and their impact on well-being and quality-of-life for adults living with a rare or orphan disease – realist review of literature
Abstract
PURPOSE: Adults living with a rare or orphan diseases (ROD) experience common psychosocial difficulties that are often poorly addressed in usual care. This realist literature review aims to inform the development, evaluation and implementation of evidence based group therapy programs adapted to shared needs of patients living with various ROD. METHOD: The review is based on an analysis of Context-Mechanism-Outcome configurations. It included 21 primary studies published between 2010 and April 2022 and used a PRISMA process for study selection and inclusion. RESULTS: Our results show that group psychosocial interventions can help reduce perception of symptoms and psychological impacts of disease, improve social functioning and support and quality of life in patients. CONCLUSION: Group therapy programs seem promising for ROD-patients and should be considered within comprehensive treatment and support plans. However, more comprehensive studies of group therapies in context should aim to identify core active components of these interventions with ROD-patients. Implications for Rehabilitation:Rare or Orphan Diseases are varied, difficult to diagnose and have a major impact on all aspects of the patients' lives (physical, emotional, psychological, social, professional).Psychosocial support is a key but underdeveloped component to support the recovery trajectory for these patients.In this review of group interventions, we identified a few promising practices adaptable to patients living with Rare or Orphan Diseases (Acceptance and commitment therapy, cognitive behavioural therapies, psychoeducational programs).Patients who received psychosocial group interventions are likely to experience improvement in their quality of life.
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These combined approaches seem to increase adaptation, social functioning, and quality of life while reducing distress and symptoms in AP-ROD.
“All these approaches seem to increase adaptation, social functioning, and quality of life (QOL), while reducing distress and symptoms through the understanding and treatment of current problems.”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Programs combining multiple approaches, such as CBT, ACT, psychoeducation and physical activation, seem promising for AP-ROD.
“In a recent critical literature review, Bardon, Guillemette [18] found that programs combining multiple approaches, such as cognitive behavioural therapy (CBT), acceptance and commitment therapy (ACT), psychoeducation and physical activation, seem promising for AP-ROD.”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as Bardon, Guillemette [18]
Group therapy may meet several patients' needs, such as reducing social isolation and allowing patients to share their experience, while also improving access to adequate psychosocial support and care.
“Group therapy may meet several patients’ needs, such as reducing social isolation and allowing patients to share their experience, while also improving access to adequate psychosocial support and care [18].”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Few studies have addressed the psychosocial interventions needed to support patient populations with ROD.
“Few studies have addressed the psychosocial interventions needed to support patient populations with ROD, even if the need to develop and evaluate such support and studies have been repeatedly highlighted [18].”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
ACT has shown promising results in improving the well-being and individual empowerment of ROD-patients.
“Acceptance and commitment therapy (ACT) has shown promising results in improving the well-being and individual empowerment of ROD-patients [18].”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Group delivery and individual intervention can achieve similar results with AP-ROD.
“Bardon, Guillemette [18] indicate that group delivery and individual intervention can achieve similar results with AP-ROD.”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as Bardon, Guillemette [18]
Web-based programs may be particularly relevant to patients who live in remote areas or who are limited in their movements.
“For example, Web-based programs may be particularly relevant to patients who live in remote areas or who are limited in their movements [18].”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Connect-ROD is grounded in three complementary theoretical approaches: ACT, community psychology, and psychology of liberation.
“The program is grounded in three complementary theoretical approaches that were chosen because they showed promising results in group settings with patients dealing with chronic, severe, rare or orphan diseases [18]”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Programs usually involve patients with the same disease, but the recent review by Bardon, Guillemette did not identify any specific scientific or clinical argument to support either choice.
“However, programs usually involve patients with the same disease, but the recent review by Bardon, Guillemette [18] did not identify any specific scientific or clinical argument to support either choice.”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Online groups increase participation of geographically isolated or less mobile patients.
“Online groups increase participation of geographically isolated or less mobile patients [18].”
From Connect-ROD – development and qualitative evaluation of a community-based group intervention to support well-being in patients with a rare or orphan disease (2024) · cites this paper as [18]
Cites
Pawson, R. (2006) · doi:10.4135/9781849209120 · Cited by 1,791 · see citing works
RAMESES publication standards: realist syntheses
Wong, G., Greenhalgh, T., Westhorp, G., Buckingham, J., & Pawson, R. (2013) · BMC Medicine · doi:10.1186/1741-7015-11-21 · Cited by 1,374 · see citing works
(2020) · Collegium Antropologicum · doi:10.5671/ca · Cited by 1,329 · see citing works
The SAGE Handbook of Action Research
(2015) · doi:10.4135/9781473921290 · Cited by 848 · see citing works
Living with a rare disorder: a systematic review of the qualitative literature
von der Lippe, C., Diesen, P. S., & Feragen, K. B. (2017) · Molecular Genetics & Genomic Medicine · doi:10.1002/mgg3.315 · Cited by 378 · see citing works
McCracken, L. M., & Gutiérrez-Martínez, O. (2011) · Behaviour Research and Therapy · doi:10.1016/j.brat.2011.02.004 · Cited by 283 · see citing works
Health-related quality of life among adults with diverse rare disorders
Bogart, K. R., & Irvin, V. L. (2017) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-017-0730-1 · Cited by 171 · see citing works
Bosch, A. M., Burlina, A., Cunningham, A., Bettiol, E., Moreau-Stucker, F., Koledova, E. B., Benmedjahed, K., & Regnault, A. (2015) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-015-0294-x · Cited by 158 · see citing works
An Online Self-help CBT Intervention for Chronic Lower Back Pain
Carpenter, K. M., Stoner, S. A., Mundt, J. M., & Stoelb, B. (2012) · The Clinical Journal of Pain · doi:10.1097/ajp.0b013e31822363db · Cited by 157 · see citing works
Jasper, K., Weise, C., Conrad, I., Andersson, G., Hiller, W., & Kleinstäuber, M. (2014) · Psychotherapy and Psychosomatics · doi:10.1159/000360705 · Cited by 128 · see citing works
Social/economic costs and health-related quality of life in patients with rare diseases in Europe
López‐Bastida, J., Oliva, J., Linertová, R., & Serrano-Aguilar, P. G. (2016) · The European Journal of Health Economics · doi:10.1007/s10198-016-0780-7 · Cited by 122 · see citing works
Pierucci, P., Lenato, G. M., Suppressa, P., Lastella, P., Triggiani, V., Valerio, R., Comelli, M., Salvante, D., Stella, A., Resta, N., et al. (2012) · Orphanet Journal of Rare Diseases · doi:10.1186/1750-1172-7-33 · Cited by 116 · see citing works
Cognitive behaviour therapy for depression in primary care: systematic review and meta-analysis
Santoft, F., Axelsson, E., Öst, L.-G., Hedman-Lagerlöf, M., Fust, J., & Hedman-Lagerlöf, E. (2019) · Psychological Medicine · doi:10.1017/s0033291718004208 · Cited by 105 · see citing works
Mizara, A., Papadopoulos, L., & McBride, S. R. (2012) · British Journal of Dermatology · doi:10.1111/j.1365-2133.2011.10799.x · Cited by 96 · see citing works
Dwyer, A. A., Quinton, R., Morin, D., & Pitteloud, N. (2014) · Orphanet Journal of Rare Diseases · doi:10.1186/1750-1172-9-83 · Cited by 96 · see citing works
Life with a rare chronic disease: the scleroderma experience
Joachim, G., & Acorn, S. (2003) · Journal of Advanced Nursing · doi:10.1046/j.1365-2648.2003.02663.x · Cited by 93 · see citing works
McKenna, L., Marks, E. M., Hallsworth, C. A., & Schaette, R. (2017) · Psychotherapy and Psychosomatics · doi:10.1159/000478267 · Cited by 93 · see citing works
Living With and Treating Rare Diseases
Garrino, L., Picco, E., Finiguerra, I., Rossi, D., Simone, P., & Roccatello, D. (2015) · Qualitative Health Research · doi:10.1177/1049732315570116 · Cited by 90 · see citing works
Carpenter, D. M., Thorpe, C. T., Alexander, D. S., Sage, A. J., Lewis, M., Hogan, S. L., Geryk, L. L., & DeVellis, R. F. (2016) · Current Rheumatology Reviews · doi:10.2174/1573397112666160719163145 · Cited by 65 · see citing works
Bailey, P. K., Hamilton, A. J., Clissold, R. L., Inward, C. D., Caskey, F. J., Ben-Shlomo, Y., & Owen-Smith, A. (2018) · BMJ Open · doi:10.1136/bmjopen-2017-019926 · Cited by 64 · see citing works
Calvert, M., Pall, H., Hoppitt, T., Eaton, B., Savill, E., & Sackley, C. M. (2012) · Quality of Life Research · doi:10.1007/s11136-012-0269-5 · Cited by 63 · see citing works
Price, V. E., Klaassen, R. J., Bolton‐Maggs, P. H. B., Grainger, J. D., Curtis, C. G., Wakefield, C. D., Dufort, G., Riedlinger, A., Soltner, C., Blanchette, V. S., et al. (2009) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-7-92 · Cited by 59 · see citing works
Mori, Y., Downs, J., Wong, K., Anderson, B., Epstein, A., & Leonard, H. (2017) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-016-0563-3 · Cited by 58 · see citing works
Pozza, A., & Dèttore, D. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.09.056 · Cited by 58 · see citing works
Zernicke, K. A., Campbell, T. S., Speca, M., McCabe-Ruff, K., Flowers, S., Dirkse, D. A., & Carlson, L. E. (2013) · BMC Complementary and Alternative Medicine · doi:10.1186/1472-6882-13-34 · Cited by 55 · see citing works
Participation in society for people with a rare diagnosis
Jaeger, G., Röjvik, A., & Berglund, B. (2014) · Disability and health journal · doi:10.1016/j.dhjo.2014.07.004 · Cited by 55 · see citing works
Kreuzer, P. M., Goetz, M., Holl, M., Schecklmann, M., Landgrebe, M., Staudinger, S., & Langguth, B. (2012) · BMC Complementary and Alternative Medicine · doi:10.1186/1472-6882-12-235 · Cited by 51 · see citing works
Nunn, R. (2017) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-017-0591-7 · Cited by 48 · see citing works
Germeni, E., Vallini, I., Bianchetti, M. G., & Schulz, P. J. (2018) · European Journal of Pediatrics · doi:10.1007/s00431-017-3085-7 · Cited by 46 · see citing works
Chong, K., & Unruh, M. (2017) · Nephrology Dialysis Transplantation · doi:10.1093/ndt/gfw399 · Cited by 42 · see citing works
Caputo, A. (2014) · Psychology, Health & Medicine · doi:10.1080/13548506.2013.793372 · Cited by 41 · see citing works
The burden of amyloid light chain amyloidosis on health-related quality of life
Bayliss, M. S., McCausland, K. L., Guthrie, S. D., & White, M. K. (2017) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-016-0564-2 · Cited by 40 · see citing works
Schwartz, C. E., Michael, W., & Rapkin, B. D. (2017) · Quality of Life Research · doi:10.1007/s11136-017-1633-2 · Cited by 38 · see citing works
Mindfulness Based Tinnitus Stress Reduction Pilot Study: A Symptom Perception-Shift Program
Gans, J. J., O’Sullivan, P., & Bircheff, V. (2014) · Mindfulness · doi:10.1007/s12671-012-0184-4 · Cited by 36 · see citing works
Jelin, E., Granum, V., & Eide, H. (2012) · Pain Management Nursing · doi:10.1016/j.pmn.2011.08.008 · Cited by 35 · see citing works
EURORDIS Social Policy Advisory Group, Castro, R., Senecat, J., de Chalendar, M., Vajda, I., Dan, D., & Boncz, B. (2017) · Advances in experimental medicine and biology · doi:10.1007/978-3-319-67144-4_32 · Cited by 33 · see citing works
Davis, S. P., Bolin, L. P., Crane, P. B., & Crandell, J. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.538741 · Cited by 32 · see citing works
Adams, D., Clarke, S., Griffith, G., Howlin, P., Moss, J., Petty, J., Tunnicliffe, P., & Oliver, C. (2018) · American Journal on Intellectual and Developmental Disabilities · doi:10.1352/1944-7558-123.3.241 · Cited by 31 · see citing works
McGuire, K. B., Stojanovic-Radic, J., Strober, L., Chiaravalloti, N. D., & DeLuca, J. (2015) · International Journal of MS Care · doi:10.7224/1537-2073.2013-045 · Cited by 30 · see citing works
Markle, G. L., Attell, B. K., & Treiber, L. A. (2014) · Qualitative Health Research · doi:10.1177/1049732314559948 · Cited by 30 · see citing works
Shaw, W. S., Besen, E. T., Pransky, G., Boot, C. R. L., Nicholas, M. K., McLellan, R. K., & Tveito, T. H. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-515 · Cited by 29 · see citing works
Hanisch, M. R., Wiemann, S., Bohner, L. O. L., Kleinheinz, J., & Jung, S. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15081732 · Cited by 29 · see citing works
Clinical efficacy of cognitive behavioral therapy for chronic subjective tinnitus
Li, J., Jin, J., Xi, S., Zhu, Q., Chen, Y., Huang, M. H., & He, C. (2018) · American Journal of Otolaryngology · doi:10.1016/j.amjoto.2018.10.017 · Cited by 28 · see citing works
Computer Intervention Impact on Psychosocial Adaptation of Rural Women With Chronic Conditions
Weinert, C., Cudney, S. A., Comstock, B. A., & Bansal, A. (2011) · Nursing Research · doi:10.1097/nnr.0b013e3181ffbcf2 · Cited by 26 · see citing works
Poon, J. L., Doctor, J. N., & Nichol, M. B. (2014) · Journal of General Internal Medicine · doi:10.1007/s11606-014-2893-y · Cited by 24 · see citing works
Dinkel, A., Herschbach, P., Berg, P., Waadt, S., Duran, G., Engst-Hastreiter, U., Henrich, G., & Book, K. (2012) · Behavioral Medicine · doi:10.1080/08964289.2011.640364 · Cited by 24 · see citing works
Meeting the ongoing needs of survivors of rarer cancer
Griffiths, J., Willard, C., Burgess, A., Amir, Z., & Luker, K. (2007) · European Journal of Oncology Nursing · doi:10.1016/j.ejon.2007.09.004 · Cited by 24 · see citing works
Berens, S., Stroe‐Kunold, E., Kraus, F., Tesarz, J., Gauss, A., Niesler, B., Herzog, W., & Schaefert, R. (2017) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2017.12.002 · Cited by 23 · see citing works
Conrad, I., Kleinstäuber, M., Jasper, K., Hiller, W., Andersson, G., & Weise, C. (2015) · International Journal of Behavioral Medicine · doi:10.1007/s12529-014-9425-3 · Cited by 21 · see citing works
Evaluation of Pillars4life: a virtual coping skills program for cancer survivors
Smith, S. K., O'Donnell, J. D., Abernethy, A. P., MacDermott, K., Staley, T., & Samsa, G. P. (2015) · Psycho-Oncology · doi:10.1002/pon.3750 · Cited by 20 · see citing works
Casañas, R., Martín‐Royo, J., Martin, M., Raya‐Tena, A., Mendioroz, J., Valmaña, G. S., Masa-Font, R., Casajuana‐Closas, M., Linares, E. M. F., Cols-Sagarra, C., et al. (2019) · BMC Health Services Research · doi:10.1186/s12913-019-4198-7 · Cited by 20 · see citing works
Carter, S., Greenberg, J., Funes, C. J., Macklin, E. A., & Vranceanu, A. (2020) · Complementary Therapies in Medicine · doi:10.1016/j.ctim.2020.102581 · Cited by 19 · see citing works
Aho, A. C., Hultsjö, S., & Hjelm, K. (2015) · Disability and Rehabilitation · doi:10.3109/09638288.2014.998782 · Cited by 16 · see citing works
Poole, J. L., Bradford, J. D., & Siegel, P. (2019) · American Journal of Occupational Therapy · doi:10.5014/ajot.2019.030619 · Cited by 16 · see citing works
Jongen, P. J., ter Veen, G., Lemmens, W. A. J. G., Donders, R., van Noort, E., & Zeinstra, E. (2020) · Journal of Medical Internet Research · doi:10.2196/14297 · Cited by 16 · see citing works
Addressing selective reporting of experiments through predefined exclusion criteria
Neves, K., & Amaral, O. B. (2020) · eLife · doi:10.7554/elife.56626 · Cited by 15 · see citing works
Arends, R., Bode, C., Taal, E., & van de Laar, M. A. F. J. (2013) · BMC Musculoskeletal Disorders · doi:10.1186/1471-2474-14-239 · Cited by 14 · see citing works
Lantheaume, S., Montagne, M., & Shankland, R. (2020) · L Encéphale · doi:10.1016/j.encep.2019.07.005 · Cited by 13 · see citing works
Greenberg, J., Carter, S., Lester, E. G., Funes, C. J., Macklin, E. A., Plotkin, S. R., & Vranceanu, A. (2019) · Journal of Neuro-Oncology · doi:10.1007/s11060-019-03326-5 · Cited by 12 · see citing works
Alderson, S. L., Foy, R., & House, A. O. (2015) · British Journal of General Practice · doi:10.3399/bjgp15x685309 · Cited by 11 · see citing works
Psychosocial impact of mast cell disorders: Pilot investigation of a rare and understudied disease
Nicoloro‐SantaBarbara, J. M., Lobel, M., & Wolfe, D. J. (2016) · Journal of Health Psychology · doi:10.1177/1359105315626784 · Cited by 11 · see citing works
Ruesch, M., Helmes, A. W., & Bengel, J. (2015) · Trials · doi:10.1186/s13063-015-0801-3 · Cited by 10 · see citing works
Moschèn, R., Riedl, D., Kumnig, M., Bliem, H. R., & Rumpold, G. (2015) · Zeitschrift für psychosomatische Medizin und Psychotherapie · doi:10.13109/zptm.2015.61.3.238 · Cited by 10 · see citing works
Development of a Social Network for People Without a Diagnosis (RarePairs): Evaluation Study
Kühnle, L., Mücke, U., Lechner, W. M., Klawonn, F., & Grigull, L. (2020) · Journal of Medical Internet Research · doi:10.2196/21849 · Cited by 10 · see citing works
Reasons for Suggesting Group Psychotherapy to Patients
Rutan, J. S. (2021) · American Journal of Psychotherapy · doi:10.1176/appi.psychotherapy.20200032 · Cited by 9 · see citing works
L’errance diagnostique : le point de vue des malades
Cottet, C. (2018) · médecine/sciences · doi:10.1051/medsci/201834s123 · Cited by 1 · see citing works
Lockwood, C. S., Page, T., & Conroy, T. (2004) · JBI Library of Systematic Reviews · doi:10.11124/jbisrir-2004-372 · Cited by 1 · see citing works
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Rare diseases: a comprehensive literature review and future directions
Chaudhary, A., & Kumar, V. (2025) · Journal of Rare Diseases · doi:10.1007/s44162-025-00099-6 · Cited by 33 · see citing works
Li, M., Li, Q., Wei, J., Li, Y., Liu, F., Li, S., Zhang, N., Song, R., Li, Q., & Cao, J. (2024) · Patient Preference and Adherence · doi:10.2147/ppa.s484296 · Cited by 2 · see citing works
Bogart, K. R., Limon, M., Fischer, S., & Voss, M. E. (2025) · Journal of Health Psychology · doi:10.1177/13591053251353200 · Cited by 2 · see citing works
Bardon, C., Rioux, M.-É., Rivard, M., Viquez Porras, F.-M., & Zaky, J. (2024) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-024-03252-4 · Cited by 1 · see citing works
“…that were chosen because they showed promising results in group settings with patients dealing with chronic, severe, rare or orphan diseases [18], specifically: – Acceptance and commitment therapy (ACT) has shown promising results in improving the well-being and individual empowerment of…”
BackgroundMethodResultInfluentialSelf-citationSigurðardóttir, S., Johannessen, T. J., Stenberg, U., Systad, S., Duinker, I. L., Bogart, K. R., & Feragen, K. B. (2026) · Research Square · doi:10.21203/rs.3.rs-8975124/v1
Sinan, I., Johnston, M., & Marwaha, A. (2026) · Genetics in Medicine · doi:10.1016/j.gim.2026.102592
Williams, E., Horton, R., Mulholland, T., & Roper, L. (2026) · doi:10.2196/preprints.104493
Lapenda, I., Al‐Nabti, A., Campacci, N., de Oliveira, Z. N. P., Samorano, L. P., Gomes, L. L. A., Carneiro-Sampaio, M. M. S., & Patriota, R. (2026) · Pediatric Dermatology · doi:10.1111/pde.70368
- Authors
- Bardon, C., Guillemette, A., Rioux, M.-E., & Rivard, M.
- Affiliations
- Université du Québec à Montréal (CA)
- Psychologie, Université du Québec à Montréal, Montréal, Canada
- Corresponding author
- Bardon, Cécile
- Venue
- Disability and Rehabilitation
- Publisher
- Informa UK Limited
- Published
- 2022-08-18
- Volume
- 45
- Issue
- 16
- Pages
- 2567-2577
- ISSN
- 0963-8288 (ISSN-L)
- 1464-5165
- OpenAlex
- W4292407481
- Cited by
- 8
- References
- 67
- Citations by year
- 2026: 4 · 2025: 2 · 2024: 2
- FWCI
- 0.12
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Disability and Rehabilitation (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Fondation du grand défi Pierre Lavoie
- Topics
- Health Sciences › Medicine › Oncology › Cancer survivorship and care
- Health Sciences › Health Professions › Physical Therapy, Sports Therapy and Rehabilitation › Medical Practices and Rehabilitation
- Health Sciences › Health Professions › General Health Professions › Mental Health and Patient Involvement
- Keywords
- rare diseases, group therapy, psychosocial interventions, quality of life, well-being, social functioning, psychosocial support, acceptance and commitment therapy, cognitive behavioral therapy, psychoeducation, adults with chronic illness
- MeSH terms
- Adult, Behavior Therapy, Humans, Quality of Life, Cognitive Behavioral Therapy, Rare Diseases, Acceptance and Commitment Therapy
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