Phenotypes of Italian workers with disability: a cluster analysis on workers with multiple sclerosis
Abstract Background While job maintaining/reintegrating are clearly complex issues in multiple sclerosis (MS), where many aspects (physical, psychological, relational and personal resources) can play a key role, they offer scope for potential interventions. This study aimed to identify and describe phenotypes of workers with MS considering specific work-related domains such as work-related difficulties, anxiety and depressive symptoms, and coping strategies. Methods A cross-sectional online survey on MS workers was conducted in Italy. Hierarchical cluster analysis was performed by the Ward method followed by k-means cluster analysis. Results A total of 209 workers with MS were included in the analysis. We identified four phenotypes: phenotype 1 had low work difficulties, low depressive symptoms and mild anxiety, with a moderate tendency to use problem focus and positive attitude and a mild one to use social support as coping strategies (n = 82, 39.2%); phenotype 2 had low-to-mild work difficulties, mild anxiety and low depressive symptoms, with a high tendency to use positive attitude and religion, moderate problem focus and social support, and mild denial (n = 38, 18.7%); phenotype 3 had low-to-mild work difficulties, moderate anxiety and depressive symptoms, with a mild tendency to use problem focus, positive attitude, religion, social support, denial as coping strategies (n = 50, 23.9%); phenotype 4 had mild-to-moderate work difficulties, moderate anxiety and depressive symptoms, with a moderate tendency to use problem focus, positive attitude, and mild social support and denial as coping strategies (n = 39, 18.7%) Conclusions This explorative analysis aimed to find distinct workers with MS profiles in a working-age population based on work-related domains such as work-related difficulties, coping strategies, and psychological aspects. This could lead to a better tailoring of the vocational rehabilitation interventions for workers with MS. Key messages • This approach, in which different domains related to work are considered, could help to identify a taxonomy that recognizes distinct and predominant MS worker phenotypes. • Identification of subgroup MS workers, could result in better tailoring of the vocational rehabilitative interventions for people with MS.
Authors
- Tommaso Manacorda (ORCID: https://orcid.org/0000-0002-9163-4222)
- Giampaolo Brichetto (ORCID: https://orcid.org/0000-0003-2026-3572)
- Benedetta Persechino (ORCID: https://orcid.org/0000-0001-6004-8637)
- Michela Ponzio (ORCID: https://orcid.org/0000-0001-5245-0474)
- Matilde Inglese (ORCID: https://orcid.org/0000-0002-9610-0297)
- Paolo Durando (ORCID: https://orcid.org/0000-0001-5047-5176)
- Erica Grange (ORCID: https://orcid.org/0000-0001-5114-9276)
- Jessica Podda (ORCID: https://orcid.org/0000-0002-9327-9148)
- Federica Di Antonio
- Mario Alberto Battaglia
Institutions
- University of Siena (IT)
- Multiple Sclerosis Foundation (US)
- Multiple Sclerosis Society (GB)
- Associazione Italiana Sclerosi Multipla (IT)
- Ospedale Policlinico San Martino (IT)
- University of Genoa (IT)
Publication Details
- Journal
- European Journal of Public Health
- Published
- 2024-10-28
- DOI
- https://doi.org/10.1093/eurpub/ckae144.2290
- Primary Topic
- Retirement, Disability, and Employment
- Type
- article
- Field-Weighted Citation Impact
- 0.00