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Multimorbidity patterns and early signals of diabetes in online communities

Jin, Ching, Zhu, Zhen (2025) Multimorbidity patterns and early signals of diabetes in online communities. JAMIA Open, 8 (3). Article Number ooaf049. E-ISSN 2574-2531. (doi:10.1093/jamiaopen/ooaf049) (KAR id:110132)

Abstract

Lay Summary: This study examines how online communities on Reddit can reveal connections between diabetes and other health conditions, as well as potential early signs of diabetes. We focused on 3 primary diabetes-related subreddits and their links to 88 other health conditions. By tracking user participation across different health-related communities, we mapped a multimorbidity network, highlighting common co-occurring conditions. The results show strong links between diabetes and mental health conditions, including depression, anxiety, and ADHD, reinforcing the known psychological burden of diabetes. Additionally, users frequently engaged in discussions about weight loss, reproductive health, and autoimmune diseases, such as fibromyalgia, multiple sclerosis, and chronic pain, highlighting potential multimorbidity concerns. We also investigated early signals of diabetes by analyzing the temporal patterns of individual users. We found that many people discussed mental health, obesity, or pregnancy conditions before participating in diabetes-related subreddits, particularly for type 2 diabetes. This suggests that digital behavioral data could help detect individuals at higher risk of developing diabetes, offering opportunities for earlier health interventions and support.

Item Type: Article
DOI/Identification number: 10.1093/jamiaopen/ooaf049
Uncontrolled keywords: early signals; data science; multimorbidity; online communities; network science; diabetes
Subjects: H Social Sciences
Institutional Unit: Schools > Kent Business School
Former Institutional Unit:
There are no former institutional units.
Funders: Wellcome Trust (https://ror.org/029chgv08)
British Academy (https://ror.org/0302b4677)
Leverhulme Trust (https://ror.org/012mzw131)
SWORD Depositor: JISC Publications Router
Depositing User: Zhen Zhu
Date Deposited: 02 Jun 2025 11:22 UTC
Last Modified: 22 Jul 2025 09:23 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/110132 (The current URI for this page, for reference purposes)

University of Kent Author Information

Zhu, Zhen.

Creator's ORCID: https://orcid.org/0000-0003-0258-1454
CReDIT Contributor Roles: Writing - original draft, Funding acquisition, Methodology, Conceptualisation, Resources, Investigation, Data curation, Software, Writing - review and editing, Formal analysis, Project administration
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