Characterisation of serious mental illness trajectories through transdiagnostic clinical features
- PMID: 40545571
- PMCID: PMC12331236
- DOI: 10.1192/bjp.2025.107
Characterisation of serious mental illness trajectories through transdiagnostic clinical features
Abstract
Background: Electronic health records (EHRs), increasingly available in low- and middle-income countries (LMICs), provide an opportunity to study transdiagnostic features of serious mental illness (SMI) and its trajectories.
Aims: Characterise transdiagnostic features and diagnostic trajectories of SMI using an EHR database in an LMIC institution.
Method: We conducted a retrospective cohort study using EHRs from 2005-2022 at Clínica San Juan de Dios Manizales, a specialised mental health facility in Colombia, including 22 447 patients with schizophrenia (SCZ), bipolar disorder (BPD) or severe/recurrent major depressive disorder (MDD). Using diagnostic codes and clinical notes, we analysed the frequency of suicidality and psychosis across diagnoses, patterns of diagnostic switching and the accumulation of comorbidities. Mixed-effect logistic regression was used to identify factors influencing diagnostic stability.
Results: High frequencies of suicidality and psychosis were observed across diagnoses of SCZ, BPD and MDD. Most patients (64%) received multiple diagnoses over time, including switches between primary SMI diagnoses (19%), diagnostic comorbidities (30%) or both (15%). Predictors of diagnostic switching included mentions of delusions (odds ratio = 1.47, 95% CI 1.34-1.61), prior diagnostic switching (odds ratio = 4.01, 95% CI 3.7-4.34) and time in treatment, independent of age (log of visit number; odds ratio = 0.57, 95% CI 0.54-0.61). Over 80% of patients reached diagnostic stability within 6 years of their first record.
Conclusions: Integrating structured and unstructured EHR data reveals transdiagnostic patterns in SMI and predictors of disease trajectories, highlighting the potential of EHR-based tools for research and precision psychiatry in LMICs.
Keywords: Electronic health records (EHRs); diagnostic trajectories; low-middle income countries (LMIC); natural language processing (NLP); transdiagnostic symptoms.
Conflict of interest statement
Similar articles
-
Leveraging Natural Language Processing for Psychiatric Phenotyping from Spanish Electronic Health Records: Enabling the Investigation of Transdiagnostic Symptom Profiles at Scale.Complex Psychiatry. 2025 Jun 7;11(1):99-112. doi: 10.1159/000546480. eCollection 2025 Jan-Dec. Complex Psychiatry. 2025. PMID: 40677833
-
The development of type 2 diabetes management in people with severe mental illness in the Capital Region of Denmark from 2001 to 2015.Acta Psychiatr Scand. 2024 Mar;149(3):219-233. doi: 10.1111/acps.13650. Epub 2024 Jan 6. Acta Psychiatr Scand. 2024. PMID: 38183340
-
Cannabis use, risk of cannabis use disorder, and anxiety and depression among bisexual patients: A comparative study of sex and sexual identity differences in a large health system.Drug Alcohol Depend. 2025 Sep 1;274:112762. doi: 10.1016/j.drugalcdep.2025.112762. Epub 2025 Jun 20. Drug Alcohol Depend. 2025. PMID: 40561790
-
How lived experiences of illness trajectories, burdens of treatment, and social inequalities shape service user and caregiver participation in health and social care: a theory-informed qualitative evidence synthesis.Health Soc Care Deliv Res. 2025 Jun;13(24):1-120. doi: 10.3310/HGTQ8159. Health Soc Care Deliv Res. 2025. PMID: 40548558
-
Signs and symptoms to determine if a patient presenting in primary care or hospital outpatient settings has COVID-19.Cochrane Database Syst Rev. 2022 May 20;5(5):CD013665. doi: 10.1002/14651858.CD013665.pub3. Cochrane Database Syst Rev. 2022. PMID: 35593186 Free PMC article.
Cited by
-
Leveraging Natural Language Processing for Psychiatric Phenotyping from Spanish Electronic Health Records: Enabling the Investigation of Transdiagnostic Symptom Profiles at Scale.Complex Psychiatry. 2025 Jun 7;11(1):99-112. doi: 10.1159/000546480. eCollection 2025 Jan-Dec. Complex Psychiatry. 2025. PMID: 40677833
References
-
- Forbes MK et al. Elemental psychopathology: distilling constituent symptoms and patterns of repetition in the diagnostic criteria of the DSM-5. Psychol. Med 54, 886–894 (2024). - PubMed
-
- Hyman SE The diagnosis of mental disorders: the problem of reification. Annu. Rev. Clin. Psychol 6, 155–179 (2010). - PubMed
-
- Regier DA et al. DSM-5 field trials in the United States and Canada, Part II: test-retest reliability of selected categorical diagnoses. Am. J. Psychiatry 170, 59–70 (2013). - PubMed
Grants and funding
LinkOut - more resources
Full Text Sources