Symptom heterogeneity in students with mild to severe depression symptomatology and their differential symptom-specific changes during an internet-based, guided cognitive behavioural therapy intervention

Publication date

2025-09

Authors

Boschloo, LynnISNI 0000000423059929
Wijnands, Jasmijn
Garnefski, Nadia
Kraaij, Vivian
Hurks, Petra
Remmerswaal, Danielle
Wiers, Reinout W.
Struijs, Sascha
Salemink, ElskeISNI 0000000394329490

Editors

Advisors

Supervisors

Document Type

Article
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cc_by

Abstract

Background: Students often report depression and stress symptomatology but may differ in their symptoms and their symptom-specific changes during interventions. This study adopted a symptom-specific approach and examined 1) individual symptoms in students experiencing mild to severe depression symptomatology and 2) changes in individual symptoms during a guided, internet-based intervention. We zoomed in on how these (changes in) symptoms were related to each other and to (changes in) overall quality of life. Methods: This study included 1816 students with mild to severe baseline depression symptomatology, of which 412 activated their account for an eight-week, guided, internet-based Cognitive Behavioural Therapy intervention (Moodpep) and completed the post-treatment assessment. Depression symptomatology was assessed with the Patient Health Questionnaire, stress symptomatology with the Perceived Stress Scale and overall quality of life with a single item from the Mental Health Quality of Life questionnaire. Network estimations were conducted to examine the interrelations of (changes in) symptoms. Results: Mean scores of baseline symptoms differed substantially, and network estimations showed multiple positive connections across symptoms and negative connections of symptoms with overall quality of life. During the intervention, all symptoms reduced significantly, although with differential magnitude, and network estimations showed that changes in symptoms were differentially related to other changes in symptoms and changes in overall quality of life. Conclusions: Our findings highlight the importance of considering individual symptoms and their interrelations as a more complete and nuanced measure for 1) the heterogeneity of baseline symptomatology and 2) the heterogeneity of changes in symptomatology during an intervention.

Keywords

Depression symptoms, Internet-based CBT, Network estimation techniques, Perceived stress, Quality of life, University students, Health Informatics, SDG 3 - Good Health and Well-being

Citation

Boschloo, L, Wijnands, J, Garnefski, N, Kraaij, V, Hurks, P, Remmerswaal, D, Wiers, R W, Struijs, S & Salemink, E 2025, 'Symptom heterogeneity in students with mild to severe depression symptomatology and their differential symptom-specific changes during an internet-based, guided cognitive behavioural therapy intervention', Internet Interventions, vol. 41, 100834. https://doi.org/10.1016/j.invent.2025.100834