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Network analysis of the depressive symptom profiles in Asian patients with depressive disorders: Findings from the Research on Asian Psychotropic Prescription Patterns for Antidepressants (REAP-AD)
- Source :
- Psychiatry and Clinical Neurosciences
- Publication Year :
- 2019
-
Abstract
- Aim We aimed to estimate the network structures of depressive symptoms using network analysis and evaluated the geographic regional differences in theses network structures among Asian patients with depressive disorders. Methods Using data from the Research on Asian Psychotropic Prescription Patterns for Antidepressants (REAP-AD), the network of the ICD-10 diagnostic criteria for depressive episode was estimated from 1174 Asian patients with depressive disorders. The node strength centrality of all ICD-10 diagnostic criteria for a depressive episode was estimated using a community-detection algorithm. In addition, networks of depressive symptoms were estimated separately among East Asian patients and South or Southeast Asian patients. Moreover, networks were estimated separately among Asian patients from high-income countries and those from middle-income countries. Results Persistent sadness, fatigue, and loss of interest were the most centrally situated within the network of depressive symptoms in Asian patients with depressive disorders overall. A community-detection algorithm estimated that when excluding psychomotor disturbance as an outlier, the other nine symptoms formed the largest clinically meaningful cluster. Geographic and economic variations in networks of depressive symptoms were evaluated. Conclusion Our findings demonstrated that the typical symptoms of the ICD-10 diagnostic criteria for depressive episode are the most centrally situated within the network of depressive symptoms. Furthermore, our findings suggested that cultural influences related to geographic and economic distributions of participants could influence the estimated depressive symptom network in Asian patients with depressive disorders.
- Subjects :
- Male
Network structure
node strength centrality
0302 clinical medicine
depressive symptoms
Japan
Medicine
Practice Patterns, Physicians'
network analysis
media_common
Psychomotor learning
Singapore
Depression
General Neuroscience
Regular Article
General Medicine
Middle Aged
Thailand
Antidepressive Agents
Sadness
Psychiatry and Mental health
Neurology
Hong Kong
Female
Adult
medicine.medical_specialty
China
media_common.quotation_subject
Taiwan
India
Southeast asian
Disease cluster
Drug Prescriptions
03 medical and health sciences
Republic of Korea
Humans
Medical prescription
Psychiatry
Depressive symptoms
Depressive Disorder
Models, Statistical
Asian
business.industry
Malaysia
030227 psychiatry
Indonesia
Neurology (clinical)
business
depressive disorders
030217 neurology & neurosurgery
Regional differences
Regular Articles
Subjects
Details
- ISSN :
- 14401819
- Volume :
- 74
- Issue :
- 6
- Database :
- OpenAIRE
- Journal :
- Psychiatry and clinical neurosciences
- Accession number :
- edsair.doi.dedup.....3a7bc5eab36c92fc7a80f9fb00d1a194