ArticleBMC psychiatry2016
Detection of depression in low resource settings: validation of the Patient Health Questionnaire (PHQ-9) and cultural concepts of distress in Nepal.
Article in BMC psychiatry, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 4 registered trials, which are not on this map. Cited by 142 papers, 2 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Reducing Stigma Among Healthcare Providers to Improve Mental Health Services: RESHAPE-mh Protocol for a Feasibility and Acceptability Pilot Cluster Randomized Control Trial
Feasibility and Implementation of a Healthy Lifestyles Program: A Pilot Study
Evaluating a Primary-Care Group-based Mindfulness Program
Evaluating a Group-based Therapeutic Yoga Program for Burnout
Who cites it
142 citing papers in PubMed, 2 syntheses or guidelines pooled it, 246 citations in OpenAlex.
- Diagnostic accuracy of traditional and deep learning methods for detecting depression based on speech features: a systematic review and meta-analysis.BMC psychiatry · 2025Pooled it
- Promoting Recovery from Disasters, Pandemics, and Trauma: A Systematic Review of Brief Psychological Interventions to Reduce Distress in Adults, Children, and Adolescents.International journal of environmental research and public health · 2023Pooled it
- Combining HIV prevention Options with Mental health service delivery for Adolescent girls and young women (CHOMA): results of a pilot hybrid effectiveness-implementation randomized trial in South Africa.Journal of the International AIDS Society · 2025Trial
- An App-Based WHO Mental Health Guide for Depression Detection: A Cluster Randomized Clinical Trial.JAMA network open · 2025Trial
- Healthcare use and costs among individuals receiving mental health services for depression within primary care in Nepal.BMC health services research · 2022Trial
- Effectiveness of Group Problem Management Plus, a brief psychological intervention for adults affected by humanitarian disasters in Nepal: A cluster randomized controlled trial.PLoS medicine · 2021Trial
- Evaluation of Proactive Community Case Detection to Increase Help Seeking for Mental Health Care: A Pragmatic Randomized Controlled Trial.Psychiatric services (Washington, D.C.) · 2020Trial
- Feasibility of Group Problem Management Plus (PM+) to improve mental health and functioning of adults in earthquake-affected communities in Nepal.Epidemiology and psychiatric sciences · 2020Trial
- Cognitive testing of the PHQ-9 for depression screening among pregnant and postpartum women in Kenya.BMC psychiatry · 2020Trial
- Effectiveness of psychological treatments for depression and alcohol use disorder delivered by community-based counsellors: two pragmatic randomised controlled trials within primary healthcare in Nepal.The British journal of psychiatry : the journal of mental science · 2019Trial
- Evaluating a multicomponent social behaviour change communication strategy to reduce intimate partner violence among married couples: study protocol for a cluster randomized trial in Nepal.BMC public health · 2017Trial
- The moderating effects of social norms and attitudes on the relationship between intimate partner violence and depressive symptoms among women in two provinces of Nepal.Social psychiatry and psychiatric epidemiology · 2026Article
- Article
- Aging, Mental Health and Ethnic Disparities: Understanding Geriatric Mental Health in Western Nepal.Journal of geriatric psychiatry and neurology · 2026Article
- Unmet Needs in Mental Health: A Cross-Sectional Study on Contact Coverage Gaps and Access to Care for Depression and Anxiety Among Adults in Kailali, Nepal.Brain and behavior · 2026Article
- Article
- Cultural Adaptation of an Eating Disorders Measure for South Asian American Women.Asian American journal of psychology · 2026Article
- Transcultural translation and adaptation of EuroQol's EQ-5D-5L for Nepal: process description and recommendations for an interpretation guide.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026Article
- Article
- Unseen burden: depression and anxiety associated with intimate partner violence among Nepalese women.BMC women's health · 2026Article
82 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 4 countries.
Funding
Abstract
backgroundDespite recognition of the burden of disease due to mood disorders in low- and middle-income countries, there is a lack of consensus on best practices for detecting depression. Self-report screening tools, such as the Patient Health Questionnaire (PHQ-9), require modification for low literacy populations and to assure cultural and clinical validity. An alternative approach is to employ idioms of distress that are locally salient, but these are not synonymous with psychiatric categories. Therefore, our objectives were to evaluate the validity of the PHQ-9, assess the added value of using idioms of distress, and develop an algorithm for depression detection in primary care.
methodsWe conducted a transcultural translation of the PHQ-9 in Nepal using qualitative methods to achieve semantic, content, technical, and criterion equivalence. Researchers administered the Nepali PHQ-9 to randomly selected patients in a rural primary health care center. Trained psychosocial counselors administered a validated Nepali depression module of the Composite International Diagnostic Interview (CIDI) to validate the Nepali PHQ-9. Patients were also assessed for local idioms of distress including heart-mind problems (Nepali, manko samasya).
resultsAmong 125 primary care patients, 17 (14 %) were positive for a major depressive episode in the prior 2 weeks based on CIDI administration. With a Nepali PHQ-9 cutoff ≥ 10: sensitivity = 0.94, specificity = 0.80, positive predictive value (PPV) =0.42, negative predictive value (NPV) =0.99, positive likelihood ratio = 4.62, and negative likelihood ratio = 0.07. For heart-mind problems: sensitivity = 0.94, specificity = 0.27, PPV = 0.17, NPV = 0.97. With an algorithm comprising two screening questions (1. presence of heart-mind problems and 2. function impairment due to heart-mind problems) to determine who should receive the full PHQ-9, the number of patients requiring administration of the PHQ-9 could be reduced by 50 %, PHQ-9 false positives would be reduced by 18 %, and 88 % of patients with depression would be correctly identified.
conclusionCombining idioms of distress with a transculturally-translated depression screener increases efficiency and maintains accuracy for high levels of detection. The algorithm reduces the time needed for primary healthcare staff to verbally administer the tool for patients with limited literacy. The burden of false positives is comparable to rates in high-income countries and is a limitation for universal primary care screening.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.