SynthesisSystematic reviews2022
Under detection of depression in primary care settings in low and middle-income countries: a systematic review and meta-analysis.
Synthesis in Systematic reviews, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
59 citing papers in PubMed, 4 syntheses or guidelines pooled it, 100 citations in OpenAlex.
- Effect of technology-supported mindfulness-based interventions for maternal depression: a systematic review and meta-analysis with implementation perspectives for resource-limited settings.BMC pregnancy and childbirth · 2025Pooled it
- Canadian Network for Mood and Anxiety Treatments (CANMAT) 2023 Update on Clinical Guidelines for Management of Major Depressive Disorder in Adults: Réseau canadien pour les traitements de l'humeur et de l'anxiété (CANMAT) 2023 : Mise à jour des lignes directrices cliniques pour la prise en charge du trouble dépressif majeur chez les adultes.Canadian journal of psychiatry. Revue canadienne de psychiatrie · 2024Guideline
- Prevalence of Perinatal Depression in Low- and Middle-Income Countries: A Systematic Review and Meta-analysis.JAMA psychiatry · 2023Pooled it
- Effectiveness of health literacy interventions on anxious and depressive symptomatology in primary health care: A systematic review and meta-analysis.Frontiers in public health · 2023Pooled it
- An App-Based WHO Mental Health Guide for Depression Detection: A Cluster Randomized Clinical Trial.JAMA network open · 2025Trial
- A generalizable computational framework for integrating heterogeneous biomarkers into interpretable scalar risk representations.BMC medical informatics and decision making · 2026Article
- Effectiveness of WHO mhGAP-IG in identification and management of depression by primary level non-specialist health workers - protocol of a cluster randomized controlled trial from India.BMC public health · 2026Article
- Behavioral intentions toward a mobile mental health screening and support tool suite for healthcare professionals in Ethiopia.BMC health services research · 2026Article
- Psychometric properties of the Patient Health Questionnaire (PHQ-9) in the Dominican Republic.BMC psychology · 2026Article
- Implementing systematic depression screening in primary care: lessons from the MDD Minds global quality improvement pilot.BMC primary care · 2026Article
- Depressive symptoms and cardiometabolic diseases in Chinese middle-aged and older adults: a longitudinal cross-lagged analysis.BMC public health · 2026Article
- Recognition of depression by nurses in primary healthcare in Zimbabwe: Cross-sectional study.Global mental health (Cambridge, England) · 2026Article
- Mapping Disease Burden of Major Depressive Disorder and Its Risk Factors in Low- and Middle-Income Countries.Psychotherapy and psychosomatics · 2026Article
- Article
- Depression and cancer outcomes in resource-limited settings: A cross-sectional analysis of treatment uptake and survival among metastatic breast cancer patients in Lagos, Nigeria.PLOS global public health · 2026Article
- From fragmentation to integration: can social prescribing bridge the gap between multimorbidity and mental health in an ageing population?BMJ public health · 2026Review
- Breaking down barriers: A qualitative study of demand- and supply-side barriers to depression care in Nepal.Global mental health (Cambridge, England) · 2026Article
- Validation of Shona Symptom Questionnaire (SSQ-14), Patient Health Questionnaire (PHQ-9) and Generalised Anxiety Disorder scale (GAD-7) in Unguja Island, Zanzibar.BMC psychology · 2025Article
- Prevalence of depression in a large regionally representative population sample in Côte d'Ivoire.BMC public health · 2025Article
- Optimizing treatment for depression in primary care using psychotherapy versus antidepressant medication in a low-resource setting: protocol for the OptimizeD randomized controlled trial.BMC psychiatry · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors at 5 institutions in 4 countries.
Funding
Abstract
backgroundDepression is one of the commonest mental disorders in primary care but is poorly identified. The objective of this review was to determine the level of detection of depression by primary care clinicians and its determinants in studies from low- to middle-income countries (LMICs).
methodsA systematic review and meta-analysis was conducted using PubMed, PsycINFO, MEDLINE, EMBASE, LILAC, and AJOL with no restriction of year of publication. Risk of bias within studies was evaluated with the Effective Public Health Practice Project (EPHPP). "Gold standard" diagnosis for the purposes of this review was based on the 9-item Patient Health Questionnaire (PHQ-9; cutoff scores of 5 and 10), other standard questionnaires and interview scales or expert diagnosis. Meta-analysis was conducted excluding studies on special populations. Analyses of pooled data were stratified by diagnostic approaches.
resultsA total of 3159 non-duplicate publications were screened. Nine publications, 2 multi-country studies, and 7 single-country studies, making 12 country-level reports, were included. Overall methodological quality of the studies was good. Depression detection was 0.0% in four of the twelve reports and < 12% in another five. PHQ-9 was the main tool used: the pooled detection in two reports that used PHQ-9 at a cutoff point of 5 (combined sample size = 1426) was 3.9% (95% CI = 2.3%, 5.5%); in four reports that used PHQ-9 cutoff score of 10 (combined sample size = 5481), the pooled detection was 7.0% (95% CI = 3.9%, 10.2%). Severity of depression and suicidality were significantly associated with detection.
conclusionsWhile the use of screening tools is an important limitation, the extremely low detection of depression by primary care clinicians poses a serious threat to scaling up mental healthcare in LMICs. Interventions to improve detection should be prioritized. SYSTEMATIC REVIEW REGISTRATION: PROSPERO CRD42016039704 .
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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.