Evidence map›Paper›PMID 42968041›Full record

ArticleBMC public health2026

Prevalence, patterns, and correlates of non-communicable disease multimorbidity among healthcare workers: a multicenter study from Bangladesh.

Md Azazul Haque, Ahamed Khairul Basher, Afsana Yeamin, Md Tauhidul Islam, Md Shahjahan Siraj, Fahmida Chowdhury, Md Zakiul Hassan

Abstract readMulticenter Study
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Md Azazul HaqueInternational Centre for Diarrhoeal Disease Research, Dhaka, 1212, Bangladesh.
Ahamed Khairul BasherInternational Centre for Diarrhoeal Disease Research, Dhaka, 1212, Bangladesh.
Afsana YeaminInternational Centre for Diarrhoeal Disease Research, Dhaka, 1212, Bangladesh.
Md Tauhidul IslamMurdoch Business School, Murdoch University, Perth, WA, Australia.
Md Shahjahan SirajInternational Centre for Diarrhoeal Disease Research, Dhaka, 1212, Bangladesh.
Fahmida ChowdhuryInternational Centre for Diarrhoeal Disease Research, Dhaka, 1212, Bangladesh.
Md Zakiul HassanInternational Centre for Diarrhoeal Disease Research, Dhaka, 1212, Bangladesh. zhassan@icddrb.org.

Funding

JG CDC HHS GR-01981
6 · The paper itself

Abstract

backgroundNon-communicable diseases (NCDs) are an increasing public health concern in low- and middle-income countries, including Bangladesh. Limited data exist on NCD prevalence and multimorbidity among HCWs in Bangladesh. This study aimed to assess the prevalence, patterns, and factors associated with multimorbidity among Bangladeshi HCWs.

methodsWe conducted a cross-sectional study (July 2021-March 2024) among HCWs in purposively selected 13 primary, 2 secondary, and 5 tertiary healthcare facilities across 4 administrative divisions in Bangladesh. HCWs were interviewed using a structured questionnaire covering socio-demographics, NCDs, and anthropometric measurements. Data were summarized using frequencies and percentages, and the factors associated with multimorbidity were assessed with two separate multivariable binary logistic regression models.

resultsWe enrolled 2,881 HCWs, of whom 63% were female. Almost half of the respondents were aged 30-44 years, and the median age was 36 years (IQR 30-46 years). The overall prevalence of having at least one NCD was 1,162 (40%), with multimorbidity in 708 (25%) of the respondents. The most prevalent NCDs among HCWs were hypertension at 612 (21%), followed by diabetes at 409 (14%), chronic lung disease at 323 (11%), dyslipidemia at 160 (6%), and heart disease at 111 (3%). However, multimorbidity was derived from both objectively measured and self-reported conditions, which should be considered in interpreting prevalence estimates. Factors associated with multimorbidity included age ≥ 45 years (AOR: 35.2, 95% CI: 22.3-55.7) compared to individuals without NCDs (Model 1) and (AOR: 5.5, 95% CI: 3.2-9.6) compared to individuals with a single NCD (Model 2). Other associated factors, compared with individuals without NCDs (Model 1), included female (AOR: 1.8, 95% CI: 1.3-2.4), central obesity (AOR: 2.8, 95% CI: 1.9-4.0), higher education (AOR: 1.9, 95% CI: 1.1-3.2), and employment at tertiary healthcare facilities (AOR: 1.9, 95% CI: 1.4-2.7).

conclusionOur study highlights a high burden of NCDs among HCWs in Bangladesh, with one in four HCWs experiencing multimorbidity. Older age (≥ 45 years), female, central obesity, higher education, and employment in tertiary healthcare facilities were associated with increased odds of multimorbidity. These findings underscore the need for targeted interventions, including workplace health programs, routine health screenings, and strategies to promote healthier lifestyles, to improve HCWs' health and ensure a resilient healthcare system.

Indexed as

Health PersonnelMultimorbidityNoncommunicable DiseasesAdultBangladeshCross-Sectional StudiesFemaleHumansMaleMiddle AgedPrevalenceRisk FactorsBangladeshHealthcare workerslifestyle diseaseLMICsMultimorbidity correlatesNon-communicable diseasesWHO STEPS

Identifiers

PMID42968041
PMCPMC13726014

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.