Evidence map›Paper›PMID 41758813›Full record

ArticlePloS one2026

Factors accelerating time to death among persons with Tuberculosis in Western India: Evidence from a community-based retrospective death audit.

Harsh Shah, Jay Patel, Somen Saha, Bhavesh Modi, Pankaj Nimavat

Abstract read
In one paragraph

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

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1 · What the graph read from it

What it found

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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.

2 · The registry

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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

5 authors.

Harsh ShahDepartment of Public Health Science, Indian Institute of Public Health Gandhinagar (IIPHG), Gandhinagar, India.ORCID https://orcid.org/0000-0003-3349-7562
Jay PatelDepartment of Public Health Science, Indian Institute of Public Health Gandhinagar (IIPHG), Gandhinagar, India.ORCID https://orcid.org/0000-0003-1486-0821
Somen SahaDepartment of Public Health Science, Indian Institute of Public Health Gandhinagar (IIPHG), Gandhinagar, India.
Bhavesh ModiScientist G & Director, National Institute of Occupational Health, Ahmedabad, India.
Pankaj NimavatDepartment of Public Health Science, Indian Institute of Public Health Gandhinagar (IIPHG), Gandhinagar, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionTuberculosis (TB) remains a leading cause of death globally. India aims to eliminate TB by 2025; however, persistently high mortality rates suggest critical failures in early intervention, particularly among vulnerable populations. This study examined the clinical, social, and system factors associated with accelerated mortality among notified persons with TB (PwTB) in Western India.

methodsA cross-sectional study was conducted in six districts of Gujarat, India, during 2023-2024 using Community-Based Verbal Autopsy (CBVA) among relatives of 149 deceased PwTB. Sociodemographic, clinical, and TB care cascade data were collected, and a retrospective time-to-event analysis was performed. A Cox proportional hazards model was used to assess the factors associated with a shorter time from diagnosis to death.

resultsMajority of deceased belonged to 26-50 years age group (40%), with a high male predominance (81.9%). Nearly half (48.3%) had comorbidities, and 65.8% had a history of addiction. A substantial median delay of approximately five weeks was observed between symptom onset and treatment initiation. Following a confirmed diagnosis, the majority of deaths (nearly 80%) occurred within the first 16 weeks. A comparable trend was noted after the start of treatment, with about 78% of fatalities occurring within 15 weeks. In the adjusted Cox regression model, key population status (HR = 1.5, p = 0.01), presence of comorbidities (HR = 2.0, p < 0.001), and drug-resistant tuberculosis (HR = 1.7, p = 0.003) were independently associated with a shorter time from diagnosis to death. DISCUSSION: The findings highlighted the convergence of clinical complexity, social vulnerability, and persistent system constraints that shorten survival, even after treatment initiation. Strengthening early case diagnosis, integrating comorbidity management, improving health system responsiveness, and implementing targeted strategies for vulnerable populations are critical. A systematic TB Death Surveillance and Response System (TBDSR), integrating facility-, community-based reviews, and digital reporting, would provide actionable insights to inform timely intervention and support progress towards TB elimination in India and other high-burden settings.

Indexed as

TuberculosisAdolescentAdultCross-Sectional StudiesFemaleHumansIndiaMaleMiddle AgedProportional Hazards ModelsRetrospective StudiesTime FactorsTreatment DelayYoung Adult

Identifiers

PMID41758813
PMCPMC12948073

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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.