Evidence map›Paper›PMID 42093935›Full record

ArticleJournal of clinical tuberculosis and other mycobacterial diseases2026

Development of a diagnostic nomogram for tuberculous pleural effusion.

Tuan Manh Ha, Thu Cam Huynh, Tung Viet Le, Anh Tuan Nguyen, Cong Hai Nguyen

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Article in Journal of clinical tuberculosis and other mycobacterial diseases, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. A diagnostic nomogram for tuberculous pleural effusion: Methodological considerations.Journal of clinical tuberculosis and other mycobacterial diseases · 2026
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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Tuan Manh HaUniversity of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Viet Nam.
Thu Cam HuynhMilitary Hospital 175, Ho Chi Minh City, Viet Nam.
Tung Viet LeUniversity Medical Center Ho Chi Minh City, Ho Chi Minh City, Viet Nam.
Anh Tuan NguyenUniversity Medical Center Ho Chi Minh City, Ho Chi Minh City, Viet Nam.
Cong Hai NguyenMilitary Hospital 175, Ho Chi Minh City, Viet Nam.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Tuberculous pleural effusion (TPE) is a common form of extrapulmonary tuberculosis and remains difficult to diagnose, particularly when distinguishing it from malignant and parapneumonic pleural effusions. Although pleural fluid adenosine deaminase (ADA) is widely used, its diagnostic accuracy varies across clinical settings and may be affected by other exudative pleural diseases. This study aimed to develop and validate a diagnostic nomogram based on readily available biomarkers to improve the accuracy of TPE diagnosis. Methods: We performed a case-control study in patients with exudative pleural effusion. Clinical characteristics and serum and pleural fluid biomarkers were analyzed. Independent predictors identified by logistic regression were incorporated into a diagnostic nomogram. Model performance was assessed using receiver operating characteristic (ROC) curve analysis, calibration plots, and decision curve analysis (DCA). Results: Seventy-nine patients were included, comprising 39 with confirmed TPE and 40 with non-TPE effusions (33 malignant and 7 parapneumonic). Pleural fluid ADA ≥ 40 U/L, serum ADA ≥ 29.2 U/L, and pleural fluid protein ≥ 46.5 g/L were independent predictors of TPE. The nomogram achieved an area under the ROC curve of 0.98 (95% CI: 0.95-1.00), with 97% sensitivity, 91% specificity, and 94% overall accuracy. Calibration showed excellent agreement between predicted and observed probabilities, and DCA demonstrated superior net clinical benefit over treat-all or treat-none strategies. Conclusions: This nomogram, based on routine laboratory biomarkers, provides a highly accurate and cost-effective tool for diagnosing TPE, particularly in resource-limited, high-burden settings. External validation in larger and more diverse populations is still required.

Indexed as

Adenosine deaminaseNomogramPleural effusionTuberculosis

Identifiers

PMID42093935
PMCPMC13139975

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