Early differential diagnosis models of Talaromycosis and Tuberculosis in HIV-negative hosts using clinical data and machine learning.

Early differential diagnosis models of Talaromycosis and Tuberculosis in HIV-negative hosts using clinical data and machine learning.

Publication date: Jun 01, 2025

Talaromyces marneffei is an emerging pathogen, and the number of infections in HIV-negative individuals is increasing. In HIV-negative individuals, talaromycosis is usually misdiagnosed as another disease, especially tuberculosis (TB). We retrospectively extracted the clinical data of HIV-negative patients with Talaromyces marneffei infection from 2018 to 2023, analyzed the differences between TB patients and talaromycosis patients and attempted to establish differential diagnosis models utilizing clinical prediction models for these two diseases. Overall, 718 patients, including 137 patients with talaromycosis and 581 patients with pulmonary tuberculosis (PTB), were enrolled in this study. According to the multivariate analysis, age > 65 years, expectoration, and PLT count were independent predictors for TB. Fever, chest pain, gasping, rash, lymphadenectasis, osteolysis, Neu count, EOS count, and ALB were independent predictors for talaromycosis. Receiver operating characteristic (ROC) curve analysis of the training set showed that the area under the curve (AUC) (95 % CI) of the clinical differential model based on logistic regression analysis was 0. 918 (0. 884-0. 953). The model was verified in the validation set. ROC curve analysis of the validation set showed that the AUC (95 % CI) was 0. 900 (0. 841-0. 959). These new differential diagnosis models can calculate the probability of either talaromycosis or tuberculosis.

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Concepts Keywords
Learning Adult
Talaromycosis Aged
Tuberculosis Clinical prediction models
Diagnosis, Differential
Differential diagnosis
Early Diagnosis
Female
HIV Seronegativity
HIV-negative
Humans
Machine Learning
Male
Middle Aged
Mycoses
Pulmonary tuberculosis
Retrospective Studies
ROC Curve
Talaromyces
Talaromyces marneffei
Tuberculosis
Tuberculosis, Pulmonary

Semantics

Type Source Name
disease MESH Talaromycosis
disease MESH Tuberculosis
pathway KEGG Tuberculosis
disease IDO emerging pathogen
disease MESH infections
disease MESH pulmonary tuberculosis
disease MESH chest pain
disease MESH osteolysis
drug DRUGBANK Saquinavir
disease MESH Mycoses

Original Article

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