Factors associated with time to relapse in pulmonary tuberculosis patients using penalized Cox models.

Factors associated with time to relapse in pulmonary tuberculosis patients using penalized Cox models.

Publication date: Nov 11, 2024

Pulmonary tuberculosis (TB) is a contagious bacterial infection caused by Mycobacterium tuberculosis that primarily affects the lungs. Despite advances in treatment, TB remains a major public health challenge, particularly in developing countries. This retrospective cohort study aimed to identify factors that influence the time to relapse in patients with pulmonary tuberculosis. All smear-positive pulmonary tuberculosis patients (1548 patients) whose data were recorded in the tuberculosis registration system of Golestan University of Medical Sciences and Health Services from March 2014 to March 2019, and followed up until February 2021. To analyze the data, we applied LASSO, MCP, and SCAD penalized Cox models. Based on the AIC and BIC criteria, the MCP penalized model was better than the LASSO and SCAD penalized models. The variables of age at diagnosis (> 35 vs. 35, HR = 2. 77), marital status (married vs. single, HR = 8. 49), chronic renal failure (Yes vs. No, HR = 5. 36), and pre-treatment smear test results (+ 1 vs. 1-9Basil, HR = 0. 65 and + 2 vs. 1-9Basil, HR = 0. 96) influenced time to relapse according to the MCP penalized Cox regression model. Health care systems should focus on identification of factors that influence time to relapse and developing interventions to reduce relapse rates.

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Concepts Keywords
February Adult
Mycobacterium Female
Renal Humans
Tuberculosis Iran
LASSO
Male
Middle Aged
Minimum concave penalty
Penalized Cox models
Proportional Hazards Models
Pulmonary tuberculosis
Recurrence
Retrospective Studies
Risk Factors
Time Factors
Tuberculosis, Pulmonary
Young Adult

Semantics

Type Source Name
disease MESH relapse
disease MESH pulmonary tuberculosis
disease MESH bacterial infection
disease MESH tuberculosis
pathway KEGG Tuberculosis
drug DRUGBANK Tropicamide
disease MESH marital status
disease MESH chronic renal failure
pathway REACTOME Reproduction
disease MESH death
disease IDO infectious agent
disease MESH COVID 19
disease MESH AIDS
drug DRUGBANK Spinosad
disease MESH Noncommunicable Diseases
disease MESH HIV infection
pathway REACTOME HIV Infection
drug DRUGBANK Tretamine
disease MESH delayed treatment
disease IDO history
disease MESH drug addiction
drug DRUGBANK L-Arginine
disease MESH renal failure
disease MESH infection
disease IDO susceptibility
pathway REACTOME Immune System
disease IDO intervention
drug DRUGBANK Ethanol
disease IDO country
disease MESH treatment failure
drug DRUGBANK Serine
disease MESH chronic kidney disease

Original Article

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