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Dataset Information

Association between toxin-antitoxin system mutations and global transmission of MDR-TB.


ABSTRACT:

Background

The emergence of Multidrug-Resistant Tuberculosis (MDR-TB) poses a significant threat to global tuberculosis control efforts. This study aimed to examine the influence of mutations in Toxin-Antitoxin system genes on the global transmission of MDR-TB caused by Mycobacterium tuberculosis (M. tuberculosis).

Methods

Whole-genome sequencing was conducted on 13,518 M. tuberculosis isolates. Genes of the Toxin-Antitoxin system were obtained from the National Center for Biotechnology Information (NCBI) Gene database. Techniques such as Random Forest, Gradient Boosting Decision Tree, and Generalized Linear Mixed Models were employed to identify mutation sites in Toxin-Antitoxin system-related genes that facilitated the transmission of MDR-TB.

Results

4,066 (30.08%)

SUBMITTER: Li Y 

PROVIDER: S-EPMC11539496 | biostudies-literature | 2024 Nov

REPOSITORIES: biostudies-literature