<b>Objectives</b><br/>In this study, we performed comparative genomic and transcriptomic analysis of clinical isolates of Mycobacterium tuberculosis collected from patients with drug-susceptible tuberculosis (DS-TB). The clinical isolates were categorized based on treatment duration: standard 6 months or >6 months. <br/><b>Methods</b><br/>Study participants were recruited from a 2016 to 2018 tuberculosis cohort, and clinical M. tuberculosis isolates were collected from the sputum of patients with tuberculosis. We analyzed the genome and transcriptome of the isolated M. tuberculosis. <br/><b>Results</b><br/>Genomic analysis revealed a specific non-synonymous single-nucleotide polymorphism in pe_pgrs9 and ppe34, exclusive to the group treated for >6 months. Transcriptomic analysis revealed increased expression of various virulence-associated protein family genes and decreased expression of ribosomal protein genes and ppe38 genes in the group treated for >6 months. <br/><b>Conclusion</b><br/>The identified genetic variation and gene expression patterns may influence treatment outcomes by modulating host immune responses, increasing virulence, and potentially contributing to persister cell formation in M. tuberculosis. This study provides insights into the genetic and transcriptomic factors associated with prolonged DS-TB treatment. However, our study identified molecular characteristics using a small sample size, and further detailed studies are warranted.