4.7 Article

mtTB: A Web-Based R/Shiny App for Pulmonary Tuberculosis Screening

出版社

FRONTIERS MEDIA SA
DOI: 10.3389/fcimb.2022.850279

关键词

TB; peripheral blood; mitochondria-derived small RNAs; ratio-based method; biomarkers

资金

  1. Key Research and Development Program of Guangxi Zhuang Autonomous Region [AB16380152]
  2. Key Research and Development Program of Liuzhou [2018BJ10509]
  3. '139' Incubation Program for high-level medical talents in Guangxi

向作者/读者索取更多资源

Pulmonary tuberculosis caused by Mycobacterium tuberculosis remains a global issue, and the diagnosis of active pulmonary tuberculosis is challenging. However, by studying mitochondria-derived small RNAs, we have identified reliable biomarkers that can provide a more accurate diagnosis of pulmonary tuberculosis. We have also developed a user interface that offers reliable biomarkers for blood-based screening and improves the accuracy of pulmonary tuberculosis diagnosis in real clinical practice.
Pulmonary tuberculosis caused by Mycobacterium tuberculosis remains a global issue. However, the diagnosis of active pulmonary tuberculosis (TB) remains a challenge in the clinic. Small non-coding RNAs are potential diagnostic biomarkers for pulmonary tuberculosis. However, the current normalization methods are not stable and usually fail to reliably detect differentially expressed sncRNAs. To identify reliable biomarkers for pulmonary tuberculosis screening, we utilized the ratio-based method on the newly discovered mitochondria-derived small RNAs in human peripheral blood mononuclear cells. The prediction model of seven mtRNA biomarkers noteworthily enables the discrimination between pulmonary tuberculosis patients and controls in discovery (AUC = 0.906, 23 patients) and independent validation cohort (AUC = 0.968, 20 patients). Moreover, we present mtTB (https://tuberculosis.shinyapps.io/mtTB/), a novel R Graphical User Interface (GUI) that provides reliable biomarkers for the feasibility of blood-based screening, and produce a more accurate tool for pulmonary tuberculosis diagnosis in real clinical practice.

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