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Published on: April 16, 2021
Host lipidome and tuberculosis treatment failure
Rupak Shivakoti1,2, John W Newman3,4,5, Luke Elizabeth Hanna6
1Dept of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA rs3895@cumc.columbia.edu.
Host lipid profiles at tuberculosis treatment initiation predict treatment failure. Specific cholesteryl esters, ceramides, and triglycerides identified may aid in risk stratification and monitoring for tuberculosis outcomes.
Area of Science:
- Lipidomics
- Tuberculosis Pathogenesis
- Biomarker Discovery
Background:
- Host lipids are integral to tuberculosis (TB) pathogenesis.
- The influence of host lipids at TB treatment initiation on treatment outcomes remains under-explored.
- Unbiased lipidomics can reveal associations between host lipids and TB treatment failure.
Purpose of the Study:
- To prospectively investigate the association between baseline host lipid profiles and the risk of TB treatment failure.
- To identify specific lipids that can serve as predictors of TB treatment outcomes.
- To explore the potential of lipid signatures for risk stratification and therapeutic monitoring in TB patients.
Main Methods:
- A case-control study (n=192) nested within a prospective cohort of adults with pulmonary TB.
- Plasma lipids were quantified using liquid chromatography-mass spectrometry.
- Machine learning algorithms identified lipids with high predictive value (Area Under the Curve - AUC) for TB treatment failure.
Main Results:
- Thirty-two lipids showed significant differences between patients who failed treatment and controls.
- Lower baseline levels of cholesteryl esters and oxylipins, and higher levels of ceramides and triglycerides were associated with treatment failure.
- A classifier model using two cholesteryl ester lipids achieved an AUC of 0.79 for predicting TB treatment failure.
Conclusions:
- Specific baseline host lipids are associated with TB treatment failure.
- A novel lipid signature demonstrates prognostic accuracy for predicting TB treatment failure.
- Identified lipids represent potential targets for risk stratification, adjunct therapies, and treatment monitoring in tuberculosis management.
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