Data from: Whole blood transcriptional profiles and the pathogenesis of tuberculous meningitis
Mortality and morbidity from tuberculous meningitis (TBM) are common and closely linked to the inflammatory response triggered by Mycobacterium tuberculosis infection, though the mechanisms underlying this association are not well understood. To explore this, we aimed to identify gene modules, hubs,...
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Zusammenfassung: | Mortality and morbidity from tuberculous meningitis (TBM) are common and
closely linked to the inflammatory response triggered by Mycobacterium
tuberculosis infection, though the mechanisms underlying this association
are not well understood. To explore this, we aimed to identify gene
modules, hubs, and pathways associated with TBM pathogenesis and
mortality, and determine the best predictors of death. Using whole blood
RNA sequencing, we analyzed transcriptional profiles from 281 Vietnamese
adults with TBM (207 HIV-negative; 74 HIV-positive), 295 with pulmonary TB
(PTB), and 30 healthy controls. Through weighted gene co-expression
network and pathway analysis, we identified modules, hub genes and
pathways linked to TBM severity and mortality, with a consensus analysis
identifying consensual patterns between HIV-positive and HIV-negative
individuals. Using multivariate elastic-net Cox regression, we selected
candidate predictors of TBM mortality, then model prediction performance
using logistic regression and internal bootstrap validation to choose best
predictors. Increased neutrophil activation and decreased T and B cell
activation pathways were linked to TBM mortality. In HIV-positive adults,
death was associated with increased angiogenesis, while HIV-negative
individuals exhibited heightened TNF signaling and reduced extracellular
matrix organization. Four hub genes – MCEMP1, NELL2, ZNF354C, and CD4 –
emerged as strong predictors of death from TBM (AUC 0.80 in HIV-negative,
0.86 in HIV-positive). Our findings suggest TBM induces a systemic
inflammatory response similar to PTB, but with key gene modules, hubs and
pathways strongly associated with death, offering insights for potential
therapeutic targets and a novel 4-gene biomarker for predicting TBM
outcomes. |
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DOI: | 10.5061/dryad.s4mw6m9gf |