Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam.
Cambridge Baker Systems Genomics Initiative, Baker Heart and Diabetes Institute, Melbourne, Australia.
Elife. 2024 Oct 30;13:RP92344. doi: 10.7554/eLife.92344.
Mortality and morbidity from tuberculous meningitis (TBM) are common, primarily due to inflammatory response to infection, yet the underlying mechanisms remain poorly understood. We aimed to uncover genes and pathways associated with TBM pathogenesis and mortality, and determine the best predictors of death, utilizing whole-blood RNA sequencing from 281 Vietnamese adults with TBM, 295 pulmonary tuberculosis (PTB), and 30 healthy controls. Through weighted gene co-expression network analysis, we identified hub genes and pathways linked to TBM severity and mortality, with a consensus analysis revealing distinct patterns between HIV-positive and HIV-negative individuals. We employed multivariate elastic-net Cox regression to select candidate predictors of death, then logistic regression and internal bootstrap validation to choose best predictors. Increased neutrophil activation and decreased T and B cell activation pathways were associated with TBM mortality. Among HIV-positive individuals, mortality associated with increased angiogenesis, while HIV-negative individuals exhibited elevated TNF signaling and impaired extracellular matrix organization. Four hub genes-, and -were strong TBM mortality predictors. These findings indicate that TBM induces a systemic inflammatory response similar to PTB, highlighting critical genes and pathways related to death, offering insights for potential therapeutic targets alongside a novel four-gene biomarker for predicting outcomes.
结核性脑膜炎(TBM)的病死率和发病率较高,主要是由于感染后的炎症反应,但发病机制仍不清楚。本研究旨在利用来自 281 例越南成人 TBM、295 例肺结核(PTB)和 30 例健康对照者的全血 RNA 测序,发现与 TBM 发病机制和死亡率相关的基因和途径,并确定死亡的最佳预测因子。通过加权基因共表达网络分析,我们确定了与 TBM 严重程度和死亡率相关的枢纽基因和途径,一致性分析显示 HIV 阳性和 HIV 阴性个体之间存在明显不同的模式。我们采用多元弹性网 Cox 回归选择死亡的候选预测因子,然后采用逻辑回归和内部自举验证选择最佳预测因子。中性粒细胞激活增加和 T 细胞和 B 细胞激活途径减少与 TBM 死亡率相关。在 HIV 阳性个体中,与血管生成增加相关的死亡率,而 HIV 阴性个体则表现出 TNF 信号转导增加和细胞外基质组织受损。四个枢纽基因、和是 TBM 死亡率的强预测因子。这些发现表明,TBM 诱导了一种类似于 PTB 的全身性炎症反应,突出了与死亡相关的关键基因和途径,为潜在的治疗靶点提供了见解,并提出了一种用于预测结局的新型四个基因生物标志物。