首页> 外文期刊>PLoS Medicine >Risk score for predicting mortality including urine lipoarabinomannan detection in hospital inpatients with HIV-associated tuberculosis in sub-Saharan Africa: Derivation and external validation cohort study
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Risk score for predicting mortality including urine lipoarabinomannan detection in hospital inpatients with HIV-associated tuberculosis in sub-Saharan Africa: Derivation and external validation cohort study

机译:撒哈拉以南非洲艾滋病毒相关结核病住院患者的预测死亡率(包括尿脂阿拉伯糖甘露聚糖检测)的风险评分:衍生和外部验证队列研究

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Background The prevalence of and mortality from HIV-associated tuberculosis (HIV/TB) in hospital inpatients in Africa remains unacceptably high. Currently, there is a lack of tools to identify those at high risk of early mortality who may benefit from adjunctive interventions. We therefore aimed to develop and validate a simple clinical risk score to predict mortality in high-burden, low-resource settings. Methods and findings A cohort of HIV-positive adults with laboratory-confirmed TB from the STAMP TB screening trial (Malawi and South Africa) was used to derive a clinical risk score using multivariable predictive modelling, considering factors at hospital admission (including urine lipoarabinomannan [LAM] detection) thought to be associated with 2-month mortality. Performance was evaluated internally and then externally validated using independent cohorts from 2 other studies (LAM-RCT and a Médecins Sans Frontières [MSF] cohort) from South Africa, Zambia, Zimbabwe, Tanzania, and Kenya. The derivation cohort included 315 patients enrolled from October 2015 and September 2017. Their median age was 36 years (IQR 30–43), 45.4% were female, median CD4 cell count at admission was 76 cells/μl (IQR 23–206), and 80.2% (210/262) of those who knew they were HIV-positive at hospital admission were taking antiretroviral therapy (ART). Two-month mortality was 30% (94/315), and mortality was associated with the following factors included in the score: age 55 years or older, male sex, being ART experienced, having severe anaemia (haemoglobin 80 g/l), being unable to walk unaided, and having a positive urinary Determine TB LAM Ag test (Alere). The score identified patients with a 46.4% (95% CI 37.8%–55.2%) mortality risk in the high-risk group compared to 12.5% (95% CI 5.7%–25.4%) in the low-risk group (p 0.001). The odds ratio (OR) for mortality was 6.1 (95% CI 2.4–15.2) in high-risk patients compared to low-risk patients (p 0.001). Discrimination (c-statistic 0.70, 95% CI 0.63–0.76) and calibration (Hosmer-Lemeshow statistic, p = 0.78) were good in the derivation cohort, and similar in the external validation cohort (complete cases n = 372, c-statistic 0.68 [95% CI 0.61–0.74]). The validation cohort included 644 patients between January 2013 and August 2015. Median age was 36 years, 48.9% were female, and median CD4 count at admission was 61 (IQR 21–145). OR for mortality was 5.3 (95% CI 2.2–9.5) for high compared to low-risk patients (complete cases n = 372, p 0.001). The score also predicted patients at higher risk of death both pre- and post-discharge. A simplified score (any 3 or more of the predictors) performed equally well. The main limitations of the scores were their imperfect accuracy, the need for access to urine LAM testing, modest study size, and not measuring all potential predictors of mortality (e.g., tuberculosis drug resistance). Conclusions This risk score is capable of identifying patients who could benefit from enhanced clinical care, follow-up, and/or adjunctive interventions, although further prospective validation studies are necessary. Given the scale of HIV/TB morbidity and mortality in African hospitals, better prognostic tools along with interventions could contribute towards global targets to reduce tuberculosis mortality.
机译:背景技术在非洲,住院患者中与艾滋病毒相关的结核病(HIV / TB)的流行和死亡仍然令人难以接受。当前,缺乏工具来识别那些可能从辅助干预中受益的早期死亡高风险人群。因此,我们旨在开发和验证简单的临床风险评分,以预测高负荷,低资源环境下的死亡率。方法和调查结果根据STAMP结核病筛查试验(马拉维和南非)的一组HIV阳性成年人,经实验室确认的结核病(马拉维和南非),采用多变量预测模型得出临床风险评分,并考虑了入院时的因素(包括尿中的lipoarabinomannan [ LAM]检测)被认为与2个月的死亡率有关。对绩效进行了内部评估,然后使用来自南非,赞比亚,津巴布韦,坦桑尼亚和肯尼亚的其他2项研究(LAM-RCT和无国界医生[MSF]队列)进行了独立的队列研究。该派生队列包括2015年10月至2017年9月招募的315例患者。他们的中位年龄为36岁(IQR 30-43),女性为45.4%,入院时CD4细胞数的中位数为76细胞/μl(IQR 23-206),知道入院时HIV阳性的人中有80.2%(210/262)正在接受抗逆转录病毒疗法(ART)。两个月的死亡率为30%(94/315),并且死亡率与得分中所包含的以下因素相关:55岁或55岁以上,男性,经历过抗逆转录病毒治疗,严重贫血(血红蛋白<80 g / l) ,无法独立行走且尿液测定TB LAM Ag测试阳性(Alere)。该分数确定了高危组中有46.4%(95%CI 37.8%–55.2%)死亡风险的患者,而低危组中有12.5%(95%CI 5.7%–25.4%)的患者具有死亡风险(p 0.001) 。与低风险患者相比,高风险患者的死亡率比值比(OR)为6.1(95%CI 2.4-15.2)(p 0.001)。在派生队列中,区分(c统计量为0.70,95%CI为0.63–0.76)和校准(Hosmer-Lemeshow统计量,p = 0.78)良好,在外部验证队列中相似(完整案例n = 372,c统计量) 0.68 [95%CI 0.61-0.74]。验证队列包括2013年1月至2015年8月之间的644名患者。中位年龄为36岁,女性为48.9%,入院时CD4计数中位数为61(IQR 21–145)。与低风险患者相比,高危患者的OR为5.3(95%CI 2.2-9.5)(完整病例,n = 372,p 0.001)。该分数还预测出院前和出院后死亡风险较高。简化分数(任意3个或更多预测变量)的效果同样好。评分的主要局限性在于其准确性不佳,需要进行尿液LAM检测,研究规模适中,无法衡量所有可能的死亡率预测指标(例如结核病耐药性)。结论尽管需要进一步的前瞻性验证研究,但该风险评分能够确定可以从加强的临床护理,随访和/或辅助干预中受益的患者。考虑到非洲医院中艾滋病毒/结核病的发病率和死亡率的规模,更好的预后工具以及干预措施可以有助于降低结核病死亡率的全球目标。

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