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用于预测死亡率的风险评分,包括撒哈拉以南非洲地区医院内 HIV 相关结核住院患者的尿液脂阿拉伯甘露聚糖检测:推导和外部验证队列研究。

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.

机构信息

TB Centre, London School of Hygiene & Tropical Medicine, London, United Kingdom.

Clinical Research Department, London School of Hygiene & Tropical Medicine, London, United Kingdom.

出版信息

PLoS Med. 2019 Apr 5;16(4):e1002776. doi: 10.1371/journal.pmed.1002776. eCollection 2019 Apr.

Abstract

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.

摘要

背景

在非洲的医院住院患者中,艾滋病毒相关结核病(HIV/TB)的患病率和死亡率仍然高得令人无法接受。目前,缺乏工具来识别那些早期死亡风险高的人,这些人可能受益于辅助干预措施。因此,我们旨在开发和验证一种简单的临床风险评分,以预测高负担、资源匮乏环境中的死亡率。

方法和发现

使用来自 STAMP TB 筛查试验(马拉维和南非)的 HIV 阳性成人实验室确诊结核病例队列,使用多变量预测模型,考虑入院时(包括尿液脂阿拉伯甘露聚糖 [LAM] 检测)认为与 2 个月死亡率相关的因素,来构建临床风险评分。通过内部评估和使用来自南非、赞比亚、津巴布韦、坦桑尼亚和肯尼亚的另外 2 项研究(LAM-RCT 和无国界医生组织 [MSF] 队列)的独立队列进行外部验证。推导队列纳入了 2015 年 10 月至 2017 年 9 月期间登记的 315 名患者。他们的中位年龄为 36 岁(IQR 30-43),45.4%为女性,入院时的中位 CD4 细胞计数为 76 个/μl(IQR 23-206),并且入院时已知自己 HIV 阳性的患者中有 80.2%(210/262)正在接受抗逆转录病毒治疗(ART)。2 个月的死亡率为 30%(94/315),死亡率与评分中包含的以下因素相关:年龄 55 岁或以上、男性、有 ART 治疗经验、严重贫血(血红蛋白 < 80 g/l)、无法独立行走和尿液检测呈阳性 TB LAM Ag 试验(Alere)。该评分在高危组中识别出 46.4%(95%CI 37.8%-55.2%)的患者具有 46.4%的死亡率风险,而在低危组中则为 12.5%(95%CI 5.7%-25.4%)(p<0.001)。高危患者的死亡率比值比(OR)为 6.1(95%CI 2.4-15.2),与低危患者相比(p<0.001)。在推导队列中,区分度(C 统计量 0.70,95%CI 0.63-0.76)和校准(Hosmer-Lemeshow 统计量,p=0.78)良好,在外部验证队列中也相似(完整病例 n=372,C 统计量 0.68 [95%CI 0.61-0.74])。验证队列纳入了 2013 年 1 月至 2015 年 8 月期间的 644 名患者。中位年龄为 36 岁,48.9%为女性,入院时的中位 CD4 计数为 61(IQR 21-145)。高危患者的死亡率比值比(OR)为 5.3(95%CI 2.2-9.5),与低危患者相比(完整病例 n=372,p<0.001)。该评分还预测了出院前后死亡风险更高的患者。简化评分(任何 3 个或更多预测因素)表现同样良好。评分的主要局限性是其不完美的准确性、需要进行尿液 LAM 检测、研究规模适中以及未测量所有潜在的死亡率预测因素(例如,结核病药物耐药性)。

结论

该风险评分能够识别出可能受益于强化临床护理、随访和/或辅助干预的患者,尽管还需要进行前瞻性验证研究。鉴于非洲医院 HIV/TB 发病率和死亡率的规模,更好的预后工具以及干预措施可能有助于实现降低结核病死亡率的全球目标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/eac1/6450614/1f4a9d353920/pmed.1002776.g001.jpg

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