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抗逆转录病毒治疗开始前用于筛查HIV感染者中结核病的血液RNA生物标志物:一项诊断准确性研究。

Blood RNA biomarkers for tuberculosis screening in people living with HIV prior to anti-retroviral therapy initiation: A diagnostic accuracy study.

作者信息

Mann Tiffeney, Gupta Rishi K, Reeve Byron Wp, Ndlangalavu Gcobisa, Chandran Aneesh, Krishna Amirtha P, Calderwood Claire J, Tshivhula Happy, Palmer Zaida, Naidoo Selisha, Mbu Desiree L, Theron Grant, Noursadeghi Mahdad

机构信息

Division of Infection and Immunity, University College London, London, UK.

Institute of Health Informatics, University College London, London, UK.

出版信息

medRxiv. 2023 Jun 4:2023.06.01.23290783. doi: 10.1101/2023.06.01.23290783.

Abstract

BACKGROUND

Undiagnosed tuberculosis (TB) remains a major threat for people living with HIV (PLHIV). Multiple blood transcriptomic biomarkers have shown promise for TB diagnosis. We sought to evaluate their diagnostic accuracy and clinical utility for systematic pre-antiretroviral therapy (ART) TB screening.

METHODS

We enrolled consecutive adults referred to start ART at a community health centre in Cape Town, South Africa, irrespective of symptoms. Sputa were obtained (using induction if required) for two liquid cultures. Whole-blood RNA samples underwent transcriptional profiling using a custom Nanostring gene-panel. We measured the diagnostic accuracy of seven candidate RNA biomarkers for the reference standard of culture status, using area under the receiver-operating characteristic curve (AUROC) analysis, and sensitivity/specificity at pre-specified thresholds (two standard scores above the mean of healthy controls; Z2). Clinical utility was assessed using decision curve analysis. We compared performance to CRP (threshold ≥5mg/L), World Health Organisation (WHO) four-symptom screen (W4SS) and the WHO target product profile for TB triage tests.

RESULTS

A total of 707 PLHIV were included, with median CD4 count 306 cells/mm3. Of 676 with available sputum culture results, 89 (13%) had culture-confirmed TB. The seven RNA biomarkers were moderately to highly correlated (Spearman rank coefficients 0.42-0.93) and discriminated TB culture-positivity with similar AUROCs (0.73-0.80), but none statistically better than CRP (AUROC 0.78; 95% CI 0.72-0.83). Diagnostic accuracy was similar across CD4 count strata, but lower among W4SS-negative (AUROCs 0.56-0.65) compared to W4SS-positive participants (AUROCs 0.75-0.84). The RNA biomarker with highest AUROC point estimate was a 4-gene signature (Suliman4; AUROC 0.80; 95% CI 0.75-0.86), with sensitivity 0.83 (0.74-0.90) and specificity 0.59 (0.55-0.63) at Z2 threshold. In decision curve analysis, Suliman4 and CRP had similar clinical utility to guide confirmatory TB testing, but both had higher net benefit than W4SS. In exploratory analyses, an approach combining CRP (≥5mg/L) and Suliman4 (≥Z2) had sensitivity of 0.80 (0.70-0.87), specificity of 0.70 (0.66-0.74) and higher net benefit than either biomarker alone.

INTERPRETATION

RNA biomarkers showed better clinical utility to guide confirmatory TB testing for PLHIV prior to ART initiation than symptom-based screening, but their performance did not exceed that of CRP, and fell short of WHO recommended targets. Interferon-independent approaches may be required to improve accuracy of host-response biomarkers to support TB screening pre-ART initiation.

FUNDING

South African MRC, EDCTP2, NIH/NIAID, Wellcome Trust, NIHR, Royal College of Physicians London.

摘要

背景

未确诊的结核病(TB)仍然是艾滋病毒感染者(PLHIV)面临的重大威胁。多种血液转录组生物标志物已显示出用于结核病诊断的前景。我们试图评估它们在系统性抗逆转录病毒治疗(ART)前结核病筛查中的诊断准确性和临床效用。

方法

我们纳入了南非开普敦一家社区卫生中心连续转诊开始接受ART治疗的成年人,无论其症状如何。获取痰液(必要时采用诱导咳痰法)用于两种液体培养。使用定制的纳米串基因芯片对全血RNA样本进行转录谱分析。我们采用受试者工作特征曲线下面积(AUROC)分析,以培养结果作为参考标准,测量了七种候选RNA生物标志物的诊断准确性,并在预先设定的阈值(高于健康对照均值两个标准差分数;Z2)下测量了敏感性/特异性。使用决策曲线分析评估临床效用。我们将其性能与C反应蛋白(CRP,阈值≥5mg/L)、世界卫生组织(WHO)四项症状筛查(W4SS)以及WHO结核病分流检测的目标产品简介进行了比较。

结果

共纳入707名PLHIV,CD4细胞计数中位数为306个/mm³。在676名有可用痰液培养结果的患者中,89名(13%)培养确诊为结核病。七种RNA生物标志物具有中度至高度相关性(斯皮尔曼等级系数为0.42 - 0.93),且区分结核病培养阳性的AUROC相似(0.73 - 0.80),但均无统计学上优于CRP(AUROC 0.78;95%CI 0.72 - 0.83)。不同CD4细胞计数分层的诊断准确性相似,但与W4SS阳性参与者相比,W4SS阴性者的诊断准确性较低(AUROC为0.56 - 0.65)(W4SS阳性参与者的AUROC为0.75 - 0.84)。AUROC点估计最高的RNA生物标志物是一个4基因特征(Suliman4;AUROC 0.80;95%CI 0.75 - 0.86),在Z2阈值下敏感性为0.83(0.74 - 0.90),特异性为0.59(0.55 - 0.63)。在决策曲线分析中,Suliman4和CRP在指导结核病确诊检测方面具有相似的临床效用,但两者的净效益均高于W4SS。在探索性分析中,一种将CRP(≥5mg/L)和Suliman4(≥Z2)相结合的方法敏感性为0.80(0.70 - 0.87),特异性为0.70(0.66 - 0.74),且净效益高于单独使用任何一种生物标志物。

解读

RNA生物标志物在指导ART启动前PLHIV的结核病确诊检测方面显示出比基于症状的筛查更好的临床效用,但其性能未超过CRP,且未达到WHO推荐的目标。可能需要不依赖干扰素的方法来提高宿主反应生物标志物的准确性,以支持ART启动前的结核病筛查。

资助

南非医学研究理事会、欧洲和发展中国家临床试验伙伴关系2、美国国立卫生研究院/国家过敏和传染病研究所、惠康信托基金会、英国国家卫生研究院、伦敦皇家内科医师学院。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/95dd/10312886/191e998e569d/nihpp-2023.06.01.23290783v1-f0001.jpg

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