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通过全基因组基因表达谱分析在外周血中用于急性肾移植排斥反应的分子分类器。

Molecular classifiers for acute kidney transplant rejection in peripheral blood by whole genome gene expression profiling.

作者信息

Kurian S M, Williams A N, Gelbart T, Campbell D, Mondala T S, Head S R, Horvath S, Gaber L, Thompson R, Whisenant T, Lin W, Langfelder P, Robison E H, Schaffer R L, Fisher J S, Friedewald J, Flechner S M, Chan L K, Wiseman A C, Shidban H, Mendez R, Heilman R, Abecassis M M, Marsh C L, Salomon D R

机构信息

Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA; Transplant Genomics Collaborative Group (TGCG).

出版信息

Am J Transplant. 2014 May;14(5):1164-72. doi: 10.1111/ajt.12671. Epub 2014 Apr 11.

Abstract

There are no minimally invasive diagnostic metrics for acute kidney transplant rejection (AR), especially in the setting of the common confounding diagnosis, acute dysfunction with no rejection (ADNR). Thus, though kidney transplant biopsies remain the gold standard, they are invasive, have substantial risks, sampling error issues and significant costs and are not suitable for serial monitoring. Global gene expression profiles of 148 peripheral blood samples from transplant patients with excellent function and normal histology (TX; n = 46), AR (n = 63) and ADNR (n = 39), from two independent cohorts were analyzed with DNA microarrays. We applied a new normalization tool, frozen robust multi-array analysis, particularly suitable for clinical diagnostics, multiple prediction tools to discover, refine and validate robust molecular classifiers and we tested a novel one-by-one analysis strategy to model the real clinical application of this test. Multiple three-way classifier tools identified 200 highest value probesets with sensitivity, specificity, positive predictive value, negative predictive value and area under the curve for the validation cohort ranging from 82% to 100%, 76% to 95%, 76% to 95%, 79% to 100%, 84% to 100% and 0.817 to 0.968, respectively. We conclude that peripheral blood gene expression profiling can be used as a minimally invasive tool to accurately reveal TX, AR and ADNR in the setting of acute kidney transplant dysfunction.

摘要

目前尚无用于急性肾移植排斥反应(AR)的微创诊断指标,尤其是在常见的混淆诊断即无排斥反应的急性功能障碍(ADNR)情况下。因此,尽管肾移植活检仍是金标准,但它具有侵入性,存在重大风险、抽样误差问题以及高昂成本,且不适用于连续监测。我们使用DNA微阵列分析了来自两个独立队列的148份外周血样本的全基因组表达谱,这些样本来自功能良好且组织学正常的移植患者(TX;n = 46)、AR患者(n = 63)和ADNR患者(n = 39)。我们应用了一种新的标准化工具——冷冻稳健多阵列分析,该工具特别适用于临床诊断,还使用了多种预测工具来发现、完善和验证稳健的分子分类器,并测试了一种新颖的逐一分析策略来模拟该检测在实际临床应用中的情况。多种三元分类器工具识别出200个最高价值的探针集,验证队列的灵敏度、特异性、阳性预测值、阴性预测值和曲线下面积分别为82%至100%、76%至95%、76%至95%、79%至100%、84%至100%和0.817至0.968。我们得出结论,外周血基因表达谱分析可作为一种微创工具,在急性肾移植功能障碍的情况下准确揭示TX、AR和ADNR。

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