Diagnostic Performance and Resource Utilization of Combining Blood Gene Expression, Cell-Free DNA, and Urine Chemokines for Monitoring Kidney Rejection.
Akhil Singla, Sook Park, Havisha Pedamallu, Kenny Chen, Blade Robelly, Christabel Rebello, Connor Lantz, Lihui Zhao, Ronnie LaCombe, Rohita Sinha, Genevieve Hanna, Steve Kleiboeker, Sanjay Mehrotra, John Friedewald
{"title":"Diagnostic Performance and Resource Utilization of Combining Blood Gene Expression, Cell-Free DNA, and Urine Chemokines for Monitoring Kidney Rejection.","authors":"Akhil Singla, Sook Park, Havisha Pedamallu, Kenny Chen, Blade Robelly, Christabel Rebello, Connor Lantz, Lihui Zhao, Ronnie LaCombe, Rohita Sinha, Genevieve Hanna, Steve Kleiboeker, Sanjay Mehrotra, John Friedewald","doi":"10.2215/CJN.0000001075","DOIUrl":null,"url":null,"abstract":"<p><strong>Key points: </strong>Two-stage urine chemokine screening improved discrimination and positive predictive value versus blood-only testing while preserving high negative predictive value. In validation, urine chemokine C-X-C motif ligand 9/creatinine screening referred only 79% of samples for donor-derived cell-free DNA testing, reducing blood test use. Standalone blood biomarkers were more consistent for antibody-mediated rejection than cellular rejection; urine chemokine screening improved diagnostic yield.</p><p><strong>Background: </strong>After kidney transplantation, subclinical acute rejection occurs in 20%-25% of clinically stable recipients; surveillance biopsies are invasive and often indicate no rejection. Moreover, the widespread use of noninvasive biomarkers is limited by cost.</p><p><strong>Methods: </strong>We developed and sought to validate two-stage diagnostic models integrating urine chemokine assays (chemokine C-X-C motif ligand 9 [CXCL9] and C-X-C motif ligand 10) with confirmatory blood-based gene expression profiling (GEP) and donor-derived cell-free DNA (dd-cfDNA). Data from two studies, 476 biopsy-paired samples from 226 recipients (discovery) and 144 samples from 134 recipients (validation), were analyzed retrospectively. Rapid, low-cost urine chemokine assays were used for stage 1 screening; recipients with elevated urine chemokines underwent additional stage 2 testing with GEP and/or dd-cfDNA.</p><p><strong>Results: </strong>In the validation cohort, dd-cfDNA outperformed GEP for overall rejection and antibody-mediated rejection, whereas neither test validated significant discrimination for cellular rejection. CXCL9-based two-stage testing improved the area under the receiver operating characteristic curve and positive predictive value versus standalone stage-2 testing, while maintaining similar negative predictive value and reducing stage 2 test use. At a probability screening threshold of 0.10, the CXCL9/creatinine-based logistic regression, adjusted for BK virus, urinary tract infection, sex, age, time post-transplant, and donor type, followed by dd-cfDNA validated a higher positive predictive value (0.39 versus 0.34), lower sensitivity (0.56 versus 0.62), and similar negative predictive value around 0.94, compared with dd-cfDNA alone, while recommending dd-cfDNA testing in only 0.79 (95% confidence interval, 0.72 to 0.85) of validation cases. Combined GEP and dd-cfDNA testing validated higher area under the receiver operating characteristic curves than dd-cfDNA as a second-stage test for overall (0.85 [0.79 to 0.94] versus 0.82 [0.74 to 0.92]), antibody-mediated (0.96 [0.93 to 1.00] versus 0.90 [0.79 to 1.00]), and cellular rejections (0.69 [0.61 to 0.89] versus 0.63 [0.53 to 0.81]).</p><p><strong>Conclusions: </strong>This staged approach reduces unnecessary biopsies and guides the efficient use of costly blood-based biomarkers while maintaining good clinical performance, particularly for subclinical antibody-mediated rejections.</p><p><strong>Clinical trial registry name and registration number: </strong>ClinicalTrials.gov, NCT01289717 .</p>","PeriodicalId":520592,"journal":{"name":"Clinical journal of the American Society of Nephrology : CJASN","volume":" ","pages":"1414-1428"},"PeriodicalIF":0.0000,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13493021/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical journal of the American Society of Nephrology : CJASN","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2215/CJN.0000001075","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/5/21 0:00:00","PubModel":"Epub","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Key points: Two-stage urine chemokine screening improved discrimination and positive predictive value versus blood-only testing while preserving high negative predictive value. In validation, urine chemokine C-X-C motif ligand 9/creatinine screening referred only 79% of samples for donor-derived cell-free DNA testing, reducing blood test use. Standalone blood biomarkers were more consistent for antibody-mediated rejection than cellular rejection; urine chemokine screening improved diagnostic yield.
Background: After kidney transplantation, subclinical acute rejection occurs in 20%-25% of clinically stable recipients; surveillance biopsies are invasive and often indicate no rejection. Moreover, the widespread use of noninvasive biomarkers is limited by cost.
Methods: We developed and sought to validate two-stage diagnostic models integrating urine chemokine assays (chemokine C-X-C motif ligand 9 [CXCL9] and C-X-C motif ligand 10) with confirmatory blood-based gene expression profiling (GEP) and donor-derived cell-free DNA (dd-cfDNA). Data from two studies, 476 biopsy-paired samples from 226 recipients (discovery) and 144 samples from 134 recipients (validation), were analyzed retrospectively. Rapid, low-cost urine chemokine assays were used for stage 1 screening; recipients with elevated urine chemokines underwent additional stage 2 testing with GEP and/or dd-cfDNA.
Results: In the validation cohort, dd-cfDNA outperformed GEP for overall rejection and antibody-mediated rejection, whereas neither test validated significant discrimination for cellular rejection. CXCL9-based two-stage testing improved the area under the receiver operating characteristic curve and positive predictive value versus standalone stage-2 testing, while maintaining similar negative predictive value and reducing stage 2 test use. At a probability screening threshold of 0.10, the CXCL9/creatinine-based logistic regression, adjusted for BK virus, urinary tract infection, sex, age, time post-transplant, and donor type, followed by dd-cfDNA validated a higher positive predictive value (0.39 versus 0.34), lower sensitivity (0.56 versus 0.62), and similar negative predictive value around 0.94, compared with dd-cfDNA alone, while recommending dd-cfDNA testing in only 0.79 (95% confidence interval, 0.72 to 0.85) of validation cases. Combined GEP and dd-cfDNA testing validated higher area under the receiver operating characteristic curves than dd-cfDNA as a second-stage test for overall (0.85 [0.79 to 0.94] versus 0.82 [0.74 to 0.92]), antibody-mediated (0.96 [0.93 to 1.00] versus 0.90 [0.79 to 1.00]), and cellular rejections (0.69 [0.61 to 0.89] versus 0.63 [0.53 to 0.81]).
Conclusions: This staged approach reduces unnecessary biopsies and guides the efficient use of costly blood-based biomarkers while maintaining good clinical performance, particularly for subclinical antibody-mediated rejections.
Clinical trial registry name and registration number: ClinicalTrials.gov, NCT01289717 .
背景:肾移植后,20-25%的临床稳定受者发生亚临床急性排斥反应(AR);监测活检是侵入性的,通常没有排斥反应。此外,非侵入性生物标志物的广泛使用受到成本的限制。方法:我们开发并试图验证两阶段诊断模型,将尿液趋化因子测定(CXCL9和CXCL10)与血源性基因表达谱(GEP)和供体来源的无细胞DNA (dd-cfDNA)结合起来。回顾性分析了两项研究的数据:来自226个受体的476个活检配对样本(发现)和来自134个受体的144个样本(验证)。快速、低成本的尿液趋化因子检测用于1期筛查;尿趋化因子升高的接受者接受额外的2期GEP和/或dd-cfDNA检测。结果:在验证队列中,dd-cfDNA在整体排斥反应和抗体介导的排斥反应方面优于GEP,而两项测试都没有验证细胞排斥反应的显著区别。与独立的第二阶段测试相比,基于cxcl9的两阶段测试提高了受试者工作特征曲线下的面积(AUC)和阳性预测值(PPV),同时保持相似的阴性预测值(NPV)并减少了第二阶段测试的使用。在0.10的概率筛选阈值下,基于CXCL9/ cr的logistic回归(LR),调整了BK病毒、尿路感染、性别、年龄、移植后时间和供体类型,其次是dd-cfDNA,与单独使用dd-cfDNA相比,验证了更高的PPV (0.39 vs . 0.34),更低的敏感性(0.56 vs . 0.62),相似的NPV约为0.94,而推荐dd-cfDNA检测的验证病例仅为0.79(95%置信区间为0.72-0.85)。GEP和dd-cfDNA联合检测在总体(0.85[0.79-0.94]比0.82[0.74-0.92])、抗体介导(0.96[0.93-1.00]比0.90[0.79-1.00])和细胞排斥(0.69[0.61-0.89]比0.63[0.53-0.81])的第二阶段检测中证实auc高于dd-cfDNA。结论:这种分阶段的方法减少了不必要的活组织检查,并指导了昂贵的血液生物标志物的有效使用,同时保持了良好的临床表现,特别是对于亚临床抗体介导的排斥反应。