Department of Surgery, Virginia Commonwealth University, Richmond, VA 23219-0645, USA.
Transplantation. 2011 Mar 27;91(6):657-65. doi: 10.1097/TP.0b013e3182094a5a.
Loss of kidney graft function due to interstitial fibrosis (IF) and tubular atrophy (TA) is the most common cause of kidney allograft loss.
One hundred one allograft tissues (26 samples with IF/TA, 17 normal allografts, and an independent biopsy group collected at 3 month [n=34] posttransplantation) underwent microarray analysis to identify early detection/diagnostic biomarkers of IF/TA. Profiling of 24 allograft biopsies collected at or after 9-month posttransplantation (range 9-18 months) was used for validation. Three-month posttransplantation biopsies were classified as IF/TA nonprogressors (group 1) or progressors (group 2) using graft function and histology at 9-month posttransplantation.
We identified 2223 differentially expressed probe sets between IF/TA and normal allograft biopsies using a Bonferroni correction. Genes up-regulated in IF/TA were primarily involved in pathways related to T-cell activation, natural killer cell-mediated cytotoxicity, and programmed cell death. A least absolute shrinkage and selection operator model was derived from the differentially expressed probe sets, resulting in a final model that included 10 probe sets and had 100% training set accuracy. The N-fold crossvalidated error was 2.4% (sensitivity 95.8% and specificity 100%). When 3-month biopsies were tested using the model, all the samples were classified as normal. However, evaluating gene expression of the 3-month biopsies and fitting a new penalized model, 100% sensitivity was observed in classifying the samples as group1 or 2. This model was evaluated in the sample set collected at or after 9-month posttransplantation.
An IF/TA gene expression signature was identified, and it was useful for diagnosis but not prediction. However, gene expression profiles at 3 months might predict IF/TA progression.
由于间质纤维化 (IF) 和肾小管萎缩 (TA) 导致的移植物功能丧失是肾移植失败的最常见原因。
101 例移植组织(26 例 IF/TA 样本、17 例正常移植组织,以及 3 个月 [n=34] 移植后独立活检组)进行微阵列分析,以鉴定 IF/TA 的早期检测/诊断生物标志物。对 24 例移植后 9 个月或以上(9-18 个月)采集的移植组织进行分析以验证。采用 9 个月时的移植物功能和组织学将 3 个月时的活检分为 IF/TA 无进展组(第 1 组)或进展组(第 2 组)。
我们使用 Bonferroni 校正发现 IF/TA 与正常移植组织活检之间有 2223 个差异表达的探针。IF/TA 中上调的基因主要参与 T 细胞激活、自然杀伤细胞介导的细胞毒性和程序性细胞死亡途径。从差异表达探针中得出了最小绝对收缩和选择算子模型,最终模型包括 10 个探针,训练集准确率为 100%。N 折交叉验证误差为 2.4%(灵敏度 95.8%,特异性 100%)。使用该模型检测 3 个月时的活检时,所有样本均被归类为正常。然而,评估 3 个月时的基因表达并拟合新的惩罚模型时,将样本分类为第 1 组或第 2 组的灵敏度为 100%。该模型在移植后 9 个月或以上采集的样本中进行了评估。
鉴定了 IF/TA 的基因表达特征,该特征有助于诊断但不预测。然而,3 个月时的基因表达谱可能预测 IF/TA 的进展。