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肾结核尿液蛋白指纹图谱诊断模型的研究
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摘要
目的:检测肾结核患者尿液中蛋白质指纹图谱,筛选特异性蛋白标记物,构建肾结核早期诊断模型并分析其临床意义。方法:收集新疆医科大学第一附属医院2010年7月-2010年12月经手术病理证实的肾结核患者术前尿液标本25例,作为病例组;健康体检者15例及非肾结核其他泌尿系疾病患者8例的尿液标本作为对照组。采用SELDI-TOF-MS蛋白芯片技术进行尿液蛋白图谱检测,将筛选出的差异蛋白用ZUCI-PDAS软件包数据分析系统进行处理。运用遗传算法(genetic arithmetic, GA)结合支持向量机(support vector machine, SVM)运算建立肾结核尿液蛋白指纹图谱诊断模型,并用盲法验证其诊断价值。结果:比较肾结核组及对照组尿液蛋白指纹图谱时共筛选出87个差异蛋白峰(P<0.05)。选取M/Z为11837,11721,4748,11926,4769,1513共6个特异性蛋白标记物用于构建诊断模型。留一法交叉验证该诊断模型的灵敏度为84.62%,特异度为84.62%,约登指数为0.692,阳性预测值为84.62%,阴性预测值为84.62%,留一法盲法验证该诊断模型的灵敏度为83.33%,特异度为80.00%,约登指数为0.633,阳性预测值为83.33%,阴性预测值为80.00%。结论:SELDI-TOF-MS蛋白芯片技术结合生物信息学可以检测肾结核患者尿液蛋白指纹图谱,筛选出了特异性的蛋白标记物,并建立了肾结核早期诊断模型且有较好的诊断价值。
Objective:To detect the specific protein expression in the urine of renal tuberculosis, screen relatively specifical markers,and then build models for the early diagnosis of renal tuberculosis and analyze its clinical significance. Methods:Urine samples from 25 renal tuberculosis patients, which were confirmed by pathology,and the control group (including 15 healthy volunteers and 8 patients with other urogenital diseases) were obtained from First Affiliated Hospital of Xinjiang Medical University during July of 2010 to December of 2010.Urine protein fingerprint was examined using surface enhanced laser desorption/ionization time of flight-mass spectrometry (SELDI-TOF-MS) ProteinChip technology,Data was analyzed by ZUCI-protein chip data analyze system (ZUCI-PDAS) and the renal tuberculosis early diagnostic model was established by genetic (GA) combined support vector machine (SVM) and blind test its diagnostic value. Results:87 different protein peaks were identified from the two groups of Urine protein fingerprints(P<0.05). From this process,6 differential proteins (whose m/z peaks were 11837,11721,4748,11926,4769,1513, respectively) were selected to establish the diagnostic model for renal tuberculosis. Specificity、sensitivity、positive and negative predictive value was 84.62%,respecttively.The youden's index was 0.692.The blind test generated a sensitivity of 83.33%,a specificity of 80.00%,youden's index was 0.633, positive predictive value was 83.33% and negative predictive value 80.00%. Conclusion: SELDI-TOF-MS ProteinChip technology can pick out renal tuberculosis specific biomarkers from the urine of patients, establish renal tuberculosis early diagnosis model and having better diagnostic value.
引文
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