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DNA microarray SNP associations with clinical efficacy and side effects of domperidone treatment for gastroparesis

机译:DNA芯片SNP与多潘立酮治疗胃轻瘫的临床疗效和副作用的关系

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Background: Domperidone treatment for gastroparesis is associated with variable efficacy as well as the potential for side effects. DNA microarray single nucleotide polymorphism (SNP) analysis may help to elucidate the role of genetic variability on the therapeutic effectiveness and toxicity of domperidone. Aim: The aim of this study was to identify SNPs that are associated with clinical efficacy and side effects of domperidone treatment for gastroparesis from DNA microarray experiments. This will help develop a strategy for rational selection of patients for domperidone therapy. Methods: DNA samples extracted from the saliva of 46 patients treated with domperidone were analyzed using Affymetrix 6.0 SNP microarrays. Then least angle regression (LARS) was used to select SNPs that are related to domperidone efficacy and side effects. Decision tree based prediction models were constructed with the most correlated features selected by LARS. Results: Using the most stable SNP selected by LARS a prediction model for side effects of domperidone achieved (95 ± 0)% true negative rate (TN) and (78 ± 11)% true positive rate (TP) in nested leave-one-out tests. For domperidone efficacy, the prediction based on five most stable SNPs achieved (85 ± 7)% TP and (61 ± 4)% TN. Five identified SNPs are related to ubiquitin mediated proteolysis, epithelial cell signaling, leukocyte, cell adhesion, and tight junction signaling pathways. Genetic polymorphisms in three genes that are related to cancer and hedgehog signaling were found to significantly correlate with efficacy of domperidone. Conclusion: LARS was found to be a useful tool for statistical analysis of domperidone-related DNA microarray data generated from a small number of patients.
机译:背景:多潘立酮治疗胃轻瘫与疗效不佳以及潜在的副作用有关。 DNA微阵列单核苷酸多态性(SNP)分析可能有助于阐明遗传变异性对多潘立酮的治疗效果和毒性的作用。目的:这项研究的目的是从DNA芯片实验中鉴定与胃复张的多潘立酮治疗胃轻瘫的临床疗效和副作用相关的SNP。这将有助于制定合理选择患者使用多潘立酮治疗的策略。方法:使用Affymetrix 6.0 SNP微阵列分析从多潘立酮治疗的46例患者唾液中提取的DNA样品。然后使用最小角度回归(LARS)来选择与多潘立酮功效和副作用相关的SNP。基于决策树的预测模型具有LARS选择的最相关特征。结果:使用由LARS选择的最稳定的SNP,预测的多潘立酮副作用的预测模型在嵌套式“一休假”中可实现(95±0)%的真实阴性率(TN)和(78±11)%的真实阳性率(TP)。进行测试。对于多潘立酮功效,基于五个最稳定的SNP的预测达到了(85±7)%TP和(61±4)%TN。五个已确定的SNP与泛素介导的蛋白水解,上皮细胞信号转导,白细胞,细胞粘附和紧密连接信号转导通路有关。发现与癌症和刺猬信号有关的三个基因的遗传多态性与多潘立酮的疗效显着相关。结论:发现LARS是统计分析少数患者产生的多潘立酮相关DNA微阵列数据的有用工具。

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