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Support Vector Machine Based on microRNA Expression Profiles to Predict Histological Origin of Ampullary Carcinoma Case Report of a Patient Affected From Adenocarcinoma of the Papilla of Vater With Lynch Syndrome

机译:基于microRNA表达谱的支持向量机预测壶腹癌组织学起源一名患有林奇氏综合征的滑膜乳头腺癌患者的病例报告

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摘要

Adenocarcinomas of Vater's papilla (PVAC) may originate from either the pancreatic duct or the intestinal epithelium. Conflicting data have been reported about the frequency of the 2 anatomical entities and their influence on patients' prognosis. To ascertain the anatomical origin of PVAC in a family member of a Lynch syndrome kindred, we searched for microRNA (miRNA) expression profiles on resected tumor specimens. The support vector machine was trained on our previous miRNAs expression data sets of pancreatic and colorectal tissue samples and used to classify the site of origin of the tumor in our patient. The support vector machine worked by contrasting the profiles of miRNAs in patients with pancreatic ductal and colorectal cancers to that of our patient, which was finally classified as pancreatic ductal adenocarcinoma accordingly to alterations of 55 miRNAs. The PVAC might be originated from ductal epithelium rather than from the intestinal mucosa of the papilla in the case at issue. Alteration of miR-548b-3p, miR-551a, miR-21, miR-92a, miR-let-7i, and miR-181a* emerged as potentially associated with cancer genetic susceptibility in PVAC.
机译:瓦特氏乳头状腺癌(PVAC)可能起源于胰管或肠上皮。关于这两种解剖实体的频率及其对患者预后的影响,已经报道了相互矛盾的数据。为了确定在一个Lynch综合征家族成员中PVAC的解剖学起源,我们在切除的肿瘤标本上搜索了microRNA(miRNA)表达谱。在我们之前的胰腺和结肠直肠组织样本的miRNA表达数据集上训练了支持向量机,并将其用于对患者体内肿瘤的起源部位进行分类。支持向量机通过对比胰腺导管癌和结肠直肠癌患者与我们患者的miRNA谱进行比较,最终根据55个miRNA的改变将其归类为胰腺导管腺癌。在该病例中,PVAC可能起源于导管上皮而不是乳头的肠粘膜。发现miR-548b-3p,miR-551a,miR-21,miR-92a,miR-let-7i和miR-181a *的改变可能与PVAC中的癌症遗传易感性有关。

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