International Case-Control Study of DNA Methylation Biomarkers for the Minimally Invasive Diagnosis of Esophageal Squamous Cell Carcinoma.

IF 3.6 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Yulan Cheng, Adithi Banavar, Ke Ma, Paul Stephen Obwoya, Kija Luhuti, Caleb Tuhumwire, Shayan Gheshlaghi, Kelly Fan, Yifan Yang, Kuangwen Hsieh, Alexander C Hasnain, Yousra Ahmed, Saowanee Ngamruengphong, Mouen Khashab, Vikesh Singh, James P Hamilton, Eun Ji Shin, Patarajarin Akarapipad, Beatrice P Mushi, Msiba Selekwa, Elia Mmbaga, Yona Ringo, Christine Tumuhimbise, Florence Tusiime, Katherine Van Loon, Emmanuel Byaruhanga, Tza-Huei Wang, Samson Okello, Geoffrey C Buckle, Stephen J Meltzer
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引用次数: 0

Abstract

Introduction: Esophageal squamous cell carcinoma (ESCC), the most common type of esophageal cancer worldwide, is usually diagnosed by esophagogastroduodenoscopy, an expensive procedure having limited availability in low- and middle-income countries. We therefore developed a diagnostic strategy that applies ESCC-specific DNA methylation biomarkers to nonendoscopically-obtained esophageal mucosal samples.

Methods: We used a novel approach based on a search of 5 publicly available GEO and TCGA datasets, which contained 196 organ-specific normal controls. We selected 6 new methylation markers, combining these with 5 markers identified in a previous study. We then performed a case-control analysis of 174 esophageal cytologic samples collected using a swallowable sponge-capsule device, one sample each from 93 patients with ESCC and 81 noncancer control patients. Based on these molecular data, a classification algorithm was built in a training set of 122 patients using the least absolute shrinkage and selection operator (LASSO) method, which was then tested in a separate cohort of 52 patients. Coefficients of the LASSO regression model were used to select markers that contributed most strongly to the classification.

Results: All 11 markers tested exhibited significantly higher methylation levels in all 93 ESCC sponge samples than in 81 normal control sponges, with P -values below 0.001. Furthermore, individual areas under the receiver operating characteristic curve (AUCs) for the 11 markers, C1ORF70, PPFIA3, SKOR1, ZNF132, TAC1, JPH4, ZNF542, KLF16, CG20655070, SLC35, and PAX9, were 0.91, 0.90, 0.89, 0.89, 0.89, 0.89, 0.87, 0.87, 0.83, 0.82, 0.81, and 0.65, respectively. Based on LASSO regression applied to all 11 markers, 4 (C1ORF70, CG20655070, SKOR1, and PPFIA3) were retained in our final model. A composite score based on this final model achieved an area under the receiver operating characteristic curve of 0.93 in the 122-patient training cohort and 0.92 in the 52-patient test set.

Discussion: When used in combination with a minimally invasive sponge-capsule device, ESCC methylation biomarkers may improve the diagnosis of ESCC. This strategy harbors potential to mitigate the deadly worldwide public health impact of ESCC.

DNA甲基化生物标志物在食管鳞状细胞癌微创诊断中的国际病例对照研究。
背景:食管鳞状细胞癌(ESCC)是世界范围内最常见的食管癌类型,通常通过食管胃十二指肠镜(EGD)诊断,这是一种昂贵的手术,在低收入和中等收入国家(LMICs)可用性有限。因此,我们开发了一种诊断策略,将escc特异性DNA甲基化生物标志物应用于非内镜下获得的食管粘膜样本。方法:采用一种基于5个公开可用的GEO和TCGA数据集的搜索的新方法,特别是,它有196个器官特异性正常对照。我们选择了6个新的甲基化标记,并将它们与先前研究中发现的5个标记结合起来。然后,我们对93例ESCC患者和81例非癌对照患者使用可吞咽海绵胶囊装置收集的174例食管细胞学样本进行了病例对照分析。基于这些分子数据,使用最小绝对收缩和选择算子(LASSO)方法在122例患者的训练集中构建分类算法,然后在52例患者的单独队列中进行测试。利用Lasso回归模型的系数选择对分类贡献最大的标记。结果:在93个ESCC海绵样品中,所有11种标记物的甲基化水平均显著高于81个正常对照海绵,p值低于0.001。11个标记C1ORF70、PPFIA3、SKOR1、ZNF132、TAC1、JPH4、ZNF542、KLF16、CG20655070、SLC35和PAX9的ROC曲线下面积(auc)分别为0.91、0.90、0.89、0.89、0.89、0.89、0.89、0.89、0.87、0.87、0.83、0.82、0.81和0.65。基于对所有11个标记的LASSO回归,我们在最终模型中保留了四个标记(C1ORF70, CG20655070, SKOR1和PPFIA3)。基于该最终模型的综合评分在122例患者训练队列中实现了0.93的AUC,在52例患者测试集中实现了0.92的AUC。结论:当与微创海绵胶囊装置联合使用时,ESCC甲基化生物标志物可能改善ESCC的诊断。这一战略有可能减轻ESCC对全球公共卫生的致命影响。
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来源期刊
Clinical and Translational Gastroenterology
Clinical and Translational Gastroenterology GASTROENTEROLOGY & HEPATOLOGY-
CiteScore
7.00
自引率
0.00%
发文量
114
审稿时长
16 weeks
期刊介绍: Clinical and Translational Gastroenterology (CTG), published on behalf of the American College of Gastroenterology (ACG), is a peer-reviewed open access online journal dedicated to innovative clinical work in the field of gastroenterology and hepatology. CTG hopes to fulfill an unmet need for clinicians and scientists by welcoming novel cohort studies, early-phase clinical trials, qualitative and quantitative epidemiologic research, hypothesis-generating research, studies of novel mechanisms and methodologies including public health interventions, and integration of approaches across organs and disciplines. CTG also welcomes hypothesis-generating small studies, methods papers, and translational research with clear applications to human physiology or disease. Colon and small bowel Endoscopy and novel diagnostics Esophagus Functional GI disorders Immunology of the GI tract Microbiology of the GI tract Inflammatory bowel disease Pancreas and biliary tract Liver Pathology Pediatrics Preventative medicine Nutrition/obesity Stomach.
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