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.
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.