Three-tiered risk stratification model to predict progression in Barrett's esophagus using epigenetic and clinical features

Fumiaki Sato, Zhe Jin, Karsten Schulmann, Jean Wang, Bruce D. Greenwald, Tetsuo Ito, Takatsugu Kan, James P. Hamilton, Jian Yang, Bogdan Paun, Stefan David, Alexandru Olaru, Yulan Cheng, Yuriko Mori, John M. Abraham, Harris G. Yfantis, Tsung Teh Wu, Mary B. Fredericksen, Kenneth K. Wang, Marcia CantoYvonne Romero, Ziding Feng, Stephen J. Meltzer

Research output: Contribution to journalArticlepeer-review

77 Scopus citations


Background: Barrett's esophagus predisposes to esophageal adenocarcinoma. However, the value of endoscopic surveillance in Barrett's esophagus has been debated because of the low incidence of esophageal adenocarcinoma in Barrett's esophagus. Moreover. high inter-observer and sampling-dependent variation in the histologic staging of dysplasia make clinical risk assessment problematic. In this study, we developed a 3-tiered risk stratification strategy, based on systematically selected epigenetic and clinical parameters, to improve Barrett's esophagus surveillance efficiency. Methods and Findings: We defined high-grade dysplasia as endpoint of progression, and Barrett's esophagus progressor patients as Barrett's esophagus patients with either no dysplasia or low-grade dysplasia who later developed high-grade dysplasia or esophageal adenocarcinoma. We analyzed 4 epigenetic and 3 clinical parameters in 118 Barretts esophagus tissues obtained from 35 progressor and 27 non-progressor Barrett's esophagus patients from Baltimore Veterans Affairs Maryland Health Care Systems and Mayo Clinic. Based on 2-year and 4-year prediction models using linear discriminant analysis (area under the receiver-operator characteristic (ROC) curve: 0.8386 and 0.79110, respectively), Barrett's esophagus specimens were stratified into high-risk (HR), intermediate-risk (IR) or low-risk (LR) groups. This 3-tiered stratification method retained both he high specificity of the 2-year model and the high sensitivity of the 4-year model. Progression-free survivals differed significantly among the 3 risk groups, with p=0.0022 (HR vs. IR) and p<0.0001 (HR or IR vs. LR). Incremental value analyses demonstrated that the number of methylated genes contributed most influentially to prediction accuracy. Conclusions: This 3-tiered risk stratification strategy has the potential to exert a profound impact on Barrett's esophagus surveillance accuracy and efficiency.

Original languageEnglish
Article numbere1890
JournalPloS one
Issue number4
StatePublished - Apr 2 2008


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