Computer-Aided Analysis of Gland-Like Subsurface Hyposcattering Structures in Barrett’s Esophagus Using Optical Coherence Tomography

(1) Background: Barrett’s esophagus (BE) is a complication of chronic gastroesophageal reflux disease and is a precursor to esophageal adenocarcinoma. The clinical implication of subsurface glandular structures of Barrett’s esophagus is not well understood. Optical coherence tomography (OCT), also known as volumetric laser endomicroscopy (VLE), can assess subsurface glandular structures, which appear as subsurface hyposcattering structures (SHSs). The aim of this study is to develop a computer-aided algorithm and apply it to investigate the characteristics of SHSs in BE using clinical VLE data; (2) Methods: SHSs were identified with an initial detection followed by machine learning. Comprehensive SHS characteristics including the number, volume, depth, size and shape were quantified. Clinical VLE datasets collected from 35 patients with a history of dysplasia undergoing BE surveillance were analyzed to study the general SHS distribution and characteristics in BE. A subset of radiofrequency ablation (RFA) patient data were further analyzed to investigate the pre-RFA SHS characteristics and post-RFA treatment response; (3) Results: SHSs in the BE region were significantly shallower, more vertical, less eccentric, and more regular, as compared with squamous SHSs. SHSs in the BE region which became neosquamous epithelium after RFA were shallower than those in the regions that remained BE. Pre-ablation squamous SHSs with higher eccentricity correlated strongly with larger reduction of post-ablation BE length for less elderly patients; (4) Conclusions: The computer algorithm is potentially a valuable tool for studying the roles of SHSs in BE.

[1]  Xiaodong Wu,et al.  Optimal Surface Segmentation in Volumetric Images-A Graph-Theoretic Approach , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Anne-Fré Swager,et al.  Identification of volumetric laser endomicroscopy features predictive for early neoplasia in Barrett's esophagus using high-quality histological correlation. , 2017, Gastrointestinal endoscopy.

[3]  Mari Mino-Kenudson,et al.  Identifying intestinal metaplasia at the squamocolumnar junction by using optical coherence tomography. , 2007, Gastrointestinal endoscopy.

[4]  Michael B Wallace,et al.  Safety and feasibility of volumetric laser endomicroscopy in patients with Barrett's esophagus (with videos). , 2015, Gastrointestinal endoscopy.

[5]  Mari Mino-Kenudson,et al.  Optical coherence tomography to identify intramucosal carcinoma and high-grade dysplasia in Barrett's esophagus. , 2006, Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association.

[6]  G. Ginsberg,et al.  Recurrence of esophageal intestinal metaplasia after endoscopic mucosal resection and radiofrequency ablation of Barrett's esophagus: results from a US Multicenter Consortium. , 2013, Gastroenterology.

[7]  W. Curvers,et al.  Feasibility of laser marking in Barrett's esophagus with volumetric laser endomicroscopy: first-in-man pilot study. , 2017, Gastrointestinal endoscopy.

[8]  Nan Li,et al.  Efficacy and durability of radiofrequency ablation for Barrett's Esophagus: systematic review and meta-analysis. , 2013, Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association.

[9]  Janusz Jankowski,et al.  A critical review of the diagnosis and management of Barrett's esophagus: the AGA Chicago Workshop. , 2004, Gastroenterology.

[10]  Qin Huang,et al.  Structural markers observed with endoscopic 3-dimensional optical coherence tomography correlating with Barrett's esophagus radiofrequency ablation treatment response (with videos). , 2012, Gastrointestinal endoscopy.

[11]  T. Graham,et al.  The Barrett’s Gland in Phenotype Space , 2014, Cellular and molecular gastroenterology and hepatology.

[12]  Mireille Rosenberg,et al.  Esophageal-guided biopsy with volumetric laser endomicroscopy and laser cautery marking: a pilot clinical study. , 2014, Gastrointestinal endoscopy.

[13]  Zhao Wang,et al.  Motion artifacts associated with in vivo endoscopic OCT images of the esophagus , 2011, Optics express.

[14]  Zhao Wang,et al.  Correction of rotational distortion for catheter-based en face OCT and OCT angiography. , 2014, Optics letters.

[15]  Anne-Fré Swager,et al.  Detection of buried Barrett's glands after radiofrequency ablation with volumetric laser endomicroscopy. , 2016, Gastrointestinal endoscopy.

[16]  J. Fujimoto,et al.  In vivo endoscopic optical biopsy with optical coherence tomography. , 1997, Science.

[17]  M. Sivak,et al.  Computer-aided diagnosis of dysplasia in Barrett's esophagus using endoscopic optical coherence tomography. , 2006 .

[18]  Amitabh Chak,et al.  Accuracy of endoscopic optical coherence tomography in the detection of dysplasia in Barrett's esophagus: a prospective, double-blinded study. , 2005, Gastrointestinal endoscopy.

[19]  Brett E Bouma,et al.  Rotational distortion correction in endoscopic optical coherence tomography based on speckle decorrelation. , 2015, Optics letters.

[20]  G. Falk,et al.  Subsquamous intestinal metaplasia: implications for endoscopic management of Barrett's esophagus. , 2012, Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association.

[21]  Nicholas J Shaheen,et al.  ACG Clinical Guideline: Diagnosis and Management of Barrett’s Esophagus , 2016, The American Journal of Gastroenterology.

[22]  Marlys Anderson,et al.  Comparative diagnostic performance of volumetric laser endomicroscopy and confocal laser endomicroscopy in the detection of dysplasia associated with Barrett's esophagus. , 2016, Gastrointestinal endoscopy.

[23]  Qin Huang,et al.  Characterization of buried glands before and after radiofrequency ablation by using 3-dimensional optical coherence tomography (with videos). , 2012, Gastrointestinal endoscopy.

[24]  H. Mashimo Subsquamous intestinal metaplasia after ablation of Barrett's esophagus: frequency and importance , 2013, Current opinion in gastroenterology.

[25]  Qin Huang,et al.  Endoscopic optical coherence tomography angiography microvascular features associated with dysplasia in Barrett's esophagus: a pilot study (with video) , 2017 .

[26]  Chih-Jen Lin,et al.  LIBSVM: A library for support vector machines , 2011, TIST.

[27]  Anne-Fré Swager,et al.  Automated segmentation and characterization of esophageal wall in vivo by tethered capsule optical coherence tomography endomicroscopy. , 2016, Biomedical optics express.

[28]  E. Schoon,et al.  Computer-aided detection of early Barrett's neoplasia using volumetric laser endomicroscopy. , 2017, Gastrointestinal endoscopy.

[29]  Robert Langer,et al.  Circumferential optical coherence tomography angiography imaging of the swine esophagus using a micromotor balloon catheter. , 2016, Biomedical optics express.

[30]  R. K. Pearson Radiofrequency Ablation in Barrett's Esophagus with Dysplasia , 2009 .

[31]  Hiroshi Mashimo,et al.  Endoscopic optical coherence angiography enables 3-dimensional visualization of subsurface microvasculature. , 2014, Gastroenterology.

[32]  M. Sivak,et al.  Image analysis for classification of dysplasia in Barrett’s esophagus using endoscopic optical coherence tomography , 2010, Biomedical optics express.

[33]  S. Spechler,et al.  Barrett's esophagus. , 1994, Seminars in oncology.