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Nie H, Luo H, Lamm V, Li S, Thakur S, Zhou C, Hollander T, Cho D, Sloan E, Liu J, Navale P, Bazarbashi AN, Genere JPR, Kushnir VM, Zhu Q. In vivo evaluation of complex polyps with endoscopic optical coherence tomography and deep learning during routine colonoscopy: a feasibility study. Sci Rep 2024; 14:27930. [PMID: 39537775 PMCID: PMC11561322 DOI: 10.1038/s41598-024-78891-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 11/05/2024] [Indexed: 11/16/2024] Open
Abstract
Standard-of-care (SoC) imaging for assessing colorectal polyps during colonoscopy, based on white-light colonoscopy (WLC) and narrow-band imaging (NBI), does not have sufficient accuracy to assess the invasion depth of complex polyps non-invasively during colonoscopy. We aimed to evaluate the feasibility of a custom endoscopic optical coherence tomography (OCT) probe for assessing colorectal polyps during routine colonoscopy. Patients referred for endoscopic treatment of large colorectal polyps were enrolled in this pilot clinical study, which used a side-viewing OCT catheter developed for use with an adult colonoscope. OCT images of polyps were captured during colonoscopy immediately before SoC treatment. A deep learning model was trained to differentiate benign from deeply invasive lesions for real-time diagnosis. 35 polyps from 32 patients were included. OCT imaging added on average 3:40 min (range 1:54-8:20) to the total procedure time. No complications due to OCT were observed. OCT revealed distinct subsurface tissue structures that correlated with histological findings, including tubular adenoma (n = 20), tubulovillous adenoma (n = 10), sessile serrated polyps (n = 3), and invasive cancer (n = 2). The deep learning model achieved an area under the receiver operating characteristic curve (AUROC) of 0.984 (95%CI 0.972-0.996) and Cohen's kappa of 0.845 (95%CI 0.774-0.915) when compared to gold standard histopathology. OCT is feasible and safe for polyp assessment during routine colonoscopy. When combined with deep learning, OCT offers clinicians increase confidence in identifying deeply invasive cancers, potentially improving clinical decision-making. Compared to previous studies, ours offers a nuanced comparison between not just benign and malignant lesions, but across multiple histological subtypes of polyps.
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Affiliation(s)
- Haolin Nie
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Hongbo Luo
- Department of Electrical & Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Vladimir Lamm
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Shuying Li
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Sanskar Thakur
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
- Department of Electrical & Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Chao Zhou
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
- Department of Electrical & Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Thomas Hollander
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Daniel Cho
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Erika Sloan
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Jingxia Liu
- Division of Public Health Science, Division of Biostatistics, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Pooja Navale
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Ahmad N Bazarbashi
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Juan Pablo Reyes Genere
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Vladimir M Kushnir
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Quing Zhu
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA.
- Department of Electrical & Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA.
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, 63110, USA.
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Mandarino FV, Danese S, Uraoka T, Parra-Blanco A, Maeda Y, Saito Y, Kudo SE, Bourke MJ, Iacucci M. Precision endoscopy in colorectal polyps' characterization and planning of endoscopic therapy. Dig Endosc 2024; 36:761-777. [PMID: 37988279 DOI: 10.1111/den.14727] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 11/19/2023] [Indexed: 11/23/2023]
Abstract
Precision endoscopy in the management of colorectal polyps and early colorectal cancer has emerged as the standard of care. It includes optical characterization of polyps and estimation of submucosal invasion depth of large nonpedunculated colorectal polyps to select the appropriate endoscopic resection modality. Over time, several imaging modalities have been implemented in endoscopic practice to improve optical performance. Among these, image-enhanced endoscopy systems and magnification endoscopy represent now well-established tools. New advanced technologies, such as endocytoscopy and confocal laser endomicroscopy, have recently shown promising results in predicting the histology of colorectal polyps. In recent years, artificial intelligence has continued to enhance endoscopic performance in the characterization of colorectal polyps, overcoming the limitations of other imaging modes. In this review we retrace the path of precision endoscopy, analyzing the yield of various endoscopic imaging techniques in personalizing management of colorectal polyps and early colorectal cancer.
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Affiliation(s)
- Francesco Vito Mandarino
- Department of Gastroenterology and Gastrointestinal Endoscopy, San Raffaele Hospital IRCSS, Milan, Italy
- Department of Gastrointestinal Endoscopy, Westmead Hospital, Sydney, NSW, Australia
| | - Silvio Danese
- Department of Gastroenterology and Gastrointestinal Endoscopy, San Raffaele Hospital IRCSS, Milan, Italy
| | - Toshio Uraoka
- Department of Gastroenterology and Hepatology, Gunma University Graduate School of Medicine, Gumma, Japan
| | - Adolfo Parra-Blanco
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and the University of Nottingham, Nottingham, UK
| | - Yasuharu Maeda
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Yutaka Saito
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | - Shin-Ei Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Michael J Bourke
- Department of Gastrointestinal Endoscopy, Westmead Hospital, Sydney, NSW, Australia
| | - Marietta Iacucci
- Department of Gastroenterology, University College Cork, Cork, Ireland
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Huang Y, Yang Z, Yao Y, Liu G, Chen R. Diagnostic accuracy of magnifying chromoendoscopy in the assessment of tumor invasion depth in early colorectal cancer: a systematic review and meta-analysis. Tech Coloproctol 2023; 27:1155-1167. [PMID: 37474693 DOI: 10.1007/s10151-023-02833-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Accepted: 06/06/2023] [Indexed: 07/22/2023]
Abstract
PURPOSE The aim of the study was to evaluate the ability of magnifying chromoendoscopy (MCE) to correctly differentiate early colorectal cancer (CRC) lesions with massively invasive submucosal cancer (SMm) from lesions without submucosal massive invasion (polyp, adenoma, dysplasia, intramucosal cancer, slightly invasive submucosal cancer (SMs)). METHODS We searched PubMed, Embase, the Cochrane Library from the time of the establishment of each database to 5 April 2023. Stata 15 software was used to perform the meta-analysis for sensitivity, specificity, positive likelihood ratio (LR), and negative LR, diagnostic odds ratio, and 95% CI. A summary receiver-operating characteristic (SROC) curve was constructed, the area under the curve (AUC) was calculated, and the diagnostic value was evaluated. Furthermore, to explore the potential sources of heterogeneity, we used meta-regression to estimate the influencing factors of these studies and their impact on the diagnostic accuracy. MCE was used to evaluate the diagnostic accuracy in differentiating CRC lesions with SMm from lesions without submucosal massive invasion (polyp, adenoma, dysplasia, intramucosal cancer, SMs). Subgroup analysis was conducted as well. Deeks' funnel plots were also used to assess publication bias. RESULTS A total of 11,387 colorectal lesions were included in 19 articles, including polyp, adenoma, dysplasia, and early cancer (intramucosal cancer, SMs, and SMm). The aggregate sensitivity, specificity, positive LR, negative LR, and diagnostic advantage scores of MCE in the diagnosis of differentiating CRC lesions with SMm from lesions without submucosal massive invasion (polyp, adenoma, dysplasia, intramucosal cancer, SMs) were 0.78 (95% CI 0.72-0.83), 0.95 (0.95% CI 0.91-0.97), 15.4 (0.95% CI 8.7-27.4), 0.23 (0.95% CI 0.18-0.30), and 66 (0.95% CI 32-136), respectively. The AUC of the SROC curve was 0.91 (0.95% CI 0.88-0.93). No significant publication bias was found with Deeks' funnel plot. The results showed significant heterogeneity due to the different objects included. CONCLUSION MCE can differentiate CRC lesions with SMm from lesions without submucosal massive invasion (polyp, adenoma, dysplasia, intramucosal cancer, SMs) with high accuracy and it can guide assessment of invasion depth of SMm in T1 early CRCs to help us select the most appropriate treatment.
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Affiliation(s)
- Y Huang
- Beijing University of Chinese Medicine, Beijing, 100029, China
- Department of Spleen-Stomach, Liver-Gallbladder, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China
| | - Z Yang
- Beijing University of Chinese Medicine, Beijing, 100029, China
- Department of Spleen-Stomach, Liver-Gallbladder, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China
| | - Y Yao
- Beijing University of Chinese Medicine, Beijing, 100029, China
- Department of Spleen-Stomach, Liver-Gallbladder, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China
| | - G Liu
- Beijing University of Chinese Medicine, Beijing, 100029, China
- Department of Spleen-Stomach, Liver-Gallbladder, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China
| | - R Chen
- Beijing University of Chinese Medicine, Beijing, 100029, China.
- Department of Spleen-Stomach, Liver-Gallbladder, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China.
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Chen Y, Xu X, Wang M, Wang X, Wang Y, Zhang Y, Zhao L, Fan Z, Liu L. Moxifloxacin as a contrast agent of two-photon microscopic imaging for detecting colorectal diseases. JOURNAL OF BIOPHOTONICS 2023; 16:e202200367. [PMID: 36633193 DOI: 10.1002/jbio.202200367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/26/2022] [Accepted: 01/01/2023] [Indexed: 05/17/2023]
Abstract
Since two-photon microscopy (TPM) can obtain high-resolution images at cellular and subcellular level and moxifloxacin has multiphoton fluorescence characteristic, our study aimed to explore the feasibility and diagnostic value of moxifloxacin-assisted TPM in different human colorectal diseases, including low-grade intraepithelial neoplasia (LGIN), high-grade intraepithelial neoplasia (HGIN) and cancer tissues. Excitation power for TPM imaging with and without moxifloxacin was (2.74 ± 0.16) mW and (0.28 ± 0.02) mW, respectively (p < 0.05). Whether labeled with moxifloxacin or not, images of normal, LGIN, HGIN and cancer tissues all reached the strongest signal at 30 μm from the mucosa. Normalized fluorescence intensity of TPM images with moxifloxacin was approximately 10 times stronger than that without moxifloxacin. Fluorescence signal was differed significantly in normal, LGIN, HGIN and cancer tissues with or without moxifloxacin (p < 0.05). Besides, moxifloxacin-assisted TPM could present variant tissue features with different colorectal diseases, such as the crypt opening, glandular structure, adjacent glandular space and fluorescence distribution.
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Affiliation(s)
- Yingtong Chen
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of Hematology, Lymphoma Research Center, Peking University Third Hospital, Beijing, China
| | - Xiaoyi Xu
- National Laboratory of Solid State Microstructure of Nanjing University, Nanjing, China
| | - Min Wang
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Xiang Wang
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Yan Wang
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Yong Zhang
- National Laboratory of Solid State Microstructure of Nanjing University, Nanjing, China
| | - Lili Zhao
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Zhining Fan
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
| | - Li Liu
- Digestive Endoscopy Department, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Department of General Surgery, Jiangsu Province Hospital and The First Affiliated Hospital with Nanjing Medical University, Nanjing, China
- Gusu College of Nanjing Medical University, Suzhou, China
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The development and clinical application of microscopic endoscopy for in vivo optical biopsies: Endocytoscopy and confocal laser endomicroscopy. Photodiagnosis Photodyn Ther 2022; 38:102826. [PMID: 35337998 DOI: 10.1016/j.pdpdt.2022.102826] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Accepted: 03/21/2022] [Indexed: 12/20/2022]
Abstract
Endoscopies are crucial for detecting and diagnosing diseases in gastroenterology, pulmonology, urology, and other fields. To accurately diagnose diseases, sample biopsies are indispensable and are currently considered the gold standard. However, random 4-quadrant biopsies have sampling errors and time delays. To provide intraoperative real-time microscopic images of suspicious lesions, microscopic endoscopy for in vivo optical biopsy has been developed, including endocytoscopy and confocal laser endomicroscopy. This article reviews recent advances in technology and clinical applications, as well as their shortcomings and future directions.
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Pilonis ND, Januszewicz W, di Pietro M. Confocal laser endomicroscopy in gastro-intestinal endoscopy: technical aspects and clinical applications. Transl Gastroenterol Hepatol 2022; 7:7. [PMID: 35243116 PMCID: PMC8826043 DOI: 10.21037/tgh.2020.04.02] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2019] [Accepted: 03/30/2020] [Indexed: 08/24/2023] Open
Abstract
Confocal laser endomicroscopy (CLE) is an advanced endoscopic imaging technology that provides a magnified, cellular level view of gastrointestinal epithelia. In conjunction with topical or intravenous fluorescent dyes, CLE allows for an "optical biopsy" for real-time diagnosis. Two different CLE system have been used in clinical endoscopy, probe-based CLE (pCLE) and endoscope-based CLE (eCLE). Using pCLE, the device can be delivered: (I) into the luminal gastrointestinal tract through the working channel of standard endoscopes; (II) into extraluminal cystic and solid parenchymal lesions through an endoscopic ultrasound (EUS) needle; or (III) into the biliary system through an endoscopic retrograde cholangiopancreatography (ERCP) accessory channel. With eCLE, the probe is directly integrated into the tip of a conventional endoscope, however, these endoscopes are no longer commercially available. CLE has moderate to high diagnostic accuracy for neoplastic and inflammatory conditions through the gastrointestinal tract including: oesophageal, gastric and colonic neoplasia, pancreatic cysts and solid lesions, malignant pancreatobiliary strictures and inflammatory bowel disease. Some studies have demonstrated the diagnostic benefit of CLE imaging when combined with either conventional white light endoscopy or advanced imaging technologies. Therefore, optical biopsies using CLE can resolve diagnostic dilemmas in some cases where conventional imaging fails to achieve conclusive results. CLE could also reduce the requirement for extensive tissue sampling during surveillance procedures. In the future, CLE in combination with molecular probes, could allow for the molecular characterization of diseases and assess response to targeted therapy. However, the narrow field of view, high capital costs and specialized operator training requirements remain the main limitations. Future multi-center, randomized trials with a focus on conventional diagnostic applications, cost-effectiveness and standardized training will be required for definitive evidence. The objective of this review is to evaluate the technical aspects and current applications of CLE in patients with gastrointestinal and pancreatobiliary diseases and discuss future directions for this technique.
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Affiliation(s)
- Nastazja Dagny Pilonis
- MRC Cancer Unit at the University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
- Department of Gastroenterology, Hepatology and Clinical Oncology, Medical Centre for Postgraduate Education, Warsaw, Poland
- Department of Gastroenterological Oncology, the Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Warsaw, Poland
| | - Wladyslaw Januszewicz
- Department of Gastroenterology, Hepatology and Clinical Oncology, Medical Centre for Postgraduate Education, Warsaw, Poland
- Department of Gastroenterological Oncology, the Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Warsaw, Poland
| | - Massimiliano di Pietro
- MRC Cancer Unit at the University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
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Yoo BS, D'Souza SM, Houston K, Patel A, Lau J, Elmahdi A, Parekh PJ, Johnson D. Artificial intelligence and colonoscopy − enhancements and improvements. Artif Intell Gastrointest Endosc 2021; 2:157-167. [DOI: 10.37126/aige.v2.i4.157] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Revised: 06/21/2021] [Accepted: 07/23/2021] [Indexed: 02/06/2023] Open
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Inoki K, Abe S, Tanaka Y, Yamamoto K, Hihara D, Ichijima R, Nakatani Y, Chen H, Takamaru H, Sekiguchi M, Yamada M, Sakamoto T, Nonaka S, Suzuki H, Yoshinaga S, Oda I, Matsuda T, Saito Y. Reduced Intravenous Fluorescein Dose for Upper and Lower Gastrointestinal Tract Probe-Based Confocal Laser Endomicroscopy. Clin Endosc 2021; 54:363-370. [PMID: 32894932 PMCID: PMC8182239 DOI: 10.5946/ce.2020.058] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Revised: 04/23/2020] [Accepted: 04/24/2020] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND/AIMS Probe-based confocal laser endomicroscopy (pCLE) requires the administration of intravenous (IV) fluorescein. This study aimed to determine the optimal dose of IV fluorescein for both upper and lower gastrointestinal (GI) tract pCLE. METHODS Patients 20 to 79 years old with gastric high-grade dysplasia (HGD) or colorectal neoplasms (CRNs) were enrolled in the study. The dose de-escalation method was employed with five levels. The primary endpoint of the study was the determination of the optimal dose of IV fluorescein for pCLE of the GI tract. The reduced dose was determined based on off-line reviews by three endoscopists. An insufficient dose of fluorescein was defined as the dose of fluorescein with which the pCLE images were not deemed to be visible. If all three endoscopists determined that the tissue structure was visible, the doses were de-escalated. RESULTS A total of 12 patients with gastric HGD and 12 patients with CRNs were enrolled in the study. Doses were de-escalated to 0.5 mg/kg of fluorescein for both non-neoplastic duodenal and colorectal mucosa. All gastric HGD or CRNs were visible with pCLE with IV fluorescein at 0.5 mg/kg. CONCLUSION In the present study, pCLE with IV fluorescein 0.5 mg/kg was adequate to visualize the magnified structure of both the upper and lower GI tract.
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Affiliation(s)
- Kazuya Inoki
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Division of Gastroenterology, Department of Medicine, Showa University School of Medicine, Tokyo, Japan
| | - Seiichiro Abe
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | - Yusaku Tanaka
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Department of Gastroenterology, Keiyu Hospital, Kanagawa, Japan
| | - Koji Yamamoto
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Department of Gastroenterology, Arao Municipal Hospital, Kumamoto, Japan
| | - Daisuke Hihara
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Division of Gastroenterology and Hepatology, Toho University Medical Center Ohashi Hospital, Tokyo, Japan
| | - Ryoji Ichijima
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Division of Gastroenterology and Hepatology, Department of Medicine, Nihon University School of Medicine, Tokyo, Japan
| | - Yukihiro Nakatani
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Department of Gastroenterology, Chofu Touzan Hospital, Tokyo, Japan
| | - HsinYu Chen
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Division of Gastroenterology, Cathay General Hospital, Taipei, Taiwan
| | | | - Masau Sekiguchi
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Cancer Screening Center, National Cancer Center Hospital, Tokyo, Japan
| | - Masayoshi Yamada
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | - Taku Sakamoto
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | - Satoru Nonaka
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | - Haruhisa Suzuki
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | | | - Ichiro Oda
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
| | - Takahisa Matsuda
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
- Cancer Screening Center, National Cancer Center Hospital, Tokyo, Japan
| | - Yutaka Saito
- Endoscopy Division, National Cancer Center Hospital, Tokyo, Japan
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Application of Artificial Intelligence in Gastrointestinal Endoscopy. J Clin Gastroenterol 2021; 55:110-120. [PMID: 32925304 DOI: 10.1097/mcg.0000000000001423] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Accepted: 08/07/2020] [Indexed: 12/24/2022]
Abstract
Artificial intelligence (AI), also known as computer-aided diagnosis, is a technology that enables machines to process information and functions at or above human level and has great potential in gastrointestinal endoscopy applications. At present, the research on medical image recognition usually adopts the deep-learning algorithm based on the convolutional neural network. AI has been used in gastrointestinal endoscopy including esophagogastroduodenoscopy, capsule endoscopy, colonoscopy, etc. AI can help endoscopic physicians improve the diagnosis rate of various lesions, reduce the rate of missed diagnosis, improve the quality of endoscopy, assess the severity of the disease, and improve the efficiency of endoscopy. The diversity, susceptibility, and imaging specificity of gastrointestinal endoscopic images are all difficulties and challenges on the road to intelligence. We need more large-scale, high-quality, multicenter prospective studies to explore the clinical applicability of AI, and ethical issues need to be taken into account.
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Glover B, Teare J, Patel N. The Status of Advanced Imaging Techniques for Optical Biopsy of Colonic Polyps. Clin Transl Gastroenterol 2020; 11:e00130. [PMID: 32352708 PMCID: PMC7145035 DOI: 10.14309/ctg.0000000000000130] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Accepted: 01/03/2020] [Indexed: 12/19/2022] Open
Abstract
The progressive miniaturization of photonic components presents the opportunity to obtain unprecedented microscopic images of colonic polyps in real time during endoscopy. This information has the potential to act as "optical biopsy" to aid clinical decision-making, including the possibility of adopting new paradigms such as a "resect and discard" approach for low-risk lesions. The technologies discussed in this review include confocal laser endomicroscopy, optical coherence tomography, multiphoton microscopy, Raman spectroscopy, and hyperspectral imaging. These are in different stages of development and clinical readiness, but all show the potential to produce reliable in vivo discrimination of different tissue types. A structured literature search of the imaging techniques for colorectal polyps has been conducted. The significant developments in endoscopic imaging were identified for each modality, and the status of current development was discussed. Of the advanced imaging techniques discussed, confocal laser endomicroscopy is in clinical use and, under optimal conditions with an experienced operator, can provide accurate histological assessment of tissue. The remaining techniques show potential for incorporation into endoscopic equipment and practice, although further component development is needed, followed by robust prospective validation of accuracy. Optical coherence tomography illustrates tissue "texture" well and gives good assessment of mucosal thickness and layers. Multiphoton microscopy produces high-resolution images at a subcellular resolution. Raman spectroscopy and hyperspectral imaging are less developed endoscopically but provide a tissue "fingerprint" which can distinguish between tissue types. Molecular imaging may become a powerful adjunct to other techniques, with its ability to precisely label specific molecules within tissue and thereby enhance imaging.
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Affiliation(s)
- Ben Glover
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Julian Teare
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Nisha Patel
- Department of Surgery and Cancer, Imperial College London, London, UK
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Shinohara S, Funabiki K, Kikuchi M, Takebayashi S, Hamaguchi K, Hara S, Yamashita D, Imai Y, Mizoguchi A. Real-time imaging of head and neck squamous cell carcinomas using confocal micro-endoscopy and applicable dye: A preliminary study. Auris Nasus Larynx 2020; 47:668-675. [PMID: 32089350 DOI: 10.1016/j.anl.2020.02.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Revised: 01/24/2020] [Accepted: 02/04/2020] [Indexed: 02/06/2023]
Abstract
OBJECTIVES Confocal laser endomicroscopy (CLE) is a technology that enables microscopic visualization of lesions in real-time (optical biopsy) and has been successfully applied for clinical use in gastroenterology. Recently, it was also introduced for head and neck squamous cell carcinoma (HNSCC) diagnostics. We previously designed a self-made CLE, which can provide bichrome images, with topical contrast agents that are safe for use in patients. Herein, we report findings of a pilot study using our self-made CLE to image pairs of normal and cancerous tissues. This study aimed to characterize the features of HNSCC compared with normal mucosa and to establish a methodology of in vivo real-time optical biopsy of HNSCCs. METHODS HNSCC tissues were acquired from 10 patients who underwent surgical resection. Dissected specimens were first evaluated for their auto-fluorescence spectral profiles with 473 nm laser excitation and further optical observation. While obtaining the image, auto-fluorescence spectrum and intensity of the reflectance fluorescent signals were measured in real-time by a spectrometer. Subsequently, acriflavine was applied to the specimen to fluorescently label the nuclei and observe the difference between normal and cancerous tissues with 473 nm laser excitation. Finally, double staining with acriflavine and edible Food Red No.106 was performed to observe both nuclei and the cytoplasm of normal and cancerous tissues at 473 nm and 561 nm laser excitation. RESULTS Lower signals were detected from auto-fluorescence images of cancer tissues than normal tissues with 473 nm laser excitation. After acriflavine application, there was a clear difference between cancer and normal mucosa in the uniformity of nuclear size and shape. In normal mucosa, cells were arranged in an orderly manner, with each cell resembling a frog's egg. By contrast, in cancer tissues, the cell density was higher, and the cellular arrangement was less orderly. Using both acriflavine and Food Red No.106, images became more vivid, but more complicated because red dye staining of the cytoplasm emerged as fluorescence at different wavelengths. CONCLUSIONS Real-time in vivo imaging using the newly developed CLE and conditions may be used to distinguish cancer tissue from normal mucosa without invasive biopsy.
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Affiliation(s)
- Shogo Shinohara
- Department of Otolaryngology-Head and Neck Surgery, Kobe City Medical Center General Hospital, Minatojima-Minamimachi 2-1-1, Chuo-ku, Kobe 650-0047, Japan.
| | - Kazuo Funabiki
- Foundation for Biomedical Research and Innovation at Kobe, 1-5-4 Minatojima-Minamimachi, Chuo-ku, Kobe 650-0047, Japan
| | - Masahiro Kikuchi
- Department of Otolaryngology-Head and Neck Surgery, Graduate School of Medicine, Kyoto University, Sakyo-Ku, Kyoto 606-8507, Japan
| | - Shinji Takebayashi
- Department of Otolaryngology-Head and Neck Surgery, Kobe City Medical Center General Hospital, Minatojima-Minamimachi 2-1-1, Chuo-ku, Kobe 650-0047, Japan
| | - Kiyomi Hamaguchi
- Department of Otolaryngology-Head and Neck Surgery, Kobe City Medical Center General Hospital, Minatojima-Minamimachi 2-1-1, Chuo-ku, Kobe 650-0047, Japan
| | - Shigeo Hara
- Department of Pathology, Kobe City Medical Center General Hospital, Minatojima-Minamimachi 2-1-1, Chuo-ku, Kobe 650-0047, Japan
| | - Daisuke Yamashita
- Department of Pathology, Kobe City Medical Center General Hospital, Minatojima-Minamimachi 2-1-1, Chuo-ku, Kobe 650-0047, Japan
| | - Yukihiro Imai
- Department of Pathology, Kakogawa Central City Hospital, Honmachi 439, Kakogawa-cho, Kakogawa 675-8611, Japan
| | - Akira Mizoguchi
- Department of Neural Regeneration and Cell Communication, Mie University Graduate School of Medicine, Edobashi 2-174, Tsu 514-8507, Japan
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Al-Gubory KH. Shedding light on fibered confocal fluorescence microscopy: Applications in biomedical imaging and therapies. JOURNAL OF BIOPHOTONICS 2019; 12:e201900146. [PMID: 31343844 DOI: 10.1002/jbio.201900146] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Revised: 07/20/2019] [Accepted: 07/23/2019] [Indexed: 06/10/2023]
Abstract
Discoveries of major importance in life sciences and preclinical research are linked to the invention of microscopes that enable imaging of cells and their microstructures. Imaging technologies involving in vivo procedures using fluorescent dyes that permit labelling of cells have been developed over the last two decades. Fibered confocal fluorescence microscopy (FCFM) is an imaging technology equipped with fiber-optic probes to deliver light to organs and tissues of live animals. This enables not only in vivo detection of fluorescent signals and visualization of cells, but also the study of dynamic processes, such cell proliferation, apoptosis and angiogenesis, under physiological and pathological conditions. This will allow the diagnosis of diseased organs and tissues and the evaluation of the efficacy of new therapies in animal models of human diseases. The aim of this report is to shed light on FCFM and its potential medical applications and discusses some factors that compromise the reliability and reproducibility of monitoring biological processes by FCFM. This report also highlights the issues concerning animal experimentation and welfare, and the contributions of FCFM to the 3Rs principals, replacement, reduction and refinement.
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Affiliation(s)
- Kaïs H Al-Gubory
- National Institute for Agricultural Research, Department of Animal Physiology, Jouy-en-Josas, France
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13
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Wu J, Wang YC, Dai B, Ye DW, Zhu YP. Optical biopsy of bladder cancer using confocal laser endomicroscopy. Int Urol Nephrol 2019; 51:1473-1479. [PMID: 31214952 DOI: 10.1007/s11255-019-02197-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Accepted: 06/06/2019] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Confocal laser endomicroscopy (CLE) is an emerging endoscopic technique that can provide in vivo histopathologic information. It may improve the diagnostic criteria for benign and neoplastic lesions of the bladder. In this study, we reported our experience with utilizing CLE imaging when treating bladder neoplasms, and investigated its diagnostic value with respect to histologic diagnosis. MATERIALS AND METHODS Twenty-one patients scheduled for diagnostic cystoscopy or transurethral resection of the bladder tumor were enrolled prospectively. CLE was performed after intravesical fluorescein administration and confocal video sequences were reviewed and analyzed retrospectively. Histopathology served as reference standard for comparison. RESULTS Confocal laser endomicroscopy-based classification combined with white light cystoscopy (WLC) images was consistent with histopathology in 17 cases (81.0%). Consensus with histopathological results was found in six cases (85.7%) for low-grade urothelial carcinoma and eight cases (80.0%) for high-grade urothelial carcinoma. CONCLUSION Confocal laser endomicroscopy was proved to be a useful technique that could complement white light cystoscopy by providing real-time histopathological information of bladder lesions.
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Affiliation(s)
- Jie Wu
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China
- Department of Oncology, Shanghai Medical College, Fudan University, No. 270 Dong an Road, Shanghai, 200032, People's Republic of China
| | - Yu-Chen Wang
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China
- Department of Oncology, Shanghai Medical College, Fudan University, No. 270 Dong an Road, Shanghai, 200032, People's Republic of China
| | - Bo Dai
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China
- Department of Oncology, Shanghai Medical College, Fudan University, No. 270 Dong an Road, Shanghai, 200032, People's Republic of China
| | - Ding-Wei Ye
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China
- Department of Oncology, Shanghai Medical College, Fudan University, No. 270 Dong an Road, Shanghai, 200032, People's Republic of China
| | - Yi-Ping Zhu
- Department of Urology, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China.
- Department of Oncology, Shanghai Medical College, Fudan University, No. 270 Dong an Road, Shanghai, 200032, People's Republic of China.
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