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Ma T, Liu GQ, Guo J, Ji R, Shao XJ, Li YQ, Li Z, Zuo XL. Artificial intelligence-aided optical biopsy improves the diagnosis of esophageal squamous neoplasm. World J Gastroenterol 2025; 31:104370. [PMID: 40248066 PMCID: PMC12001168 DOI: 10.3748/wjg.v31.i13.104370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/24/2024] [Revised: 02/24/2025] [Accepted: 03/10/2025] [Indexed: 04/02/2025] Open
Abstract
BACKGROUND Early detection of esophageal squamous neoplasms (ESN) is essential for improving patient prognosis. Optical diagnosis of ESN remains challenging. Probe-based confocal laser endomicroscopy (pCLE) enables accurate in vivo histological observation and optical biopsy of ESN. However, interpretation of pCLE images requires histopathological expertise and extensive training. Artificial intelligence (AI) has been widely applied in digestive endoscopy; however, AI for pCLE diagnosis of ESN has not been reported. AIM To develop a pCLE computer-aided diagnostic system for ESN and assess its diagnostic performance and assistant efficiency for nonexpert endoscopists. METHODS The intelligent confocal laser endomicroscopy (iCLE) system consists of image recognition (based on inception-ResNet V2), video diagnosis, and quality judgment modules. This system was developed using pCLE images and videos and evaluated through image and prospective video recognition tests. Patients between June 2020 and January 2023 were prospectively enrolled. Expert and non-expert endoscopists and the iCLE independently performed diagnoses for pCLE videos, with histopathology as the gold standard. Thereafter, the non-expert endoscopists performed a second assessment with iCLE assistance. RESULTS A total of 25056 images from 2803 patients were selected for iCLE training and validation. Another 2442 images from 226 patients were used for testing. iCLE achieved a high accuracy of 98.3%, sensitivity of 95.3% and specificity of 98.8% for diagnosing ESN images. A total of 2581 patients underwent upper gastrointestinal pCLE examination and were prospectively screened; 54 patients with suspected ESN were enrolled. Overall, 187 videos from 67 lesions were assessed by iCLE, three nonexpert and three expert endoscopists. iCLE achieved a high accuracy, sensitivity and specificity of 90.9%, 92.0%, and 90.2%, respectively. Compared to experts, iCLE showed significantly higher sensitivity (92.0% vs 80.4%; P < 0.001) and negative predictive value (94.4% vs 87.7%; P = 0.003). With iCLE assistance, nonexpert endoscopists showed significant improvements in accuracy (from 83.6% to 88.6%) and sensitivity (from 76.0% to 89.8%). CONCLUSION iCLE system demonstrated high diagnostic performance for ESN. It can assist nonexpert endoscopists in improving the diagnostic efficiency of pCLE for ESN and has the potential for reducing unnecessary biopsies.
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Affiliation(s)
- Tian Ma
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
| | - Guan-Qun Liu
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
| | - Jing Guo
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
| | - Rui Ji
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
| | - Xue-Jun Shao
- Qingdao Medicon Digital Engineering Company Limited, Qingdao 266000, Shandong Province, China
| | - Yan-Qing Li
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
| | - Zhen Li
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
| | - Xiu-Li Zuo
- Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China
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Li B, Du YY, Tan WM, He DL, Qi ZP, Yu HH, Shi Q, Ren Z, Cai MY, Yan B, Cai SL, Zhong YS. Effect of computer aided detection system on esophageal neoplasm diagnosis in varied levels of endoscopists. NPJ Digit Med 2025; 8:160. [PMID: 40082585 PMCID: PMC11906877 DOI: 10.1038/s41746-025-01532-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Accepted: 02/19/2025] [Indexed: 03/16/2025] Open
Abstract
A computer-aided detection (CAD) system for early esophagus carcinoma identification during endoscopy with narrow-band imaging (NBI) was evaluated in a large-scale, prospective, tandem, randomized controlled trial to assess its effectiveness. The study was registered at the Chinese Clinical Trial Registry (ChiCTR2100050654, 2021/09/01). Involving 3400 patients were randomly assigned to either routine (routine-first) or CAD-assisted (CAD-first) NBI endoscopy, followed by the other procedure, with targeted biopsies taken at the end of the second examination. The primary outcome was the diagnosis of 1 or more neoplastic lesion of esophagus during the first examination. The CAD-first group demonstrated a significantly higher neoplastic lesion detection rate (3.12%) compared to the routine-first group (1.59%) with a relative detection ratio of 1.96 (P = 0.0047). Subgroup analysis revealed a higher detection rate in junior endoscopists using CAD-first, while no significant difference was observed for senior endoscopists. The CAD system significantly improved esophageal neoplasm detection, particularly benefiting junior endoscopists.
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Affiliation(s)
- Bing Li
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Yan-Yun Du
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Wei-Min Tan
- School of Computer Science, Shanghai Key Laboratory of Intelligent Information Processing, Fudan University, Shanghai, China
| | - Dong-Li He
- Endoscopy Center, Xuhui Hospital, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Zhi-Peng Qi
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Hon-Ho Yu
- Department of Gastroenterology, Kiang Wu Hospital, Macau SAR, China
| | - Qiang Shi
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Zhong Ren
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Ming-Yan Cai
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China
| | - Bo Yan
- School of Computer Science, Shanghai Key Laboratory of Intelligent Information Processing, Fudan University, Shanghai, China.
| | - Shi-Lun Cai
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China.
- Endoscopy Center, Xuhui Hospital, Zhongshan Hospital of Fudan University, Shanghai, China.
| | - Yun-Shi Zhong
- Endoscopy Center, Zhongshan Hospital of Fudan University, Shanghai, China.
- Endoscopy Center, Xuhui Hospital, Zhongshan Hospital of Fudan University, Shanghai, China.
- Endoscopy Center, Shanghai Geriatric Medical Center, Shanghai, China.
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Qi J, Tatla T, Nissanka-Jayasuriya E, Yuan AY, Stoyanov D, Elson DS. Surgical polarimetric endoscopy for the detection of laryngeal cancer. Nat Biomed Eng 2023; 7:971-985. [PMID: 37012312 PMCID: PMC10427430 DOI: 10.1038/s41551-023-01018-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 02/23/2023] [Indexed: 04/05/2023]
Abstract
The standard-of-care for the detection of laryngeal pathologies involves distinguishing suspicious lesions from surrounding healthy tissue via contrasts in colour and texture captured by white-light endoscopy. However, the technique is insufficiently sensitive and thus leads to unsatisfactory rates of false negatives. Here we show that laryngeal lesions can be better detected in real time by taking advantage of differences in the light-polarization properties of cancer and healthy tissues. By measuring differences in polarized-light retardance and depolarization, the technique, which we named 'surgical polarimetric endoscopy' (SPE), generates about one-order-of-magnitude greater contrast than white-light endoscopy, and hence allows for the better discrimination of cancerous lesions, as we show with patients diagnosed with squamous cell carcinoma. Polarimetric imaging of excised and stained slices of laryngeal tissue indicated that changes in the retardance of polarized light can be largely attributed to architectural features of the tissue. We also assessed SPE to aid routine transoral laser surgery for the removal of a cancerous lesion, indicating that SPE can complement white-light endoscopy for the detection of laryngeal cancer.
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Affiliation(s)
- Ji Qi
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, China.
- Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK.
- Department of Computer Science, University College London, London, UK.
- Centre For Medical Image Computing, University College London, London, UK.
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK.
- Department of Surgery and Cancer, Imperial College London, London, UK.
| | - Taranjit Tatla
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK
- Northwick Park Hospital, London North West University Healthcare NHS Trust, London, UK
| | | | - Alan Yilun Yuan
- Department of Electrical and Electronic Engineering, Imperial College London, London, UK
| | - Danail Stoyanov
- Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK.
- Department of Computer Science, University College London, London, UK.
- Centre For Medical Image Computing, University College London, London, UK.
| | - Daniel S Elson
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK.
- Department of Surgery and Cancer, Imperial College London, London, UK.
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Villard A, Breuskin I, Casiraghi O, Asmandar S, Laplace-Builhe C, Abbaci M, Moya Plana A. Confocal laser endomicroscopy and confocal microscopy for head and neck cancer imaging: Recent updates and future perspectives. Oral Oncol 2022; 127:105826. [DOI: 10.1016/j.oraloncology.2022.105826] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 02/18/2022] [Accepted: 03/15/2022] [Indexed: 02/06/2023]
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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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Li YT, Lee WL, Wang PH. Is it possible to increase detection rate of esophageal precancer or cancer lesions in the high-risk population? J Chin Med Assoc 2021; 84:1075-1077. [PMID: 34654018 DOI: 10.1097/jcma.0000000000000635] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Affiliation(s)
- Yiu-Tai Li
- Department of Obstetrics and Gynecology, Kuo General Hospital, Tainan, Taiwan, ROC
| | - Wen-Ling Lee
- Department of Medicine, Cheng-Hsin General Hospital, Taipei, Taiwan, ROC
- Department of Nursing, Oriental Institute of Technology, New Taipei City, Taiwan, ROC
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan, ROC
| | - Peng-Hui Wang
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan, ROC
- Department of Obstetrics and Gynecology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Female Cancer Foundation, Taipei, Taiwan, ROC
- Department of Medical Research, China Medical University Hospital, Taichung, Taiwan, ROC
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Shimamura Y, Inoue H, Rodriguez de Santiago E, Abad MRA, Fujiyoshi Y, Toshimori A, Tanabe M, Sumi K, Iwaya Y, Ikeda H, Onimaru M, Kushima M, Goda K. Diagnostic yield of fourth-generation endocytoscopy for esophageal squamous lesions using a modified endocytoscopic classification. Dig Endosc 2021; 33:1093-1100. [PMID: 33320375 DOI: 10.1111/den.13914] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Revised: 12/08/2020] [Accepted: 12/09/2020] [Indexed: 12/13/2022]
Abstract
OBJECTIVES Endocytoscopy (EC) is an ultra-high magnification endoscopy designed to provide in vivo histologic assessment. This study aimed to evaluate the diagnostic yield of the newly developed fourth-generation EC for esophageal squamous lesions by using a modified EC classification. METHODS A total of 2548 EC images of 57 esophageal targeted areas between June 2015 and October 2017 were retrospectively collected. Two lesions with low-quality images were excluded. Only EC images were independently reviewed by two expert and two non-expert endoscopists. The lesions were classified according to a three-tier modified EC classification. We used a multilevel logistic regression to analyze the data. RESULTS The sensitivity and specificity of diagnosing non-squamous cell cancer (SCC) vs SCC were 82.5% and 83.0% by the experts; 90.1% and 75.0% by non-experts. The interobserver agreement among the four raters was good (kappa statistic 0.59). The diagnostic accuracy of experts and non-experts was similar (P = 0.16 for specificity and P = 0.20 for sensitivity). The sensitivity and specificity of EC for non-neoplasia vs neoplasia were 88.7% and 74.6% by experts; 90.3 and 52.1% by non-experts. The interobserver agreement among the four raters was moderate (kappa statistic 0.44). The specificity of experts was higher compared to non-experts, although the difference did not reach statistical significance (P = 0.08 for specificity and P = 0.93 for sensitivity). CONCLUSIONS Fourth-generation EC offers acceptable diagnostic accuracy and reliability in both experts and non-experts, especially when diagnosing SCC lesions.
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Affiliation(s)
- Yuto Shimamura
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Haruhiro Inoue
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Enrique Rodriguez de Santiago
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
- Department of Gastroenterology and Hepatology, Hospital Universitario Ramón y Cajal, Universidad de Alcala, IRYCIS, Madrid, Spain
| | | | | | - Akiko Toshimori
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Mayo Tanabe
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Kazuya Sumi
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Yugo Iwaya
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Haruo Ikeda
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Manabu Onimaru
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
| | - Miki Kushima
- Department of Pathology, Showa University Koto Toyosu Hospital, Tokyo, Japan
| | - Kenichi Goda
- Digestive Disease Center, Showa University Koto, Tokyo, Japan
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Diagnosis of Clinical Complete Response by Probe-Based Confocal Laser Endomicroscopy (pCLE) After Chemoradiation for Advanced Rectal Cancer. J Gastrointest Surg 2021; 25:357-368. [PMID: 33443686 DOI: 10.1007/s11605-020-04878-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Accepted: 11/10/2020] [Indexed: 01/31/2023]
Abstract
BACKGROUND Neoadjuvant chemoradiotherapy (nCRxt) followed by radical surgery is the optimal treatment for advanced rectal adenocarcinoma. Patients with clinical complete response (cCR) may be followed closely without immediate surgery. Probe-based confocal laser endomicroscopy (pCLE) is a real-time in vivo method that allows acquisition of optical biopsies with 1000 times magnification, evaluating both epithelial and vascular patterns. AIM To evaluate the role of pCLE in the diagnosis of cCR after nCRxt for advanced rectal adenocarcinoma. METHODS pCLE was performed in 47 patients with locally advanced rectal adenocarcinoma (T3/T4, or N+) who underwent nCRxt (5-fluorouracil, 5040 cGy). RESULTS Twenty-seven (57.5%) patients were men, and the mean age was 62.8 years. Thirty-seven had partial response confirmed by pCLE. Ten (21.3%) patients had good endoscopic response and presented small ulcer (n = 5) or residual scar (n = 5). After nCRxt, the essential features to differentiate malignancy from post-radiation alterations at pCLE were the presence of irregular crypts, budding, back-to-back glands, cribriform pattern, increased vessel/crypt ratio, and fluorescein leakage. A scoring system was created considering these epithelial and vascular features, with high accuracy for differentiating patients with complete response from those with residual neoplasia (p < 0.00001). pCLE sensitivity, specificity, positive predictive value, negative predictive value, and accuracy were 100%, 71.4%, 95.2%, 100%, and 95.7%, respectively. CONCLUSIONS (1) pCLE evaluation of epithelial and vascular features may improve the diagnosis of cCR and may alter patient management; (2) pCLE might be valuable for identifying patients with advanced rectal cancer who will benefit from watch and wait strategy, avoiding immediate surgical treatment.
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10
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Pediatric dysphonia: It's not about the nodules. Int J Pediatr Otorhinolaryngol 2019; 125:147-152. [PMID: 31323352 DOI: 10.1016/j.ijporl.2019.06.031] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Revised: 06/27/2019] [Accepted: 06/28/2019] [Indexed: 11/21/2022]
Abstract
OBJECTIVE Despite the fact that vocal nodules are the most common cause of chronic dysphonia in children, uncertainty and lack of consensus complicates practically every diagnostic and management decision. Selecting an optimal staging system is fundamental to understanding a disease process, mandatory for uniform reporting, and crucial to predicting natural history and treatment outcomes. The ideal prognostic model for vocal nodules is under intense debate. The purpose of this study was to analyze the predictive power of vocal nodule grade to severity of voice metrics in children. METHODS Seventy-nine patients diagnosed with vocal cord nodules between 2006 and 2012 were drawn from UPMC Children's Hospital of Pittsburgh Voice, Resonance and Swallowing Center Research Registry. Subject age at time of diagnosis, nodule grade, relevant co-morbidities, scores on The Consensus Auditory-Perceptual Evaluation of Voice (CAPE-V), parent-reported Pediatric Voice Handicap Index (pVHI), the phonotraumatic behaviors profile, habitual speaking pitch fundamental frequencies, pitch range, volume intensity, and s/z ratio were recorded and compiled into a de-identified database for analysis. RESULTS Based on the Kruskal-Wallis H Test, there was no statistically significant correlation between nodule grade and total pitch range (p = .21), s/z ratio (p = .50), volume intensity (p = .33), overall CAPE-V Scores (p = .15), or pVHI Scores (p = .29). Chi-squared tests also revealed no significant associations between nodule grade and abnormality in habitual speaking pitch (p = .14 for fundamental frequency while sustaining a vowel sound, p = .37 for fundamental frequency while speaking structured tasks i.e. counting, or p = .76 while speaking in conversation). CONCLUSION The current "gold-standard" for grading vocal nodule size suggests that the nodules themselves are not driving the standard dysphonic metrics that are most commonly collected and monitored in such children. This outcome is consistent with other studies reporting similar findings and was expected based on the inconsistencies in the reported literature to date. By extension, the conventional wisdom of avoiding surgical treatment of vocal nodules in children seems prudent as there is little evidence to suggest that the nodules themselves are "driving" the severity of the dysphonia. Ultimately identifying the true "drivers" of dysphonia in children will suggest alternative therapies that are more specific and directed to the pathophysiology. Most pediatric voice care professionals will welcome such discoveries as those in the front line of patient care are often rendered helpless and frustrated.
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Mori Y, Kudo SE, Mohmed HEN, Misawa M, Ogata N, Itoh H, Oda M, Mori K. Artificial intelligence and upper gastrointestinal endoscopy: Current status and future perspective. Dig Endosc 2019; 31:378-388. [PMID: 30549317 DOI: 10.1111/den.13317] [Citation(s) in RCA: 77] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 12/07/2018] [Indexed: 02/08/2023]
Abstract
With recent breakthroughs in artificial intelligence, computer-aided diagnosis (CAD) for upper gastrointestinal endoscopy is gaining increasing attention. Main research focuses in this field include automated identification of dysplasia in Barrett's esophagus and detection of early gastric cancers. By helping endoscopists avoid missing and mischaracterizing neoplastic change in both the esophagus and the stomach, these technologies potentially contribute to solving current limitations of gastroscopy. Currently, optical diagnosis of early-stage dysplasia related to Barrett's esophagus can be precisely achieved only by endoscopists proficient in advanced endoscopic imaging, and the false-negative rate for detecting gastric cancer is approximately 10%. Ideally, these novel technologies should work during real-time gastroscopy to provide on-site decision support for endoscopists regardless of their skill; however, previous studies of these topics remain ex vivo and experimental in design. Therefore, the feasibility, effectiveness, and safety of CAD for upper gastrointestinal endoscopy in clinical practice remain unknown, although a considerable number of pilot studies have been conducted by both engineers and medical doctors with excellent results. This review summarizes current publications relating to CAD for upper gastrointestinal endoscopy from the perspective of endoscopists and aims to indicate what is required for future research and implementation in clinical practice.
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Affiliation(s)
- Yuichi Mori
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Shin-Ei Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Hussein E N Mohmed
- Showa University International Center for Endoscopy, Showa University Northern Yokohama Hospital, Kanagawa, Japan.,Department of Gastroenterology/Tropical Medicine, Ain Shams University, Cairo, Egypt
| | - Masashi Misawa
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Noriyuki Ogata
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Kanagawa, Japan
| | - Hayato Itoh
- Graduate School of Informatics, Nagoya University, Aichi, Japan
| | - Masahiro Oda
- Graduate School of Informatics, Nagoya University, Aichi, Japan
| | - Kensaku Mori
- Graduate School of Informatics, Nagoya University, Aichi, Japan
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Lee SK. Usefulness of Probe-Based Confocal Laser Endomicroscopy for Esophageal Squamous Cell Neoplasm. Clin Endosc 2019; 52:91-92. [PMID: 30909686 PMCID: PMC6453851 DOI: 10.5946/ce.2019.054] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 03/12/2019] [Accepted: 03/12/2019] [Indexed: 01/01/2023] Open
Affiliation(s)
- Sang Kil Lee
- Division of Gastroenterology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
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Wu L, Yu H, Zhou R, Luo J, Zhao J, Li Y, Wang K, Wang Y, Li H. Probe-based confocal laser endomicroscopy for diagnosis of nasopharyngeal carcinoma in vivo. Laryngoscope 2018; 129:897-902. [PMID: 30151887 DOI: 10.1002/lary.27450] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2018] [Indexed: 12/18/2022]
Abstract
OBJECTIVES/HYPOTHESIS Probe-based confocal laser endomicroscopy (pCLE) is a novel technique allowing real-time evaluation of the histological features of tissues in vivo at the cellular level. This study aimed to evaluate the feasibility of using pCLE in the diagnosis of nasopharyngeal carcinoma (NPC). STUDY DESIGN Feasibility study. METHODS In this study, the pCLE images of the lesions, as well as the surrounding or contralateral normal mucosa of the lesions, were acquired in vivo from each patient after intravenous injecting of 2.5 mL fluorescein. Biopsy specimens were collected at the imaged sites followed by a histopathological diagnosis by the pathologists, which was used as the gold standard. The pCLE images were compared to histopathological diagnosis of visualized sites by using sensitivity, specificity, negative predictive value (NPV), and positive predictive value (PPV). RESULTS Diagnoses based on pCLE images correlated well with the gold standard diagnoses based on tissue histology. The overall sensitivity, specificity, PPV, and NPV for diagnosis of carcinoma versus nondysplasia were 93.8% (67.7%-99.7%), 90.5% (68.2%-98.3%), 88.2% (62.3%-97.9%), and 95.0% (73.1%-99.7%), respectively, and the four indices for pCLE diagnosis of dysplasia versus nondysplasia were 60.0% (17.0%-92.7%), 80.9% (57.4%-93.7%), 42.9% (11.8%-79.8%), and 89.5% (65.5%-98.2%), respectively. The overall sensitivity for diagnosis of carcinoma versus dysplasia was 93.8% (67.7%-99.7%), specificity was 40% (7.3%-83.0%), PPV was 83.3% (57.7%-95.6%), and the NPV was 66.7% (12.5%-98.2%). CONCLUSIONS CLE is a suitable and valid method for otolaryngologists to diagnose of NPC in vivo. LEVEL OF EVIDENCE NA Laryngoscope, 129:897-902, 2019.
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Affiliation(s)
- Lingjie Wu
- ENT Institute and Otorhinolaryngology Department, Affiliated Eye and ENT Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- NHC Key Laboratory of Hearing Medicine, Fudan University, Shanghai, China
| | - Huiqian Yu
- ENT Institute and Otorhinolaryngology Department, Affiliated Eye and ENT Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- NHC Key Laboratory of Hearing Medicine, Fudan University, Shanghai, China
| | - Ren Zhou
- Department of Nursing, Eye and ENT Hospital, Shanghai Medical School, Fudan University, Shanghai, China
| | - Jiqin Luo
- ENT Institute and Otorhinolaryngology Department, Affiliated Eye and ENT Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Jieli Zhao
- Department of Nursing, Eye and ENT Hospital, Shanghai Medical School, Fudan University, Shanghai, China
| | - Yimeng Li
- ENT Institute and Otorhinolaryngology Department, Affiliated Eye and ENT Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- NHC Key Laboratory of Hearing Medicine, Fudan University, Shanghai, China
| | - Kang Wang
- Department of Radiology, Putuo Hospital, Shanghai Chinese Medicine University, Shanghai, China
| | - Yunfeng Wang
- ENT Institute and Otorhinolaryngology Department, Affiliated Eye and ENT Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- NHC Key Laboratory of Hearing Medicine, Fudan University, Shanghai, China
| | - Huawei Li
- ENT Institute and Otorhinolaryngology Department, Affiliated Eye and ENT Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- Institutes of Biomedical Sciences, Fudan University, Shanghai, China
- NHC Key Laboratory of Hearing Medicine, Fudan University, Shanghai, China
- Shanghai Engineering Research Centre of Cochlear Implant, Shanghai, China
- The Institutes of Brain Science and the Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China
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Safatle-Ribeiro AV, Ryoka Baba E, Corsato Scomparin R, Friedrich Faraj S, Simas de Lima M, Lenz L, Costa Martins B, Gusmon C, Shiguehissa Kawaguti F, Pennacchi C, Zilberstein B, Ribeiro U, Maluf-Filho F. Probe-based confocal endomicroscopy is accurate for differentiating gastric lesions in patients in a Western center. Chin J Cancer Res 2018; 30:546-552. [PMID: 30510366 PMCID: PMC6232359 DOI: 10.21147/j.issn.1000-9604.2018.05.08] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Objective Probe-based confocal laser endomicroscopy (pCLE) technique may improve the diagnosis of gastric mucosal lesions allowing acquisition of high-resolution in vivo images at the cellular and microvascular levels. This study aims to evaluate the accuracy of pCLE for the differential diagnosis of non-neoplastic and neoplastic gastric lesions. Methods Twenty gastric mucosal lesions from 10 patients were evaluated during endoscopic procedure and were examined by pCLE. Diagnostic pCLE was followed by biopsies or endoscopic resection of suspected lesions. A senior pathologist evaluated the specimens and was blinded to the pCLE results. Results Patients' mean age was 68.3 (range, 42-83) years and six were men. Thirteen suspicious flat or elevated lesions (classified as 0-Is, 0-IIa or 0-IIa + IIc) and seven pre-malignant lesions (atrophy and intestinal metaplasia) were evaluated. One patient was studied during his long-term follow-up after partial gastrectomy and presented severe atrophy, intestinal metaplasia, and xanthomas at the stump mucosa. The location of gastric lesions was in the body (n=10 lesions), the antrum (n=9) and the incisura angularis (n=1). All neoplastic lesions and all but one benign lesion were properly diagnosed by pCLE. pCLE incorrectly diagnosed one small antrum lesion as adenoma, however the final diagnosis was intestinal metaplasia. The final histological diagnosis was neoplastic in 9 and benign lesions in 11. In this small case series, pCLE accuracy was 95% (19/20 lesions). Conclusions pCLE is accurate for real time histology of gastric lesions. pCLE may change the management of patients with gastric mucosal lesions, guiding biopsies and endoscopic resection, and avoiding further diagnostic workup or unnecessary therapy.
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Affiliation(s)
- Adriana Vaz Safatle-Ribeiro
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Elisa Ryoka Baba
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Rodrigo Corsato Scomparin
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Sheila Friedrich Faraj
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Marcelo Simas de Lima
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Luciano Lenz
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Bruno Costa Martins
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Carla Gusmon
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Fábio Shiguehissa Kawaguti
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Caterina Pennacchi
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Bruno Zilberstein
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Ulysses Ribeiro
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
| | - Fauze Maluf-Filho
- Endoscopy Unit of Department of Gastroenterology, São Paulo Cancer Institute, University of São Paulo Medical School (ICESP-HCFMUSP), São Paulo 01246-000, Brazil
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15
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di Pietro M, Canto MI, Fitzgerald RC. Endoscopic Management of Early Adenocarcinoma and Squamous Cell Carcinoma of the Esophagus: Screening, Diagnosis, and Therapy. Gastroenterology 2018; 154:421-436. [PMID: 28778650 PMCID: PMC6104810 DOI: 10.1053/j.gastro.2017.07.041] [Citation(s) in RCA: 160] [Impact Index Per Article: 22.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Revised: 07/24/2017] [Accepted: 07/26/2017] [Indexed: 12/16/2022]
Abstract
Because the esophagus is easily accessible with endoscopy, early diagnosis and curative treatment of esophageal cancer is possible. However, diagnosis is often delayed because symptoms are not specific during early stages of tumor development. The onset of dysphagia is associated with advanced disease, which has a survival at 5 years lower than 15%. Population screening by endoscopy is not cost-effective, but a number of alternative imaging and cell analysis technologies are under investigation. The ideal screening test should be inexpensive, well tolerated, and applicable to primary care. Over the past 10 years, significant progress has been made in endoscopic diagnosis and treatment of dysplasia (squamous and Barrett's), and early esophageal cancer using resection and ablation technologies supported by evidence from randomized controlled trials. We review the state-of-the-art technologies for early diagnosis and minimally invasive treatment, which together could reduce the burden of disease.
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Affiliation(s)
| | - Marcia I Canto
- Division of Gastroenterology and Hepatology, Johns Hopkins Medical Institutions, Baltimore, Maryland
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