Pub Date : 2026-01-19eCollection Date: 2026-01-01DOI: 10.1055/a-2778-5666
Pedro Marílio Cardoso, Miguel Mascarenhas, Miguel Martins, Francisco Mendes, João Afonso, Tiago Ribeiro, Maria João Almeida, Joana Mota, Patrícia Andrade, Helder Cardoso, João Ferreira, Guilherme Macedo
Background and study aims: Device-assisted enteroscopy (DAE) offers a comprehensive examination of the gastrointestinal tract, yet its diagnostic and therapeutic success is dependent on adequate bowel preparation. Current methods for assessing preparation quality are subjective and limited to specific gastrointestinal segments. Although prior research explored artificial intelligence models for colon preparation classification, this study aimed to develop a convolutional neural network (CNN) for automatic evaluation of bowel cleanliness in DAE, addressing both small bowel and colon cleansing.
Patients and methods: We retrospectively analyzed 28 procedures (single balloon, double-balloon, and motorized spiral enteroscopy from January 2023 to May 2024). Bowel preparation was graded as excellent (≥ 90% visible mucosa), satisfactory (50%-90%), or unsatisfactory (< 50%). A dataset of 88,623 images (training: 90%, testing: 10%) was used, covering both small bowel and colon areas. CNN performance was evaluated against expert consensus using sensitivity, specificity, accuracy, and area under a receiver operating characteristic (AUC-ROC).
Results: The CNN demonstrated the following performance metrics: excellent cleansing (sensitivity: 97.8%, specificity: 80.3%, accuracy: 90.6%, AUC-ROC: 0.95), satisfactory cleansing (sensitivity: 81.8%, specificity: 97.9%, accuracy: 92.7%, AUC-ROC: 0.95), and unsatisfactory cleansing (sensitivity: 68.7%, specificity: 99.5%, accuracy: 96.8%, AUC-ROC: 0.96).
Conclusions: Current bowel cleanliness assessment methods are subjective and region-specific. This study presents the first CNN capable of panendoscopic bowel cleanliness evaluation during DAE, achieving high accuracy and demonstrating potential for real-time clinical application. This study marks a key step toward standardizing cleanliness assessment and endoscopy quality improvement.
{"title":"Automated assessment of small bowel and colon cleansing in enteroscopy using a convolutional neural network.","authors":"Pedro Marílio Cardoso, Miguel Mascarenhas, Miguel Martins, Francisco Mendes, João Afonso, Tiago Ribeiro, Maria João Almeida, Joana Mota, Patrícia Andrade, Helder Cardoso, João Ferreira, Guilherme Macedo","doi":"10.1055/a-2778-5666","DOIUrl":"10.1055/a-2778-5666","url":null,"abstract":"<p><strong>Background and study aims: </strong>Device-assisted enteroscopy (DAE) offers a comprehensive examination of the gastrointestinal tract, yet its diagnostic and therapeutic success is dependent on adequate bowel preparation. Current methods for assessing preparation quality are subjective and limited to specific gastrointestinal segments. Although prior research explored artificial intelligence models for colon preparation classification, this study aimed to develop a convolutional neural network (CNN) for automatic evaluation of bowel cleanliness in DAE, addressing both small bowel and colon cleansing.</p><p><strong>Patients and methods: </strong>We retrospectively analyzed 28 procedures (single balloon, double-balloon, and motorized spiral enteroscopy from January 2023 to May 2024). Bowel preparation was graded as excellent (≥ 90% visible mucosa), satisfactory (50%-90%), or unsatisfactory (< 50%). A dataset of 88,623 images (training: 90%, testing: 10%) was used, covering both small bowel and colon areas. CNN performance was evaluated against expert consensus using sensitivity, specificity, accuracy, and area under a receiver operating characteristic (AUC-ROC).</p><p><strong>Results: </strong>The CNN demonstrated the following performance metrics: excellent cleansing (sensitivity: 97.8%, specificity: 80.3%, accuracy: 90.6%, AUC-ROC: 0.95), satisfactory cleansing (sensitivity: 81.8%, specificity: 97.9%, accuracy: 92.7%, AUC-ROC: 0.95), and unsatisfactory cleansing (sensitivity: 68.7%, specificity: 99.5%, accuracy: 96.8%, AUC-ROC: 0.96).</p><p><strong>Conclusions: </strong>Current bowel cleanliness assessment methods are subjective and region-specific. This study presents the first CNN capable of panendoscopic bowel cleanliness evaluation during DAE, achieving high accuracy and demonstrating potential for real-time clinical application. This study marks a key step toward standardizing cleanliness assessment and endoscopy quality improvement.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"14 ","pages":"a27785666"},"PeriodicalIF":2.3,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817185/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background and study aims: Indigo carmine chromoendoscopy (IC) enhances diagnosis of early gastric cancer (EGC), but its clinical application is limited by procedure complexity and time. We developed a deep-learning system using a cycle-consistent generative adversarial network (CycleGAN) to generate virtual IC images from white-light endoscopy (WLE) and evaluated visibility of EGC in video-based virtual IC in a pilot study.
Patients and methods: We collected 4,096 endoscopic still images (2,089 WLE, 2,007 real IC) from 262 patients with gastric neoplasms. A CycleGAN model was trained to convert WLE into virtual IC images, and videos with 512 × 512 pixels at 30 frames per second were generated for five EGC cases. For each case, WLE, real IC, and virtual IC videos were prepared and evaluated by 16 endoscopists (6 experts, 10 non-experts). Visibility relative to WLE was rated using a 7-point Likert-type scale (-3 to +3), with positive values indicating improved visibility.
Results: A total of 160 evaluations were performed. Median [IQR] visibility score was 1 [0-2)] for real IC and 0 [-1 to 1] for virtual IC ( P < 0.001). In virtual IC, 46.3% of cases achieved a score of +1 or higher. Scores significantly varied by endoscope system ( P < 0.001).
Conclusions: Virtual IC improved visibility compared with WLE in nearly half the assessments, although its efficacy did not equal real IC. Optimizing performance for specific endoscope systems may enhance its clinical utility as a practical alternative for improving EGC detection.
{"title":"Assessment of early gastric cancer visibility in deep-learning-based virtual indigo carmine chromoendoscopy (with video).","authors":"Ayaka Takasu, Sho Suzuki, Yusuke Monno, Masaki Minai, Toshiaki Hirasawa, Hiroyuki Yamamoto, Fumiaki Ishibashi, Toshihiro Nishizawa, Masatoshi Okutomi, Tomohiro Tada","doi":"10.1055/a-2779-0074","DOIUrl":"10.1055/a-2779-0074","url":null,"abstract":"<p><strong>Background and study aims: </strong>Indigo carmine chromoendoscopy (IC) enhances diagnosis of early gastric cancer (EGC), but its clinical application is limited by procedure complexity and time. We developed a deep-learning system using a cycle-consistent generative adversarial network (CycleGAN) to generate virtual IC images from white-light endoscopy (WLE) and evaluated visibility of EGC in video-based virtual IC in a pilot study.</p><p><strong>Patients and methods: </strong>We collected 4,096 endoscopic still images (2,089 WLE, 2,007 real IC) from 262 patients with gastric neoplasms. A CycleGAN model was trained to convert WLE into virtual IC images, and videos with 512 × 512 pixels at 30 frames per second were generated for five EGC cases. For each case, WLE, real IC, and virtual IC videos were prepared and evaluated by 16 endoscopists (6 experts, 10 non-experts). Visibility relative to WLE was rated using a 7-point Likert-type scale (-3 to +3), with positive values indicating improved visibility.</p><p><strong>Results: </strong>A total of 160 evaluations were performed. Median [IQR] visibility score was 1 [0-2)] for real IC and 0 [-1 to 1] for virtual IC ( <i>P</i> < 0.001). In virtual IC, 46.3% of cases achieved a score of +1 or higher. Scores significantly varied by endoscope system ( <i>P</i> < 0.001).</p><p><strong>Conclusions: </strong>Virtual IC improved visibility compared with WLE in nearly half the assessments, although its efficacy did not equal real IC. Optimizing performance for specific endoscope systems may enhance its clinical utility as a practical alternative for improving EGC detection.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"14 ","pages":"a27790074"},"PeriodicalIF":2.3,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817183/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-14eCollection Date: 2026-01-01DOI: 10.1055/a-2777-9441
Joel Troya, Karl-Hermann Fuchs, Alexander Hann, Alexander Meining
Techniques of interventional endoscopy such as implantation of stents, leak closure by clips, or endoscopic suturing can help in reducing risk of an unfavorable outcome for patients with fistulas in the gastrointestinal tract. One method is endoscopic internal drainage (EID), which has been reported to have remarkable success. Because dislocation can reduce success, endoscopic suture techniques have been applied; however, devices could be cumbersome and/or expensive. The purpose of this experimental study was to evaluation the new endoscopic suturing needle-holder SutuArt for fixation of internal drains at a gastric fistula site. This suturing system is a through-the-scope needle-holder, which can be rotated within the working channel 360 degrees and maneuvered with the endoscope tip in many positions. The experiment was performed using an explanted porcine stomach with attached esophagus. Three consecutive running stitches were performed to provide sufficient fixation of the drain at an experimental "fistula" site. Afterward, the force was measured to dislocate the fixed drain. The results of 12 measurements (median duration 23 minutes; range: 19-44) at 6.7 Newton were compared with the reference value of 12 Newton (full-thickness open-stitch), thus withstanding a substantial pulling force. In conclusion, this study demonstrates the conceptual possibility of using an endoscopic needle holder for suture-fixation of a drain. Further clinical investigations are required to establish a full feasibility test of the concept.
{"title":"Technical aspects of endoscopic internal drainage procedure, secured by endoscopic suture fixation: Experimental study.","authors":"Joel Troya, Karl-Hermann Fuchs, Alexander Hann, Alexander Meining","doi":"10.1055/a-2777-9441","DOIUrl":"10.1055/a-2777-9441","url":null,"abstract":"<p><p>Techniques of interventional endoscopy such as implantation of stents, leak closure by clips, or endoscopic suturing can help in reducing risk of an unfavorable outcome for patients with fistulas in the gastrointestinal tract. One method is endoscopic internal drainage (EID), which has been reported to have remarkable success. Because dislocation can reduce success, endoscopic suture techniques have been applied; however, devices could be cumbersome and/or expensive. The purpose of this experimental study was to evaluation the new endoscopic suturing needle-holder SutuArt for fixation of internal drains at a gastric fistula site. This suturing system is a through-the-scope needle-holder, which can be rotated within the working channel 360 degrees and maneuvered with the endoscope tip in many positions. The experiment was performed using an explanted porcine stomach with attached esophagus. Three consecutive running stitches were performed to provide sufficient fixation of the drain at an experimental \"fistula\" site. Afterward, the force was measured to dislocate the fixed drain. The results of 12 measurements (median duration 23 minutes; range: 19-44) at 6.7 Newton were compared with the reference value of 12 Newton (full-thickness open-stitch), thus withstanding a substantial pulling force. In conclusion, this study demonstrates the conceptual possibility of using an endoscopic needle holder for suture-fixation of a drain. Further clinical investigations are required to establish a full feasibility test of the concept.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"14 ","pages":"a27779441"},"PeriodicalIF":2.3,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817186/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-13eCollection Date: 2026-01-01DOI: 10.1055/a-2733-1068
Owen McKay, Joanne Lundy, Sally Bell, Phil Ha, Hugh Gao, Brendan Jenkins, Chamkaushalya Bulathsinghalage, Michael Swan, Simon Hew, Belinda Lee, Pranav Dorwal, Manoop S Bhutani, Vivek Rathi, Sean Grimmond, Andrew Perry, Trevor Wilson, Andrew Strickland, John Zalcberg, Daniel Croagh
Background and study aims: Pancreatic ductal adenocarcinoma (PDAC) is a poor prognostic malignancy. Comprehensive genomic profiling (CGP) has improved outcomes in many cancers, but widespread uptake in PDAC remains elusive. This study investigated the feasibility of using endoscopic ultrasound with fine-needle biopsy (EUS-FNB) for CGP in advanced PDAC.
Patients and methods experimental design: A multicenter prospective cohort study was conducted to assess the feasibility of using DNA and RNA extracted from fresh frozen or archival formalin-fixed paraffin-embedded (FFPE) EUS-FNB for CGP on advanced PDAC using the TSO-500 gene panel testing. Results of the CGP were reviewed at a molecular tumor board (MTB) and subsequent treatment recommendations were forwarded to the referring clinicians.
Results: CGP was successful in 129 of 143 patients (90%) enrolled between May 2020 to September 2023. Fresh frozen EUS-FNB provided suitable genetic material for CGP in 123 of 133 patients (92%). Conversely, CGP was successful on FFPE biopsy blocks from only six of 16 patients (38%). Fifty-two of 143 patients (36%) had a potentially targetable mutation detected, and eight of these patients (6%) were treated with targeted therapy based on their EUS-FNB-derived molecular profile. Patients who received personalized therapy had a significant ( P < 0.0001) increase in survival versus standard or no therapy at 12 and 36 months. Median patient survival on standard therapy was 9.47 months versus > 18 months for personalized therapy.
Conclusions: This real-world study confirms the feasibility and utility of CGP using EUS-FNB in advanced PDAC. It illustrates the importance of timely access to personalized therapy informed by CGP, which can impact the treatment pathway and improve survival outcomes.
{"title":"Endoscopic ultrasound molecular evaluation of pancreatic cancer trial to profile molecular landscape of inoperable pancreatic ductal adenocarcinoma.","authors":"Owen McKay, Joanne Lundy, Sally Bell, Phil Ha, Hugh Gao, Brendan Jenkins, Chamkaushalya Bulathsinghalage, Michael Swan, Simon Hew, Belinda Lee, Pranav Dorwal, Manoop S Bhutani, Vivek Rathi, Sean Grimmond, Andrew Perry, Trevor Wilson, Andrew Strickland, John Zalcberg, Daniel Croagh","doi":"10.1055/a-2733-1068","DOIUrl":"10.1055/a-2733-1068","url":null,"abstract":"<p><strong>Background and study aims: </strong>Pancreatic ductal adenocarcinoma (PDAC) is a poor prognostic malignancy. Comprehensive genomic profiling (CGP) has improved outcomes in many cancers, but widespread uptake in PDAC remains elusive. This study investigated the feasibility of using endoscopic ultrasound with fine-needle biopsy (EUS-FNB) for CGP in advanced PDAC.</p><p><strong>Patients and methods experimental design: </strong>A multicenter prospective cohort study was conducted to assess the feasibility of using DNA and RNA extracted from fresh frozen or archival formalin-fixed paraffin-embedded (FFPE) EUS-FNB for CGP on advanced PDAC using the TSO-500 gene panel testing. Results of the CGP were reviewed at a molecular tumor board (MTB) and subsequent treatment recommendations were forwarded to the referring clinicians.</p><p><strong>Results: </strong>CGP was successful in 129 of 143 patients (90%) enrolled between May 2020 to September 2023. Fresh frozen EUS-FNB provided suitable genetic material for CGP in 123 of 133 patients (92%). Conversely, CGP was successful on FFPE biopsy blocks from only six of 16 patients (38%). Fifty-two of 143 patients (36%) had a potentially targetable mutation detected, and eight of these patients (6%) were treated with targeted therapy based on their EUS-FNB-derived molecular profile. Patients who received personalized therapy had a significant ( <i>P</i> < 0.0001) increase in survival versus standard or no therapy at 12 and 36 months. Median patient survival on standard therapy was 9.47 months versus > 18 months for personalized therapy.</p><p><strong>Conclusions: </strong>This real-world study confirms the feasibility and utility of CGP using EUS-FNB in advanced PDAC. It illustrates the importance of timely access to personalized therapy informed by CGP, which can impact the treatment pathway and improve survival outcomes.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"14 ","pages":"a27331068"},"PeriodicalIF":2.3,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817188/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-13eCollection Date: 2026-01-01DOI: 10.1055/a-2779-1774
James Turvill, Monica Haritakis, Scott Pygall, Emily Bryant, Harriet Cox, Greg Forshaw, Crispin Musicha, Victoria Allgar, Robert Logan, Mark McAlindon
Background and study aims: During the COVID-19 pandemic the National Health Service introduced colon capsule endoscopy (CCE) as an alternative to colonoscopy in patients awaiting 3-year post-polypectomy surveillance. We determined the safety, diagnostic accuracy, and utility of CCE in this clinical setting.
Patients and methods: Consenting patients awaiting 3-year post-polypectomy surveillance underwent CCE or colonoscopy. For those having CCE, risk-based guidance was developed directing to: 1) immediate colorectal endoscopic intervention; 2) deferred intervention; or 3) discharge. The safety, comparative and paired diagnostic accuracy, and colonoscopy capacity spared by CCE were determined.
Results: There were 464 CCE and 78 colonoscopy patients recruited. CCE patients were younger (mean 62 years versus 68 years). CCE was safely tolerated in 99% of patients. More ≥ 10 mm and 6- to 9-mm polyps were detected in the CCE cohort than the colonoscopy comparator cohort. This was on an intention to investigate basis and in those who had complete and adequately prepared examinations. Two hundred and five CCE patients had an urgent colonoscopy or flexible sigmoidoscopy and their paired findings were matched. Per patient sensitivities for ≥ 10 mm and 6- to 9-mm polyps were 92% and 90%, respectively. Two-thirds of patients entered a modified management pathway after CCE with 25% being discharged and 27% having a procedure deferral for up to 3 years. CCE completion and bowel preparation adequacy rates were 78% and 73% respectively. No colorectal cancer was detected.
Conclusions: CCE is a safe diagnostic of colorectal polyps. In surveillance, its "filter function" complements existing colorectal diagnostic services by providing capacity and choice.
{"title":"Multicenter study of colon capsule endoscopy in post-polypectomy surveillance.","authors":"James Turvill, Monica Haritakis, Scott Pygall, Emily Bryant, Harriet Cox, Greg Forshaw, Crispin Musicha, Victoria Allgar, Robert Logan, Mark McAlindon","doi":"10.1055/a-2779-1774","DOIUrl":"10.1055/a-2779-1774","url":null,"abstract":"<p><strong>Background and study aims: </strong>During the COVID-19 pandemic the National Health Service introduced colon capsule endoscopy (CCE) as an alternative to colonoscopy in patients awaiting 3-year post-polypectomy surveillance. We determined the safety, diagnostic accuracy, and utility of CCE in this clinical setting.</p><p><strong>Patients and methods: </strong>Consenting patients awaiting 3-year post-polypectomy surveillance underwent CCE or colonoscopy. For those having CCE, risk-based guidance was developed directing to: 1) immediate colorectal endoscopic intervention; 2) deferred intervention; or 3) discharge. The safety, comparative and paired diagnostic accuracy, and colonoscopy capacity spared by CCE were determined.</p><p><strong>Results: </strong>There were 464 CCE and 78 colonoscopy patients recruited. CCE patients were younger (mean 62 years versus 68 years). CCE was safely tolerated in 99% of patients. More ≥ 10 mm and 6- to 9-mm polyps were detected in the CCE cohort than the colonoscopy comparator cohort. This was on an intention to investigate basis and in those who had complete and adequately prepared examinations. Two hundred and five CCE patients had an urgent colonoscopy or flexible sigmoidoscopy and their paired findings were matched. Per patient sensitivities for ≥ 10 mm and 6- to 9-mm polyps were 92% and 90%, respectively. Two-thirds of patients entered a modified management pathway after CCE with 25% being discharged and 27% having a procedure deferral for up to 3 years. CCE completion and bowel preparation adequacy rates were 78% and 73% respectively. No colorectal cancer was detected.</p><p><strong>Conclusions: </strong>CCE is a safe diagnostic of colorectal polyps. In surveillance, its \"filter function\" complements existing colorectal diagnostic services by providing capacity and choice.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"14 ","pages":"a27791774"},"PeriodicalIF":2.3,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817189/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background and study aims: This study aimed to assess both short-term safety and long-term outcomes of whole circumferential endoscopic submucosal dissection (WC-ESD) for esophageal squamous cell carcinoma (ESCC) with tumor length > 50 mm, and to evaluate effectiveness of aggressive prophylactic dilation combined with steroid therapy in preventing esophageal stricture.
Patients and methods: A retrospective review was conducted on 67 patients who underwent WC-ESD for superficial ESCC between 2009 and 2019 at a single Japanese center. Patients were categorized into > 50-mm and ≤ 50-mm groups. The primary endpoint was incidence of post-ESD stricture in the main analysis excluding surgery/chemoradiotherapy cases within 90 days; sensitivity analysis included all patients. Secondary endpoints were number of dilations, steroid use, and long-term survival outcomes (overall survival [OS], disease-specific survival [DSS], relapse-free survival [RFS]).
Results: Stricture incidence was not significantly different (> 50 mm vs. ≤ 50 mm: 13% vs. 18%, P = 0.708; sensitivity: 21% vs. 15%, P = 0.538). Although dilations were more frequent in the > 50-mm group (96% vs. 83%), median sessions were similar (8 vs. 7.5). Prophylactic dilation plus steroids reduced refractory strictures (25%→7%, P = 0.03). For pT1a-EP/LPM cases, 5-year OS, DSS, and RFS were 100% in both groups. In pT1a-MM/pT1b cases, survival was comparable, although OS tended to be lower with > 50-mm lesions (68.9% vs. 100%, P = 0.07).
Conclusions: WC-ESD for superficial ESCC with a tumor length > 50 mm did not increase adverse events and provided comparable long-term survival. These findings support feasibility beyond guideline limits and emphasize further refinement of stricture prevention.
背景与研究目的:本研究旨在评估肿瘤长度为bbb50 mm的食管鳞状细胞癌(ESCC)全周内镜粘膜下夹层(WC-ESD)的短期安全性和长期预后,并评价积极预防性扩张联合类固醇治疗预防食管狭窄的有效性。患者和方法:回顾性分析了2009年至2019年在日本一个中心接受WC-ESD治疗浅表ESCC的67例患者。患者分为bbb50 -mm组和≤50-mm组。主要终点为除90天内手术/放化疗病例外的esd后狭窄发生率;敏感性分析纳入所有患者。次要终点是扩张次数、类固醇使用和长期生存结果(总生存期[OS]、疾病特异性生存期[DSS]、无复发生存期[RFS])。结果:狭窄发生率无显著差异(> 50 mm vs≤50 mm: 13% vs 18%, P = 0.708;敏感性:21% vs 15%, P = 0.538)。虽然> 50-mm组的扩张更频繁(96%对83%),但中位疗程相似(8对7.5)。预防性扩张加类固醇可减少难治性狭窄(25%→7%,P = 0.03)。对于pT1a-EP/LPM病例,两组5年OS、DSS和RFS均为100%。在pT1a-MM/pT1b病例中,生存率相当,尽管> 50-mm病变的OS往往较低(68.9% vs. 100%, P = 0.07)。结论:对于肿瘤长度为bbb50 mm的浅表ESCC, WC-ESD不会增加不良事件,并提供相当的长期生存。这些发现支持超出指南限制的可行性,并强调进一步改进狭窄预防。
{"title":"Clinical outcomes of circumferential endoscopic submucosal dissection in esophageal squamous cell carcinoma > 50 mm: Retrospective cohort study.","authors":"Takakazu Miyake, Hiroaki Takahashi, Satoshi Okahara, Ayumu Takizawa, Takashi Yokoyama, Junichi Kodaira, Keisuke Ishigami, Shinji Yoshii, Hiroshi Nakase","doi":"10.1055/a-2760-6112","DOIUrl":"10.1055/a-2760-6112","url":null,"abstract":"<p><strong>Background and study aims: </strong>This study aimed to assess both short-term safety and long-term outcomes of whole circumferential endoscopic submucosal dissection (WC-ESD) for esophageal squamous cell carcinoma (ESCC) with tumor length > 50 mm, and to evaluate effectiveness of aggressive prophylactic dilation combined with steroid therapy in preventing esophageal stricture.</p><p><strong>Patients and methods: </strong>A retrospective review was conducted on 67 patients who underwent WC-ESD for superficial ESCC between 2009 and 2019 at a single Japanese center. Patients were categorized into > 50-mm and ≤ 50-mm groups. The primary endpoint was incidence of post-ESD stricture in the main analysis excluding surgery/chemoradiotherapy cases within 90 days; sensitivity analysis included all patients. Secondary endpoints were number of dilations, steroid use, and long-term survival outcomes (overall survival [OS], disease-specific survival [DSS], relapse-free survival [RFS]).</p><p><strong>Results: </strong>Stricture incidence was not significantly different (> 50 mm vs. ≤ 50 mm: 13% vs. 18%, <i>P</i> = 0.708; sensitivity: 21% vs. 15%, <i>P</i> = 0.538). Although dilations were more frequent in the > 50-mm group (96% vs. 83%), median sessions were similar (8 vs. 7.5). Prophylactic dilation plus steroids reduced refractory strictures (25%→7%, <i>P</i> = 0.03). For pT1a-EP/LPM cases, 5-year OS, DSS, and RFS were 100% in both groups. In pT1a-MM/pT1b cases, survival was comparable, although OS tended to be lower with > 50-mm lesions (68.9% vs. 100%, <i>P</i> = 0.07).</p><p><strong>Conclusions: </strong>WC-ESD for superficial ESCC with a tumor length > 50 mm did not increase adverse events and provided comparable long-term survival. These findings support feasibility beyond guideline limits and emphasize further refinement of stricture prevention.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"13 ","pages":"a27606112"},"PeriodicalIF":2.3,"publicationDate":"2025-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12818186/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017895","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background and study aims: Olympus's new endoscopic system, EVIS X1, features five-LED illumination and a novel complementary metal-oxide-semiconductor (CMOS) image sensor distinct from conventional charge-coupled devices (CCDs), potentially improving colorectal adenoma detection rates (ADRs). This study compared ADR and related indicators between the EVIS X1 system and the conventional EVIS LUCERA ELITE, a xenon-light system.
Patients and methods: Of 4,915 colonoscopies performed between September 2020 and April 2023, 814 EVIS X1 and 953 LUCERA cases met inclusion criteria. After propensity score matching to balance baseline characteristics, 660 patients per group were analyzed. Outcomes included ADR, polyp detection rate (PDR), adenomas per colonoscopy (APC), and polyps per colonoscopy (PPC). Subgroup analysis assessed the impact of CMOS-equipped scopes within the X1 group.
Results: ADR was slightly higher in the X1 group (36.1%) than the LUCERA group (32.1%), although not statistically significant ( P = 0.147). APC (0.77 vs. 0.61, P = 0.034) and PPC (0.95 vs. 0.75, P = 0.023) were significantly higher with X1. Within the X1 group, scopes with CMOS sensors achieved a significantly higher ADR (41.9%) compared with those without. Mean size of polyps detected was smaller with CMOS than with CCD scopes. Multivariate analysis identified age > 60 years, male sex, positive fecal occult blood test, and use of the X1 system with CMOS scopes as independent predictors of higher ADR.
Conclusions: The EVIS X1 system may have the potential to improve adenoma detection, particularly when used with CMOS sensor-equipped scopes. These findings suggest potential benefits for colorectal cancer screening, although further large-scale studies are warranted for validation.
背景和研究目的:奥林巴斯的新型内窥镜系统EVIS X1具有五led照明和一种不同于传统电荷耦合器件(ccd)的新型互补金属氧化物半导体(CMOS)图像传感器,有可能提高结直肠腺瘤的检出率(adr)。本研究比较了EVIS X1系统与传统EVIS LUCERA ELITE(氙灯系统)的ADR及相关指标。患者和方法:在2020年9月至2023年4月期间进行的4,915例结肠镜检查中,814例EVIS X1和953例LUCERA符合纳入标准。在倾向评分匹配平衡基线特征后,对每组660例患者进行分析。结果包括不良反应、息肉检出率(PDR)、每次结肠镜检查腺瘤(APC)和每次结肠镜检查息肉(PPC)。亚组分析评估了X1组内配备cmos的示波器的影响。结果:X1组不良反应(36.1%)略高于LUCERA组(32.1%),但差异无统计学意义(P = 0.147)。APC (0.77 vs. 0.61, P = 0.034)和PPC (0.95 vs. 0.75, P = 0.023)随X1的增加而升高。在X1组中,与没有CMOS传感器的示波器相比,带有CMOS传感器的示波器的ADR明显更高(41.9%)。CMOS镜下息肉平均尺寸小于CCD镜下息肉平均尺寸。多因素分析发现,年龄介于60岁之间、男性、粪便隐血试验阳性以及使用X1系统和CMOS镜检是较高ADR的独立预测因素。结论:EVIS X1系统可能具有提高腺瘤检测的潜力,特别是当与配备CMOS传感器的示波器一起使用时。这些发现提示了结直肠癌筛查的潜在益处,尽管需要进一步的大规模研究来验证。
{"title":"Comparison of adenoma detection rate using the novel 5-LED vs xenon-light endoscopic system: Propensity score matching analysis.","authors":"Tatsuhiro Ito, Satoshi Osawa, Takanori Yamada, Keisuke Inagaki, Tomohiro Takebe, Satoru Takahashi, Shunya Onoue, Kiichi Sugiura, Natsuki Ishida, Tomoharu Matsuura, Mihoko Yamade, Moriya Iwaizumi, Yasushi Hamaya, Ken Sugimoto","doi":"10.1055/a-2760-6529","DOIUrl":"10.1055/a-2760-6529","url":null,"abstract":"<p><strong>Background and study aims: </strong>Olympus's new endoscopic system, EVIS X1, features five-LED illumination and a novel complementary metal-oxide-semiconductor (CMOS) image sensor distinct from conventional charge-coupled devices (CCDs), potentially improving colorectal adenoma detection rates (ADRs). This study compared ADR and related indicators between the EVIS X1 system and the conventional EVIS LUCERA ELITE, a xenon-light system.</p><p><strong>Patients and methods: </strong>Of 4,915 colonoscopies performed between September 2020 and April 2023, 814 EVIS X1 and 953 LUCERA cases met inclusion criteria. After propensity score matching to balance baseline characteristics, 660 patients per group were analyzed. Outcomes included ADR, polyp detection rate (PDR), adenomas per colonoscopy (APC), and polyps per colonoscopy (PPC). Subgroup analysis assessed the impact of CMOS-equipped scopes within the X1 group.</p><p><strong>Results: </strong>ADR was slightly higher in the X1 group (36.1%) than the LUCERA group (32.1%), although not statistically significant ( <i>P</i> = 0.147). APC (0.77 vs. 0.61, <i>P</i> = 0.034) and PPC (0.95 vs. 0.75, <i>P</i> = 0.023) were significantly higher with X1. Within the X1 group, scopes with CMOS sensors achieved a significantly higher ADR (41.9%) compared with those without. Mean size of polyps detected was smaller with CMOS than with CCD scopes. Multivariate analysis identified age > 60 years, male sex, positive fecal occult blood test, and use of the X1 system with CMOS scopes as independent predictors of higher ADR.</p><p><strong>Conclusions: </strong>The EVIS X1 system may have the potential to improve adenoma detection, particularly when used with CMOS sensor-equipped scopes. These findings suggest potential benefits for colorectal cancer screening, although further large-scale studies are warranted for validation.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"13 ","pages":"a27606529"},"PeriodicalIF":2.3,"publicationDate":"2025-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12818183/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017844","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-19eCollection Date: 2025-01-01DOI: 10.1055/a-2760-6455
Gabriel Marcellier, Birane Beye, Nathaniel Edery, Alain Berson, Benedicte Jais, Paul Rivallin, Frédéric Prat
Background and study aims: Esophageal refractory benign strictures are challenging to manage. Fully-covered metallic stents (FCSEMS) are swiftly efficient but subject to high migration rates. Because new through-the-scope suturing devices (TTSS) are now available, an alternative to over-the-scope/through-the-scope clips (OTSC/TTSC) or over-the-scope suturing devices (OTSS) can be trialed to anchor FCSEMS and prevent their dislodgement.
Methods: We performed a preclinical comparison on a porcine model of the ability to prevent FCSEMS migration with TTSS, OTSC, and TTSC. Given the promising results, we then performed stent anchoring with TTSS to selected patients with refractory benign strictures. We hereby present these initial procedures and their outcomes.
Results: In preclinical trials, TTSS provided significantly higher resistance to traction than OTSC, TTSC, and no anchoring. We performed eight FCSEMS anchoring with TTSS among six patients, with encouraging technical and clinical outcomes.
Conclusions: This is the first preclinical and clinical description of the benefits of TTSS for FCSEMS anchoring in esophageal refractory benign strictures. Safe and efficient anchoring with TTSS could allow using double-silicon-layered FCSEMS that can be left in place several months for management of refractory benign strictures. This work paves the way for prospective studies assessing FCSEMS anchoring with TTSS.
{"title":"Anchoring of esophageal stents with through-the-scope suturing devices: Preclinical proof of concept and first clinical cases.","authors":"Gabriel Marcellier, Birane Beye, Nathaniel Edery, Alain Berson, Benedicte Jais, Paul Rivallin, Frédéric Prat","doi":"10.1055/a-2760-6455","DOIUrl":"10.1055/a-2760-6455","url":null,"abstract":"<p><strong>Background and study aims: </strong>Esophageal refractory benign strictures are challenging to manage. Fully-covered metallic stents (FCSEMS) are swiftly efficient but subject to high migration rates. Because new through-the-scope suturing devices (TTSS) are now available, an alternative to over-the-scope/through-the-scope clips (OTSC/TTSC) or over-the-scope suturing devices (OTSS) can be trialed to anchor FCSEMS and prevent their dislodgement.</p><p><strong>Methods: </strong>We performed a preclinical comparison on a porcine model of the ability to prevent FCSEMS migration with TTSS, OTSC, and TTSC. Given the promising results, we then performed stent anchoring with TTSS to selected patients with refractory benign strictures. We hereby present these initial procedures and their outcomes.</p><p><strong>Results: </strong>In preclinical trials, TTSS provided significantly higher resistance to traction than OTSC, TTSC, and no anchoring. We performed eight FCSEMS anchoring with TTSS among six patients, with encouraging technical and clinical outcomes.</p><p><strong>Conclusions: </strong>This is the first preclinical and clinical description of the benefits of TTSS for FCSEMS anchoring in esophageal refractory benign strictures. Safe and efficient anchoring with TTSS could allow using double-silicon-layered FCSEMS that can be left in place several months for management of refractory benign strictures. This work paves the way for prospective studies assessing FCSEMS anchoring with TTSS.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"13 ","pages":"a27606455"},"PeriodicalIF":2.3,"publicationDate":"2025-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12818185/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-16eCollection Date: 2025-01-01DOI: 10.1055/a-2760-6753
Elena De Cristofaro, Federico Barbaro, Jérôme Rivory, Alexandru Lupu, Benedetto Neri, Dario Biasutto, Gianluca Andrisani, Rui Morais, Franscisco Mendes, João Santos-Antunes, Germana de Nucci, Sandro Sferrazza, Silvia Pecere, Yanis Dahel, Jean-Philippe Ratone, Laura Rovedatti, Cristiano Spada, Francesco Maria Di Matteo, Andrea Anderloni, Philippe Leclercq, Samanta Romeo, Guido Manfredi, Elisa Stasi, Jeremie Jacques, Edoardo Troncone, Lucile Héroin, Jerome Maitre, Arthur Berger, Giulio Antonelli, Simona Agazzi, Giovanna Del Vecchio Blanco, Giovanni Monteleone, Mathieu Pioche
Background and study aims: Esophagogastric junction (EGJ) lesions are uncommon and histologically diverse. Among these, EGJ hyperplastic lesions are rare and generally considered benign. However, their nonspecific appearance makes accurate endoscopic identification challenging. Endoscopic resection is both a diagnostic and therapeutic approach, yet risk factors for neoplastic transformation in EGJ lesions remain unclear. This study aimed to identify predictive factors for neoplastic transformation in hyperplastic EGJ lesions.
Patients and methods: This multicenter, retrospective study included patients with hyperplastic EGJ lesions endoscopically resected across 13 European hospitals. Data were collected from endoscopy and pathology reports. Neoplastic transformation was defined by presence of dysplasia or adenocarcinoma. A multivariable logistic regression model was conducted to assess predictive factors for neoplastic transformation in resected hyperplastic lesions.
Results: From January 2015 to October 2024, 91 EGJ hyperplastic lesions were included. Polypectomy/endoscopic mucosal resection (EMR) was performed in 86% of cases, endoscopic submucosal dissection (ESD) in 19%. En bloc resection was successfully achieved in 93% of cases, whereas R0 resection rates were confirmed in 84% of cases. Twenty-one lesions (23%) showed neoplastic transformation on histology. Independent predictive factors for neoplastic transformation in hyperplastic lesions included non-polypoid morphology (odds ratio [OR] 5.48; P = 0.025), presence of surface ulceration (OR 11.5; P = 0.0005) and lesion size (OR 5.48; P = 0.021). Lesion size > 12 mm was identified as a significant predictor of neoplastic transformation in hyperplastic lesions.
Conclusions: EGJ hyperplastic lesions showed a non-negligible risk of neoplastic transformation. These findings highlight the need for careful endoscopic assessment to predict malignancy while promoting appropriate management strategies to ensure adequate R0 resection in case of undetected local malignancy.
背景与研究目的:食管胃交界(EGJ)病变罕见且组织学多样。其中,EGJ增生性病变是罕见的,一般认为是良性的。然而,它们的非特异性外观使得准确的内窥镜识别具有挑战性。内镜切除是一种诊断和治疗方法,但EGJ病变肿瘤转化的危险因素尚不清楚。本研究旨在确定增生性EGJ病变肿瘤转化的预测因素。患者和方法:这项多中心、回顾性研究纳入了13家欧洲医院经内镜切除的EGJ增生性病变患者。数据来源于内窥镜检查和病理报告。肿瘤转化的定义是存在不典型增生或腺癌。采用多变量logistic回归模型评估切除的增生性病变中肿瘤转化的预测因素。结果:2015年1月至2024年10月共纳入91例EGJ增生性病变。息肉切除术/内镜下粘膜切除术(EMR)占86%,内镜下粘膜剥离(ESD)占19%。整体切除在93%的病例中成功实现,而R0切除率在84%的病例中得到确认。组织学上表现为肿瘤转化21例(23%)。增生性病变中肿瘤转化的独立预测因素包括非息肉样形态(比值比[OR] 5.48; P = 0.025)、有无表面溃疡(比值比[OR] 11.5; P = 0.0005)和病变大小(比值比[OR] 5.48; P = 0.021)。病变大小bbb12mm被认为是增生性病变中肿瘤转化的重要预测因子。结论:EGJ增生性病变具有不可忽视的肿瘤转化风险。这些发现强调需要仔细的内镜评估来预测恶性肿瘤,同时促进适当的管理策略,以确保在未发现局部恶性肿瘤的情况下进行充分的R0切除。
{"title":"Neoplastic risk in hyperplastic esophagogastric junction lesions: Comprehensive multicenter study.","authors":"Elena De Cristofaro, Federico Barbaro, Jérôme Rivory, Alexandru Lupu, Benedetto Neri, Dario Biasutto, Gianluca Andrisani, Rui Morais, Franscisco Mendes, João Santos-Antunes, Germana de Nucci, Sandro Sferrazza, Silvia Pecere, Yanis Dahel, Jean-Philippe Ratone, Laura Rovedatti, Cristiano Spada, Francesco Maria Di Matteo, Andrea Anderloni, Philippe Leclercq, Samanta Romeo, Guido Manfredi, Elisa Stasi, Jeremie Jacques, Edoardo Troncone, Lucile Héroin, Jerome Maitre, Arthur Berger, Giulio Antonelli, Simona Agazzi, Giovanna Del Vecchio Blanco, Giovanni Monteleone, Mathieu Pioche","doi":"10.1055/a-2760-6753","DOIUrl":"10.1055/a-2760-6753","url":null,"abstract":"<p><strong>Background and study aims: </strong>Esophagogastric junction (EGJ) lesions are uncommon and histologically diverse. Among these, EGJ hyperplastic lesions are rare and generally considered benign. However, their nonspecific appearance makes accurate endoscopic identification challenging. Endoscopic resection is both a diagnostic and therapeutic approach, yet risk factors for neoplastic transformation in EGJ lesions remain unclear. This study aimed to identify predictive factors for neoplastic transformation in hyperplastic EGJ lesions.</p><p><strong>Patients and methods: </strong>This multicenter, retrospective study included patients with hyperplastic EGJ lesions endoscopically resected across 13 European hospitals. Data were collected from endoscopy and pathology reports. Neoplastic transformation was defined by presence of dysplasia or adenocarcinoma. A multivariable logistic regression model was conducted to assess predictive factors for neoplastic transformation in resected hyperplastic lesions.</p><p><strong>Results: </strong>From January 2015 to October 2024, 91 EGJ hyperplastic lesions were included. Polypectomy/endoscopic mucosal resection (EMR) was performed in 86% of cases, endoscopic submucosal dissection (ESD) in 19%. En bloc resection was successfully achieved in 93% of cases, whereas R0 resection rates were confirmed in 84% of cases. Twenty-one lesions (23%) showed neoplastic transformation on histology. Independent predictive factors for neoplastic transformation in hyperplastic lesions included non-polypoid morphology (odds ratio [OR] 5.48; <i>P</i> = 0.025), presence of surface ulceration (OR 11.5; <i>P</i> = 0.0005) and lesion size (OR 5.48; <i>P</i> = 0.021). Lesion size > 12 mm was identified as a significant predictor of neoplastic transformation in hyperplastic lesions.</p><p><strong>Conclusions: </strong>EGJ hyperplastic lesions showed a non-negligible risk of neoplastic transformation. These findings highlight the need for careful endoscopic assessment to predict malignancy while promoting appropriate management strategies to ensure adequate R0 resection in case of undetected local malignancy.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"13 ","pages":"a27606753"},"PeriodicalIF":2.3,"publicationDate":"2025-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817182/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background and study aims: This study aimed to develop a clinical prediction model to assess the 24-hour post-ERCP complication risk in patients with common bile duct stones (CBDs), guiding clinical decision-making for ERCP as a day surgery.
Patients and methods: Retrospective data from The First Hospital of Lanzhou University (2010-2019) and prospective multicenter data on post-ERCP complications (2020-2023) were collected and registered on ClinicalTrials.gov (NCT04234126, NCT04242394). The ADASYN method was used for dataset balancing. Machine learning algorithms, including KNN, XGBoost, RF, SVM, and NB, were compared with traditional models. External validation was performed with retrospective data from other ERCP centers (2015-2017) and The First Hospital of Lanzhou University (2019-2020), with registration under NCT02510495. The optimal model was selected based on the ROC curve (AUC), and an online prediction tool was developed.
Results: A logistic regression (LR) model incorporating seven feature variables-mechanical lithotripsy, pancreatic duct cannulation, bile duct dilation, residual stones, white blood cell count, alanine aminotransferase (ALT) level, and pancreatic duct stent placement-was identified as the optimal model, The model yielded specificity, sensitivity, accuracy, and AUC values of 0.835, 0.655, 0.807, and 0.819 in the external validation set, with a second external validation set providing additional results of 0.799, 0.714, 0.784, and 0.805. Patients were stratified into high- and low-risk groups. An online calculator was developed ( https://borujin.shinyapps.io/dynnomapp/ ).
Conclusions: The results indicate that the proposed LR model, utilizing the top seven risk factors, could serve as an effective tool for predicting occurrence of complications in day surgery.
{"title":"Identifying high-risk patients having ERCP as a day surgery with an online prediction platform: Multicohort validation of a machine learning model.","authors":"Boru Jin, Yi Wang, Xu Zhang, Jinyu Zhao, Wangping He, Kecheng Jin, Zhen Liu, Ruyang Zhong, Yuhu Ma, Chunlu Dong, Yanyan Lin, Xiaoliang Zhu, Kexiang Zhu, Lei Zhang, Ping Yue, Shuyan Li, Jinqiu Yuan, Xun Li, Wenbo Meng","doi":"10.1055/a-2733-1387","DOIUrl":"10.1055/a-2733-1387","url":null,"abstract":"<p><strong>Background and study aims: </strong>This study aimed to develop a clinical prediction model to assess the 24-hour post-ERCP complication risk in patients with common bile duct stones (CBDs), guiding clinical decision-making for ERCP as a day surgery.</p><p><strong>Patients and methods: </strong>Retrospective data from The First Hospital of Lanzhou University (2010-2019) and prospective multicenter data on post-ERCP complications (2020-2023) were collected and registered on ClinicalTrials.gov (NCT04234126, NCT04242394). The ADASYN method was used for dataset balancing. Machine learning algorithms, including KNN, XGBoost, RF, SVM, and NB, were compared with traditional models. External validation was performed with retrospective data from other ERCP centers (2015-2017) and The First Hospital of Lanzhou University (2019-2020), with registration under NCT02510495. The optimal model was selected based on the ROC curve (AUC), and an online prediction tool was developed.</p><p><strong>Results: </strong>A logistic regression (LR) model incorporating seven feature variables-mechanical lithotripsy, pancreatic duct cannulation, bile duct dilation, residual stones, white blood cell count, alanine aminotransferase (ALT) level, and pancreatic duct stent placement-was identified as the optimal model, The model yielded specificity, sensitivity, accuracy, and AUC values of 0.835, 0.655, 0.807, and 0.819 in the external validation set, with a second external validation set providing additional results of 0.799, 0.714, 0.784, and 0.805. Patients were stratified into high- and low-risk groups. An online calculator was developed ( https://borujin.shinyapps.io/dynnomapp/ ).</p><p><strong>Conclusions: </strong>The results indicate that the proposed LR model, utilizing the top seven risk factors, could serve as an effective tool for predicting occurrence of complications in day surgery.</p>","PeriodicalId":11671,"journal":{"name":"Endoscopy International Open","volume":"13 ","pages":"a27331387"},"PeriodicalIF":2.3,"publicationDate":"2025-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12817187/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}