DigestionPub Date : 2025-01-01Epub Date: 2024-10-25DOI: 10.1159/000542241
Shoham Dabbah, Itamar Mishani, Yana Davidov, Ziv Ben Ari
{"title":"Implementation of Machine Learning Algorithms to Screen for Advanced Liver Fibrosis in Metabolic Dysfunction-Associated Steatotic Liver Disease: An In-Depth Explanatory Analysis.","authors":"Shoham Dabbah, Itamar Mishani, Yana Davidov, Ziv Ben Ari","doi":"10.1159/000542241","DOIUrl":"10.1159/000542241","url":null,"abstract":"<p><strong>Introduction: </strong>This study aimed to train machine learning algorithms (MLAs) to detect advanced fibrosis (AF) in metabolic dysfunction-associated steatotic liver disease (MASLD) patients at the level of primary care setting and to explain the predictions to ensure responsible use by clinicians.</p><p><strong>Methods: </strong>Readily available features of 618 MASLD patients followed up at a tertiary center were used to train five MLAs. AF was defined as liver stiffness ≥9.3 kPa, measured via 2-dimension shear wave elastography (n = 495) or liver biopsy ≥F3 (n = 123). MLAs were compared to Fibrosis-4 index (FIB-4) and non-alcoholic fatty liver disease (NAFLD) fibrosis score (NFS) on 540 MASLD patients from the primary care setting as validation. Feature importance, partial dependence, and shapely additive explanations (SHAPs) were utilized for explanation.</p><p><strong>Results: </strong>Extreme gradient boosting (XGBoost) achieved an AUC = 0.91, outperforming FIB-4 (AUC = 0.78) and NFS (AUC = 0.81, both p < 0.05) with specificity = 76% versus 59% and 48% for FIB-4 ≥1.3 and NFS ≥-1.45, respectively (p < 0.05). Its sensitivity (91%) was superior to FIB-4 (79%). XGBoost confidently excluded AF (negative predictive value = 99%) with the highest positive predictive value (31%), superior to FIB-4 and NFS (all p < 0.05). The most important features were HbA1c and gamma glutamyl transpeptidase (GGT) with a steep increase in AF probability at HbA1c >6.5%. The strongest interaction was between AST and age. XGBoost, but not logistic regression, extracted informative patterns from ALT, low-density lipoprotein cholesterol, and alkaline phosphatase (p < 0.001). One-quarter of the false positives (FPs) were correctly reclassified with only one additional false negative based on the SHAP values of GGT, platelets, and ALT which were found to be associated with a FP classification.</p><p><strong>Conclusions: </strong>An explainable XGBoost algorithm was demonstrated superior to FIB-4 and NFS for screening of AF in MASLD patients at the primary care setting. The algorithm also proved safe for use as clinicians can understand the predictions and flag FP classifications.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"189-202"},"PeriodicalIF":3.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12129435/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142497008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Which of Vonoprazan Alone or Intravenous Proton Pump Inhibitor Followed by Vonoprazan Is Optimal for Reducing Delayed Bleeding in Gastric Endoscopic Submucosal Dissection?","authors":"Waku Hatta, Hiroko Abe, Kunio Tarasawa, Waku Hatta, Naotaro Tanno, Yutaka Hatayama, Yohei Ogata, Masahiro Saito, Xiaoyi Jin, Tomoyuki Koike, Akira Imatani, Shin Hamada, Kenji Fujimori, Kiyohide Fushimi, Atsushi Masamune","doi":"10.1159/000545253","DOIUrl":"10.1159/000545253","url":null,"abstract":"<p><p><p>Introduction: In gastric endoscopic submucosal dissection (ESD), both vonoprazan alone and intravenous proton pump inhibitor (PPI) followed by vonoprazan have lower delayed bleeding risk than PPI alone. This study aimed to clarify an optimal acid-suppressive method in gastric ESD.</p><p><strong>Methods: </strong>This population-based cohort study included patients who underwent gastric ESD on only vonoprazan (vonoprazan alone group) or intravenous PPI followed by vonoprazan (intravenous PPI group) using the Diagnosis Procedure Combination database in Japan between 2014 and 2021. The primary outcome was delayed bleeding. To balance the two comparison groups, propensity score matching (PSM), based on 18 variables, was performed; subsequently, to compare the bleeding outcome, logistic regression analysis was performed.</p><p><strong>Results: </strong>Of 63,952 patients, 24,710 pairs were compared following PSM. The delayed bleeding risk in the vonoprazan alone group was similar to that in the intravenous PPI group (odds ratio [OR], 1.00; 95% confidence interval, 0.93-1.08; delayed bleeding rate, 5.9% vs. 5.9%). The results were consistent in some sensitivity and subgroup analyses; however, the result was modified by the status of antithrombotic agents (p for interaction = 0.029). In additional analyses, in patients with antithrombotic agent, the vonoprazan alone group had a higher delayed bleeding risk than the intravenous PPI group (OR, 1.15).</p><p><strong>Conclusion: </strong>Both vonoprazan alone and intravenous PPI followed by vonoprazan might be acceptable in gastric ESD when antithrombotic agents were not administered, whereas intravenous PPI followed by vonoprazan might be favorable in patients with antithrombotic agents. </p>.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"406-415"},"PeriodicalIF":3.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12060810/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143709017","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DigestionPub Date : 2025-01-01Epub Date: 2025-01-17DOI: 10.1159/000543630
Duc Trong Quach, Thu Anh Nguyen, Mai Ngoc Luu, Uyen Pham-Phuong Vo, Vy Ly-Thao Tran, Truc Le-Thanh Tran, Tai Duy Nguyen, Nhan Quang Le, Toru Hiyama, Shinji Tanaka
{"title":"Endocuff Vision-Assisted Colonoscopy Significantly Improves Adenoma Detection in a Shorter Withdrawal Time Compared with Standard Colonoscopy: A Randomized Controlled Trial.","authors":"Duc Trong Quach, Thu Anh Nguyen, Mai Ngoc Luu, Uyen Pham-Phuong Vo, Vy Ly-Thao Tran, Truc Le-Thanh Tran, Tai Duy Nguyen, Nhan Quang Le, Toru Hiyama, Shinji Tanaka","doi":"10.1159/000543630","DOIUrl":"10.1159/000543630","url":null,"abstract":"<p><strong>Introduction: </strong>Although several studies in Western countries have shown that Endocuff Vision-assisted colonoscopy (EC) can improve the colorectal adenoma detection rate (ADR), such evidence in Asia is still scarce. This study aimed to evaluate the performance of EC in detecting colorectal adenomas in Vietnamese patients.</p><p><strong>Methods: </strong>This was a randomized controlled trial conducted at a tertiary hospital in Vietnam. Subjects aged ≥18 years referred for colonoscopy for symptomatic investigation or screening were randomly assigned to the EC group or standard colonoscopy (SC) group. The primary outcome was the ADR. The secondary outcomes included the mean number of adenomas per procedure (MAP), cecal intubation time, and withdrawal time.</p><p><strong>Results: </strong>There were 476 participants (241 in the EC group, 235 in the SC group) with a median age of 52 (interquartile range [IR]: 46, 58) years. There were no significant differences between the two groups regarding age, sex, smoking status, family history of colorectal cancer, or indications for colonoscopy. Compared with the SC group, the EC group had significantly higher ADRs (35.7% vs. 22.6%, p = 0.002) and MAPs (0.68 vs. 0.39, p = 0.004). The intubation durations were comparable between the two groups. The withdrawal time in the EC group was shorter than that in the SC group (median [seconds]: 266 [IR: 224, 314] vs. 360 [IR: 310, 390], p < 0.001).</p><p><strong>Conclusions: </strong>Compared with SC, EC significantly increased both the ADR and MAP in a shorter inspection time and could be a better choice for colonoscopy screening.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"327-337"},"PeriodicalIF":3.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143002056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DigestionPub Date : 2025-01-01Epub Date: 2024-12-26DOI: 10.1159/000543345
Masashi Misawa, Shin-Ei Kudo
{"title":"Current Status of Artificial Intelligence Use in Colonoscopy.","authors":"Masashi Misawa, Shin-Ei Kudo","doi":"10.1159/000543345","DOIUrl":"10.1159/000543345","url":null,"abstract":"<p><strong>Background: </strong>Artificial intelligence (AI) has significantly impacted medical imaging, particularly in gastrointestinal endoscopy. Computer-aided detection and diagnosis systems (CADe and CADx) are thought to enhance the quality of colonoscopy procedures.</p><p><strong>Summary: </strong>Colonoscopy is essential for colorectal cancer screening but often misses a significant percentage of adenomas. AI-assisted systems employing deep learning offer improved detection and differentiation of colorectal polyps, potentially increasing adenoma detection rates by 8%-10%. The main benefit of CADe is in detecting small adenomas, whereas it has a limited impact on advanced neoplasm detection. Recent advancements include real-time CADe systems and CADx for histopathological predictions, aiding in the differentiation of neoplastic and nonneoplastic lesions. Biases such as the Hawthorne effect and potential overdiagnosis necessitate large-scale clinical trials to validate the long-term benefits of AI. Additionally, novel concepts such as computer-aided quality improvement systems are emerging to address limitations facing current CADe systems.</p><p><strong>Key messages: </strong>Despite the potential of AI for enhancing colonoscopy outcomes, its effectiveness in reducing colorectal cancer incidence and mortality remains unproven. Further prospective studies are essential to establish the overall utility and clinical benefits of AI in colonoscopy.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"138-145"},"PeriodicalIF":3.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142892507","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Effects of a Protease Inhibitor Camostat Mesilate on Gut Microbial Function in Patients with Irritable Bowel Syndrome: A Pilot Randomized Placebo-Controlled Study.","authors":"Motoyori Kanazawa, Kentaro Miyamoto, Michiko Kano, Kyoko Inooka, Kentaro Oka, Motomichi Takahashi, Nariyasu Mano, Shin Fukudo","doi":"10.1159/000542758","DOIUrl":"10.1159/000542758","url":null,"abstract":"<p><strong>Introduction: </strong>Increased fecal protease activity, which may induce visceral hypersensitivity, has been observed in patients with irritable bowel syndrome (IBS). Serine proteases modulate FK506 binding protein (FKBP)-type peptidylprolyl cis-trans isomerase (PPIase) activity associated with immune and glucocorticoid receptor functions. The aim was to investigate whether camostat mesilate (CM), a serine protease inhibitor, modifies fecal bacterial function related to FKBP-type PPIases in patients with IBS.</p><p><strong>Methods: </strong>Randomly assigned 16 patients with IBS received 200 mg po tid of CM and 16 patients received placebo for 14 days. Self-reported adequate relief (AR) as a primary endpoint, IBS Symptom Severity Scale (IBS-SSS), and colonic motor and pain thresholds to colorectal distention were assessed before and after treatment. The fecal bacterial content was inferred from 16S rRNA gene sequence data using Phylogenetic Investigation of Communities by Reconstruction of Unobserved States and the Kyoto Encyclopedia of Genes and Genomes database.</p><p><strong>Results: </strong>CM significantly increased the relative abundance of Streptococcus and the functional abundances of serine protease and FKBP-type PPIase FkpA, FklB and SlyD more than placebo after treatment. CM treatment was not superior to placebo in proportion of AR although colonic motor response partially changed.</p><p><strong>Conclusion: </strong>CM modulated the fecal microbiome composition and functional potentials that are related to FKBP-type PPIase activity in IBS patients. These findings suggest that protease inhibitors may modify gut microbial function along with abnormal immunological and/or stress responses that underlie pathophysiology of IBS.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"265-276"},"PeriodicalIF":3.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12324801/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142715455","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DigestionPub Date : 2025-01-01Epub Date: 2024-09-23DOI: 10.1159/000541540
James A Brooks, Michael Kallenbach, Iuliana-Pompilia Radu, Annalisa Berzigotti, Christoph F Dietrich, Jakob N Kather, Tom Luedde, Tobias P Seraphin
{"title":"Artificial Intelligence for Contrast-Enhanced Ultrasound of the Liver: A Systematic Review.","authors":"James A Brooks, Michael Kallenbach, Iuliana-Pompilia Radu, Annalisa Berzigotti, Christoph F Dietrich, Jakob N Kather, Tom Luedde, Tobias P Seraphin","doi":"10.1159/000541540","DOIUrl":"10.1159/000541540","url":null,"abstract":"<p><strong>Introduction: </strong>The research field of artificial intelligence (AI) in medicine and especially in gastroenterology is rapidly progressing with the first AI tools entering routine clinical practice, for example, in colorectal cancer screening. Contrast-enhanced ultrasound (CEUS) is a highly reliable, low-risk, and low-cost diagnostic modality for the examination of the liver. However, doctors need many years of training and experience to master this technique and, despite all efforts to standardize CEUS, it is often believed to contain significant interrater variability. As has been shown for endoscopy, AI holds promise to support examiners at all training levels in their decision-making and efficiency.</p><p><strong>Methods: </strong>In this systematic review, we analyzed and compared original research studies applying AI methods to CEUS examinations of the liver published between January 2010 and February 2024. We performed a structured literature search on PubMed, Web of Science, and IEEE. Two independent reviewers screened the articles and subsequently extracted relevant methodological features, e.g., cohort size, validation process, machine learning algorithm used, and indicative performance measures from the included articles.</p><p><strong>Results: </strong>We included 41 studies with most applying AI methods for classification tasks related to focal liver lesions. These included distinguishing benign versus malignant or classifying the entity itself, while a few studies tried to classify tumor grading, microvascular invasion status, or response to transcatheter arterial chemoembolization directly from CEUS. Some articles tried to segment or detect focal liver lesions, while others aimed to predict survival and recurrence after ablation. The majority (25/41) of studies used hand-picked and/or annotated images as data input to their models. We observed mostly good to high reported model performances with accuracies ranging between 58.6% and 98.9%, while noticing a general lack of external validation.</p><p><strong>Conclusion: </strong>Even though multiple proof-of-concept studies for the application of AI methods to CEUS examinations of the liver exist and report high performance, more prospective, externally validated, and multicenter research is needed to bring such algorithms from desk to bedside.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"227-244"},"PeriodicalIF":3.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12129427/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142307299","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Factors Contributing to the Efficacy of Fecal Microbiota Transplantation for Diarrhea-Dominant Functional Bowel Disorders.","authors":"Tsuyoshi Yamane, Tatsuhiro Masaoka, Chiharu Ishii, Hiroaki Masuoka, Wataru Suda, Shunya Kurokawa, Taishiro Kishimoto, Yohei Mikami, Shinji Fukuda, Takanori Kanai","doi":"10.1159/000545183","DOIUrl":"10.1159/000545183","url":null,"abstract":"<p><strong>Introduction: </strong>In cases of effective fecal microbiota transplantation (FMT) for irritable bowel syndrome (IBS), donor feces have been observed to be enriched in Bifidobacterium spp. Moreover, FMT for functional bowel disease can improve psychiatric symptoms. Although intestinal dysbiosis has received attention as one of the pathophysiologies of IBS, the efficacy of FMT for IBS has not yet been established. In this study, we performed a post hoc analysis of the efficacy of FMT, focusing on metabolites in donor feces.</p><p><strong>Methods: </strong>FMT was performed in 12 patients, 8 with refractory diarrhea-predominant IBS and 4 with functional diarrhea (FDr), who were refractory to medical therapy. The donors were family members within a second degree of kinship and differed for each transplant. Fecal characteristics were evaluated before and 12 weeks after transplantation using the Bristol stool scale (BS). BS scores of 3-5 at 12 weeks after transplantation were considered to indicate responders, while BS scores of 6 and 7 indicated nonresponders. Metagenomic and metabolomic analyses of all 12 donor fecal samples were performed to compare the responder and nonresponder groups.</p><p><strong>Results: </strong>Before transplantation, all patients had BS scores of 6-7, but 12 weeks after transplantation, 6 were considered responders and 6 were nonresponders. Metagenomic analysis showed that effective donor feces contained significantly higher levels of Prevotella than did the ineffective donor feces. Metabolomic analysis showed that effective donor feces contained significantly higher levels of propionate and butyrate and significantly lower lactate levels than did ineffective donor feces.</p><p><strong>Conclusion: </strong>Propionate-, butyrate-, or Prevotella-rich donor feces may contribute to successful FMT in patients with diarrhea-dominant functional gastrointestinal disorders.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"469-479"},"PeriodicalIF":3.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143971196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DigestionPub Date : 2025-01-01Epub Date: 2024-11-27DOI: 10.1159/000542620
Runhua Chen, Yafang Huang, Fusheng Liu
{"title":"Estimation of Invasion Depth of Early Colorectal Cancer Using Endoscopic Ultrasonography and Magnifying Chromoendoscopy: A Meta-Analysis.","authors":"Runhua Chen, Yafang Huang, Fusheng Liu","doi":"10.1159/000542620","DOIUrl":"10.1159/000542620","url":null,"abstract":"<p><strong>Introduction: </strong>Magnifying chromoendoscopy (MCE) and endoscopic ultrasonography (EUS) are often used as diagnostic tools to estimate the depth of invasion in early colorectal cancers (CRCs). The aim of this study was to compare MCE with EUS in distinguishing between slight submucosal invasion (invasion depth <1,000 μm) and massively submucosal invasion in patients with early CRCs, since slight submucosal invasion is currently considered as an indication for endoscopic resection and submucosal cancer with massively submucosal invasion should be surgically treated due to an increased risk of lymph node metastasis.</p><p><strong>Methods: </strong>For this meta-analysis, relevant studies were identified from PubMed, Embase, and the Cochrane Library databases between the time of the establishment and April 2023. Data on the yield of tumors were extracted, pooled, and analyzed by STATA15.0 software. The sensitivity, specificity, positive likelihood ratio, and negative likelihood ratio in differentiating massive submucosal invasion from slight submucosal invasion were calculated for both diagnostic modalities.</p><p><strong>Results: </strong>Twenty-six studies involving 12,586 lesions were included: sixteen were studies on MCE and 7 were studies on EUS and 3 were studies on both MCE and EUS. The pooled sensitivity of MCE was 0.78 (95% CI 0.72-0.83), the specificity was 0.95 (0.95% CI 0.91-0.97), the positive likelihood ratio was 15.4 (0.95% CI 8.7-27.4), and the negative likelihood ratio was 0.23 (0.95% CI 0.18-0.30). The pooled sensitivity of EUS was 0.88 (95% CI 0.81-0.93), the specificity was 0.87 (0.95% CI 0.80-0.91), the positive likelihood ratio was 6.7 (0.95% CI 4.4-10.3), and the negative likelihood ratio was 0.13 (0.95% CI 0.08-0.23).</p><p><strong>Conclusion: </strong>The sensitivity tended to be higher in EUS than MCE for early CRCs with massively submucosal invasion, whereas the specificity was significantly lower in EUS than in MCE.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"245-264"},"PeriodicalIF":3.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142738788","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DigestionPub Date : 2025-01-01Epub Date: 2024-08-02DOI: 10.1159/000540594
Hidenori Tanaka, Ken Yamashita, Yuji Urabe, Toshio Kuwai, Shiro Oka
{"title":"Management of T1 Colorectal Cancer.","authors":"Hidenori Tanaka, Ken Yamashita, Yuji Urabe, Toshio Kuwai, Shiro Oka","doi":"10.1159/000540594","DOIUrl":"10.1159/000540594","url":null,"abstract":"<p><strong>Background: </strong>Approximately 10% of patients with submucosal invasive (T1) colorectal cancer (CRC) have lymph node metastasis (LNM). The risk of LNM can be stratified according to various histopathological factors, such as invasion depth, lymphovascular invasion, histological grade, and tumor budding.</p><p><strong>Summary: </strong>T1 CRC with a low risk of LNM can be cured by local excision via endoscopic resection (ER), whereas surgical resection (SR) with lymph node dissection is required for high-risk T1 CRC. Current guidelines raise concern that many patients receive unnecessary SR, even though most patients achieve a radical cure. Novel diagnostic techniques for LNM, such as nomograms, artificial intelligence systems, and genomic analysis, have been recently developed to identify more low-risk T1 CRC cases. Assessing the curability and the necessity of additional treatment, including SR with lymph node dissection and chemoradiotherapy, according to histopathological findings of the specimens resected using ER, is becoming an acceptable strategy for T1 CRC, particularly for rectal cancer. Therefore, complete resection with negative vertical and horizontal margins is necessary for this strategy. Advanced ER methods for resecting the muscle layer or full thickness, which may guarantee complete resection with negative vertical margins, have been developed.</p><p><strong>Key message: </strong>Although a necessary SR should not be delayed for T1 CRC given its unfavorable prognosis when SR with lymph node dissection is performed, the optimal treatment method should be chosen based on the risk of LNM and the patient's life expectancy, physical condition, social characteristics, and wishes.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"122-130"},"PeriodicalIF":3.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141888770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DigestionPub Date : 2025-01-01Epub Date: 2025-02-13DOI: 10.1159/000544030
James W Li, Wan Ying Lai, Kenneth Weicong Lin, Loi Pooi Ling, James W Li, Louis H S Lau, Philip W Y Chiu
{"title":"Artificial Intelligence in Colonoscopy: Where Are We Now in 2024?","authors":"James W Li, Wan Ying Lai, Kenneth Weicong Lin, Loi Pooi Ling, James W Li, Louis H S Lau, Philip W Y Chiu","doi":"10.1159/000544030","DOIUrl":"10.1159/000544030","url":null,"abstract":"<p><strong>Introduction: </strong>Colonoscopy has a crucial role in reducing colorectal cancer incidence and mortality. Different artificial intelligence (AI) systems were developed to further improve its quality assurance (computer-aided quality improvement [CAQ]), lesion detection (computer-aided detection [CADe]), and lesion characterization (computer-aided characterization [CADx]). There were studies investigating the roles of these AI systems in different domains of standard colonoscopies.</p><p><strong>Methods: </strong>In this state-of-the-art narrative review, we summarize the current evidence, discuss existing limitations, as well as explore the future directions of AI in colonoscopy.</p><p><strong>Results: </strong>CAQ enhances colonoscopy quality through real-time feedback and quality monitoring systems, but the studies have inconsistent results due to small training datasets and varied methodologies. CADe increases adenoma detection rate and reduces adenoma missed rates, but there are concerns about false positives, unnecessary polypectomies, potential deskilling of endoscopists, and cost-effectiveness. CADx systems have mixed results and accuracies in differentiating polyp types, and its use is further hindered by inadequate representation of sessile serrated lesions and a lack of rigorous trials comparing it with standard colonoscopy.</p><p><strong>Conclusion: </strong>Despite the emerging evidence of AI-assisted colonoscopy, its potential drawbacks and limitations may hinder the further implementation in real-world clinical practice. Long-term data on clinical efficacy, cost-effectiveness, liability, and data sharing are the key areas to be addressed.</p>","PeriodicalId":11315,"journal":{"name":"Digestion","volume":" ","pages":"480-494"},"PeriodicalIF":3.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12534037/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143412753","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}