Application of machine-learning model to optimize colonic adenoma detection in India.

AIMS: There is limited data on the prevalence and risk factors of colonic adenoma from the Indian sub-continent. We aimed at developing a machine-learning model to optimize colonic adenoma detection in a prospective cohort. METHODS: All consecutive adult patients undergoing diagnostic colonoscopy were enrolled between October 2020 and November 2022. Patients with a high risk of colonic adenoma were excluded. The predictive model was developed using the gradient-boosting machine (GBM)-learning method. The GBM model was optimized further by adjusting the learning rate and the number of trees and 10-fold cross-validation. RESULTS: Total 10,320 patients (mean age 45.18 ± 14.82 years; 69% men) were included in the study. In the overall population, 1152 (11.2%) patients had at least one adenoma. In patients with age > 50 years, hospital-based adenoma prevalence was 19.5% (808/4144). The area under the receiver operating curve (AUC) (SD) of the logistic regression model was 72.55% (4.91), while the AUCs for deep learning, decision tree, random forest and gradient-boosted tree model were 76.25% (4.22%), 65.95% (4.01%), 79.38% (4.91%) and 84.76% (2.86%), respectively. After model optimization and cross-validation, the AUC of the gradient-boosted tree model has increased to 92.2% (1.1%). CONCLUSIONS: Machine-learning models may predict colorectal adenoma more accurately than logistic regression. A machine-learning model may help optimize the use of colonoscopy to prevent colorectal cancers. TRIAL REGISTRATION: ClinicalTrials.gov (ID: NCT04512729).

"Recent Advancement and Future Perspective of Per Oral Endoscopic Myotomy ".

Per oral endoscopic myotomy (POEM) has emerged as a preferred approach for the treatment of idiopathic achalasia and various esophageal motility disorders, offering a minimally invasive alternative to traditional laparoscopic Heller's myotomy. Over the past decade, POEM has solidified its status as the primary therapeutic choice in these conditions through constant improvements. Its evolution has been marked by continuous progress, driven by the integration of innovative technologies and sophisticated techniques. Notable advancements in the techniques include the advent of shorter myotomies and sling fiber-preserving gastric myotomies. The introduction of novel image-enhanced endoscopic techniques, such as red dichromatic imaging and much safer bipolar devices, promises to enhance safety and reduce the technical demands of the POEM procedure. Furthermore, significant strides have been made in understanding gastroesophageal reflux (GERD) following POEM, enabling the differentiation of "true reflux" from acidification resulting from fermentation through manual pH tracing assessment. This distinction aids in identifying cases necessitating treatment with proton pump inhibitors. Other treatment strategies of post-POEM GERD have expanded to the incorporation of NOTES fundoplication and device-assisted fundoplication if the necessity arises. This comprehensive review delves into recent developments in POEM, encompassing technical variations, the assessment and management of post-POEM reflux, outcomes in special populations, and future prospects. By exploring these facets, we aim to provide a comprehensive overview of the current state of POEM, shedding light on its evolution and the promising directions it is poised to take in the field of third-space endoscopy.

Endoscopic full thickness resection: techniques, applications, outcomes.

INTRODUCTION: Endoscopic full-thickness resection (EFTR) represents a pivotal advancement in the minimally invasive treatment of gastrointestinal lesions, offering a novel approach for the management of lesions previously deemed challenging or unreachable through conventional endoscopic techniques. AREAS COVERED: This review discusses the development, methodologies, applications, and clinical outcomes associated with EFTR, including exposed and device-assisted EFTR, the integration of endoscopic mucosal resection with EFTR in hybrid techniques, and the collaborative approach between laparoscopic and endoscopic surgery (LECS). It encapsulates a comprehensive analysis of the various EFTR techniques tailored to specific lesion characteristics and anatomical locations, underscoring the significance of technique selection based on the lesion's nature and situational context. EXPERT OPINION/COMMENTARY: The review underscores EFTR's transformative role in expanding therapeutic horizons for gastrointestinal tumors, emphasizing the importance of technique selection tailored to the unique attributes of each lesion. It highlights EFTR's capacity to facilitate organ-preserving interventions, thereby significantly enhancing patient outcomes and reducing procedural complications. EFTR is a cornerstone in the evolution of gastrointestinal surgery, marking a significant leap forward in the pursuit of precision, safety, and efficacy in tumor management.

Biflanged metal stents versus plastic stents in the endoscopic ultrasound-guided drainage of walled-off necrosis: a randomized controlled trial.

OBJECTIVE: Endoscopic ultrasound(EUS) guided drainage of walled off necrosis(WON) with either plastic stents or metal stents is the mainstay of WON management. This is a single center randomized controlled study evaluating the efficacy of bi-flanged metal stent(BFMS) and plastic stents for WON drainage. DESIGN: Patients with symptomatic WON amenable for EUS guided drainage were randomized to either BFMS or plastic stents. Primary outcome was reintervention free clinical success at 4 weeks. Secondary outcomes were overall clinical success(complete resolution of symptoms and significant reduction in size of WON (<50% of original size and <5 cm largest diameter size at 4-week follow-up)), number of re-interventions, adverse events, hospital stay for first admission and medium term outcomes at 6 months (recurrence, disconnected pancreatic duct, chronic pancreatitis and new onset diabetes mellitus). RESULTS: 92 patients were randomized - 46 in each arm. The reintervention free clinical success was significantly higher in BFMS group(67.4% vs 43.5%; P: 0.021; ITT analysis). Overall clinical success at one month was similar in both groups. There were significantly lower number of reinterventions (median 0(IQR 0-1) vs 1(0-2) P:0.028)and hospital stay duration in BFMS group(7.04 ± 3.36 days vs 9.09 ± 5.53 days; P:0.035). There was no difference in procedure-related adverse events, mortality and medium-term outcomes. CONCLUSIONS: The BFMS provides higher reintervention free clinical success at 4 weeks with shorter hospital stay without increased risk of adverse events compared to plastic stents for EUS-guided drainage of WON. Medium term outcomes are however similar in both BFMS, and plastics stents.

Prediction, prevention and management of gastroesophageal reflux after per-oral endoscopic myotomy: An update.

Achalasia cardia, the most prevalent primary esophageal motility disorder, is predominantly characterized by symptoms of dysphagia and regurgitation. The principal therapeutic approaches for achalasia encompass pneumatic dilatation (PD), Heller's myotomy, and the more recent per-oral endoscopic myotomy (POEM). POEM has been substantiated as a safe and efficacious modality for the management of achalasia. Although POEM demonstrates superior efficacy compared to PD and an efficacy parallel to Heller's myotomy, the incidence of gastroesophageal reflux disease (GERD) following POEM is notably higher than with the aforementioned techniques. While symptomatic reflux post-POEM is relatively infrequent, the significant occurrence of erosive esophagitis and heightened esophageal acid exposure necessitates vigilant monitoring to preclude long-term GERD-related complications. Contemporary advancements in the field have enhanced our comprehension of the risk factors, diagnostic methodologies, preventative strategies, and therapeutic management of GERD subsequent to POEM. This review focuses on the limitations inherent in the 24-h pH study for evaluating post-POEM reflux, potential modifications in the POEM technique to mitigate GERD risk, and the strategies for managing reflux following POEM.

Therapeutic endoscopy: Recent updates and future directions.

The landscape of therapeutic endoscopy has undergone a remarkable evolution over the past few decades, carving out a niche that merges innovative technology with advanced clinical practice. As we venture further into the 21st century, the horizon of this field continues to expand, driven by rapid advancements in technology and a deeper understanding of gastrointestinal pathology. This review article aims to shed light on the recent advances and future trajectories of therapeutic endoscopy, focusing on pivotal areas such as third space endoscopy, endoscopic resection techniques, artificial endoscopy, endoscopic ultrasound (EUS), the integration of artificial intelligence (AI), and endoscopic anti-reflux therapies.

Multimodal treatment with endoscopic ablation and systemic therapy for cholangiocarcinoma.

Cholangiocarcinoma (CCA) are primary malignancies of biliary system and usually unresectable at the time of diagnosis. As a consequence, majority of these cases are candidates for palliative care. With the advances in chemotherapeutic agents and multidisciplinary care, the survival rate has improved in cases with inoperable malignant biliary obstruction. As a consequence, there is a need to provide effective and durable palliative care in these patients. The main role of endoscopic palliation in the vast majority of CCA includes biliary stenting for obstructive jaundice. Recent advances in the endoscopic palliation and multimodal approach appear promising in imparting durable relief of symptoms. Use of radiofrequency ablation, photodynamic therapy and intraluminal brachytherapy has been shown to improve the survival rates as well as the patency of biliary stents. Infact, intraductal ablation may act synergistically with chemotherapy by modulating tumour signalling pathways and immune microenvironment.

Endoscopic ultrasound-guided radiofrequency ablation of pancreatic insulinoma: a state of the art review.

INTRODUCTION: Insulinomas are the most common functional pancreatic neuroendocrine tumors (PNETs) that lead to incapacitating hypoglycemia. Guidelines recommend surgical resection as the mainstay of management. However, surgery is fraught with complications, causing significant peri/post-operative morbidity. Since insulinomas are usually benign, solitary, small (<2 cm), and do not need lymphadenectomy, hence, in this regard, endoscopic ultrasound-guided radiofrequency ablation (EUS-RFA) is now being increasingly performed, to circumvent these adverse events and impairment of pancreatic function. AREAS COVERED: A comprehensive literature search was undertaken across various databases (PubMed/MEDLINE, Embase, Scopus), with no language restriction, for relevant articles (case series, reviews, case reports) pertaining to EUS-RFA for insulinoma and PNETs, till October 2023. In this review, we have explicated the role of EUS-RFA for insulinoma management, detailing thoroughly its mechanism of action, EUS-RFA devices with data on its safety and efficacy, and an algorithmic approach for its management. EXPERT OPINION: EUS-RFA is being advocated as a 'mini-invasive' option with the potential to replace surgery as a first-line approach for benign, sporadic, solitary, and small (<2 cm) insulinomas. Under real-time guidance, EUS-RFA has immense precision, is safe, predictable, with acceptable safety profile. Presently, it is being frequently performed for high-risk or inoperable candidates. Current need-of-the-hour is a randomized controlled trial to substantiate its role in the therapeutic algorithm for insulinoma management.

Artificial intelligence in endoscopy related to inflammatory bowel disease: A systematic review.

BACKGROUND AND OBJECTIVES: In spite of rapid growth of artificial intelligence (AI) in digestive endoscopy in lesion detection and characterization, the role of AI in inflammatory bowel disease (IBD) endoscopy is not clearly defined. We aimed at systematically reviewing the role of AI in IBD endoscopy and identifying future research areas. METHODS: We searched the PubMed and Embase database using keywords ("artificial intelligence" OR "machine learning" OR "computer-aided" OR "convolutional neural network") AND ("inflammatory bowel disease" OR "ulcerative colitis" OR "Crohn's") AND ("endoscopy" or "colonoscopy" or "capsule endoscopy" or "device assisted enteroscopy") between 1975 and September 2023 and identified 62 original articles for detailed review. Review articles, consensus guidelines, case reports/series, editorials, letter to the editor, non-peer-reviewed pre-prints and conference abstracts were excluded. The quality of the included studies was assessed using the MI-CLAIM checklist. RESULTS: The accuracy of AI models (25 studies) to assess ulcerative colitis (UC) endoscopic activity ranged between 86.54% and 94.5%. AI-assisted capsule endoscopy reading (12 studies) substantially reduced analyzable images and reading time with excellent accuracy (90.5% to 99.9%). AI-assisted analysis of colonoscopic images can help differentiate IBD from non-IBD, UC from non-UC and UC from Crohn's disease (CD) (three studies) with 72.1%, 98.3% and > 90% accuracy, respectively. AI models based on non-invasive clinical and radiologic parameters could predict endoscopic activity (three studies). AI-assisted virtual chromoendoscopy (four studies) could predict histologic remission and long-term outcomes. Computer-assisted detection (CADe) of dysplasia (two studies) is feasible along with AI-based differentiation of high from low-grade IBD neoplasia (79% accuracy). AI is effective in linking electronic medical record data (two studies) with colonoscopic videos to facilitate widespread machine learning. CONCLUSION: AI-assisted IBD endoscopy has the potential to impact clinical management by automated detection and characterization of endoscopic lesions. Large, multi-center, prospective studies and commercially available IBD-specific endoscopic AI algorithms are warranted.

Predictors of persistent pain after extracorporeal shockwave lithotripsy for painful chronic calcific pancreatitis.

BACKGROUND: Extracorporeal shockwave lithotripsy (ESWL) and/or endoscopic retrograde cholangiopancreatography (ERCP) are recommended as first-line therapy for painful uncomplicated chronic pancreatitis with obstructed main pancreatic duct (MPD) in the pancreas head/body. However, predictors of pain relief after ESWL are unknown. We evaluated independent predictors of persistent pain in patients who underwent ESWL for chronic pancreatitis. METHODS: 640 consecutive adult patients with chronic pancreatitis, who underwent successful ESWL with ERCP and pancreatic duct (PD) stent placement, were followed for 12 months. The pain was assessed at baseline and at 12 months using the Izbicki Pain Score, with a score decrease of >50% considered pain relief. Independent predictors of pain relief were derived from logistic regression analysis. RESULTS: Of 640 patients (mean age 36.71 [SD 12.19] years; 60.5% men), 436 (68.1%) had pain relief and 204 (31.9%) had persistent pain. On univariate analysis, older age, male sex, alcohol and tobacco intake, longer duration of symptoms, dilated MPD and MPD stricture were associated with persistent pain at 12 months (P<0.05). Consumption of alcohol (odds ratio [OR] 1.93, 95%CI 1.26-2.97), tobacco (OR 4.09, 95%CI 2.43-6.90), duration of symptoms (OR 1.02, 95%CI 1.01-1.04), MPD size (OR 1.22, 95%CI 1.11-1.33), and MPD stricture (OR 8.50, 95%CI 5.01-14.42) were independent predictors of persistent pain. CONCLUSIONS: Alcohol, tobacco, duration of symptoms, MPD size and stricture were independent predictors of persistent pain after successful ESWL. A multidisciplinary team approach that includes behavioral therapy and surgical options should be considered for such patients.

Defining "true acid reflux" after peroral endoscopic myotomy for achalasia: a prospective cohort study.

BACKGROUND AND AIMS: The symptoms of reflux in achalasia patients undergoing peroral endoscopic myotomy (POEM) are believed to result from gastroesophageal reflux, and the current treatment primarily focuses on acid suppression. Nevertheless, other factors such as nonreflux acidification caused by fermentation or stasis might play a role. This study aimed to identify patients with "true acid reflux" who actually require acid suppression and fundoplication. METHODS: In this prospective large cohort study, the primary objective was to assess the incidence and risk factors for true acid reflux in achalasia patients undergoing POEM. Acid reflux with normal and delayed clearance defined true acid reflux, whereas other patterns were labeled as nonreflux acidification patterns on manual analysis of pH tracings. These findings were corroborated with a symptom questionnaire, esophagogastroscopy, esophageal manometry, and timed barium esophagogram at 3 months after the POEM procedure. RESULTS: Fifty-four achalasia patients aged 18 to 80 years (mean age, 41.1 ± 12.8 years; 59.3% men; 90.7% with type II achalasia) underwent POEM, which resulted in a significant mean Eckardt score improvement (6.7 to 1.6, P < .05). True acid reflux was noted in 29.6% of patients as compared with 64.8% on automated analysis. Acid fermentation was the predominant acidification pattern seen in 42.7% of patients. On multivariable logistic regression analysis, increasing age (odds ratio, 1.12; 95% confidence interval, 1.02-1.27; P = .04) and preprocedural integrated relaxation pressure (IRP; odds ratio, 1.13; 95% confidence interval, 1.04-1.30; P = .02) were significantly associated with true acid reflux in patients after undergoing POEM. CONCLUSIONS: A manual review of pH tracings helps to identify true acid reflux in patients with achalasia after undergoing POEM. Preprocedural IRP can be a predictive factor in determining patients at risk for this outcome. (Clinical trial registration number: NCT04951739.).

Role of Novel Motorized Enteroscopy in the Evaluation of Small Bowel Diseases: A Systematic Review and Meta-analysis.

BACKGROUND AND AIM: Motorized spiral enteroscopy (MSE) has recently been introduced for small bowel evaluation. In this systematic review and meta-analysis, we aim to evaluate the safety and efficacy of MSE for evaluation of small bowel diseases. METHODS: A literature search was performed in Embase, PubMed, Medline databases for studies evaluating MSE between January -2010 and October-2022. The primary outcome of the study was diagnostic yield with MSE. Secondary outcomes included technical success, procedure duration, depth of maximum insertion (DMI), rate of pan-enteroscopy and adverse events. RESULTS: 10 studies with 961 patients [581 (60.5%) males] were included in the analysis. 1068 MSE procedures were performed by antegrade route in 698, retrograde route in 215 and bidirectional in 155 patients. Technical success was achieved in 94.9% (95% CI 92.9% to 96.4%) procedures. The pooled diagnostic yield of MSE was 73.7% (95% CI 70.7% to 76.4%). Pooled rate of pan-enteroscopy by antegrade route was 21.9% (95% CI 18.1% to 26.1%), retrograde route was 6.9% (95% CI 2.4% to 18.3%) and combined route was 61.2% (95% CI 52.4% to 69.3%). Pooled rate of major adverse events was 1.9% (95% CI 1.2% to 3.2%). CONCLUSIONS: MSE is a safe and effective tool for evaluating small bowel disorders. High diagnostic yield and low rate of adverse events make it a potential alternative to balloon enteroscopy. However, comparative trials are required in the future.

Device-assisted endoscopic full-thickness resection in colorectum: Systematic review and meta-analysis.

OBJECTIVES: Endoscopic full-thickness resection (EFTR) is emerging as an effective modality for mucosal and submucosal lesions in the colorectum. In this systematic review and meta-analysis, we aimed to analyze the success and safety of device-assisted EFTR in the colon and rectum. METHODS: A literature search was performed in the Embase, PubMed, and Medline databases for studies evaluating device-assisted EFTR between inception to October 2022. The primary outcome of the study was clinical success (R0 resection) with EFTR. Secondary outcomes included technical success, procedure duration, and adverse events. RESULTS: In all, 29 studies with 3467 patients (59% male patients, 3492 lesions) were included in the analysis. The lesions were located in right colon (47.5%), left colon (28.6%), and rectum (24.3%). EFTR was performed for subepithelial lesions in 7.2% patients. The pooled mean size of the lesions was 16.6 mm (95% confidence interval [CI] 14.9-18.2, I2 98%). Technical success was achieved in 87.1% (95% CI 85.1-88.9%, I2 39%) procedures. The pooled rate of en bloc resection was 88.1% (95% CI 86-90%, I2 47%) and R0 resection was 81.8% (95% CI 79-84.3%, I2 56%). In subepithelial lesions, the pooled rate of R0 resection was 94.3% (95% CI 89.7-96.9%, I2 0%). The pooled rate of adverse events was 11.9% (95% CI 10.2-13.9%, I2 43%) and major adverse events requiring surgery was 2.5% (95% CI 2.0-3.1%, I2 0%). CONCLUSION: Device-assisted EFTR is a safe and effective treatment modality in cases with adenomatous and subepithelial colorectal lesions. Comparative studies are required with conventional resection techniques, including endoscopic mucosal resection and submucosal dissection.

Re-intervention rates and symptom-free survival at 1 year after endoscopic versus surgical management of strictures in Crohn's disease: A propensity matched analysis of a prospective inflammatory bowel disease cohort.

BACKGROUND AND AIM: Resection for Crohn's disease (CD) related strictures is definitive but carries risk of morbidity, recurrence, and short bowel syndrome. On the contrary, the durability of endotherapy (ET) for CD-related strictures is questionable. Prospective comparative studies are limited. We aimed to prospectively compare the outcomes of ET in CD strictures with a case-matched surgical therapy (ST) cohort. METHODS: Patients undergoing ET or resection for primary CD strictures (symptomatic, non-traversable, < 5 cm length, n ≤ 3) between January 2021 and March 2022 in a high-volume tertiary center were compared with regard to recurrent symptoms, escalation of therapy, re-intervention, and re-operation based on propensity matched analysis. RESULTS: Fifty-nine patients [49% ET, 57.6% male, median (years): 34 (15-74)] had ≥ 12 months of follow up. Before propensity matching, cumulative re-intervention rate was significantly higher with ET [34.5% (10/29) vs 3.3% (1/30) ST, P = 0.002]. Recurrent symptoms (34.5% vs 26.7%, P = 0.42), escalation of medical therapy (27.5% vs 23.3%, P = 0.64), and re-operation (7.4% vs 3.1%, P = 0.55) were comparable. In propensity matched analysis adjusted for demographics, disease, and stricture characteristics [n = 42, 21 each, 62% male, median (years): 32 (15-60)], cumulative probability of re-intervention rates was higher in ET (28.6% vs 4.8%, P = 0.042). The cumulative probability of recurrent symptoms (ET: 33.3% vs surgery 33.3%, P = 0.93), therapy escalation (ET: 23.8% vs surgery 28.6%, P = 0.75), and re-operation (ET: 9.5% vs surgery 4.8%, P = 0.57) was similar. CONCLUSIONS: ET for CD strictures require higher re-interventions compared with resection although re-operation could be avoided in the majority with comparable symptom free survival at 1 year.

Single-use accessories and endoscopes in the era of sustainability and climate change-A balancing act.

Gastrointestinal (GI) endoscopy is among the highest waste generator in healthcare facilities. The major reasons include production of large-volume non-renewable waste, use of single-use devices, and reprocessing or decontamination processes. Single-use endoscopic accessories have gradually replaced reusable devices over last two decades contributing to the rising impact of GI endoscopy on ecosystem. Several reports of infection outbreaks with reusable duodenoscopes raised concerns regarding the efficacy and adherence to standard disinfection protocols. Even the enhanced reprocessing techniques like double high-level disinfection have not been found to be the perfect ways for decontamination of duodenoscopes and therefore, paved the way for the development of single-use duodenoscopes. However, the use of single-use endoscopes is likely to amplify the net waste generated and carbon footprint of any endoscopy unit. Moreover, single-use devices challenge one of the major pillars of sustainability, that is, "reuse." In the era of climate change, a balanced approach is required taking into consideration patient safety as well as financial and environmental implications. The possible solutions to provide optimum care while addressing the impact on climate include selective use of disposable duodenoscopes and careful selection of accessories during a case. Other options include use of disposable endcaps and development of effective high-level disinfection techniques. The collaboration between the healthcare professionals and the manufacturers is paramount for the development of environmental friendly devices with low carbon footprint.