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2.
Curr Opin Gastroenterol ; 39(6): 479-481, 2023 11 01.
Article in English | MEDLINE | ID: mdl-37807961

Subject(s)
Duodenum , Stomach , Humans
3.
Curr Opin Gastroenterol ; 39(6): 496-502, 2023 11 01.
Article in English | MEDLINE | ID: mdl-37807962

ABSTRACT

PURPOSE OF REVIEW: Adenomas are the most common benign lesions of the gastrointestinal tract. The current review aims to summarize recent literature regarding risk factors, natural history, diagnostic and staging technique, and management strategies for ampullary and nonampullary duodenal adenomas. RECENT FINDINGS: Recent studies identified several possible risks factors for duodenal adenomas (e.g., cholecystectomy, proton pump inhibitor use), although these associations require corroboration. Chromoendoscopy and endocystoscopy may offer accuracy comparable to biopsies in expert hands. Recent publications underscore the reduction in morbidity with endoscopic resection for lesions without signs of malignancy with submucosal invasion. Submucosal injection did not improve safety of endoscopic ampullectomy. SUMMARY: Surveillance may be a reasonable strategy for sub-centimeter ampullary adenomas occurring in familial adenomatous polyposis, as they carry a relatively low risk of malignancy. Endoscopic resection is the preferred strategy over surgery in patients without lesions suggestive of invasive malignancy. For nonampullary duodenal adenomas, several endoscopic resection techniques are available, each with their unique advantages and trade-offs. In patients who are not operative candidates but have intraductal extension, endoscopic ablation is an emerging option.


Subject(s)
Adenoma , Adenomatous Polyposis Coli , Duodenal Neoplasms , Humans , Adenoma/diagnosis , Endoscopy , Adenomatous Polyposis Coli/surgery , Risk Factors , Duodenal Neoplasms/surgery , Duodenal Neoplasms/diagnosis , Duodenal Neoplasms/pathology , Retrospective Studies
5.
Endoscopy ; 55(10): 889-897, 2023 10.
Article in English | MEDLINE | ID: mdl-37268010

ABSTRACT

BACKGROUND: Dysphagia palliation in inoperable esophageal cancer continues to be a challenge. Self-expandable metal stents have been the mainstay of endoscopic palliation but have a significant risk of adverse events (AEs). Liquid nitrogen spray cryotherapy is an established modality that can be used with systemic therapy. This study reports the outcomes of cryotherapy, including dysphagia and quality of life (QoL), in patients receiving systemic therapy. METHODS: This was a prospective multicenter cohort study of adults with inoperable esophageal cancer who underwent cryotherapy. QoL and dysphagia scores before and after cryotherapy were compared. RESULTS: 55 patients received 175 cryotherapy procedures. After a mean of 3.2 cryotherapy sessions, mean QoL improved from 34.9 at baseline to 29.0 at last follow-up (P < 0.001) and mean dysphagia improved from 1.9 to 1.3 (P = 0.004). Patients receiving more intensive cryotherapy (≥ 2 treatments within 3 weeks) showed a significantly greater improvement in dysphagia compared with those not receiving intensive therapy (1.2 vs. 0.2 points; P = 0.003). Overall, 13 patients (23.6 %) received another intervention (1 botulinum toxin injection, 2 stent, 3 radiation, 7 dilation) for dysphagia palliation. Within the 30-day post-procedure period, there were three non-cryotherapy-related grade ≥ 3 AEs (all deaths). The median overall survival was 16.4 months. CONCLUSION: In patients with inoperable esophageal cancer receiving concurrent systemic therapy, adding liquid nitrogen spray cryotherapy was safe and associated with improvement in dysphagia and QoL without causing reflux. More intensive treatment showed a greater improvement in dysphagia and should be considered as the preferred approach.


Subject(s)
Deglutition Disorders , Esophageal Neoplasms , Adult , Humans , Deglutition Disorders/etiology , Deglutition Disorders/therapy , Quality of Life , Cohort Studies , Prospective Studies , Esophageal Neoplasms/complications , Esophageal Neoplasms/therapy , Cryotherapy/adverse effects , Stents/adverse effects , Nitrogen , Palliative Care/methods
6.
Dig Dis Sci ; 68(6): 2683-2694, 2023 06.
Article in English | MEDLINE | ID: mdl-36757492

ABSTRACT

INTRODUCTION: The development of non-anastomotic biliary strictures (NAS) following orthotopic adult liver transplantation (OLT) is associated with significant morbidity. We performed a systematic review and meta-analysis to identify all prognostic factors for the development of NAS. METHODS: A systematic review was conducted following preferred reporting items for systematic reviews and meta-analyses (PRISMA) and the meta-analysis of observational studies in epidemiology (MOOSE) guidelines. We used the Newcastle-Ottawa scale to assess the quality of the included studies. Using the random-effects model, we calculated the weighted pooled odds ratios (OR), mean differences (MD), hazard ratios (HR), and 95% confidence intervals (CI) of the risk factors. RESULTS: Based on 19 international studies that included a total of 8269 adult LT patients, we calculated an 8% overall incidence of NAS. In this study, 7 potential prognostic factors were associated with a statistically significant hazard ratio for NAS in pooled analyses including (1) DCD donors compared to DBD donors (2) PSC as an indication for a liver transplant (3) Roux-en-Y bile duct reconstruction compared to duct-to-duct reconstruction (4) hepatic artery thrombosis (5) longer cold ischemia time (6) longer warm ischemia time (7) and total operative times. CONCLUSION: In this systematic review and meta-analysis, we identified 7 prognostic factors for the development of NAS following OLT. These findings might lay the groundwork for development of diagnostic algorithms to better risk stratify patients at risk for development of NAS.


Subject(s)
Cholangitis, Sclerosing , Cholestasis , Liver Transplantation , Humans , Liver Transplantation/adverse effects , Cholangitis, Sclerosing/surgery , Constriction, Pathologic/etiology , Prognosis , Cholestasis/epidemiology , Cholestasis/etiology , Retrospective Studies , Postoperative Complications/epidemiology , Postoperative Complications/etiology
7.
Curr Opin Gastroenterol ; 38(6): 577-580, 2022 11 01.
Article in English | MEDLINE | ID: mdl-36219125

Subject(s)
Duodenum , Stomach , Humans
8.
Curr Opin Gastroenterol ; 38(6): 592-599, 2022 11 01.
Article in English | MEDLINE | ID: mdl-36219127

ABSTRACT

PURPOSE OF REVIEW: This review summarizes the key developments with regard to FDA-approved endoscopic bariatric metabolic therapies (EBMTs) in the last 2 years. RECENT FINDINGS: The prevalence of obesity has increased during the coronavirus disease 2019 (COVID-19) pandemic, and obesity worsens COVID-19 related outcomes. Several studies have confirmed the safety and short-term efficacy of intragastric balloons (IGBs). In the short-term IGBs may improve steatosis and fibrosis in nonalcoholic fatty liver disease and improve quality of life and mental health. Unfortunately weight loss from these temporarily placed devices is not sustained long-term. Endoscopic sleeve gastroplasty (ESG) may be more effective and durable than IGBs, and result in fewer adverse events compared to bariatric surgery. The recently completed MERIT trial may catapult ESG as a first-line EBMT. Aspiration therapy meets safety and effectiveness thresholds for incorporation into routine practice, but overall acceptance has been lower than other FDA-approved EBMTs. SUMMARY: The field of endobariatrics is rapidly maturing. Significant knowledge gaps remain with regards to combining EBMTs with pharmacologic therapy to improve durability of weight loss. The rapid expansion in the literature supporting safety and long-term efficacy ESG may prompt revision of existing guidelines.


Subject(s)
COVID-19 , Gastroplasty , Humans , Obesity/complications , Obesity/therapy , Quality of Life , Treatment Outcome , Weight Loss
9.
Article in English | MEDLINE | ID: mdl-35552193

ABSTRACT

Liver transplantation (LT) is the only curative therapy in patients with end-stage liver disease. Long-term survival is excellent, yet LT recipients are at risk of significant complications. Biliary complications are an important source of morbidity after LT, with an estimated incidence of 5%-32%. Post-LT biliary complications include strictures (anastomotic and non-anastomotic), bile leaks, stones, and sphincter of Oddi dysfunction. Prompt recognition and management is critical as these complications are associated with mortality rates up to 20% and retransplantation rates up to 13%. This review aims to summarise our current understanding of risk factors, natural history, diagnostic testing, and treatment options for post-transplant biliary complications.


Subject(s)
Biliary Tract Diseases , Biliary Tract , Liver Transplantation , Transplants , Biliary Tract Diseases/diagnosis , Biliary Tract Diseases/etiology , Biliary Tract Diseases/therapy , Cholangiopancreatography, Endoscopic Retrograde/adverse effects , Humans , Liver Transplantation/adverse effects
10.
Semin Liver Dis ; 42(2): 225-232, 2022 05.
Article in English | MEDLINE | ID: mdl-35263796

ABSTRACT

Liver transplantation (LT) is the only curative therapy in patients with end-stage liver disease with excellent long-term survival; however, LT recipients are at risk of significant complications. Among these complications are biliary complications with an incidence ranging from 5 to 32% and associated with significant post-LT morbidity and mortality. Prompt recognition and management are critical as these complications have been associated with mortality rates up to 19% and retransplantation rates up to 13%. An important limitation of published studies is that a large proportion does not discriminate between anastomotic strictures and nonanastomotic strictures. This review aims to summarize our current understanding of risk factors and natural history, diagnostic testing, and treatment options for post-LT biliary strictures.


Subject(s)
Cholestasis , End Stage Liver Disease , Liver Transplantation , Cholestasis/complications , Cholestasis/therapy , Constriction, Pathologic/etiology , Constriction, Pathologic/therapy , End Stage Liver Disease/complications , Humans , Liver Transplantation/adverse effects , Postoperative Complications/etiology , Postoperative Complications/therapy , Retrospective Studies
11.
Dig Dis Sci ; 67(11): 5256-5261, 2022 11.
Article in English | MEDLINE | ID: mdl-35169957

ABSTRACT

BACKGROUND: Endoscopic ultrasound-guided liver biopsy (EUS-LB) has emerged as a viable mean to obtain core tissue, but the optimal tools and techniques are still an area of active investigation. AIMS: (1) To compare tissue adequacy using "wet saline" (WS) vs. "wet heparin" (WH) technique (2) To compare post-procedure pain between EUS-LB and percutaneous liver biopsy (PLB). METHODS: Retrospective review of consecutive patients who underwent EUS-LB and PLB for benign parenchymal liver disease between May 2017 to October 2019 at a single tertiary veterans affairs medical center. RESULTS: About 257 biopsies from 217 patients were included. Among the 102 EUS-LB specimens, 53 were obtained using WS technique and 49 were obtained using WH technique. Specimen adequacy was similar in both groups. Median Aggregate Specimen Length (ASL) and length of longest piece did not differ significantly between WS and WH groups. Clots were present more frequently in the WS group. Among patients who underwent EUS-LB of both right and left liver lobes, an adequate biopsy was obtained in 85% of patients in the WS group and 96% of patients in the WH group. The percentage of patients experiencing immediate post-procedure pain was higher with PLB compared to EUS-LB, but these results were not statistically significant. CONCLUSIONS: Both WS and WH EUS-LB techniques can offer high rates of specimen adequacy with low rates of pain and other post-procedure complications.


Subject(s)
Liver Diseases , Humans , Liver Diseases/diagnostic imaging , Liver Diseases/pathology , Heparin , Prospective Studies , Image-Guided Biopsy/adverse effects , Image-Guided Biopsy/methods , Pain , Endoscopic Ultrasound-Guided Fine Needle Aspiration/methods , Endosonography/methods
12.
Ann Hepatobiliary Pancreat Surg ; 26(1): 76-83, 2022 Feb 28.
Article in English | MEDLINE | ID: mdl-35013006

ABSTRACT

BACKGROUNDS/AIMS: The aim of this study was to evaluate longitudinal changes of post-liver transplantation (LT) biliary anatomy and to assess the association of increased laboratory values after LT with the development of post-LT anastomotic biliary stricture (ABS). METHODS: Adult deceased donor LT recipients from 2008 and 2019 were evaluated. ABS was defined after blinded review of endoscopic cholangiograms. Controls were patients who underwent LT for hepatocellular carcinoma who did not have any clinical or biochemical concerns for ABS. RESULTS: Of 534 patients who underwent LT, 57 patients had ABS and 57 patients served as controls. On MRI, ABS patients had a narrower anastomosis (2.47 ± 1.32 mm vs. 3.38 ± 1.05 mm; p < 0.01) and wider bile duct at 1-cm proximal to the anastomosis (6.73 ± 2.45 mm vs. 5.66 ± 1.95 mm; p = 0.01) than controls. Association between labs at day 7 and ABS formation was as follows: aspartate aminotransferase hazard ratio (HR): 1.014; 95% confidence interval (CI): 1.008-1.020, p = 0.001; total bilirubin HR: 1.292, 95% CI: 1.100-1.517, p = 0.002; and conjugated bilirubin HR: 1.467, 95% CI: 1.216-1.768, p = 0.001. Corresponding analysis results for day 28 were alanine aminotransferase HR: 1.004, 95% CI: 1.002-1.006, p = 0.001; alkaline phosphatase HR: 1.005, 95% CI: 1.003-1.007, p = 0.001; total bilirubin HR: 1.233, 95% CI: 1.110-1.369, p = 0.001; and conjugated bilirubin HR: 1.272, 95% CI: 1.126-1.437, p = 0.001. CONCLUSIONS: Elevation of laboratory values early after LT is associated with ABS formation.

13.
Dig Dis Sci ; 67(5): 1773-1782, 2022 05.
Article in English | MEDLINE | ID: mdl-33939145

ABSTRACT

INTRODUCTION: Epithelial barrier function (EBF) disruption is a key mechanism underlying gastroesophageal reflux disease (GERD). Our aim was to assess whether two novel technologies, probe-based confocal laser endomicroscopy (pCLE) and mucosal integrity testing (MIT), could assess EBF. METHODS: We prospectively enrolled patients undergoing upper endoscopy for refractory GERD or non-GERD conditions. Patients underwent esophagogastroduodenoscopy, pCLE, MIT, esophageal biopsy at 2 cm and 6 cm above the esophagogastric junction, and wireless pH testing. To assess EBF in vitro, biopsies were mounted in a mini-Ussing chamber, 1 ml of fluorescein was instilled on the mucosal side, and concentration of fluorescein on the serosal side was measured at 3 h. RESULTS: We enrolled 54 subjects (28 GERD, 26 non-GERD based on Lyon consensus criteria). In vivo permeability assessed by pCLE did not differ significantly between GERD vs. non-GERD patients and did not correlate with in vitro permeability. Mean MIT at 2 cm was lower in GERD compared to non-GERD (1914 vs. 3727 ohms). MIT correlated inversely with in vitro permeability at 2 cm and at 6 cm. Using a predictive model that used slope and intercept of MIT at 2 cm and 6 cm, sensitivity and specificity of MIT at identifying GERD was 76% and 72%, respectively. CONCLUSION: pCLE did not differentiate GERD vs non-GERD and did not correlate with EBF measured in vitro. MIT, on the other hand, may be more promising as it differentiated GERD vs non-GERD and correlated with EBF measured in vitro.


Subject(s)
Gastroesophageal Reflux , Electric Impedance , Esophagoscopy , Fluoresceins , Humans , Lasers , Prospective Studies
14.
Dig Dis Sci ; 67(6): 2320-2326, 2022 06.
Article in English | MEDLINE | ID: mdl-33954846

ABSTRACT

INTRODUCTION: Current guidelines recommend endoscopic eradication therapy (EET) for Barrett's esophagus (BE) with dysplasia and intramucosal adenocarcinoma using either radiofrequency ablation (RFA) or liquid nitrogen spray cryotherapy (LNSC). The aims of this multicenter study are to compare the rate and number of treatment sessions of RFA vs. LNSC to achieve CE-D and CE-IM and assess outcomes for those who switched therapy. METHODS: This is a retrospective cohort study of patients with BE undergoing EET. Demographics, baseline variables, endoscopy details, and histology information were abstracted. RESULTS: One hundred and sixty-two patients were included in this study with 100 patients in the RFA group and 62 patients in the LNSC group. The rate of CE-D and CE-IM did not differ between the RFA group and LNSC group (81% vs. 71.0%, p = 0.14) and (64% vs. 66%, p = 0.78), respectively. The number of sessions to achieve CE-D and CE-IM was higher with LNSC compared to RFA (4.2 vs. 3.2, p = 0.05) and (4.8 vs. 3.5, p = 0.04), respectively. The likelihood of developing recurrent dysplasia was higher among patients who did not achieve CE-IM (12%) compared to those who did achieve CE-IM (4%), p = 0.04. Similar findings were found in those who switched treatment modalities. DISCUSSION: EET is highly effective in eradication of Barrett's associated dysplasia and neoplasia. Both RFA and LNSC achieved similar rates of CE-D and CE-IM although LNSC required more sessions. Also, achievement of CE-IM was associated with less recurrence rates of dysplasia.


Subject(s)
Barrett Esophagus , Catheter Ablation , Cryosurgery , Esophageal Neoplasms , Barrett Esophagus/pathology , Barrett Esophagus/surgery , Catheter Ablation/adverse effects , Cryosurgery/adverse effects , Cryotherapy , Esophageal Neoplasms/pathology , Esophageal Neoplasms/prevention & control , Esophageal Neoplasms/surgery , Esophagoscopy , Humans , Hyperplasia , Nitrogen/therapeutic use , Retrospective Studies , Treatment Outcome
15.
ACG Case Rep J ; 9(12): e00934, 2022 Dec.
Article in English | MEDLINE | ID: mdl-36600796

ABSTRACT

The typical appearance of Candida esophagitis is white plaque-like membranes within the esophagus. We describe a unique case of Candida esophagitis that presented as a bulky, malignant-appearing, positron emission tomography-computed tomography-avid mass on endoscopy. Esophageal candidiasis persisted despite a standard course of antifungal medications (fluconazole 400 mg daily for 14 days), and eradication was successful only after fluconazole 800 mg daily was administered. Malignancy was excluded based on 2 separate sessions of endoscopy with multiple biopsies and finally with endoscopic full-thickness resection assisted by preresection closure with an over-the-scope clip.

16.
Endosc Int Open ; 9(10): E1524-E1529, 2021 Oct.
Article in English | MEDLINE | ID: mdl-34540545

ABSTRACT

Background and study aims Barrett's esophagus (BE) and inflammatory bowel disease (IBD) predispose to the development of dysplasia and cancer. It is unclear if the inflammatory cascade seen in IBD affects disease progression in BE. We aimed to determine if patients with BE who have co-existing IBD had a higher risk of dysplasia, nodular disease, or longer segments than BE patients without IBD. Patients and methods This was a multicenter, retrospective propensity score-matched cohort study. We compared rates of dysplasia, nodular disease, and segment length in patients with BE and IBD (cases) to patients with BE who did not have IBD (controls). Controls were 1:1 propensity score matched with controls for age, sex, body mass index (BMI), smoking, and hiatal hernia. Results A total of 132 patients were included in the IBD + BE group and 132 patients in the BE group. Patients with IBD + BE had higher rates of esophageal dysplasia compared to controls (15.9 % vs. 6.1 % [adjusted odds ratio [OR]: 2.9, 95 % CI: 1.2-6.9]) and more nodules (9.8 % vs. 3.0 % [adjusted OR: 3.5, 95 % CI: 1.1-11.0]). IBD + BE group was also associated with longer BE segments (43.9 % vs. 12.1 % [OR: 5.7, 95 % CI: 3.0-10.6]). Conclusions Co-existing IBD may increase the risk of dysplasia and esophageal nodules in patients with BE. Our findings may have implications for BE surveillance intervals in IBD patients. Prospective studies are needed to confirm our findings.

17.
Curr Opin Gastroenterol ; 37(6): 586-588, 2021 11 01.
Article in English | MEDLINE | ID: mdl-34534149
18.
Curr Opin Gastroenterol ; 37(6): 602-608, 2021 11 01.
Article in English | MEDLINE | ID: mdl-34432654

ABSTRACT

PURPOSE OF REVIEW: Gastric intestinal metaplasia (GIM) is an attractive target for surveillance and treatment as it can progress to gastric adenocarcinoma (GAC). Yet, GIM remains a challenging area for clinicians as most patients do not progress to cancer, and there are conflicting data regarding the benefits of surveillance and therapy. This review aims to summarize recently published GIM surveillance guidelines, to discuss, which patients with GIM may benefit from treatment, and to review pivotal and recent literature on GIM therapy. RECENT FINDINGS: Guidelines published by American, British, and European gastroenterology societies do not recommend universal surveillance, but do suggest endoscopic surveillance in patients with risk factors for progression to GAC. Although light examination for at least 7 min and mapping biopsies may increase yield for dysplasia and GAC. In randomized trials, Helicobacter pylori eradication reduced risk of dysplasia and cancer. In GIM with visible dysplasia and early-stage GAC, endoscopic resection improves quality of life without reducing survival compared with surgery. Endoscopic ablation therapies have shown promise for invisible or extensive dysplasia. SUMMARY: Endoscopic resection is appropriate for visible dysplasia and early-stage GAC without high-risk features that persists despite H. pylori eradication therapy. Prospective studies are needed to assess the utility of endoscopic ablation in GIM.


Subject(s)
Helicobacter Infections , Helicobacter pylori , Precancerous Conditions , Stomach Neoplasms , Helicobacter Infections/complications , Helicobacter Infections/drug therapy , Humans , Metaplasia , Precancerous Conditions/therapy , Quality of Life , Stomach Neoplasms/therapy
19.
VideoGIE ; 6(5): 239-242, 2021 May.
Article in English | MEDLINE | ID: mdl-34027259

ABSTRACT

BACKGROUND AND AIMS: Gastric intestinal metaplasia with dysplasia (GIM-D) that is visible as a discrete limited lesion on endoscopy is readily treated using endoscopic mucosal resection or endoscopic submucosal dissection. However, there are few options for more extensive and invisible dysplasia. Ablating a wide swath of tissue with argon plasma coagulation or radiofrequency ablation can be challenging and carries risks, including postprocedure ulceration. Liquid nitrogen spray cryotherapy is an established treatment for dysplasia in Barrett's esophagus, but its use for GIM-D has not been previously reported. METHODS: Three patients with intramucosal adenocarcinoma and GIM-D underwent a total of 10 sessions of spray cryotherapy. In all cases, spray cryotherapy was performed after passing an orogastric decompression tube into the stomach for active suctioning. Ablations were performed in cycles of 20 to 40 seconds, with at least 45 seconds between cycles to allow for tissue thawing. Between 2 and 7 ablations were performed during each procedure. Before each procedure, Sydney protocol biopsy specimens were obtained. No patient reported any postprocedure adverse events. RESULTS: The first patient underwent 3 sessions of spray cryotherapy; there was no evidence of GIM-D after 1 session, no evidence of gastric intestinal metaplasia after 3 sessions, and no recurrence after 29 months. The second patient underwent 5 sessions of spray cryotherapy; after 1 session there was no adenocarcinoma, and at 14 months there was only GIM-D. The third patient underwent 2 spray cryotherapy sessions, and after 1 session there was gastric intestinal metaplasia but no GIM-D. CONCLUSIONS: Very few treatment modalities exist for extensive GIM-D. We present 3 cases in which off-label spray cryotherapy was used to treat extensive high-grade dysplasia with good treatment effect and patient tolerance. This adds to the body of literature supporting spray cryotherapy as a safe, well-tolerated, and effective treatment for extensive GIM-D.

20.
Sci Rep ; 11(1): 5086, 2021 03 03.
Article in English | MEDLINE | ID: mdl-33658592

ABSTRACT

Probe-based confocal laser endomicroscopy (pCLE) allows for real-time diagnosis of dysplasia and cancer in Barrett's esophagus (BE) but is limited by low sensitivity. Even the gold standard of histopathology is hindered by poor agreement between pathologists. We deployed deep-learning-based image and video analysis in order to improve diagnostic accuracy of pCLE videos and biopsy images. Blinded experts categorized biopsies and pCLE videos as squamous, non-dysplastic BE, or dysplasia/cancer, and deep learning models were trained to classify the data into these three categories. Biopsy classification was conducted using two distinct approaches-a patch-level model and a whole-slide-image-level model. Gradient-weighted class activation maps (Grad-CAMs) were extracted from pCLE and biopsy models in order to determine tissue structures deemed relevant by the models. 1970 pCLE videos, 897,931 biopsy patches, and 387 whole-slide images were used to train, test, and validate the models. In pCLE analysis, models achieved a high sensitivity for dysplasia (71%) and an overall accuracy of 90% for all classes. For biopsies at the patch level, the model achieved a sensitivity of 72% for dysplasia and an overall accuracy of 90%. The whole-slide-image-level model achieved a sensitivity of 90% for dysplasia and 94% overall accuracy. Grad-CAMs for all models showed activation in medically relevant tissue regions. Our deep learning models achieved high diagnostic accuracy for both pCLE-based and histopathologic diagnosis of esophageal dysplasia and its precursors, similar to human accuracy in prior studies. These machine learning approaches may improve accuracy and efficiency of current screening protocols.


Subject(s)
Barrett Esophagus/diagnostic imaging , Barrett Esophagus/pathology , Data Accuracy , Deep Learning , Esophageal Neoplasms/diagnostic imaging , Esophageal Neoplasms/pathology , Aged , Biopsy , Esophagus/diagnostic imaging , Esophagus/pathology , Female , Humans , Image Processing, Computer-Assisted/methods , Male , Microscopy, Confocal/methods , Middle Aged , Prospective Studies , Sensitivity and Specificity
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