当前位置： SCI文献检索 > Therapeutic Advances in Gastroenterology期刊下所有文献 > Automated endoscopic detection and classification of colorectal polyps using convolutional neural networks.

Automated endoscopic detection and classification of colorectal polyps using convolutional neural networks.

Abstract：

Background:Recently the American Society for Gastrointestinal Endoscopy addressed the 'resect and discard' strategy, determining that accurate in vivo differentiation of colorectal polyps (CP) is necessary. Previous studies have suggested a promising application of artificial intelligence (AI), using deep learning in object recognition. Therefore, we aimed to construct an AI system that can accurately detect and classify CP using stored still images during colonoscopy. Methods:We used a deep convolutional neural network (CNN) architecture called Single Shot MultiBox Detector. We trained the CNN using 16,418 images from 4752 CPs and 4013 images of normal colorectums, and subsequently validated the performance of the trained CNN in 7077 colonoscopy images, including 1172 CP images from 309 various types of CP. Diagnostic speed and yields for the detection and classification of CP were evaluated as a measure of performance of the trained CNN. Results:The processing time of the CNN was 20 ms per frame. The trained CNN detected 1246 CP with a sensitivity of 92% and a positive predictive value (PPV) of 86%. The sensitivity and PPV were 90% and 83%, respectively, for the white light images, and 97% and 98% for the narrow band images. Among the correctly detected polyps, 83% of the CP were accurately classified through images. Furthermore, 97% of adenomas were precisely identified under the white light imaging. Conclusions:Our CNN showed promise in being able to detect and classify CP through endoscopic images, highlighting its high potential for future application as an AI-based CP diagnosis support system for colonoscopy.

journal_name

Therap Adv Gastroenterol

journal_title

Therapeutic advances in gastroenterology

authors

Ozawa T,Ishihara S,Fujishiro M,Kumagai Y,Shichijo S,Tada T

doi

10.1177/1756284820910659

subject

Has Abstract

pub_date

2020-03-20 00:00:00

pages

1756284820910659

eissn

1756-283X

issn

1756-2848

pii

10.1177_1756284820910659

journal_volume

13

pub_type

杂志文章

相关文献

Therapeutic Advances in Gastroenterology文献大全
  • Bilio-pancreatic endoscopy during COVID-19 pandemic.

    abstract：:On 31 December 2019, the WHO China Country Office was informed of cases of pneumonia of unknown etiology detected in Wuhan (Hubei Province of China). In January 2020, a new coronavirus named SARS-CoV2 was isolated and, since that time, SARS-CoV2 related disease (COVID-19) rapidly spread all over the world becoming pan...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756284820935187

    authors： Bove V,Schepis T,Boškoski I,Landi R,Orlandini B,Pontecorvi V,Familiari P,Tringali A,Perri V,Costamagna G

    更新日期：2020-06-24 00:00:00

  • Combined radiological-endoscopic management of difficult bile duct stones: 18-year single center experience.

    abstract：OBJECTIVES:Clinical evidence regarding radiological-endoscopic management of intrahepatic bile duct stones is currently lacking. Our aim is to report our 18-year experience in combined radiological-endoscopic management of intrahepatic difficult bile duct stones. METHODS:From June 1994 to June 2012, 299 symptomatic pa...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X15587483

    authors： Cannavale A,Bezzi M,Cereatti F,Lucatelli P,Fanello G,Salvatori FM,Fanelli F,Fiocca F,Donatelli G

    更新日期：2015-11-01 00:00:00

  • Advances in therapeutic options for portal hypertension.

    abstract：:Portal hypertension represents one of the major clinical consequences of chronic liver disease, having a deep impact on patients' prognosis and survival. Its pathophysiology defines a pathological increase in the intrahepatic vascular resistance as the primary factor in its development, being subsequently aggravated b...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756284818811294

    authors： Vilaseca M,Guixé-Muntet S,Fernández-Iglesias A,Gracia-Sancho J

    更新日期：2018-11-25 00:00:00

  • Cost savings following faecal microbiota transplantation for recurrent Clostridium difficile infection.

    abstract：Background:Recurrent Clostridium difficile infection (rCDI) is becoming increasingly common. Faecal microbiota transplantation (FMT) is effective for rCDI, but the costs of an FMT and hospital cost savings related to FMT are unknown. The aim of this study was to calculate the cost of an FMT and the total hospital costs...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284819843002

    authors： Dehlholm-Lambertsen E,Hall BK,Jørgensen SMD,Jørgensen CW,Jensen ME,Larsen S,Jensen JS,Ehlers L,Dahlerup JF,Hvas CL

    更新日期：2019-04-10 00:00:00

  • Hereditary pancreatitis for the endoscopist.

    abstract：:Hereditary pancreatitis shares a majority of clinical and morphologic features with chronic alcoholic pancreatitis, but may present at an earlier age. The term hereditary pancreatitis has primarily been associated with mutations in the serine protease 1 gene (PRSS1) which encodes for cationic trypsinogen. PRSS1 mutati...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X12467565

    authors： Patel MR,Eppolito AL,Willingham FF

    更新日期：2013-03-01 00:00:00

  • Platelet-to-lymphocyte percentage ratio index: a simple non-invasive index to monitor the endoscopic activity in Crohn's disease.

    abstract：Background:Recent evidence has shown that the complete blood count (CBC) is abnormal in patients with Crohn's disease (CD). We aimed to investigate an effective CBC parameter and explore its impact on disease activity in a large CD cohort. Methods:We performed a retrospective analysis of patients with established CD w...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284820979442

    authors： Chen R,Li L,Chao K,Hong M,Cao Q,Ye L,Zhou G,Fang X,Guo H,Cao X,Ye X,Zeng Z,Chen M,Zhang S

    更新日期：2020-12-21 00:00:00

  • Differences in the prognosis of early gastric cancer according to sex and age.

    abstract：BACKGROUND:Few studies have compared early gastric cancer (EGC) outcomes according to sex and age. METHODS:We retrospectively reviewed 2085 patients who underwent curative gastrectomy for EGC between 1989 and 2000. Prognosis and risk factors for nodal involvement were evaluated according to sex and age. RESULTS:Male ...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X16681709

    authors： Suh DD,Oh ST,Yook JH,Kim BS,Kim BS

    更新日期：2017-02-01 00:00:00

  • Diagnostic accuracy of i-scan image enhancement for real-time endoscopic diagnosis of small colorectal polyps: a meta-analysis.

    abstract：Objective:i-Scan is a digital image enhancement technology, reported to improve diagnostic performance during endoscopy. Previous studies have investigated the accuracy of i-scan for distinguishing between neoplastic and non-neoplastic colonic polyps and suggested diagnostic accuracy close to that required for use in r...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284818814948

    authors： Glover B,Patel N,Ashrafian H,Teare J

    更新日期：2018-12-06 00:00:00

  • The anti-inflammatory potential of diet and nonalcoholic fatty liver disease: the ATTICA study.

    abstract：Background:Nonalcoholic fatty liver disease (NAFLD) is correlated with low-grade inflammation and dietary habits. Until today, there have been limited epidemiologic data assessing the role of diet's inflammatory potential on NAFLD. The aim was to evaluate the relationship between an anti-inflammatory diet, as reflected...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284819858039

    authors： Tyrovolas S,Panagiotakos DB,Georgousopoulou EN,Chrysohoou C,Skoumas J,Pan W,Tousoulis D,Pitsavos C

    更新日期：2019-06-23 00:00:00

  • Endoscopic Resection with Ligation Using a Multi-Band Mucosectomy System in Barrett's Esophagus with High-Grade Dysplasia and Intramucosal Carcinoma.

    abstract：BACKGROUND:Endoscopic therapy for early neoplasia in Barrett's esophagus (BE) is evolving. Endoscopic resection has an increasing role. We wanted to evaluate the safety and efficacy of multi-band ligation/resection [ER-L] without pre-injection in BE with high-grade dysplasia [HGD] and intramucosal carcinoma [IMCA]. ME...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X09346794

    authors： Bhat YM,Furth EE,Brensinger CM,Ginsberg GG

    更新日期：2009-11-01 00:00:00

  • Hepatocellular carcinoma: review of current treatment with a focus on targeted molecular therapies.

    abstract：:The treatment of hepatocellular carcinoma (HCC) remains a challenge, with 1- and 3-year survival rates of 20% and 5%, respectively, and a median survival of 8 months. However, a better understanding of the pathogenesis of HCC, and advances in targeted molecular therapies provide physicians treating this disease with n...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X09346669

    authors： Olsen SK,Brown RS,Siegel AB

    更新日期：2010-01-01 00:00:00

  • Pancreatic neuroendocrine tumors: approach to treatment with focus on sunitinib.

    abstract：:Pancreatic neuroendocrine tumors (pNETs) are relatively rare malignancies. With secretory tumors such as insulinomas, vasoactive intestinal peptideomas, and gastrinomas, the hormone produced causes the symptom complex (e.g. hypoglycemia, peptic ulcer disease). With nonsecretory NETs, the clinical condition is determin...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X13493878

    authors： Vinik AI,Raymond E

    更新日期：2013-09-01 00:00:00

  • Incidence of Clostridioides difficile infection in peripartum women: a retrospective cohort study.

    abstract：Background:The incidence of Clostridioides difficile infection (CDI) is increasing in the general population. Data on the epidemiology of CDI in peripartum women - a highly vulnerable patient population - is scarce. The objective of this study was to report the incidence of CDI in peripartum women. Methods:A single-ce...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284820942621

    authors： Saha S,Pardi R,Theiler RN,Pardi DS,Khanna S

    更新日期：2020-07-27 00:00:00

  • EUS-guided FNA for biliary disease as first-line modality to obtain histological evidence.

    abstract：BACKGROUND:Few reports have described endoscopic ultrasound (EUS)-guided fine needle aspiration (FNA) for biliary lesions. In addition, adverse events were not completely examined in previous reports, due to the inclusion of cases in which biliary stents had already been placed. The present study aimed to investigate t...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X15625584

    authors： Onda S,Ogura T,Kurisu Y,Masuda D,Sano T,Takagi W,Fukunishi S,Higuchi K

    更新日期：2016-05-01 00:00:00

  • Clostridium difficile infection: management strategies for a difficult disease.

    abstract：:Clostridium difficile was first described as a cause of diarrhea in 1978 and in the last three decades has reached an epidemic state with increasing incidence and severity in both healthcare and community settings. There also has been a rise in severe outcomes from C. difficile infection (CDI). There have been tremend...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756283X13508519

    authors： Khanna S,Pardi DS

    更新日期：2014-03-01 00:00:00

  • Clinical impact of dual red imaging in colorectal endoscopic submucosal dissection: a pilot study.

    abstract：BACKGROUND:Dual red imaging (DRI), a novel image-enhanced endoscopic technique, is expected to improve visibility of thin vessels, but no reports of the clinical use of DRI in colorectal endoscopic submucosal dissection (ESD) have been published. We aimed to compare the visibility of vessels, demarcation line between t...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X16645501

    authors： Ninomiya Y,Oka S,Tanaka S,Hirano D,Sumimoto K,Tamaru Y,Asayama N,Shigita K,Nishiyama S,Hayashi N,Chayama K

    更新日期：2016-09-01 00:00:00

  • Fully covered self-expandable metal stent in the treatment of postsurgical colorectal diseases: outcome in 29 patients.

    abstract：BACKGROUND:Self-expandable metal stent (SEMS) placement is a minimally invasive treatment for palliation of malignant colorectal strictures and as a bridge to surgery. However, the use of SEMS for benign colorectal diseases is controversial. The purpose of this retrospective study is to evaluate the efficacy and safety...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X15610052

    authors： Cereatti F,Fiocca F,Dumont JL,Ceci V,Vergeau BM,Tuszynski T,Meduri B,Donatelli G

    更新日期：2016-03-01 00:00:00

  • Targeting neutrophil extracellular traps in severe acute pancreatitis treatment.

    abstract：:Severe acute pancreatitis (SAP) is a critical abdominal disease associated with high death rates. A systemic inflammatory response promotes disease progression, resulting in multiple organ dysfunction. The functions of neutrophils in the pathology of SAP have been presumed traditionally to be activation of chemokine a...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756284820974913

    authors： Hu J,Kang H,Chen H,Yao J,Yi X,Tang W,Wan M

    更新日期：2020-11-24 00:00:00

  • Decision model analyses of upper endoscopy for gastric cancer screening and preneoplasia surveillance: a systematic review.

    abstract：Aims:Gastric cancer (GC) is the third leading cause of cancer death worldwide, but the burden of disease is not distributed evenly. GC screening routinely occurs in some high-incidence regions/countries and is generally cost-effective, which is attributed largely to the associated GC mortality reduction. In regions of ...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756284820941662

    authors： Canakis A,Pani E,Saumoy M,Shah SC

    更新日期：2020-07-16 00:00:00

  • Antagonizing programmed death-1 and programmed death ligand-1 as a therapeutic approach for gastric cancer.

    abstract：:Malignant tumor cells are equipped with mechanisms that can help them escape the surveillance by host immune system. Immune checkpoint molecules can transduce coinhibitory signals to immunocompetent cells and exert immunosuppressive roles in antitumor immunity. Programmed death-1 (PD-1) and programmed death ligand-1 (...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756283X16658251

    authors： Liu X,Yang Z,Latchoumanin O,Qiao L

    更新日期：2016-11-01 00:00:00

  • Current status of first- and second-line Helicobacter pylori eradication therapy in the metropolitan area: a multicenter study with a large number of patients.

    abstract：Background:The environment surrounding Helicobacter pylori eradication treatment is dramatically changing. Recently, vonoprazan, a first-in-class potassium-competitive acid blocker (P-CAB), was introduced onto the market in 2015. The aging of Japan's demographic structure is becoming pronounced. In this study, we exami...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284819858511

    authors： Mori H,Suzuki H,Omata F,Masaoka T,Asaoka D,Kawakami K,Mizuno S,Kurihara N,Nagahara A,Sakaki N,Ito M,Kawamura Y,Suzuki M,Shimada Y,Sasaki H,Matsuhisa T,Torii A,Nishizawa T,Mine T,Ohkusa T,Kawai T,Tokunaga K,Tak

    更新日期：2019-07-04 00:00:00

  • Clinical outcome of patients with obscure gastrointestinal bleeding during antithrombotic drug therapy.

    abstract：Background:The clinical outcome of patients with obscure gastrointestinal bleeding (OGIB) during antithrombotic drug therapy has not been fully investigated. Methods:Patients who underwent video capsule endoscopy (VCE) for the investigation of OGIB at Okayama University Hospital from January 2009 to March 2016 were en...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X17746930

    authors： Kono Y,Kawano S,Okamoto Y,Obayashi Y,Baba Y,Sakae H,Abe M,Gotoda T,Inokuchi T,Kanzaki H,Iwamuro M,Kawahara Y,Okada H

    更新日期：2018-01-14 00:00:00

  • Predicting durable response or resistance to antitumor necrosis factor therapy in inflammatory bowel disease.

    abstract：:Monoclonal antibodies to tumor necrosis factor (TNF) have become a mainstay of the therapeutic armamentarium in inflammatory bowel disease (IBD) over the last 15 years. Although highly effective, primary and secondary nonresponse are common and associated with poor clinical outcomes and significant costs. Multiple cli...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756283X16638833

    authors： Kopylov U,Seidman E

    更新日期：2016-07-01 00:00:00

  • Evaluation of regional and whole gut motility using the wireless motility capsule: relevance in clinical practice.

    abstract：:The wireless motility capsule (WMC) is an ambulatory noninvasive and nonradioactive diagnostic sensor that continuously samples intraluminal pH, temperature, and pressure as it moves through the gastrointestinal (GI) tract. This review summarizes the data obtained in clinical trials with the WMC and discusses its role...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X12437874

    authors： Tran K,Brun R,Kuo B

    更新日期：2012-07-01 00:00:00

  • Immunogenicity of biologics in inflammatory bowel disease.

    abstract：:Crohn's disease and ulcerative colitis are chronic inflammatory disorders of the gastrointestinal tract. Treatment options include biologic therapies; however, a proportion of patients lose response to biologics, partly due to the formation of anti-drug antibodies (ADAbs). Concomitant immunosuppressive agents reduce t...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X17750355

    authors： Vermeire S,Gils A,Accossato P,Lula S,Marren A

    更新日期：2018-01-21 00:00:00

  • Optimal use of biologics in the management of Crohn's disease.

    abstract：:Crohn's disease (CD) is a chronic relapsing and remitting disorder of the gastrointestinal tract with no known cure. The inflammation that drives the disease can lead to debilitating symptoms and a number of complications that may lead to surgery. The introduction of biologic therapy a decade ago has offered a new opt...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X09357579

    authors： Panaccione R,Ghosh S

    更新日期：2010-05-01 00:00:00

  • Review of the epidemiology and burden of ulcerative colitis in Latin America.

    abstract：:The incidence and prevalence of ulcerative colitis (UC) has been reported to be rising in newly industrialised regions, such as Latin America. Here, we review data from published studies reporting demographics and clinical aspects of UC in Latin America to further understand epidemiology and disease burden. The incide...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756284820931739

    authors： Kotze PG,Steinwurz F,Francisconi C,Zaltman C,Pinheiro M,Salese L,Ponce de Leon D

    更新日期：2020-07-09 00:00:00

  • Tryptase mast cell density, protease-activated receptor-2 microvascular density, and classical microvascular density evaluation in gastric cancer patients undergoing surgery: possible translational relevance.

    abstract：BACKGROUND:Mast cells (MCs) can stimulate angiogenesis, releasing several proangiogenic cytokines stored in their cytoplasm. In particular, MCs can release tryptase, a potent in vivo and in vitro proangiogenic factor via protease-activated receptor-2 (PAR-2) activation and mitogen-activated protein kinase (MAPK) phosph...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756283X16673981

    authors： Ammendola M,Sacco R,Vescio G,Zuccalà V,Luposella M,Patruno R,Zizzo N,Gadaleta C,Marech I,Ruggieri R,Kocak IF,Ozgurtas T,Gadaleta CD,Sammarco G,Ranieri G

    更新日期：2017-04-01 00:00:00

  • Simultaneous analyses of carbohydrate-mediated serum GLP-1 and GLP-2 and duodenal receptor expression in children with and without celiac disease.

    abstract：Background:Variability in glucagon-like peptide (GLP)-1 and GLP-2 plasma concentrations has been suggested in Celiac disease (CD), with inconclusive results. We assessed the association between serum levels of GLP-1 and GLP-2 and their duodenal receptor expression in children with and without CD. Methods:This was a tw...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章

    doi：10.1177/1756284819842756

    authors： Rachmiel M,Ben-Yehudah G,Shirin H,Broide E

    更新日期：2019-04-17 00:00:00

  • Targeting mucosal healing in Crohn's disease: what the clinician needs to know.

    abstract：:In recent years, mucosal healing has emerged as a key therapeutic goal in the clinical management of patients with Crohn's disease, as it has been associated with improved long-term clinical outcomes. With the vast improvements in endoscopic imaging techniques and the increase in available treatment options, which rep...

    journal_title：Therapeutic advances in gastroenterology

    pub_type： 杂志文章,评审

    doi：10.1177/1756284819856865

    authors： Klenske E,Bojarski C,Waldner M,Rath T,Neurath MF,Atreya R

    更新日期：2019-06-14 00:00:00