Author
Xavier Dray
Other affiliations: Paris Diderot University, École nationale supérieure de l'électronique et de ses applications, Cergy-Pontoise University ...read more
Bio: Xavier Dray is an academic researcher from University of Paris. The author has contributed to research in topics: Capsule endoscopy & Medicine. The author has an hindex of 30, co-authored 185 publications receiving 3413 citations. Previous affiliations of Xavier Dray include Paris Diderot University & École nationale supérieure de l'électronique et de ses applications.
Papers published on a yearly basis
Papers
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01 Mar 2014
TL;DR: A new embeddable method for polyp detection in wireless capsule endoscopic images was developed and tested using boosting based approach that achieved good classification performance and can be implemented in situ with embedded hardware.
Abstract: Purpose
Wireless capsule endoscopy (WCE) is commonly used for noninvasive gastrointestinal tract evaluation, including the detection of mucosal polyps. A new embeddable method for polyp detection in wireless capsule endoscopic images was developed and tested.
491 citations
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Autonomous University of Barcelona1, Arizona State University2, University of Central Lancashire3, The Chinese University of Hong Kong4, École nationale supérieure de l'électronique et de ses applications5, Oslo University Hospital6, Simula Research Laboratory7, Seoul National University8, University of Nice Sophia Antipolis9, German Cancer Research Center10, Karlsruhe Institute of Technology11, University College London12, University of Barcelona13, Mayo Clinic14
TL;DR: Results show that convolutional neural networks are the state of the art in polyp detection and it is also demonstrated that combining different methodologies can lead to an improved overall performance.
Abstract: Colonoscopy is the gold standard for colon cancer screening though some polyps are still missed, thus preventing early disease detection and treatment. Several computational systems have been proposed to assist polyp detection during colonoscopy but so far without consistent evaluation. The lack of publicly available annotated databases has made it difficult to compare methods and to assess if they achieve performance levels acceptable for clinical use. The Automatic Polyp Detection sub-challenge, conducted as part of the Endoscopic Vision Challenge ( http://endovis.grand-challenge.org ) at the international conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) in 2015, was an effort to address this need. In this paper, we report the results of this comparative evaluation of polyp detection methods, as well as describe additional experiments to further explore differences between methods. We define performance metrics and provide evaluation databases that allow comparison of multiple methodologies. Results show that convolutional neural networks are the state of the art. Nevertheless, it is also demonstrated that combining different methodologies can lead to an improved overall performance.
331 citations
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TL;DR: Higher colonization by donor microbiota was associated with maintenance of remission and no safety signal was identified in this pilot study in adults with colonic or ileo-colonic CD.
Abstract: The role of the gut microbiota in Crohn’s disease (CD) is established and fecal microbiota transplantation (FMT) is an attractive therapeutic strategy. No randomized controlled clinical trial results are available. We performed a randomized, single-blind, sham-controlled pilot trial of FMT in adults with colonic or ileo-colonic CD. Patients enrolled while in flare received oral corticosteroid. Once in clinical remission, patients were randomized to receive either FMT or sham transplantation during a colonoscopy. Corticosteroids were tapered and a second colonoscopy was performed at week 6. The primary endpoint was the implantation of the donor microbiota at week 6 (Sorensen index > 0.6). Eight patients received FMT and nine sham transplantation. None of the patients reached the primary endpoint. The steroid-free clinical remission rate at 10 and 24 weeks was 44.4% (4/9) and 33.3% (3/9) in the sham transplantation group and 87.5% (7/8) and 50.0% (4/8; one patient loss of follow-up while in remission at week 12 and considered in flare at week 24) in the FMT group. Crohn’s Disease Endoscopic Index of Severity decreased 6 weeks after FMT (p = 0.03) but not after sham transplantation (p = 0.8). Conversely, the CRP level increased 6 weeks after sham transplantation (p = 0.008) but not after FMT (p = 0.5). Absence of donor microbiota engraftment was associated with flare. No safety signal was identified. The primary endpoint was not reached for any patient. In this pilot study, higher colonization by donor microbiota was associated with maintenance of remission. These results must be confirmed in larger studies (NCT02097797).
177 citations
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TL;DR: The results obtained from this cohort indicate that thiopurine use during pregnancy is not associated with increased risks, including congenital abnormalities.
Abstract: Background and aims Few studies have been conducted addressing the safety of thiopurine treatment in pregnant women with inflammatory bowel disease (IBD). The aim of this study was to evaluate the pregnancy outcome of women with IBD who have been exposed to thiopurines. Methods 215 pregnancies in 204 women were registered and documented in the CESAME cohort between May 2004 and October 2007. Physicians documented the following information from the women: last menstrual date, delivery term, details of pregnancy outcome, prematurity, birth weight and height, congenital abnormalities, medication history during each trimester, smoking history and alcohol ingestion. Data were compared between three groups: women exposed to thiopurines (group A), women receiving a drug other than thiopurines (group B) and women not receiving any medication (group C). Results Mean age at pregnancy was 28.3 years. 75.7% of the women had Crohn9s disease and 21.8% had ulcerative colitis, with a mean disease duration of 6.8 years at inclusion. Of the 215 pregnancies, there were 138 births (142 newborns), and the mean birth weight was 3135 g. There were 86 pregnancies in group A, 84 in group B and 45 in group C. Interrupted pregnancies occurred in 36% of patients enrolled in group A, 33% of patients enrolled in group B, and 40% of patients enrolled in group C; congenital abnormalities arose in 3.6% of group A cases and 7.1% of group B cases. No significant differences were found between the three groups in overall pregnancy outcome. Conclusions The results obtained from this cohort indicate that thiopurine use during pregnancy is not associated with increased risks, including congenital abnormalities.
163 citations
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Aix-Marseille University1, Centre Hospitalier Universitaire de Nice2, Paris Diderot University3, Claude Bernard University Lyon 14, University of Rouen5, Centre national de la recherche scientifique6, University of Rennes7, University of Nice Sophia Antipolis8, French Institute of Health and Medical Research9, Lille University of Science and Technology10, HCL Technologies11
TL;DR: In a cohort of patients with Crohn's disease or UC who failed previous anti-tumor necrosis factor therapy, approximately one third of patients achieved steroid-free clinical remission after 14 weeks of induction therapy with vedolizumab.
157 citations
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Newcastle University1, Newcastle upon Tyne Hospitals NHS Foundation Trust2, University of Exeter3, University of Cambridge4, Imperial College London5, Chelsea and Westminster Hospital NHS Foundation Trust6, Royal Liverpool and Broadgreen University Hospital NHS Trust7, Pennine Acute Hospitals NHS Trust8, University of Manchester9, King's College London10, Guy's and St Thomas' NHS Foundation Trust11, Barts Health NHS Trust12, Queen Mary University of London13, Leeds Teaching Hospitals NHS Trust14, University of Leeds15, Royal College of Surgeons in Ireland16, Western General Hospital17, University of Edinburgh18, University Hospitals Bristol NHS Foundation Trust19, Glasgow Royal Infirmary20, University of Glasgow21, Queen Elizabeth Hospital Birmingham22, University of Birmingham23, University College London24, University College London Hospitals NHS Foundation Trust25, Brighton and Sussex University Hospitals NHS Trust26, Brighton and Sussex Medical School27, University of Wolverhampton28, University Hospital of Wales29
TL;DR: Comprehensive up-to-date guidance is provided regarding indications for, initiation and monitoring of immunosuppressive therapies, nutrition interventions, pre-, peri- and postoperative management, as well as structure and function of the multidisciplinary team and integration between primary and secondary care.
Abstract: Ulcerative colitis and Crohn’s disease are the principal forms of inflammatory bowel disease. Both represent chronic inflammation of the gastrointestinal tract, which displays heterogeneity in inflammatory and symptomatic burden between patients and within individuals over time. Optimal management relies on understanding and tailoring evidence-based interventions by clinicians in partnership with patients. This guideline for management of inflammatory bowel disease in adults over 16 years of age was developed by Stakeholders representing UK physicians (British Society of Gastroenterology), surgeons (Association of Coloproctology of Great Britain and Ireland), specialist nurses (Royal College of Nursing), paediatricians (British Society of Paediatric Gastroenterology, Hepatology and Nutrition), dietitians (British Dietetic Association), radiologists (British Society of Gastrointestinal and Abdominal Radiology), general practitioners (Primary Care Society for Gastroenterology) and patients (Crohn’s and Colitis UK). A systematic review of 88 247 publications and a Delphi consensus process involving 81 multidisciplinary clinicians and patients was undertaken to develop 168 evidence- and expert opinion-based recommendations for pharmacological, non-pharmacological and surgical interventions, as well as optimal service delivery in the management of both ulcerative colitis and Crohn’s disease. Comprehensive up-to-date guidance is provided regarding indications for, initiation and monitoring of immunosuppressive therapies, nutrition interventions, pre-, peri- and postoperative management, as well as structure and function of the multidisciplinary team and integration between primary and secondary care. Twenty research priorities to inform future clinical management are presented, alongside objective measurement of priority importance, determined by 2379 electronic survey responses from individuals living with ulcerative colitis and Crohn’s disease, including patients, their families and friends.
1,140 citations
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TL;DR: This work develops a novel architecture, MultiResUNet, as the potential successor to the U-Net architecture, and tests and compared it with the classical U- net on a vast repertoire of multimodal medical images.
1,027 citations
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TL;DR: If the unique microbial flora is found to be a causative or consequent factor in this type of autism, it may have implications with regard to a specific diagnostic test, its epidemiology, and for treatment and prevention.
818 citations
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University of Rome Tor Vergata1, University of Alberta2, University of Lisbon3, Frederiksberg Hospital4, University of Naples Federico II5, Sheba Medical Center6, Mater Dei Hospital7, Royal London Hospital8, University College London9, The Catholic University of America10, Sapienza University of Rome11, Pennine Acute Hospitals NHS Trust12, Cleveland Clinic13, University of Barcelona14, St James's University Hospital15, University Medical Center Groningen16, Katholieke Universiteit Leuven17, University of Amsterdam18
TL;DR: Christian Maaser, a Andreas Sturm,b Stephan R. Vavricka,c Torsten Kucharzik,d Gionata Fiorino,e Vito Annese,f Emma Calabrese,f Daniel C. Baumgart,h Dominik Bettenworth,i Paula Borralho Nunes,j, Johan Burisch,k, Fabiana Castiglione,l Rami Eliakim,m Pierre Ellul,n Yago Gonz
Abstract: Christian Maaser,a Andreas Sturm,b Stephan R. Vavricka,c Torsten Kucharzik,d Gionata Fiorino,e Vito Annese,f Emma Calabrese,g Daniel C. Baumgart,h Dominik Bettenworth,i Paula Borralho Nunes,j, Johan Burisch,k, Fabiana Castiglione,l Rami Eliakim,m Pierre Ellul,n Yago González-Lama,o Hannah Gordon,p Steve Halligan,q Konstantinos Katsanos,r Uri Kopylov,m Paulo G. Kotze,s Eduards Krustiņš,t Andrea Laghi,u Jimmy K. Limdi,v Florian Rieder,w Jordi Rimola,x Stuart A. Taylor,y Damian Tolan,z Patrick van Rheenen,aa Bram Verstockt,bb, Jaap Stokercc; on behalf of the European Crohn’s and Colitis Organisation [ECCO] and the European Society of Gastrointestinal and Abdominal Radiology [ESGAR]
779 citations
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TL;DR: A critical review of current hypotheses regarding the pathogenetic involvement of microbiota in FGID is provided and the results of microbiota-directed interventions are evaluated and clinical guidance on modulation of gut microbiota in IBS is provided.
Abstract: It is increasingly perceived that gut host–microbial interactions are important elements in the pathogenesis of functional gastrointestinal disorders (FGID) The most convincing evidence to date is the finding that functional dyspepsia and irritable bowel syndrome (IBS) may develop in predisposed individuals following a bout of infectious gastroenteritis There has been a great deal of interest in the potential clinical and therapeutic implications of small intestinal bacterial overgrowth in IBS However, this theory has generated much debate because the evidence is largely based on breath tests which have not been validated The introduction of culture-independent molecular techniques provides a major advancement in our understanding of the microbial community in FGID Results from 16S rRNA-based microbiota profiling approaches demonstrate both quantitative and qualitative changes of mucosal and faecal gut microbiota, particularly in IBS Investigators are also starting to measure host–microbial interactions in IBS The current working hypothesis is that abnormal microbiota activate mucosal innate immune responses which increase epithelial permeability, activate nociceptive sensory pathways and dysregulate the enteric nervous system While we await important insights in this field, the microbiota is already a therapeutic target Existing controlled trials of dietary manipulation, prebiotics, probiotics, synbiotics and non-absorbable antibiotics are promising, although most are limited by suboptimal design and small sample size In this article, the authors provide a critical review of current hypotheses regarding the pathogenetic involvement of microbiota in FGID and evaluate the results of microbiota-directed interventions The authors also provide clinical guidance on modulation of gut microbiota in IBS
774 citations