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Panteris V, Feretzakis G, Karantanos P, Kalles D, Verykios VV, Panoutsakou M, Karagianni E, Zoubouli C, Vgenopoulou S, Pierrakou A, Theodorakopoulou M, Papalois AE, Thomaidis T, Dalainas I, Kouroumalis E. Convolutional Neural Networks for Optical Discrimination Between Histological Types of Colorectal Polyps Based on White Light Endoscopic Images. Stud Health Technol Inform 2023; 302:576-580. [PMID: 37203751 DOI: 10.3233/shti230208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
The objective of this study was to compare different convolutional neural networks (CNNs), as employed in a Python-produced deep learning process, used on white light images of colorectal polyps acquired during the process of a colonoscopy, in order to estimate the accuracy of the optical recognition of particular histologic types of polyps. The TensorFlow framework was used for Inception V3, ResNet50, DenseNet121, and NasNetLarge, which were trained with 924 images, drawn from 86 patients.
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Affiliation(s)
- Vasileios Panteris
- Gastroenterology Department, Sismanogleio General Hospital, Marousi, Greece
- Hellenic Society of Gastrointestinal Oncology
| | - Georgios Feretzakis
- School of Science and Technology, Hellenic Open University, Patras, Greece
- Department of Quality Control, Research and Continuing Education, Sismanogleio General Hospital, Marousi, Greece
| | | | - Dimitris Kalles
- School of Science and Technology, Hellenic Open University, Patras, Greece
| | | | - Maria Panoutsakou
- Gastroenterology Department, Sismanogleio General Hospital, Marousi, Greece
| | - Eirini Karagianni
- Gastroenterology Department, Sismanogleio General Hospital, Marousi, Greece
| | | | | | | | | | - Apostolos E Papalois
- Special Unit for Biomedical Research and Education, School of Medicine, Aristotle University of Thessaloniki, Greece
- Hellenic Society of Gastrointestinal Oncology
| | - Thomas Thomaidis
- 2nd Gastroenterology Department, Hygeia Hospital, Athens, Greece
- Hellenic Society of Gastrointestinal Oncology
| | - Ilias Dalainas
- Administration, Sismanogleio General Hospital, Marousi, Greece
| | - Elias Kouroumalis
- Department of Gastroenterology, University of Crete Medical School, Heraklion, Greece
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Zachou M, Varytimiadis K, Androutsakos T, Katsaras G, Zoumpouli C, Lalla E, Nifora M, Karantanos P, Nikiteas N, Sougioultzis S, Kalaitzakis E, Kykalos S. Protocol design for randomized clinical trial to compare underwater cold snare polypectomy to conventional cold snare polypectomy for non-pedunculated colon polyps of size 5-10 mm (COLDWATER study). Tech Coloproctol 2023; 27:325-333. [PMID: 36399201 DOI: 10.1007/s10151-022-02731-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Accepted: 11/11/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND Colorectal cancer is internationally the third leading cause of death from a malignant disease. The aim of screening colonoscopy in adults > 45 years of age is early diagnosis and treatment of precancerous polyps. Endoscopic polyp removal (polypectomy) can be achieved with various techniques depending on the size, morphology, and location of the polyp. According to current guidelines, small non-pedunculated polyps should be removed with a cold snare after the colorectal lumen has been insufflated with air (conventional cold snare polypectomy).In recent years, several studies have described the benefits of water aided colonoscopy, as well as the safety and efficacy of underwater cold snare polypectomy for large colon polyps. However, there are insufficient data on conventional and underwater techniques for small polyps, the most commonly diagnosed colorectal polyps. METHODS We have designed a prospective randomized double-blind clinical trial to compare the safety and efficacy of conventional and underwater cold snare polypectomy for non-pedunculated polyps 5-10 mm in size. A total of 398 polyps will be randomized. Randomization will be carried out using the random numbers method of Microsoft Excel 2016. The primary endpoint is the muscularis mucosa resection rate. Secondary endpoints are the depth and percentage of R0 excisions, complications, and the recurrence rate at follow-up endoscopy 6-12 months after polypectomy. DISCUSSION We hypothesize underwater polypectomy will result in a higher muscularis mucosa resection rate. The results of our study will provide useful data for the development of guidelines in polypectomy techniques for non-pedunculated polyps 5-10 mm in size. CLINICAL TRIAL REGISTRATION Clinicaltrials.gov, NCT05273697.
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Affiliation(s)
- M Zachou
- Second Department of Propaedeutic Surgery, "Laikon" General Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece. .,Department of Gastroenterology, Sismanogleio General Hospital, Athens, Greece.
| | - K Varytimiadis
- Department of Gastroenterology, Sismanogleio General Hospital, Athens, Greece
| | - T Androutsakos
- Department of Pathophysiology, "Laikon" General Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - G Katsaras
- Second Neonatal Department and Neonatal Intensive Care Unit (NICU), Medical School, "Papageorgiou" General Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece.,Paediatric Department, General Hospital of Pella-Hospital Unit of Edessa, Edessa, Greece
| | - C Zoumpouli
- Department of Pathology, Sismanogleio General Hospital, Athens, Greece
| | - E Lalla
- Department of Gastroenterology, Sismanogleio General Hospital, Athens, Greece
| | - M Nifora
- Department of Pathology, Sismanogleio General Hospital, Athens, Greece
| | - P Karantanos
- Department of Gastroenterology, Sismanogleio General Hospital, Athens, Greece
| | - N Nikiteas
- Second Department of Propaedeutic Surgery, "Laikon" General Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - S Sougioultzis
- Department of Pathophysiology, "Laikon" General Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - E Kalaitzakis
- Department of Gastroenterology, University Hospital of Heraklion, University of Crete, Heraklion, Greece
| | - S Kykalos
- Second Department of Propaedeutic Surgery, "Laikon" General Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Panteris V, Karantanos P, Vasilakis N, Vgenopoulou S, Lymperopoulou G, Feretzakis G, Dalainas I, Kouroumalis E. New considerations for colorectal cancer screening based on the demographic profile of colorectal cancer in a Greek population. Mol Clin Oncol 2022; 16:57. [PMID: 35111323 PMCID: PMC8771310 DOI: 10.3892/mco.2022.2490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 11/12/2021] [Indexed: 11/06/2022] Open
Affiliation(s)
- Vasileios Panteris
- Gastroenterology Department, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
| | - Panagiotis Karantanos
- Gastroenterology Department, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
| | - Nikolaos Vasilakis
- Gastroenterology Department, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
| | - Stephanie Vgenopoulou
- Histopathology Department, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
| | - Georgia Lymperopoulou
- Gastroenterology Department, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
| | - Georgios Feretzakis
- Department of Quality Control, Research and Continuing Education, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
| | - Ilias Dalainas
- General Manager, Sismanogleio‑Amalia Fleming General Hospital, 15126 Athens, Greece
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Panteris V, Vasilakis N, Demonakou M, Kornarou E, Ktenas E, Rapti E, Spithakis G, Katopodi K, Horti M, Vgenopoulou S, Triantafyllidis J, Papalois A, Karantanos P. Alarming endoscopic data in young and older asymptomatic people: Results of an open access, unlimited age colonoscopic screening for colorectal cancer. Mol Clin Oncol 2020; 12:179-185. [PMID: 31929891 DOI: 10.3892/mco.2019.1967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 11/04/2019] [Indexed: 11/06/2022] Open
Abstract
There is a lack of a national organized screening program for colorectal cancer in Greece, and asymptomatic detection is usually the result of individual decisions. The collection of epidemiologic endoscopic data from a population of interest would therefore provide valuable information for future treatment guidance, especially during periods of economic austerity. The current cross-sectional study included 380 asymptomatic, average risk individuals undergoing screening colonoscopy for the first time, during the period of one year in a tertiary public hospital in Athens. Descriptive and analytic epidemiologic data were analyzed. The prevalence of adenomas and advanced lesions were compared between the younger and older cohort, and a regression model was applied for risk evaluation. The mean age of participants was 63 years, and 53% were male. A significant proportion of patients presented with polyps (51.5%) and 25% of them had lesions in the proximal colon. The prevalence of adenomas and advanced adenomas was 29.5 and 11.8%, respectively. Similar high prevalence rates of lesions were identified in the cohort of individuals <50 years of age and the older cohort (>50 years of age). Regression models identified age, number and size of polyps as the major risk factors for the detection of adenomas. The increase of advanced lesions in the older and younger cohort requires confirmation by larger studies. Overall, the results of the present study indicate the requirement for a well-organized screening colonoscopy program starting from as early as 40 years of age. This program may confer an additional endoscopic burden with socioeconomic consequences in a country with limited health resources.
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Affiliation(s)
- Vasileios Panteris
- Department of Gastroenterology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - Nikolaos Vasilakis
- Department of Gastroenterology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - Maria Demonakou
- Department of Histopathology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - Eleni Kornarou
- Department of Epidemiology and Biostatistics, National School of Public Health, 11521 Athens, Greece
| | - Eftyxios Ktenas
- Department of Epidemiology and Biostatistics, National School of Public Health, 11521 Athens, Greece
| | - Emanuella Rapti
- Department of Gastroenterology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - George Spithakis
- Department of Gastroenterology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - Konstantina Katopodi
- Department of Gastroenterology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - Maria Horti
- Department of Histopathology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - Stefani Vgenopoulou
- Department of Histopathology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
| | - John Triantafyllidis
- Department of Gastroenterology, Metropolitan General, Hellenic Society of Gastrointestinal Oncology, 15562 Athens, Greece
| | - Apostolos Papalois
- Experimental, Educational and Research Center, ELPEN Laboratories, Hellenic Society of Gastrointestinal Oncology, 19009 Athens, Greece
| | - Panagiotis Karantanos
- Department of Gastroenterology, Sismanogleio-Amalia Flemig General Hospital, 15126 Athens, Greece
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Pyleris E, Koutsounas IS, Karantanos P. Three Colon Adenocarcinomas Arising in a Patient with Serrated Polyposis Syndrome: Case Report and Review of the Literature. Viszeralmedizin 2015; 30:136-9. [PMID: 26286237 PMCID: PMC4513800 DOI: 10.1159/000360386] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Background Serrated polyposis syndrome (SPS) is a rare entity mainly concerning the 6th decade of life and which is characterized by the presence of multiple large hyperplastic polyps, sessile serrated adenomas, and adenomas within the colon. Case Report We describe the case of a SPS patient with 3 synchronous adenocarcinomas. The morphologic features of serrated colorectal lesions, their characteristic molecular alterations, and their role in colorectal cancer development are discussed herein. Conclusion Our findings suggest that SPS is a rare condition with an increased risk for colon cancer. Patients suffering from SPS should have regular colonoscopic surveillance, and perhaps those with numerous dysplastic hyperplastic polyps should be treated with colectomy.
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Affiliation(s)
- Emmanouil Pyleris
- Department of Gastroenterology and Endoscopy Unit, Sismanogleion General Hospital, Marousi, Greece
| | - Ioannis S Koutsounas
- Department of Gastroenterology and Endoscopy Unit, Sismanogleion General Hospital, Marousi, Greece
| | - Panagiotis Karantanos
- Department of Gastroenterology and Endoscopy Unit, Sismanogleion General Hospital, Marousi, Greece
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Koutsounas I, Pyleris E, Karantanos P, Barbatzas C. First diagnosis of inflammatory bowel disease in a 91-year-old man. Case Rep Gastroenterol 2013; 6:790-6. [PMID: 23341803 PMCID: PMC3551416 DOI: 10.1159/000346467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Inflammatory bowel diseases (IBDs) are diseases that occur primarily in adolescence and early adult life. A second peak of IBD incidence occurs at the age of 50–80 years, while reports of first diagnosis after the age of 80 years are extremely rare. It is difficult to establish the true incidence of IBD in older patients due to problems of case definition, population, and particularly because it may be confused with other clinical conditions. A 91-year-old man was admitted to the Emergency Department with progressively worsening abdominal pain and 2–4 episodes of bloody diarrhea daily for the last month. Similar symptoms were not reported by the patient or his family during the past. Complete blood count and biochemical tests were normal, while stool examination showed erythrocytes and white blood cells. Pelvic CT showed inflammatory changes and loss of homogeneity in the perirectal fat together with considerable bowel wall thickening of both the rectum and sigmoid. Colonoscopy revealed edema, hyperemia and spontaneous friability, as well as microulcerations of the rectosigmoid mucosa. Tissue biopsies revealed histopathological lesions compatible with IBD. Finally the patient was treated with metronidazole, ciprofloxacin and mesalazine, with clear clinical improvement during the 5th day of treatment, and was finally discharged with almost normal stools. In conclusion, we report the case of first diagnosis of IBD in a 91-year-old man. The prevalence of IBD in patients aged >80 years is difficult to determine. Diagnostic tools are the same as for other age groups, but diagnosis may be difficult because there are a number of clinical conditions that may mimic IBD at this age. The treatment options are those used in younger patients, but special precautions should be taken.
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Affiliation(s)
- Ioannis Koutsounas
- Department of Gastroenterology and Endoscopy Unit, Sismanogleion General Hospital, Marousi, Greece
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