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Zessner-Spitzenberg J, Waldmann E, Rockenbauer LM, Penz D, Hinterberger A, Majcher B, Asaturi A, Trauner M, Ferlitsch M. Mortality from upper gastrointestinal tumors in colorectal cancer screening patients. Endosc Int Open 2024; 12:E916-E923. [PMID: 39055263 PMCID: PMC11272413 DOI: 10.1055/a-2348-9264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Accepted: 05/07/2024] [Indexed: 07/27/2024] Open
Abstract
Background and study aims Currently, gastric cancer screening is only cost-effective in countries with high incidence. Integrated screening, in which gastroscopy is performed in conjunction with colonoscopy, could help reduce the gastric cancer screening procedure burden in countries with low or intermediate incidence. However, there is a lack of population-based studies to identify high-risk groups. Methods In this retrospective analysis of a colorectal cancer (CRC) screening program database, we used Cox proportional hazards model to identify an association of high- and low-risk finding (polyps ≥ 10 mm or with high-grade dysplasia) with time to death from upper gastrointestinal cancer (esophageal and gastric). We estimated the 10-year mortality of upper gastrointestinal tumors in different 10-year age groups, stratified by sex and polyp finding at colonoscopy. Results We included 349,856 CRC screening colonoscopies in our study. The median follow-up time was 5.22 years (95% confidence interval [CI] 5.21-5.24 years). Of the participants, 4.5% had polyps ≥ 10 mm or with high-grade dysplasia (HGD). At the end of the study period, 384 deaths from upper gastrointestinal cancer had occurred. Aside from age and sex, we found the presence of high-risk polyps to be significantly associated with upper gastrointestinal cancer death (hazard ratio 1.54, 95% CI 1.06-2.25, P = 0.025). Conclusions CRC screening participants with polyps < 10 mm and no HGD have a lower risk for mortality from upper gastrointestinal cancers compared with participants with polyps > 10 mm and HGD. Future studies will demonstrate whether integrated screening with additional gastroscopy is effective in CRC screening participants with large or highly dysplastic polyps.
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Affiliation(s)
- Jasmin Zessner-Spitzenberg
- Division of Gastroenterology and Hepatology, Medical University of Vienna, Department of Internal Medicine III, Vienna, Austria
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
| | - Elisabeth Waldmann
- Division of Gastroenterology and Hepatology, Medical University of Vienna, Department of Internal Medicine III, Vienna, Austria
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
| | - Lisa-Maria Rockenbauer
- Division of Gastroenterology and Hepatology, Medical University of Vienna, Department of Internal Medicine III, Vienna, Austria
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
| | - Daniela Penz
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
- Internal Medicine I, St. John of God Hospital Vienna, Vienna, Austria
| | - Anna Hinterberger
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
| | - Barbara Majcher
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
| | - Arno Asaturi
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
| | - Michael Trauner
- Division of Gastroenterology and Hepatology, Medical University of Vienna, Department of Internal Medicine III, Vienna, Austria
| | - Monika Ferlitsch
- Division of Gastroenterology and Hepatology, Medical University of Vienna, Department of Internal Medicine III, Vienna, Austria
- Quality assurance working group, Austrian Society of Gastroenterology and Hepatology (OEGGH), Vienna, Austria
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Zessner-Spitzenberg J, Ferlitsch A, Waldmann E, Jiricka L, Rockenbauer LM, Hinterberger A, Majcher B, Asaturi A, Trauner M, Ferlitsch M. Detection of high-risk polyps at screening colonoscopy indicates risk for liver and biliary cancer death. Dig Liver Dis 2024; 56:502-508. [PMID: 37704511 DOI: 10.1016/j.dld.2023.08.051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 07/26/2023] [Accepted: 08/22/2023] [Indexed: 09/15/2023]
Abstract
BACKGROUND Hepatobiliary cancers share risk factors with colorectal cancer (CRC), but there are no combined screening programs for these conditions. AIMS The aim of this study was to assess whether patients with high-risk colonic polyps are more likely to die from liver related tumors than patients with a negative colonoscopy. METHODS In this retrospective analysis of mortality data, Austrian screening participants were included. The absolute risk for hepatobiliary cancer death was calculated using the cumulative incidence method. We aimed to identify an association with time to death of hepatobiliary cancer by Cox proportional hazards model. RESULTS 343,838 colonoscopies performed between 01/2007 and 12/2020 were included in the analysis, of which 17,678 (5.14%) revealed high-risk polyps. Overall hepatobiliary cancer mortality was more than twice as high in patients with high risk polyps (cumulative incidence 0.39%, 95% CI 0.37-0.41%) compared to patients with a negative colonoscopy (cumulative incidence 0.17%, 95% CI 0.17-0.17%). When adjusting for age and sex, having high-risk polyps at screening colonoscopy was significantly associated with hepatobiliary cancer death (HR 1.83, 95% CI 1.29- 2.59, p < 0.001). CONCLUSIONS Patients with certain colonic polyp characteristics are at increased risk for mortality of liver malignancies. Further studies are needed to determine whether a structured additional screening for liver diseases and consecutive malignancies might be beneficial in these patients.
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Affiliation(s)
- Jasmin Zessner-Spitzenberg
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria; Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria
| | - Arnulf Ferlitsch
- Department of Internal Medicine I, St. John of God Hospital, Vienna, Austria
| | - Elisabeth Waldmann
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria; Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria
| | - Lena Jiricka
- Center for Medical Statistics, Informatics and Intelligent Systems, Institute of Clinical Biometrics, Medical University of Vienna, Vienna, Austria
| | - Lisa-Maria Rockenbauer
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria; Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria
| | - Anna Hinterberger
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria; Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria
| | - Barbara Majcher
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria; Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria
| | - Arno Asaturi
- Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria
| | - Michael Trauner
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria
| | - Monika Ferlitsch
- Department of Internal Medicine III, Division of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria; Quality Assurance Working Group, Austrian Society of Gastroenterology and Hepatology, Vienna, Austria.
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Gong EJ, Bang CS, Lee JJ, Seo SI, Yang YJ, Baik GH, Kim JW. No-Code Platform-Based Deep-Learning Models for Prediction of Colorectal Polyp Histology from White-Light Endoscopy Images: Development and Performance Verification. J Pers Med 2022; 12:963. [PMID: 35743748 PMCID: PMC9225479 DOI: 10.3390/jpm12060963] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 05/27/2022] [Accepted: 06/10/2022] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND The authors previously developed deep-learning models for the prediction of colorectal polyp histology (advanced colorectal cancer, early cancer/high-grade dysplasia, tubular adenoma with or without low-grade dysplasia, or non-neoplasm) from endoscopic images. While the model achieved 67.3% internal-test accuracy and 79.2% external-test accuracy, model development was labour-intensive and required specialised programming expertise. Moreover, the 240-image external-test dataset included only three advanced and eight early cancers, so it was difficult to generalise model performance. These limitations may be mitigated by deep-learning models developed using no-code platforms. OBJECTIVE To establish no-code platform-based deep-learning models for the prediction of colorectal polyp histology from white-light endoscopy images and compare their diagnostic performance with traditional models. METHODS The same 3828 endoscopic images used to establish previous models were used to establish new models based on no-code platforms Neuro-T, VLAD, and Create ML-Image Classifier. A prospective multicentre validation study was then conducted using 3818 novel images. The primary outcome was the accuracy of four-category prediction. RESULTS The model established using Neuro-T achieved the highest internal-test accuracy (75.3%, 95% confidence interval: 71.0-79.6%) and external-test accuracy (80.2%, 76.9-83.5%) but required the longest training time. In contrast, the model established using Create ML-Image Classifier required only 3 min for training and still achieved 72.7% (70.8-74.6%) external-test accuracy. Attention map analysis revealed that the imaging features used by the no-code deep-learning models were similar to those used by endoscopists during visual inspection. CONCLUSION No-code deep-learning tools allow for the rapid development of models with high accuracy for predicting colorectal polyp histology.
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Affiliation(s)
- Eun Jeong Gong
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24253, Korea; (E.J.G.); (S.I.S.); (Y.J.Y.); (G.H.B.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24253, Korea
- Institute of New Frontier Research, Hallym University College of Medicine, Chuncheon 24253, Korea;
| | - Chang Seok Bang
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24253, Korea; (E.J.G.); (S.I.S.); (Y.J.Y.); (G.H.B.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24253, Korea
- Institute of New Frontier Research, Hallym University College of Medicine, Chuncheon 24253, Korea;
- Division of Big Data and Artificial Intelligence, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
| | - Jae Jun Lee
- Institute of New Frontier Research, Hallym University College of Medicine, Chuncheon 24253, Korea;
- Division of Big Data and Artificial Intelligence, Chuncheon Sacred Heart Hospital, Chuncheon 24253, Korea
- Department of Anesthesiology and Pain Medicine, Hallym University College of Medicine, Chuncheon 24253, Korea
| | - Seung In Seo
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24253, Korea; (E.J.G.); (S.I.S.); (Y.J.Y.); (G.H.B.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24253, Korea
| | - Young Joo Yang
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24253, Korea; (E.J.G.); (S.I.S.); (Y.J.Y.); (G.H.B.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24253, Korea
| | - Gwang Ho Baik
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24253, Korea; (E.J.G.); (S.I.S.); (Y.J.Y.); (G.H.B.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24253, Korea
| | - Jong Wook Kim
- Department of Internal Medicine, Inje University Ilsan Paik Hospital, Goyang 10556, Korea;
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Sninsky JA, Shore BM, Lupu GV, Crockett SD. Risk Factors for Colorectal Polyps and Cancer. Gastrointest Endosc Clin N Am 2022; 32:195-213. [PMID: 35361331 DOI: 10.1016/j.giec.2021.12.008] [Citation(s) in RCA: 77] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Colorectal cancer (CRC) is a common malignancy in the U.S. and worldwide. Most CRC cases arise from precancerous adenomatous and serrated polyps. Established risk factors for conventional adenomas and CRC include age, male sex, family history, obesity and physical inactivity, and red meat intake. White race and tobacco and alcohol use are important risk factors for serrated polyps, which have a distinct risk factor profile compared to conventional adenomas. A history of abdominopelvic radiation, acromegaly, hereditary hemochromatosis, or prior ureterosigmoidostomy also increases CRC risk. Understanding these risk factors allows for targeted screening of high-risk groups to reduce CRC incidence.
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Affiliation(s)
- Jared A Sninsky
- Division of Gastroenterology and Hepatology, University of North Carolina School of Medicine, CB 7080, 130 Mason Farm Road, Chapel Hill, NC 27599-7555, USA
| | - Brandon M Shore
- Department of Medicine, University of North Carolina School of Medicine, CB 7080, 130 Mason Farm Road, Chapel Hill, NC 27599-7555, USA
| | - Gabriel V Lupu
- Department of Medicine, University of North Carolina School of Medicine, CB 7080, 130 Mason Farm Road, Chapel Hill, NC 27599-7555, USA
| | - Seth D Crockett
- Division of Gastroenterology and Hepatology, University of North Carolina School of Medicine, CB 7080, 130 Mason Farm Road, Chapel Hill, NC 27599-7555, USA.
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Lee H, Lee HW, Kim SU, Chang Kim H. Metabolic Dysfunction-Associated Fatty Liver Disease Increases Colon Cancer Risk: A Nationwide Cohort Study. Clin Transl Gastroenterol 2022; 13:e00435. [PMID: 35080508 PMCID: PMC8806363 DOI: 10.14309/ctg.0000000000000435] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 10/13/2021] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION The association between nonalcoholic fatty liver disease (NAFLD) and colorectal cancer (CRC) has been controversial. Using the new consensus-driven definition, we evaluated the association of metabolic dysfunction-associated fatty liver disease (MAFLD) with the risk of developing CRC. METHODS From a nationwide health screening database, we included 8,933,017 participants (48.6% male) aged 40-64 years between 2009 and 2010. Participants were categorized by the presence of fatty liver disease (FLD)-NAFLD and MAFLD, separately-and by the combination of the 2 definitions: neither FLD, NAFLD only, MAFLD only, or both FLD. The primary outcome was the development of CRC. RESULTS Among the participants, 2,517,330 (28.2%) had NAFLD, and 3,337,122 (37.4%) had MAFLD, whereas 2,465,151 (27.6%) met both NAFLD and MAFLD definitions. Over a median follow-up period of 10.1 years, 60,888 new CRC cases developed. NAFLD and MAFLD were each associated with a significantly higher risk of developing CRC. When the neither FLD group was the reference, multivariable-adjusted hazard ratios (95% confidence interval) for CRC were 1.16 (1.06-1.28) in the NAFLD only group, 1.18 (1.16-1.20) in the both FLD group, and 1.32 (1.28-1.35) in the MAFLD only group. The presence of advanced liver fibrosis further increased CRC risk in each FLD group. DISCUSSION FLD was associated with a higher risk of CRC development. CRC risk was higher in the presence of MAFLD, especially when accompanied by liver fibrosis.
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Affiliation(s)
- Hokyou Lee
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Hye Won Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
| | - Seung Up Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
| | - Hyeon Chang Kim
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Korea
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Kim M, Lee ST, Choi S, Lee H, Kwon SS, Byun JH, Kim YA, Rhee KJ, Choi JR, Kim TI, Lee K. Fusobacterium nucleatum in biopsied tissues from colorectal cancer patients and alcohol consumption in Korea. Sci Rep 2020; 10:19915. [PMID: 33199749 PMCID: PMC7669878 DOI: 10.1038/s41598-020-76467-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 10/27/2020] [Indexed: 12/21/2022] Open
Abstract
The roles of individual bacteria and their relationship in the development of colorectal cancer (CRC) remain unclear. We aimed to determine the prevalence of CRC-associated bacteria using quantitative real-time PCR (qPCR) or 16S rRNA analysis and the statistical correlations of patient demographics and clinical characteristics comprising alcohol consumption with CRC-associated bacteria. We determined the prevalence of five CRC-associated bacterial species in 38 CRC patients (39 samples) and 21 normal individuals using qPCR, and the relative abundance of bacterial taxa in the gut microbiome was assessed using 16S rRNA analysis. Fusobacterium nucleatum was the only bacterium that was significantly (P < 0.0001) more prevalent in the cancer tissue (82.1%) than in the normal tissue (0%) by qPCR. 16S rRNA analysis showed a significant correlation between six operational taxonomic units (OTUs), namely, the genera Fusobacterium, Peptostreptococcus, Collinsella, Prevotella, Parvimonas, and Gemella, in patients with CRC. An integrated analysis using 16S rRNA data and epidemiological characteristics showed that alcohol consumption was significantly correlated with the abundance of Fusobacterium OTUs. The correlation of alcohol consumption with the abundance of Fusobacterium OTUs in cancer tissue discovered using 16S rRNA analysis suggests a possible link between alcohol metabolism and subsequent tumorigenesis caused by F. nucleatum.
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Affiliation(s)
- Myungsook Kim
- Department of Laboratory Medicine and Research Institute of Bacterial Resistance, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Seung-Tae Lee
- Department of Laboratory Medicine and Research Institute of Bacterial Resistance, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Songyi Choi
- Department of Laboratory Medicine and Research Institute of Bacterial Resistance, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Hyukmin Lee
- Department of Laboratory Medicine and Research Institute of Bacterial Resistance, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Sun Sung Kwon
- Department of Pharmacology, Yonsei University College of Medicine, Seoul, South Korea
| | - Jung Hyun Byun
- Department of Laboratory Medicine, Gyeonsang National University Hospital, Gyeongsang National University College of Medicine, Jinju, South Korea
| | - Young Ah Kim
- Department of Laboratory Medicine, National Health Insurance Service Ilsan Hospital, Goyang, South Korea
| | - Ki-Jong Rhee
- Department of Biomedical Laboratory Science, Yonsei University College of Health Sciences, Wonju, South Korea
| | - Jong Rak Choi
- Department of Laboratory Medicine and Research Institute of Bacterial Resistance, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea
| | - Tae Il Kim
- Department of Internal Medicine, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea.
| | - Kyungwon Lee
- Department of Laboratory Medicine and Research Institute of Bacterial Resistance, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, South Korea.
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Colorectal Cancer. Fam Med 2020. [DOI: 10.1007/978-1-4939-0779-3_183-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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