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Arsa DMS, Ilyas T, Park SH, Chua L, Kim H. Efficient multi-stage feedback attention for diverse lesion in cancer image segmentation. Comput Med Imaging Graph 2024; 116:102417. [PMID: 39067303 DOI: 10.1016/j.compmedimag.2024.102417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 04/11/2024] [Accepted: 07/10/2024] [Indexed: 07/30/2024]
Abstract
In the domain of Computer-Aided Diagnosis (CAD) systems, the accurate identification of cancer lesions is paramount, given the life-threatening nature of cancer and the complexities inherent in its manifestation. This task is particularly arduous due to the often vague boundaries of cancerous regions, compounded by the presence of noise and the heterogeneity in the appearance of lesions, making precise segmentation a critical yet challenging endeavor. This study introduces an innovative, an iterative feedback mechanism tailored for the nuanced detection of cancer lesions in a variety of medical imaging modalities, offering a refining phase to adjust detection results. The core of our approach is the elimination of the need for an initial segmentation mask, a common limitation in iterative-based segmentation methods. Instead, we utilize a novel system where the feedback for refining segmentation is derived directly from the encoder-decoder architecture of our neural network model. This shift allows for more dynamic and accurate lesion identification. To further enhance the accuracy of our CAD system, we employ a multi-scale feedback attention mechanism to guide and refine predicted mask subsequent iterations. In parallel, we introduce a sophisticated weighted feedback loss function. This function synergistically combines global and iteration-specific loss considerations, thereby refining parameter estimation and improving the overall precision of the segmentation. We conducted comprehensive experiments across three distinct categories of medical imaging: colonoscopy, ultrasonography, and dermoscopic images. The experimental results demonstrate that our method not only competes favorably with but also surpasses current state-of-the-art methods in various scenarios, including both standard and challenging out-of-domain tasks. This evidences the robustness and versatility of our approach in accurately identifying cancer lesions across a spectrum of medical imaging contexts. Our source code can be found at https://github.com/dewamsa/EfficientFeedbackNetwork.
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Affiliation(s)
- Dewa Made Sri Arsa
- Division of Electronics and Information Engineering, Jeonbuk National University, Republic of Korea; Department of Information Technology, Universitas Udayana, Indonesia; Core Research Institute of Intelligent Robots, Jeonbuk National University, Republic of Korea.
| | - Talha Ilyas
- Division of Electronics and Information Engineering, Jeonbuk National University, Republic of Korea; Core Research Institute of Intelligent Robots, Jeonbuk National University, Republic of Korea.
| | - Seok-Hwan Park
- Division of Electronic Engineering, Jeonbuk National University, Republic of Korea.
| | - Leon Chua
- Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, USA.
| | - Hyongsuk Kim
- Core Research Institute of Intelligent Robots, Jeonbuk National University, Republic of Korea.
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Wang K, Liu L, Fu X, Liu L, Peng W. RA-DENet: Reverse Attention and Distractions Elimination Network for polyp segmentation. Comput Biol Med 2023; 155:106704. [PMID: 36848801 DOI: 10.1016/j.compbiomed.2023.106704] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 02/01/2023] [Accepted: 02/19/2023] [Indexed: 02/27/2023]
Abstract
To address the problems of polyps of different shapes, sizes, and colors, low-contrast polyps, various noise distractions, and blurred edges on colonoscopy, we propose the Reverse Attention and Distraction Elimination Network, which includes Improved Reverse Attention, Distraction Elimination, and Feature Enhancement. First, we input the images in the polyp image set, and use the five levels polyp features and the global polyp feature extracted from the Res2Net-based backbone as the input of the Improved Reverse Attention to obtain augmented representations of salient and non-salient regions to capture the different shapes of polyp and distinguish low-contrast polyps from background. Then, the augmented representations of salient and non-salient areas are fed into the Distraction Elimination to obtain the refined polyp feature without false positive and false negative distractions for eliminating noises. Finally, the extracted low-level polyp feature is used as the input of the Feature Enhancement to obtain the edge feature for supplementing missing edge information of polyp. The polyp segmentation result is output by connecting the edge feature with the refined polyp feature. The proposed method is evaluated on five polyp datasets and compared with the current polyp segmentation models. Our model improves the mDice to 0.760 on the most challenge dataset (ETIS).
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Affiliation(s)
- Kaiqi Wang
- Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650500, China
| | - Li Liu
- Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650500, China; Computer Technology Application Key Lab of Yunnan Province, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China.
| | - Xiaodong Fu
- Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650500, China; Computer Technology Application Key Lab of Yunnan Province, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China
| | - Lijun Liu
- Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650500, China; Computer Technology Application Key Lab of Yunnan Province, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China
| | - Wei Peng
- Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650500, China; Computer Technology Application Key Lab of Yunnan Province, Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China
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Yue G, Han W, Li S, Zhou T, Lv J, Wang T. Automated polyp segmentation in colonoscopy images via deep network with lesion-aware feature selection and refinement. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2022.103846] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Yue G, Han W, Jiang B, Zhou T, Cong R, Wang T. Boundary Constraint Network with Cross Layer Feature Integration for Polyp Segmentation. IEEE J Biomed Health Inform 2022; 26:4090-4099. [PMID: 35536816 DOI: 10.1109/jbhi.2022.3173948] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Clinically, proper polyp localization in endoscopy images plays a vital role in the follow-up treatment (e.g., surgical planning). Deep convolutional neural networks (CNNs) provide a favoured prospect for automatic polyp segmentation and evade the limitations of visual inspection, e.g., subjectivity and overwork. However, most existing CNNs-based methods often provide unsatisfactory segmentation performance. In this paper, we propose a novel boundary constraint network, namely BCNet, for accurate polyp segmentation. The success of BCNet benefits from integrating cross-level context information and leveraging edge information. Specifically, to avoid the drawbacks caused by simple feature addition or concentration, BCNet applies a cross-layer feature integration strategy (CFIS) in fusing the features of the top-three highest layers, yielding a better performance. CFIS consists of three attention-driven cross-layer feature interaction modules (ACFIMs) and two global feature integration modules (GFIMs). ACFIM adaptively fuses the context information of the top-three highest layers via the self-attention mechanism instead of direct addition or concentration. GFIM integrates the fused information across layers with the guidance from global attention. To obtain accurate boundaries, BCNet introduces a bilateral boundary extraction module that explores the polyp and non-polyp information of the shallow layer collaboratively based on the high-level location information and boundary supervision. Through joint supervision of the polyp area and boundary, BCNet is able to get more accurate polyp masks. Experimental results on three public datasets show that the proposed BCNet outperforms seven state-of-the-art competing methods in terms of both effectiveness and generalization.
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Cao RR, Wang L, Gao C, Pan JH, Yoshida EM, Li HY, Qi XS. Effect of oral simethicone on the quality of colonoscopy: A systematic review and meta-analysis of randomized controlled trials. J Dig Dis 2022; 23:134-148. [PMID: 35075814 DOI: 10.1111/1751-2980.13084] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 01/17/2022] [Accepted: 01/21/2022] [Indexed: 01/30/2023]
Abstract
OBJECTIVE In this systematic review and meta-analysis, we aimed to investigate the effect of oral simethicone (SIM), an antifoaming agent, on the quality of colonoscopy in terms of bowel preparation quality, adenoma or polyp detection rate (ADR/PDR) and cecal intubation rate (CIR). METHODS All randomized controlled trials (RCTs) on the use of SIM during bowel preparation for colonoscopy published up to 17 March 2021 were identified from the PubMed, EMBASE and Cochrane Library databases. Bowel preparation quality, ADR/PDR/CIR, cecal intubation time (CIT), withdrawal time (WT), patients' tolerability, acceptability and volume of foam and bubbles were compared between the SIM and non-SIM groups. RESULTS Thirty-eight RCTs with 10 505 patients were included. Oral SIM significantly increased the rate of total Boston bowel preparation scale (BBPS) score ≥6 (risk ratio [RR] 1.13, P < 0.0001), acceptability (RR 1.15, P = 0.01) and the rate of no or minimal foam and bubbles (RR 1.28, P < 0.00001) and decreased abdominal distension (RR 0.64, P < 0.0001). However, it had no significant impact on overall ADR, overall PDR, CIR, CIT or WT. The rate of total BBPS score ≥6 remained significantly higher in the SIM group when a single-dose laxative regimen or a SIM dosage of ≥320 mg was employed; and ADR, PDR and CIR were significantly increased in the SIM group among colonoscopy clinicians who achieved an ADR <31%, PDR <45% and CIR <96%, respectively. CONCLUSIONS Oral SIM can improve bowel preparation quality, especially in patients receiving a SIM dosage of ≥320 mg or a single-dose laxative regimen. SIM may be preferred by junior colonoscopy physicians/trainees with a lower ADR/PDR or CIR.
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Affiliation(s)
- Rong Rong Cao
- Department of Gastroenterology, General Hospital of Northern Theater Command, Shenyang, Liaoning Province, China
- Postgraduate College, Jinzhou Medical University, Jinzhou, Liaoning Province, China
| | - Le Wang
- Department of Gastroenterology, General Hospital of Northern Theater Command, Shenyang, Liaoning Province, China
- China Medical University, Shenyang, Liaoning Province, China
| | - Cong Gao
- Department of Gastroenterology, General Hospital of Northern Theater Command, Shenyang, Liaoning Province, China
| | - Jia Hui Pan
- Department of Gastroenterology, General Hospital of Northern Theater Command, Shenyang, Liaoning Province, China
| | - Eric M Yoshida
- Division of Gastroenterology, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Hong Yu Li
- Department of Gastroenterology, General Hospital of Northern Theater Command, Shenyang, Liaoning Province, China
| | - Xing Shun Qi
- Department of Gastroenterology, General Hospital of Northern Theater Command, Shenyang, Liaoning Province, China
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Bhat S, Wells CI, Tan J, Bissett IP, Lill M. Colonoscopy quality indicators in patients with and without prior colonic resection: A single-centre prospective comparative study. Colorectal Dis 2021; 23:1755-1764. [PMID: 33714237 DOI: 10.1111/codi.15628] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Revised: 02/24/2021] [Accepted: 03/03/2021] [Indexed: 02/08/2023]
Abstract
AIM Effective colonoscopy relies on meeting rigorous quality control thresholds. Some earlier studies evaluating colonoscopy key performance indicators (KPIs) have excluded patients who have previously undergone colonic resection (i.e., they have a nonintact colon); such patients also deserve high-quality colonoscopy. This study aimed to compare colonoscopy KPIs between patients with nonintact and intact colons. METHOD Consecutive colonoscopies performed at Whanganui Hospital (New Zealand) between September 2016 and March 2020 were included. The primary outcome was the caecal or ileal intubation rate (CIIR). Secondary outcomes were the adenoma detection rate (ADR), polyp detection rate (PDR), colonoscope withdrawal time (CWT) and caecal or ileal intubation time (CIIT). RESULTS In total, 3017 colonoscopies were performed: 322 in nonintact colons and 2695 in intact colons. CIIR was significantly higher in nonintact than in intact colons (98.4% vs. 95.0%; P = 0.0086). When all colonoscopies were included, the CIIR was 95.4%; this value decreased to 95.0% when nonintact colonoscopies were excluded. However, the ADR (39.9% vs. 38.8%; P = 0.77) and PDR (58.4% vs. 59.1%; P = 0.86) were similar for both nonintact and intact colons. CWT (P < 0.0001) and CIIT (P < 0.0001) were significantly shorter in participants with nonintact colons. CONCLUSION The CIIR exceeded recommended targets and was 3.4% higher in patients with nonintact than intact colons. Patients with nonintact colons comprise a small proportion of the overall colonoscopy cohort and it is unlikely that this small difference is relevant for most endoscopists or endoscopy units. The ADR and PDR were similar among patients with nonintact and intact colons, despite nonintact colonoscopies being significantly quicker. Patients with nonintact colons deserve high-quality colonoscopy and therefore their KPIs should be included in colonoscopy performance reports.
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Affiliation(s)
- Sameer Bhat
- Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Cameron I Wells
- Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Jeffrey Tan
- Department of Surgery, Whanganui Hospital, Whanganui District Health Board, Whanganui, New Zealand
| | - Ian P Bissett
- Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Marianne Lill
- Department of Surgery, Whanganui Hospital, Whanganui District Health Board, Whanganui, New Zealand
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Yang X, Wei Q, Zhang C, Zhou K, Kong L, Jiang W. Colon Polyp Detection and Segmentation Based on Improved MRCNN. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 2021; 70:1-10. [DOI: 10.1109/tim.2020.3038011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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Kim MH, Moon HS, Kwon IS, Kim JS, Kang SH, Sung JK, Lee ES, Kim SH, Lee BS, Jeong HY. The incidence and risk factors of sessile serrated adenomas in left side colon cancer patients after curative surgery. Medicine (Baltimore) 2020; 99:e20799. [PMID: 32702823 PMCID: PMC7373563 DOI: 10.1097/md.0000000000020799] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Sessile serrated adenomas (SSAs) are precursors of colorectal cancer (CRC). However, there are limited data on detection rates of this premalignant lesion during colonoscopy surveillance in patients with a history of left side colonic resection for cancer. We aimed to identify the incidence and risk factors of SSAs in post-left side colectomy patients.We retrospectively reviewed the medical records of patients who had undergone left side colectomy for colon and rectal cancer between September 2009 and September 2016 and had at least 1 follow-up colonoscopy. Patient baseline characteristics, SSA diagnoses and characteristics, and colonoscopy information were collected.In total, 539 patients were enrolled. At the first follow-up (mean duration 11.5 months), 98 SSAs were identified (22.2%). At the second follow-up (mean duration 25.8 months), 51 SSAs were identified in 212 patients (24.0%). Multivariate analysis showed that alcohol intake (hazard ratio [HR] 1.524; 95% confidence interval [CI] .963-2.411, P = .041), excellent bowel preparation (HR 2.081; 95% CI 1.214-3.567, P = .049), and use of a transparent cap (HR 1.702; 95% CI 1.060-2.735, P = .013) were associated with higher SSA incidence in the first surveillance colonoscopy, while body mass index (BMI) ≥ 25.0 (HR 1.602; 95% CI 1.060-2.836) was associated with a significantly increased risk of SSAs in the second surveillance.Considering the endoscopic appearance of SSAs, adequate bowel preparation and use of transparent caps during postoperative surveillance colonoscopy can increase the diagnosis rate. Modification of alcohol intake and BMI may reduce the incidence of SSAs in left side colon cancer patients.
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Affiliation(s)
- Myung Hee Kim
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Hee Seok Moon
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - In Sun Kwon
- Clinical Trials Center, Chungnam National University Hospital, Daejeon, South Korea
| | - Ju Seok Kim
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Sun Hyung Kang
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Jae Kyu Sung
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Eaum Seok Lee
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Seok Hyun Kim
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Byung Seok Lee
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
| | - Hyun Yong Jeong
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University School of Medicine
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Mai D, Zheng Y, Guo H, Ding P, Bai R, Li M, Ye Y, Zhang J, Huang X, Liu D, Sui Q, Pan L, Su J, Deng J, Wu G, Li R, Deng S, Bai Y, Ligu Y, Tan W, Wu C, Wu T, Zheng J, Lin D. Serum piRNA-54265 is a New Biomarker for early detection and clinical surveillance of Human Colorectal Cancer. Am J Cancer Res 2020; 10:8468-8478. [PMID: 32754257 PMCID: PMC7392023 DOI: 10.7150/thno.46241] [Citation(s) in RCA: 54] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 06/28/2020] [Indexed: 12/16/2022] Open
Abstract
Background: Our previous study has demonstrated an oncogenic role of PIWI-interacting RNA-54265 (piR-54265) in colorectal cancer (CRC). Here, we investigate whether it can be a blood biomarker for population screening and clinical applications. Methods: Serum piR-54265 levels were determined by a digital PCR method in 209 cancer-free healthy controls, 725 patients with CRC, 1303 patients with other types of digestive cancer and 192 patients with benign colorectal tumors. A prospective case-control analysis was conducted to assess the predictive value of serum piR-54265 for future CRC diagnosis. Receiver operating characteristic (ROC) curve was constructed to quantify the diagnostic performance of serum piR-54265 levels by assessing its sensitivity, specificity and respective areas under curve (AUC). The odds ratios (ORs) were computed using multivariate logistic regression models. Results: Serum piR-54265 levels were significantly elevated only in patients with CRC compared with controls and patients with other cancer types. The AUC for recognizing CRC was 0.896 (95% CI, 0.874-0.914), with a sensitivity and specificity being 85.7% and 65.1% at 1500 copies/µL as a cut-off value. The serum piR-54265 levels in patients declined substantially after surgery but increased significantly again when tumor relapses. The prediagnostic serum piR-54265 levels were significantly associated with future CRC diagnosis, with the ORs of 7.23, 2.80, 2.45, and 1.24 for those whose CRC was diagnosed within 1, 2, 3 and >3 years. Serum piR-54265 test is more sensitive than other blood CRC markers. Conclusion: Serum piR-54265 may serve as a valuable biomarker for CRC screening, early detection and clinical surveillance.
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Park JH, Moon HS, Kwon IS, Kim JS, Kang SH, Lee ES, Kim SH, Sung JK, Lee BS, Jeong HY. Quality of Preoperative Colonoscopy Affects Missed Postoperative Adenoma Detection in Colorectal Cancer Patients. Dig Dis Sci 2020; 65:2063-2070. [PMID: 31667695 DOI: 10.1007/s10620-019-05912-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 10/18/2019] [Indexed: 12/15/2022]
Abstract
BACKGROUND Despite thorough preoperative screening, 19-30% of synchronous polyps or adenomas are detected after colon cancer surgery. Remnant synchronous lesions require additional colonoscopy procedures or surgery. AIM To investigate factors of preoperative colonoscopy potentially affecting the detection of missed lesions in patients subjected to colorectal cancer surgery. METHODS Of 1147 colorectal cancer patients subjected to curative open or laparoscopic colectomy and colonoscopy at the Chungnam National University Hospital from January 2012 to December 2016, 518 patients underwent pre- and postoperative colonoscopy. The index colonoscopy was defined as the last preoperative endoscopy performed. We analyzed pre- and postoperative medical charts for colonoscopy and pathological data. The effects of patient, procedure, and tumor factors on the postoperative adenoma detection rate, advanced adenoma detection rate, and adenoma miss rate (AMR) were analyzed. RESULTS The overall AMR was 25.7% (95% confidence interval, 22.2-29.8%). Comparing optimal and non-optimal bowel preparation groups, the latter had greater postoperative polyp missed rate (PMR), AMR (p < 0.01), and AAMR (p = 0.272). The optimal preparation group allowed identification of more synchronous adenomas than in the fair (OR 5.72) and poor (OR 11.39) preparation groups. On univariate analysis, patient age and left-sided colectomy (p < 0.01) influenced AMR. Multivariate analysis showed that age, preoperative bowel preparation, and left colon resection influenced postoperative AMR. CONCLUSION A better quality of index colonoscopy had a positive effect on lowering the detection rate of postoperative adenoma. Older age and suboptimal bowel preparation at the index colonoscopy and left-sided colectomy had negative effects on lowering the postoperative AMR.
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Affiliation(s)
- Jae Ho Park
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Hee Seok Moon
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea.
| | - In Sun Kwon
- Clinical Trials Center, Chungnam National University Hospital, Daejeon, South Korea
| | - Ju Seok Kim
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Sun Hyung Kang
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Eaum Seok Lee
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Seok Hyun Kim
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Jae Kyu Sung
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Byung Seok Lee
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
| | - Hyun Yong Jeong
- Division of Gastroenterology, Department of Internal Medicine, Chungnam National University Hospital, Chungnam National University College of Medicine, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea
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