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Norwood DA, Thakkar S, Cartee A, Sarkis F, Torres-Herman T, Montalvan-Sanchez EE, Russ K, Ajayi-Fox P, Hameed A, Mulki R, Sánchez-Luna SA, Morgan DR, Peter S. Performance of Computer-Aided Detection and Quality of Bowel Preparation: A Comprehensive Analysis of Colonoscopy Outcomes. Dig Dis Sci 2024; 69:3681-3689. [PMID: 39285090 PMCID: PMC11489221 DOI: 10.1007/s10620-024-08610-7] [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: 08/09/2024] [Accepted: 08/19/2024] [Indexed: 10/20/2024]
Abstract
BACKGROUND Artificial intelligence (AI) has emerged as a promising tool for detecting and characterizing colorectal polyps during colonoscopy, offering potential enhancements in traditional colonoscopy procedures to improve outcomes in patients with inadequate bowel preparation. AIMS This study aimed to assess the impact of an AI tool on computer-aided detection (CADe) assistance during colonoscopy in this population. METHODS This case-control study utilized propensity score matching (PSM) for age, sex, race, and colonoscopy indication to analyze a database of patients who underwent colonoscopy at a single tertiary referral center between 2017 and 2023. Patients were excluded if the procedure was incomplete or aborted owing to poor preparation. The patients were categorized based on the use of AI during colonoscopy. Data on patient demographics and colonoscopy performance metrics were collected. Univariate and multivariate logistic regression models were used to compare the groups. RESULTS After PSM patients with adequately prepped colonoscopies (n = 1466), the likelihood of detecting hyperplastic polyps (OR = 2.0, 95%CI 1.7-2.5, p < 0.001), adenomas (OR = 1.47, 95%CI 1.19-1.81, p < 0.001), and sessile serrated polyps (OR = 1.90, 95%CI 1.20-3.03, p = 0.007) significantly increased with the inclusion of CADe. In inadequately prepped patients (n = 160), CADe exhibited a more pronounced impact on the polyp detection rate (OR = 4.34, 95%CI 1.6-6.16, p = 0.049) and adenomas (OR = 2.9, 95%CI 2.20-8.57, p < 0.001), with a marginal increase in withdrawal and procedure times. CONCLUSION This study highlights the significant improvement in detecting diminutive polyps (< 5 mm) and sessile polyps using CADe, although notably, this benefit was only seen in patients with adequate bowel preparation. In conclusion, the integration of AI in colonoscopy, driven by artificial intelligence, promises to significantly enhance lesion detection and diagnosis, revolutionize the procedure's effectiveness, and improve patient outcomes.
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Affiliation(s)
- Dalton A Norwood
- Division of Preventive Medicine, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Shyam Thakkar
- Department of Medicine, Section of Gastroenterology and Hepatology, West Virginia University School of Medicine, Morgantown, WV, USA
| | - Amanda Cartee
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Fayez Sarkis
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Tatiana Torres-Herman
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | | | - Kirk Russ
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Patricia Ajayi-Fox
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Anam Hameed
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Ramzi Mulki
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Sergio A Sánchez-Luna
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Douglas R Morgan
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA
| | - Shajan Peter
- Division of Gastroenterology and Hepatology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, 35205, USA.
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Liang SY, Oscarson B, Kenkare P, Yan SX, Mudiganti S, Martinez MC, Huang ES. Trends in Detection of Adenoma and Sessile Serrated Lesions Over a Decade in a Community-Based Healthcare System. Clin Transl Gastroenterol 2024; 15:e00683. [PMID: 38270213 PMCID: PMC10962881 DOI: 10.14309/ctg.0000000000000683] [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: 01/02/2024] [Accepted: 01/19/2024] [Indexed: 01/26/2024] Open
Abstract
INTRODUCTION Adenoma detection rate (ADR) is an accepted benchmark for screening colonoscopy. Factors driving ADR and its relationship with sessile serrated lesions detection rate (SSLDR) over time remain unclear. We aim to explore patient, physician, and procedural influences on ADR and SSLDR trends. METHODS Using a large healthcare system in northern California from January 2010 to December 2020, a total of 146,818 screening colonoscopies performed by 33 endoscopists were included. ADR and SSLDR were calculated over time using natural language processing. Logistic regression was used to calculate the odd ratios of patient demographics, physician attributes, and procedural details over time. RESULTS Between 2010 and 2020, ADR rose from 19.4% to 44.4%, whereas SSLDR increased from 1.6% to 11.6%. ADR increased by 2.7% per year (95% confidence interval 1.9%-3.4%), and SSLDR increased by 1.0% per year (95% confidence interval 0.8%-1.2%). Higher ADR was associated with older age, male sex, higher body mass index, current smoker, higher comorbidities, and high-risk colonoscopy. By contrast, SSLDR was associated with younger age, female sex, white race, and fewer comorbidities. Patient and procedure characteristics did not significantly change over time ( P -interaction >0.05). Longer years in practice and male physician were associated with lower ADR and SSLDR in 2010, but significantly attenuated over time ( P -interaction <0.05). DISCUSSION Both ADR and SSLDR have increased over time. Patient and procedure factors did not significantly change over time. Male endoscopist and longer years in practice had lower initial ADR and SSLDR, but significantly lessened over time.
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Affiliation(s)
- Su-Ying Liang
- Center for Health Systems Research, Palo Alto, California, USA
| | | | - Pragati Kenkare
- Center for Health Systems Research, Palo Alto, California, USA
| | - Sherry X. Yan
- Center for Health Systems Research, Walnut Creek, California, USA
| | - Satish Mudiganti
- Center for Health Systems Research, Walnut Creek, California, USA
| | | | - Edward S. Huang
- Department of Gastroenterology, Palo Alto Medical Foundation, Sutter Health, San Jose, California, USA
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Toyoshima O, Nishizawa T, Yoshida S, Matsuno T, Arano T, Kondo R, Kinoshita K, Yasumi Y, Tsuji Y, Fujishiro M. Impact of looping on premalignant polyp detection during colonoscopy. World J Gastrointest Endosc 2022; 14:694-703. [PMID: 36438882 PMCID: PMC9693685 DOI: 10.4253/wjge.v14.i11.694] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 10/20/2022] [Accepted: 11/06/2022] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND The presence of premalignant polyps on colonoscopy is an indicator of metachronous colorectal cancer. Looping during colonoscopy is associated with old age, female sex, and colonoscopy insertion time. However, the clinical significance of looping is not fully understood. We aimed to clarify the effect of looping on colorectal premalignant polyp detection. AIM To assess the effects of looping on premalignant polyp detection using logistic regression analyses. METHODS We retrospectively investigated patients who underwent colonoscopy at Toyoshima Endoscopy Clinic between May, 2017 and October, 2020. From the clinic's endoscopy database, we extracted data on patient age, sex, endoscopist-assessed looping, colonoscopy duration, endoscopist experience, detection rate, and number of premalignant polyps. RESULTS We assessed 12259 patients (mean age, 53.6 years; men, 50.7%). Looping occurred in 54.3% of the patients. Mild and severe looping were noted in 4399 and 2253 patients, respectively. The detection rates of adenomas, advanced adenomas, high-risk adenomas, clinically significant serrated polyps (CSSPs), and sessile serrated lesions (SSLs) were 44.7%, 2.0%, 9.9%, 8.9% and 3.5%, respectively. The mean numbers of adenomas and SSLs were 0.82 and 0.04, respectively. The detection rates of adenomas, high-risk adenomas, and CSSPs increased with looping severity (all P < 0.001). The number of adenomas increased with looping severity (P < 0.001). Multivariate analyses found that detection of adenomas, high-risk adenomas, and CSSPs was associated with severe looping (P < 0.001, P < 0.001, and P = 0.007, respectively) regardless of age, sex, time required for colonoscope insertion and withdrawal, and endoscopist experience. CONCLUSION Looping severity was independently associated with high detection rates of premalignant polyps. Therefore, looping may predict the risk of metachronous colorectal cancer. Endoscopists should carefully examine the colorectum of patients with looping.
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Affiliation(s)
- Osamu Toyoshima
- Department of Gastroenterology, Toyoshima Endoscopy Clinic, Tokyo 157-0066, Japan
| | - Toshihiro Nishizawa
- Department of Gastroenterology and Hepatology, International University of Health and Welfare, Narita Hospital, Narita 286-8520, Japan
| | - Shuntaro Yoshida
- Department of Gastroenterology, Toyoshima Endoscopy Clinic, Tokyo 157-0066, Japan
| | - Tatsuya Matsuno
- Department of Gastroenterology, Toyoshima Endoscopy Clinic, Tokyo 157-0066, Japan
| | - Toru Arano
- Department of Gastroenterology, Toyoshima Endoscopy Clinic, Tokyo 157-0066, Japan
| | - Ryo Kondo
- Department of Gastroenterology, Toyoshima Endoscopy Clinic, Tokyo 157-0066, Japan
| | - Kazunori Kinoshita
- Department of Obstetrics and Gynecology, Seijo Kinoshita Hospital, Tokyo 157-0066, Japan
| | - Yuki Yasumi
- Department of Internal Medicine, Yasumi Hospital, Morioka 028-4125, Japan
| | - Yosuke Tsuji
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8655, Japan
| | - Mitsuhiro Fujishiro
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8655, Japan
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