Deep learning computer-aided polyp detection reduces adenoma miss rate: a United States multi-center randomized tandem colonoscopy study (CADeT-CS Trial)
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BACKGROUND & AIMS: Artificial intelligence-based computer-aided polyp detection (CADe) systems are intended to address the issue of missed polyps during colonoscopy. The effect of CADe during screening and surveillance colonoscopy has not previously been studied in a United States (U.S.) population. METHODS: We conducted a prospective, multi-center, single-blind randomized tandem colonoscopy study to evaluate a deep-learning based CADe system (EndoScreener, Shanghai Wision AI, China). Patients were enrolled across 4 U.S. academic medical centers from 2019 through 2020. Patients presenting for colorectal cancer screening or surveillance were randomized to CADe colonoscopy first or high-definition white light (HDWL) colonoscopy first, followed immediately by the other procedure in tandem fashion by the same endoscopist. The primary outcome was adenoma miss rate (AMR), and secondary outcomes included sessile serrated lesion (SSL) miss rate and adenomas per colonoscopy (APC). RESULTS: A total of 232 patients entered the study, with 116 patients randomized to undergo CADe colonoscopy first and 116 patients randomized to undergo HDWL colonoscopy first. After the exclusion of 9 patients, the study cohort included 223 patients. AMR was lower in the CADe-first group compared with the HDWL-first group (20.12% [34/169] vs 31.25% [45/144]; odds ratio [OR], 1.8048; 95% confidence interval [CI], 1.0780-3.0217; P = .0247). SSL miss rate was lower in the CADe-first group (7.14% [1/14]) vs the HDWL-first group (42.11% [8/19]; P = .0482). First-pass APC was higher in the CADe-first group (1.19 [standard deviation (SD), 2.03] vs 0.90 [SD, 1.55]; P = .0323). First-pass ADR was 50.44% in the CADe-first group and 43.64 % in the HDWL-first group (P = .3091). CONCLUSION: In this U.S. multicenter tandem colonoscopy randomized controlled trial, we demonstrate a decrease in AMR and SSL miss rate and an increase in first-pass APC with the use of a CADe-system when compared with HDWL colonoscopy alone.
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In Glissen Brown et al. 2022, the CADe group had a lower PMR (20.7%) than the control group (33.71%) (p=0.0007).
“PMR was also lower (20.7%) than the control group (33.71%) (p=0.0007).”
From Advancing Colorectal Cancer Screening: A Comprehensive Systematic Review of Artificial Intelligence (AI)-Assisted Versus Routine Colonoscopy (2023) · cites this paper as [22]
In Glissen Brown et al. 2022, the CADe group had a lower AMR (20.12%) than the control group (31.25%) (p=0.0247).
“The study involved 223 participants, with the CADe group showing a significantly lower AMR (20.12%) compared to the control group (31.25%) (p=0.0247).”
From Advancing Colorectal Cancer Screening: A Comprehensive Systematic Review of Artificial Intelligence (AI)-Assisted Versus Routine Colonoscopy (2023) · cites this paper as [22]
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Cites
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
Badrinarayanan, V., Kendall, A., & Cipolla, R. (2017) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2016.2644615 · Cited by 19,631 · see citing works
CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials
the CONSORT Group, Schulz, K. F., Altman, D. G., & Moher, D. (2010) · BMC Medicine · doi:10.1186/1741-7015-8-18 · Cited by 13,371 · see citing works
CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials
Schulz, K. F., Altman, D. G., Moher, D., & for the CONSORT Group (2010) · BMJ · doi:10.1136/bmj.c332 · Cited by 9,329 · see citing works
SPIRIT 2013 Statement: Defining Standard Protocol Items for Clinical Trials
Chan, A.-W., Tetzlaff, J. M., Altman, D. G., Laupacis, A., Gøtzsche, P. C., Krleža-Jerić, K., Hróbjartsson, A., Mann, H., Dickersin, K., Berlin, J. A., et al. (2013) · Annals of Internal Medicine · doi:10.7326/0003-4819-158-3-201302050-00583 · Cited by 7,363 · see citing works
Adenoma detection rate and risk of colorectal cancer and death
Corley, D. A., Jensen, C. D., Marks, A. R., Zhao, W. K., Lee, J. K., Doubeni, C. A., Zauber, A. G., de Boer, J., Fireman, B. H., Schottinger, J. E., et al. (2014) · New England Journal of Medicine · doi:10.1056/nejmoa1309086 · Cited by 2,270 · see citing works
Quality indicators for colonoscopy
Rex, D. K., Schoenfeld, P. S., Cohen, J., Pike, I. M., Adler, D. G., Fennerty, M. B., Lieb, J. G., Park, W. G., Rizk, M. K., Sawhney, M. S., et al. (2015) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2014.07.058 · Cited by 1,764 · see citing works
Quality Indicators for Colonoscopy
Rex, D. K., Schoenfeld, P., Cohen, J., Pike, I. M., Adler, D. G., Fennerty, B. M., Lieb, J. G., II, Park, W. G., Rizk, M. K., Sawhney, M., et al. (2014) · The American Journal of Gastroenterology · doi:10.1038/ajg.2014.385 · Cited by 1,401 · see citing works
Lai, E. J., Calderwood, A. H., Doros, G. D., Fix, O. K., & Jacobson, B. C. (2009) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2008.05.057 · Cited by 1,322 · see citing works
Inoue, H., Kashida, H., Kudo, S., Sasako, M., Shimoda, T., Watanabe, H., Yoshida, S., Guelrud, M., Cj, L., Wang, K., et al. (2003) · IRIS · Cited by 1,149 · see citing works
Wang, P., Berzin, T. M., Glissen Brown, J. R., Bharadwaj, S., Becq, A., Xiao, X., Liu, P., Li, L., Song, Y., Zhang, D., et al. (2019) · Gut · doi:10.1136/gutjnl-2018-317500 · Cited by 865 · see citing works
Self-citationIncomplete Polyp Resection During Colonoscopy—Results of the Complete Adenoma Resection (CARE) Study
Pohl, H., Srivastava, A., Bensen, S. P., Anderson, P., Rothstein, R. I., Gordon, S. R., Levy, L. C., Toor, A., MacKenzie, T. A., Rösch, T., et al. (2012) · Gastroenterology · doi:10.1053/j.gastro.2012.09.043 · Cited by 756 · see citing works
Cruz Rivera, S., Liu, X., Chan, A.-W., Denniston, A. K., Calvert, M. J., The SPIRIT-AI and CONSORT-AI Working Group, SPIRIT-AI and CONSORT-AI Steering Group, Darzi, A., Holmes, C., Yau, C., et al. (2020) · Nature Medicine · doi:10.1038/s41591-020-1037-7 · Cited by 748 · see citing works
Liu, X., Rivera, S. C., Moher, D., Calvert, M. J., & Denniston, A. K. (2020) · BMJ · doi:10.1136/bmj.m3164 · Cited by 702 · see citing works
Efficacy of real-time computer-aided detection of colorectal neoplasia in a randomized trial
Repici, A., Badalamenti, M., Maselli, R., Correale, L., Radaelli, F., Rondonotti, E., Ferrara, E., Spadaccini, M., Alkandari, A., Fugazza, A., et al. (2020) · Gastroenterology · doi:10.1053/j.gastro.2020.04.062 · Cited by 646 · see citing works
Hassan, C., Spadaccini, M., Iannone, A., Maselli, R., Jovani, M., Chandrasekar, V. T., Antonelli, G., Yu, H., Areia, M., Dinis-Ribeiro, M., et al. (2021) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2020.06.059 · Cited by 529 · see citing works
Wang, P., Xiao, X., Brown, J. R. G., Berzin, T. M., Tu, M., Xiong, F., Hu, X., Liu, P., Song, Y., Zhang, D., et al. (2018) · Nature Biomedical Engineering · doi:10.1038/s41551-018-0301-3 · Cited by 484 · see citing works
Self-citationWang, P., Liu, X., Berzin, T. M., Glissen Brown, J. R., Liu, P., Zhou, C., Lei, L., Li, L., Guo, Z., Lei, S., et al. (2020) · The Lancet Gastroenterology & Hepatology · doi:10.1016/s2468-1253(19)30411-x · Cited by 415 · see citing works
Self-citationAccurate Classification of Diminutive Colorectal Polyps Using Computer-Aided Analysis
Chen, P., Lin, M.-C., Lai, M.-J., Lin, J.-C., Lu, H. H., & Tseng, V. S. M. (2017) · Gastroenterology · doi:10.1053/j.gastro.2017.10.010 · Cited by 396 · see citing works
Barclay, R. L., Vicari, J. J., & Greenlaw, R. L. (2008) · Clinical Gastroenterology and Hepatology · doi:10.1016/j.cgh.2008.04.018 · Cited by 271 · see citing works
The Miss Rate for Colorectal Adenoma Determined by Quality-Adjusted, Back-to-Back Colonoscopies
Ahn, S. B., Han, D. S., Bae, J. H., Byun, T. J., Kim, J. P., & Eun, C. S. (2012) · Gut and Liver · doi:10.5009/gnl.2012.6.1.64 · Cited by 242 · see citing works
Wang, P., Liu, P., Glissen Brown, J. R., Berzin, T. M., Zhou, G., Lei, S., Liu, X., Li, L., & Xiao, X. (2020) · Gastroenterology · doi:10.1053/j.gastro.2020.06.023 · Cited by 231 · see citing works
Self-citationImproved adenoma detection with Endocuff Vision: the ADENOMA randomised controlled trial
Ngu, W. S., Bevan, R., Tsiamoulos, Z. P., Bassett, P., Hoare, Z., Rutter, M. D., Clifford, G. M., Totton, N., Lee, T. J., Ramadas, A., et al. (2018) · Gut · doi:10.1136/gutjnl-2017-314889 · Cited by 139 · see citing works
Kamba, S., Tamai, N., Saitoh, I., Matsui, H., Horiuchi, H., Kobayashi, M., Sakamoto, T., Ego, M., Fukuda, A., Tonouchi, A., et al. (2021) · Journal of Gastroenterology · doi:10.1007/s00535-021-01808-w · Cited by 124 · see citing works
Liu, P., Wang, P., Brown, J. R. G., Berzin, T. M., Zhou, G., Liu, W., Xiao, X., Chen, Z., Zhang, Z., Chao Hui, Z. H. O. U., et al. (2020) · Therapeutic Advances in Gastroenterology · doi:10.1177/1756284820979165 · Cited by 94 · see citing works
Self-citationAlmansa, C., Shahid, M. W., Heckman, M. G., Preissler, S., & Wallace, M. B. (2011) · The American Journal of Gastroenterology · doi:10.1038/ajg.2011.26 · Cited by 54 · see citing works
Kudo, T., Saito, Y., Ikematsu, H., Hotta, K., Takeuchi, Y., Shimatani, M., Kawakami, K., Tamai, N., Mori, Y., Maeda, Y., et al. (2018) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2018.06.011 · Cited by 47 · see citing works
Holzwanger, E. A., Bilal, M., Brown, J. R. G., Singh, S., Becq, A., Ernest-Suárez, K., & Berzin, T. M. (2020) · Endoscopy · doi:10.1055/a-1302-2942 · Cited by 43 · see citing works
Self-citationLui, T. K.-L., Hui, C. K.-Y., Tsui, V. W. M., Cheung, K. S., Ko, M. K.-L., Foo, C. C., Mak, L., Yeung, C. K., Lui, T. H., Wong, S. Y., et al. (2020) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2020.04.066 · Cited by 30 · see citing works
Anderson, J. C., Rex, D. K., Robinson, C. M., & Butterly, L. F. (2019) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2019.05.029 · Cited by 29 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Holzwanger EA, Bilal M, Glissen Brown JR, et al. Benchmarking false positive definitions for computer aided polyp detection in colonoscopy. Endoscopy 2021;53:937-940.
- Wang P, Xiao X, Glissen Brown JR, et al. Development and validation of a deep-learning algorithm for the detection of polyps during colonoscopy. Nat Biomed Eng 2018;2:741-748.
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Wallace, M. B., Sharma, P., Bhandari, P., East, J., Antonelli, G., Lorenzetti, R., Vieth, M., Speranza, I., Spadaccini, M., Desai, M., et al. (2022) · Gastroenterology · doi:10.1053/j.gastro.2022.03.007 · Cited by 273 · see citing works
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Messmann, H., Bisschops, R., Antonelli, G., Libânio, D., Sinonquel, P., Abdelrahim, M., Ahmad, O. F., Areia, M., Bergman, J. J. G. H. M., Bhandari, P., et al. (2022) · Endoscopy · doi:10.1055/a-1950-5694 · Cited by 189 · see citing works
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Zhang, C., Xu, J., Tang, R., Yang, J., Wang, W., Yu, X., & Shi, S. (2023) · Journal of Hematology & Oncology · doi:10.1186/s13045-023-01514-5 · Cited by 148 · see citing works
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Yim, D., Khuntia, J., Parameswaran, V., & Meyers, A. D. (2024) · JMIR Medical Informatics · doi:10.2196/52073 · Cited by 129 · see citing works
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Mangas‐Sanjuán, C., de–Castro, L., Cubiella, J., Díez‐Redondo, P., Suárez, A., Pellisé, M., Fernández, N., Zarraquiños, S., Núñez, H., Álvarez‐García, V., et al. (2023) · Annals of Internal Medicine · doi:10.7326/m22-2619 · Cited by 90 · see citing works
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Lou, S., Du, F., Song, W., Xia, Y., Yue, X., Yang, D., Cui, B., Liu, Y., & Han, P. (2023) · EClinicalMedicine · doi:10.1016/j.eclinm.2023.102341 · Cited by 80 · see citing works
Gimeno-García, A. Z., Hernández Negrin, D., Hernández, A., Nicolás-Pérez, D., Rodríguez, E., Montesdeoca, C., Alarcon, O., Romero, R., Baute Dorta, J. L., Cedrés, Y., et al. (2023) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2022.09.029 · Cited by 78 · see citing works
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Parasa, S., Berzin, T., Leggett, C., Gross, S., Repici, A., Ahmad, O. F., Chiang, A., Coelho-Prabhu, N., Cohen, J., Dekker, E., et al. (2025) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2023.12.003 · Cited by 64 · see citing works
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Spadaccini, M., Hassan, C., Rondonotti, E., Antonelli, G., Andrisani, G., Lollo, G., Auriemma, F., Iacopini, F., Facciorusso, A., Maselli, R., et al. (2023) · Gastroenterology · doi:10.1053/j.gastro.2023.03.237 · Cited by 56 · see citing works
Self-citationYoung, E., Edwards, L., & Singh, R. (2023) · Cancers · doi:10.3390/cancers15215126 · Cited by 57 · see citing works
Mori, Y., Wang, P., Løberg, M., Misawa, M., Repici, A., Spadaccini, M., Correale, L., Antonelli, G., Yu, H., Gong, D., et al. (2022) · Clinical Gastroenterology and Hepatology · doi:10.1016/j.cgh.2022.08.022 · Cited by 54 · see citing works
Self-citationLau, L. H. S., Ho, J. C. L., Lai, J. C., Ho, A. H. Y., Wu, C. W. K., Lo, V. W. H., Lai, C. T., Scheppach, M. W., Sia, F., Ho, K. H. K., et al. (2023) · Clinical Gastroenterology and Hepatology · doi:10.1016/j.cgh.2023.10.019 · Cited by 57 · see citing works
Shah, S., Park, N., Chehade, N. E. H., Chahine, A., Monachese, M., Tiritilli, A., Moosvi, Z., Ortizo, R., & Samarasena, J. (2023) · Journal of Gastroenterology and Hepatology · doi:10.1111/jgh.16059 · Cited by 52 · see citing works
Barkun, A. N., Renteln, D. A. V., & Sadri, H. (2023) · Journal of the Canadian Association of Gastroenterology · doi:10.1093/jcag/gwad014 · Cited by 49 · see citing works
Maas, M. H. J., Neumann, H., Shirin, H., Katz, L. H., Benson, A. A., Kahloon, A., Soons, E., Hazzan, R., Landsman, M., Lebwohl, B., et al. (2024) · The Lancet Digital Health · doi:10.1016/s2589-7500(23)00242-x · Cited by 47 · see citing works
Meinikheim, M., Mendel, R., Palm, C., Probst, A., Muzalyova, A., Scheppach, M. W., Nagl, S., Schnoy, E., Römmele, C., Schulz, D., et al. (2024) · Endoscopy · doi:10.1055/a-2296-5696 · Cited by 46 · see citing works
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Desai, M., Ausk, K. J., Brannan, D., Chhabra, R., Chan, W. W., Chiorean, M. V., Gross, S. A., Girotra, M., Haber, G. B., Hogan, R. B., et al. (2024) · The American Journal of Gastroenterology · doi:10.14309/ajg.0000000000002664 · Cited by 40 · see citing works
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Mehta, A., Kumar, H., Yazji, K., Awuah, W. A., Nagarajan, J. S., Ghosh, B., Nahas, A., Ojeda, L. A. M., Anand, A., Sharath, M., et al. (2023) · International Journal of Surgery · doi:10.1097/js9.0000000000000285 · Cited by 39 · see citing works
Koh, F. H.-X., Ladlad, J., Foo, F. J., Tan, W. J., Sivarajah, S. S., Ho, L. M. L., Ng, J.-L., Koh, F. H.-X., Chong, C. Z., Aw, D. K. L., et al. (2022) · Surgical Endoscopy · doi:10.1007/s00464-022-09470-w · Cited by 39 · see citing works
Wang, P., Liu, X., Kang, M., Peng, X., Shu, M.-L., Zhou, G., Liu, P., Xiong, F., Deng, M., Xia, H., et al. (2022) · Gastroenterology report · doi:10.1093/gastro/goac081 · Cited by 37 · see citing works
Self-citationLee, M. C. M., Parker, C. H., Liu, L. W., Farahvash, A., & Jeyalingam, T. (2024) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2024.01.021 · Cited by 37 · see citing works
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Introzzi, L., Zonca, J., Cabitza, F., Cherubini, P., & Reverberi, C. (2024) · Digestive and Liver Disease · doi:10.1016/j.dld.2023.10.018 · Cited by 28 · see citing works
Artificial Intelligence Applied to Colonoscopy: Is It Time to Take a Step Forward?
Gimeno‐García, A. Z., Hernández-Pérez, A., Nicolás–Pérez, D., & Hernández‐Guerra, M. (2023) · Cancers · doi:10.3390/cancers15082193 · Cited by 27 · see citing works
Thiruvengadam, N. R., Coté, G. A., Gupta, S., Rodrigues, M. D., Schneider, Y., Arain, M. A., Solaimani, P., Serrao, S., Kochman, M. L., & Saumoy, M. (2023) · Gastroenterology · doi:10.1053/j.gastro.2023.01.027 · Cited by 28 · see citing works
Current and future implications of artificial intelligence in colonoscopy
Antonelli, G. (2023) · Annals of Gastroenterology · doi:10.20524/aog.2023.0781 · Cited by 28 · see citing works
Jin, X., Ma, H., Shi, J., & Cai, J. (2024) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2024.01.004 · Cited by 26 · see citing works
Taghiakbari, M., Djinbachian, R., Haumesser, C., Sidani, S., Kiow, J. L. C., Panzini, B., & Renteln, D. A. V. (2023) · The American Journal of Gastroenterology · doi:10.14309/ajg.0000000000002623 · Cited by 25 · see citing works
Lui, T. K.-L., Dao, H. V., Tsao, S. K. K., Hui, C. K.-Y., Mak, L. L. Y., Ko, M. K.-L., Cheung, K. S., Thian, M. Y., Liang, R. F.-H., Tsui, V. W. M., et al. (2022) · Gastrointestinal Endoscopy · doi:10.1016/j.gie.2022.09.020 · Cited by 25 · see citing works
Artificial Intelligence in the Diagnosis of Colorectal Cancer: A Literature Review
Uchikov, P., Khalid, U., Kraev, K., Hristov, B., Kraeva, M., Tenchev, T., Chakarov, D., Sandeva, M., Dragusheva, S., Taneva, D., et al. (2024) · Diagnostics · doi:10.3390/diagnostics14050528 · Cited by 22 · see citing works
Artificial intelligence in colonoscopy: A review on the current status
Larsen, S. L. V., & Mori, Y. (2022) · DEN Open · doi:10.1002/deo2.109 · Cited by 21 · see citing works
Artificial Intelligence-assisted colonoscopy and colorectal cancer screening: Where are we going?
Spadaccini, M., Troya, J., Khalaf, K., Facciorusso, A., Maselli, R., Hann, A., & Repici, A. (2024) · Digestive and Liver Disease · doi:10.1016/j.dld.2024.01.203 · Cited by 20 · see citing works
Endoscopic Artificial Intelligence for Image Analysis in Gastrointestinal Neoplasms
Kikuchi, R., Okamoto, K., Ozawa, T., Shibata, J., Ishihara, S., & Tada, T. (2024) · Digestion · doi:10.1159/000540251 · Cited by 20 · see citing works
Chen, Z., Wang, C., & Wang, F. (2025) · World Journal of Gastroenterology · doi:10.3748/wjg.v31.i24.108021 · Cited by 19 · see citing works
Rex, D. K., Mori, Y., Sharma, P., Lahr, R. E., Vemulapalli, K. C., & Hassan, C. (2022) · Gastroenterology · doi:10.1053/j.gastro.2022.03.055 · Cited by 19 · see citing works
Zhao, Q., Jia, Q., & Chi, T. (2022) · BMC Gastroenterology · doi:10.1186/s12876-022-02427-2 · Cited by 19 · see citing works
Adiwinata, R., Tandarto, K., Arifputra, J., Waleleng, B. J., Gosal, F., Rotty, L., Winarta, J., Waleleng, A., Simadibrata, P., & Marcellus Simadibrata, K. (2023) · Asian Pacific Journal of Cancer Prevention · doi:10.31557/apjcp.2023.24.11.3655 · Cited by 18 · see citing works
Artificial intelligence in colorectal cancer screening
Roshan, A., & Byrne, M. F. (2022) · Canadian Medical Association Journal · doi:10.1503/cmaj.220034 · Cited by 18 · see citing works
Mukasheva, A., Koishiyeva, D., Сергазин, Г., Сыдыбаева, М., Mukhammejanova, D., & Сейдазимов, С. (2024) · International Conference on Electronics, Engineering Physics and Earth Science (EEPES) · doi:10.3390/engproc2024070016 · Cited by 17 · see citing works
Tiankanon, K., Aniwan, S., Kerr, S. J., Mekritthikrai, K., Kongtab, N., Wisedopas, N., Piyachaturawat, P., Kulpatcharapong, S., Linlawan, S., Phromnil, P., et al. (2023) · Endoscopy · doi:10.1055/a-2210-7999 · Cited by 17 · see citing works
As how artificial intelligence is revolutionizing endoscopy
Rey, J. (2024) · Clinical Endoscopy · doi:10.5946/ce.2023.230 · Cited by 17 · see citing works
Clinical consequences of computer-aided colorectal polyp detection
Sinonquel, P., Eelbode, T., Pech, O., Wulf, D. D., Dewint, P., Neumann, H., Antonelli, G., Iacopini, F., Tate, D. J., Lemmers, A., et al. (2024) · Gut · doi:10.1136/gutjnl-2024-331943 · Cited by 17 · see citing works
Artificial Intelligence-Aided Endoscopy and Colorectal Cancer Screening
Spadaccini, M., Massimi, D., Mori, Y., Alfarone, L., Fugazza, A., Maselli, R., Sharma, P., Facciorusso, A., Hassan, C., & Repici, A. (2023) · Diagnostics · doi:10.3390/diagnostics13061102 · Cited by 16 · see citing works
Automatic Quality Control System and Adenoma Detection Rates During Routine Colonoscopy
Liu, J., Zhou, R., Liu, C., Liu, H., Cui, Z., Guo, Z., Zhao, W., Zhong, X., Zhang, X., Li, J., et al. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.57241 · Cited by 15 · see citing works
Artificial intelligence improves adenoma detection rate during colonoscopy
Jafer, A., Schauer, C., Chieng, M., Wang, M. T. M., Neave, M., Watson, S., van Rijnsoever, M., & Walmsley, R. S. (2022) · New Zealand Medical Journal · doi:10.26635/6965.5807 · Cited by 15 · see citing works
Artificial Intelligence in Pediatric Endoscopy
Dhaliwal, J., & Walsh, C. M. (2023) · Gastrointestinal Endoscopy Clinics of North America · doi:10.1016/j.giec.2022.12.001 · Cited by 17 · see citing works
Xu, Z., Li, Y., 苏培强, Zhong, Z., Zeng, Z., Chen, M., Chen, D., & Lan, C. (2025) · Digestive and Liver Disease · doi:10.1016/j.dld.2025.04.029 · Cited by 14 · see citing works
Li, J. W., Wang, L., & Ang, T. L. (2022) · Singapore Medical Journal · doi:10.11622/smedj.2022044 · Cited by 15 · see citing works
Shao, L., Yan, X., Liu, C., Guo, C. J., & Cai, B. (2022) · Medicine · doi:10.1097/md.0000000000031945 · Cited by 15 · see citing works
Jahn, B., Bundo, M., Arvandi, M., Schaffner, M., Todorović, J., Sroczynski, G., Knudsen, A. B., Fischer, T., Schiller-Fruehwirth, I., Öfner, D., et al. (2025) · BMC Gastroenterology · doi:10.1186/s12876-025-03679-4 · Cited by 14 · see citing works
Artificial Intelligence in Colonoscopy
Mansour, N. (2023) · Current Gastroenterology Reports · doi:10.1007/s11894-023-00872-x · Cited by 15 · see citing works
Self-citationThe role of artificial intelligence in colonoscopy
Kim, H. J., Parsa, N., & Byrne, M. F. (2024) · Seminars in Colon and Rectal Surgery · doi:10.1016/j.scrs.2024.101007 · Cited by 15 · see citing works
Spadaccini, M., Hassan, C., Mori, Y., Massimi, D., Correale, L., Facciorusso, A., Patel, H. K., Rizkala, T., Khalaf, K., Ramai, D., et al. (2025) · Digestive and Liver Disease · doi:10.1016/j.dld.2025.01.192 · Cited by 13 · see citing works
Maida, M. F., Marasco, G., Facciorusso, A., Shahini, E., Sinagra, E., Pallio, S., Ramai, D., & Murino, A. (2023) · Expert Review of Anticancer Therapy · doi:10.1080/14737140.2023.2215436 · Cited by 11 · see citing works
Duan, C., Sheng, J.-Q., & Ma, X. (2025) · Therapeutic Advances in Gastroenterology · doi:10.1177/17562848251314829 · Cited by 12 · see citing works
Islam, M. R., Ahamed, M. F., Islam, M. R., Nahiduzzaman, M., & Ahsan, M. (2025) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2025.108202 · Cited by 11 · see citing works
The impact of artificial intelligence on the adenoma detection rate
Bernhofer, S., Prosenz, J., Venturi, D., & Maieron, A. (2025) · Wiener klinische Wochenschrift · doi:10.1007/s00508-025-02561-3 · Cited by 11 · see citing works
Parkash, O., Siddiqui, A. T. S., Jiwani, U., Rind, F., Padhani, Z. A., Rizvi, A., Hoodbhoy, Z. A., & Das, J. K. (2022) · Frontiers in Medicine · doi:10.3389/fmed.2022.1018937 · Cited by 12 · see citing works
Precision endoscopy in colorectal polyps' characterization and planning of endoscopic therapy
Mandarino, F. V., Danese, S., Uraoka, T., Parra‐Blanco, A., Maeda, Y., Saito, Y., Kudo, S., Bourke, M. J., & Iacucci, M. (2023) · Digestive Endoscopy · doi:10.1111/den.14727 · Cited by 11 · see citing works
Tan, S., Zeng, P., Liu, S., Yang, Y., Chen, S., Zhang, W. Y., Li, X., Liu, D., Li, Y., & Chen, X. (2025) · International Journal of Colorectal Disease · doi:10.1007/s00384-025-04949-z · Cited by 11 · see citing works
Machine learning in gastrointestinal endoscopy: challenges and opportunities
Lobanovs, S., Aleksejeva, J., Rūtiņa, A. K., Krustiņš, E., Čižovs, J., & Bļizņuks, D. (2025) · BMJ Open Gastroenterology · doi:10.1136/bmjgast-2025-001923 · Cited by 13 · see citing works
Berzin, T. M., & Glissen Brown, J. (2023) · American Journal of Gastroenterology · doi:10.14309/ajg.0000000000002286 · Cited by 10 · see citing works
Self-citationShen, L., Xu, M., Meng, Y., Sun, H., Zhang, T., Yang, H., Li, Y., & Ma, X. (2024) · MedComm – Oncology · doi:10.1002/mog2.91 · Cited by 9 · see citing works
Orzeszko, Z., Gach, T., Necka, S., Ochwat, K., Major, P., & Szura, M. (2025) · Surgical Endoscopy · doi:10.1007/s00464-025-11890-3 · Cited by 9 · see citing works
Ogata, Y., Hatta, W., Koike, T., Takahashi, S., Matsuhashi, T., Oikawa, T., Iwai, W., Asonuma, S., Okata, H., Ohyauchi, M., et al. (2023) · Digestive Endoscopy · doi:10.1111/den.14538 · Cited by 9 · see citing works
Artificial intelligence in digestive endoscopy: recent advances
Rey, J. (2023) · Current Opinion in Gastroenterology · doi:10.1097/mog.0000000000000957 · Cited by 9 · see citing works
Thomas, J., Ravichandran, R., Nag, A., Gupta, L., Singh, M., & Panjiyar, B. K. (2023) · Cureus · doi:10.7759/cureus.45278 · Cited by 8 · see citing works
“Among the 13 studies, eight were conducted in China, two in Japan, one in France, one in Italy, and one in the USA; three out of 13 trials were non-blinded [8,14,15], eight trials were single-blinded RCTs [16,17,19,20,22-25], and two were double-blinded RCTs [18,21].”
BackgroundChen, D. C., Arnold, K., Sukhdeo, R., Alla, J. F., & Raman, S. (2025) · BMJ Oncology · doi:10.1136/bmjonc-2025-000733 · Cited by 13 · see citing works
Shinozaki, S., Watanabe, J., Kanno, T., Nakazawa, K., & Yano, T. (2026) · Digestive Endoscopy · doi:10.1111/den.70138 · Cited by 8 · see citing works
Deng, Y., Huang, Y., Jing, B., Wu, H., Qiu, W., Chen, H., Li, B., Guo, X., Xie, C., Sun, Y. H., et al. (2023) · European Journal of Radiology · doi:10.1016/j.ejrad.2023.111084 · Cited by 8 · see citing works
AI in colonoscopy - detection and characterisation of malignant polyps
Shakir, T., Kader, R., Bhan, C., & Chand, M. (2023) · Artificial Intelligence Surgery · doi:10.20517/ais.2023.17 · Cited by 8 · see citing works
Wittbrodt, M. T., Klug, M., Etemadi, M., Yang, A. D., Pandolfino, J. E., & Keswani, R. N. (2024) · Endoscopy International Open · doi:10.1055/a-2333-8138 · Cited by 7 · see citing works
Kumar, S., Maheshwari, M., Aleem, S., Batool, Z., Alsubaie, N., Syed, S., Daterdiwala, N. F., Memon, H. F., Azeem, J., Qamari, S. M. H., et al. (2025) · Clinical and Translational Gastroenterology · doi:10.14309/ctg.0000000000000904 · Cited by 7 · see citing works
Zhu, J., Ge, M., Chang, Z., & Dong, W. (2023) · Processes · doi:10.3390/pr11041035 · Cited by 7 · see citing works
Galati, J. S., Lin, K., & Gross, S. A. (2023) · Expert Review of Medical Devices · doi:10.1080/17434440.2023.2280773 · Cited by 7 · see citing works
Self-citationNirojini, P. S., Kanaga, K., Devika, S. V., & Pradeep, P. (2024) · Scholars Academic Journal of Pharmacy · doi:10.36347/sajp.2024.v13i02.003 · Cited by 8 · see citing works
Mota, J., Almeida, M. J., Martins, M., Mendes, F., Cardoso, P., Afonso, J. P. L., Ribeiro, T., Ferreira, J. P. S., Fonseca, F., Limbert, M., et al. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13195842 · Cited by 7 · see citing works
- Authors
- Glissen Brown, J. R., Mansour, N. M., Wang, P., Chuchuca, M. A., Minchenberg, S. B., Chandnani, M., Liu, L., Gross, S. A., Sengupta, N., & Berzin, T. M.
- Affiliations
- Baylor College of Medicine (US)
- Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital (CN)
- Beth Israel Deaconess Medical Center (US)
- Shanghai Jiao Tong University (CN)
- NYU Langone Health (US)
- University of Chicago (US)
- ORCID
- Venue
- Clinical Gastroenterology and Hepatology
- Publisher
- Elsevier BV
- Published
- 2022-07
- Volume
- 20
- Issue
- 7
- Pages
- 1499-1507.e4
- ISSN
- 1542-3565 (ISSN-L)
- OpenAlex
- W3199688237
- Cited by
- 235
- References
- 29
- Citations by year
- 2026: 43 · 2025: 65 · 2024: 46 · 2023: 49 · 2022: 32
- FWCI
- 11.57
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Clinical Gastroenterology and Hepatology (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Funders
- National Natural Science Foundation of China (12090024)
- Science and Technology Commission of Shanghai Municipality (2021SHZDZX0102)
- Natural Science Foundation of Shanghai (21ZR1431000)
- Topics
- Health Sciences › Medicine › Oncology › Colorectal Cancer Screening and Detection
- Physical Sciences › Computer Science › Artificial Intelligence › AI in cancer detection
- Health Sciences › Medicine › Oncology › Colorectal Cancer Surgical Treatments
- Keywords
- deep learning, colonoscopy, adenoma miss rate, colorectal cancer screening, surveillance colonoscopy, sessile serrated lesions, adenoma detection rate, tandem colonoscopy, artificial intelligence in endoscopy, colorectal adenoma, polyp detection, United States population
- MeSH terms
- Deep Learning, Missed Diagnosis, Adenoma, Artificial Intelligence, Colonic Polyps, Colonoscopy, Diagnosis, Computer-Assisted, Humans, Prospective Studies, United States, Colorectal Neoplasms, Single-Blind Method
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