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Dos Santos CEO, Malaman D, Arciniegas Sanmartin ID, Leão ABS, Leão GS, Pereira-Lima JC. Performance of artificial intelligence in the characterization of colorectal lesions. Saudi J Gastroenterol 2023; 29:219-224. [PMID: 37203122 PMCID: PMC10445495 DOI: 10.4103/sjg.sjg_316_22] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 04/10/2023] [Indexed: 05/20/2023] Open
Abstract
Background Image-enhanced endoscopy (IEE) has been used in the differentiation between neoplastic and non-neoplastic colorectal lesions through microvasculature analysis. This study aimed to evaluate the computer-aided diagnosis (CADx) mode of the CAD EYE system for the optical diagnosis of colorectal lesions and compare it with the performance of an expert, in addition to evaluating the computer-aided detection (CADe) mode in terms of polyp detection rate (PDR) and adenoma detection rate (ADR). Methods A prospective study was conducted to evaluate the performance of CAD EYE using blue light imaging (BLI), dichotomizing lesions into hyperplastic and neoplastic, and of an expert based on the Japan Narrow-Band Imaging Expert Team (JNET) classification for the characterization of lesions. After white light imaging (WLI) diagnosis, magnification was used on all lesions, which were removed and examined histologically. Diagnostic criteria were evaluated, and PDR and ADR were calculated. Results A total of 110 lesions (80 (72.7%) dysplastic lesions and 30 (27.3%) nondysplastic lesions) were evaluated in 52 patients, with a mean lesion size of 4.3 mm. Artificial intelligence (AI) analysis showed 81.8% accuracy, 76.3% sensitivity, 96.7% specificity, 98.5% positive predictive value (PPV), and 60.4% negative predictive value (NPV). The kappa value was 0.61, and the area under the receiver operating characteristic curve (AUC) was 0.87. Expert analysis showed 93.6% accuracy, 92.5% sensitivity, 96.7% specificity, 98.7% PPV, and 82.9% NPV. The kappa value was 0.85, and the AUC was 0.95. Overall, PDR was 67.6% and ADR was 45.9%. Conclusions The CADx mode showed good accuracy in characterizing colorectal lesions, but the expert assessment was superior in almost all diagnostic criteria. PDR and ADR were high.
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Affiliation(s)
- Carlos E. O. Dos Santos
- Department of Endoscopy, Santa Casa de Caridade Hospital, Bagé, RS, Brazil
- Department of Endoscopy, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Daniele Malaman
- Department of Endoscopy, Santa Casa de Caridade Hospital, Bagé, RS, Brazil
| | | | - Ari B. S. Leão
- Department of Endoscopy, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Gabriel S. Leão
- Department of Endoscopy, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Júlio C. Pereira-Lima
- Department of Gastroenterology and Endoscopy, Santa Casa Hospital, Porto Alegre, RS, Brazil
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Dos Santos CEO, Malaman D, Arciniegas Sanmartin ID, Onófrio FDQ, Pereira-Lima JC. Effect of Linked-color Imaging on the Detection of Adenomas in Screening Colonoscopies. J Clin Gastroenterol 2022; 56:e268-e272. [PMID: 34406173 DOI: 10.1097/mcg.0000000000001601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Accepted: 07/13/2021] [Indexed: 12/10/2022]
Abstract
OBJECTIVES Linked-color imaging (LCI) is a new image-enhancement option that emphasizes mucosal surface contrast, facilitating the differentiation between colorectal lesions and normal mucosa. This study aimed to evaluate the potential of LCI to increase the detection of colorectal adenomas in screening colonoscopies. METHODS A prospective randomized study was conducted using white-light imaging (WLI), blue-laser imaging (BLI)-bright and LCI. The outcome measures were adenoma detection rate (ADR), mean number of adenomas per patient, and withdrawal time. Lesion characteristics such as size, morphology, location, and histology were also evaluated. RESULTS A total of 205 patients were randomized, and 251 adenomas were detected. The overall ADR was 62%. The ADR was 52.9% for WLI, 62.1% for BLI-bright, and 71% for LCI, and was significantly higher in the LCI group than in the WLI group (P=0.04). No significant difference was observed between LCI and BLI-bright (P=0.28) or BLI-bright and WLI (P=0.30). The mean number of adenomas per patient was 1.01, 1.03, and 1.62 for WLI, BLI-bright, and LCI, respectively, with a significant difference (P=0.02). Withdrawal time did not differ among the groups. A total of 71 adenomas were detected by WLI, 68 by BLI-bright, and 112 by LCI. There was no difference in the size and morphology of the adenomas detected, nor in the diagnosis of sessile serrated adenomas/polyps. CONCLUSION LCI significantly increased the detection of adenomas in screening colonoscopies.
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Affiliation(s)
- Carlos E O Dos Santos
- Departments of Endoscopy
- Department of Endoscopy, Pontifícia Universidade Católica do Rio Grande do Sul
| | | | | | - Fernanda D Q Onófrio
- Gastroenterology and Endoscopy, Santa Casa Hospital Bagé, and Santa Casa Hospital
| | - Júlio C Pereira-Lima
- Gastroenterology and Endoscopy, Santa Casa Hospital Bagé, and Santa Casa Hospital
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Sánchez-Montes C, García-Rodríguez A, Córdova H, Pellisé M, Fernández-Esparrach G. Advanced endoscopy technologies to improve the detection and characterisation of colorrectal polyps. GASTROENTEROLOGIA Y HEPATOLOGIA 2019; 43:46-56. [PMID: 31813615 DOI: 10.1016/j.gastrohep.2019.09.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Revised: 08/20/2019] [Accepted: 09/13/2019] [Indexed: 11/19/2022]
Abstract
Colorectal cancer is a major health problem. An improvement to its survival has been demonstrated by performing colonoscopy screenings and removing its precursor lesions: polyps. However, colonoscopy is not infallible and multiple strategies have been proposed aimed at improving the quality thereof. This report describes the endoscopic systems available to improve the detection and characterization of polyps, the different classifications for histological prediction and the current indications of advanced endoscopic diagnostic techniques.
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Affiliation(s)
- Cristina Sánchez-Montes
- Unidad de Endoscopia Digestiva, Hospital Universitari i Politècnic La Fe, Grupo de Investigación de Endoscopia Digestiva, IIS La Fe, Valencia, España
| | - Ana García-Rodríguez
- Unidad de Endoscopia, Servicio de Gastroenterología, Hospital Clínic, IDIBAPS, CIBEREHD, Universidad de Barcelona, Barcelona, España
| | - Henry Córdova
- Unidad de Endoscopia, Servicio de Gastroenterología, Hospital Clínic, IDIBAPS, CIBEREHD, Universidad de Barcelona, Barcelona, España
| | - María Pellisé
- Unidad de Endoscopia, Servicio de Gastroenterología, Hospital Clínic, IDIBAPS, CIBEREHD, Universidad de Barcelona, Barcelona, España
| | - Gloria Fernández-Esparrach
- Unidad de Endoscopia, Servicio de Gastroenterología, Hospital Clínic, IDIBAPS, CIBEREHD, Universidad de Barcelona, Barcelona, España.
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Oliveira Dos Santos CE, Malaman D, Pereira-Lima JC, de Quadros Onófrio F, Ribas Filho JM. Impact of linked-color imaging on colorectal adenoma detection. Gastrointest Endosc 2019; 90:826-834. [PMID: 31302092 DOI: 10.1016/j.gie.2019.06.045] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Accepted: 06/27/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND AND AIMS Linked-color imaging (LCI) is a new technology that emphasizes changes in mucosal color by providing clearer and brighter images, thus allowing red and white areas to be visualized more clearly. We investigated whether LCI increases the detection of colorectal adenomas compared with white-light imaging (WLI) and blue-laser imaging (BLI)-bright. METHODS Consecutive patients undergoing colonoscopy were randomized (1:1:1) into examination by WLI, BLI-bright, or LCI during withdrawal of the colonoscope. The adenoma detection rate (ADR), mean number of adenomas per patient, and withdrawal time were evaluated. The lesions were evaluated according to size, morphology, location, and histology. RESULTS A total of 379 patients were randomized, and 412 adenomas were detected. The ADR was 43.2%, 54.0%, and 56.9% for WLI, BLI-bright, and LCI, respectively, and was significantly higher in the LCI group than in the WLI group (P = .03). No significant difference was observed between LCI and BLI-bright (P = .71) or BLI-bright and WLI (P = .09). The mean number of adenomas per patient was 0.82, 1.06, and 1.38 for WLI, BLI-bright, and LCI, respectively, with a significant difference between LCI and WLI (P = .03). Withdrawal time did not differ among the groups. A total of 102 adenomas were detected by WLI, 131 by BLI-bright, and 179 by LCI. LCI provided a higher rate of detection of adenomas ≤5 mm in size than WLI (P = .02), with a borderline significance for a higher detection of sessile serrated adenomas (P = .05). Nonpolypoid adenomas were more commonly located in the right colon segment and polypoid adenomas in the left colon segment, with a significant difference only between BLI-bright (P < .01) and LCI (P = .03). CONCLUSIONS Our findings show that LCI increases the detection of colorectal adenomas during colonoscopy. (Clinical trial registration number: RBR-9xg6dx.).
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Affiliation(s)
| | - Daniele Malaman
- Department of Endoscopy and Gastroenterology, Santa Casa de Caridade Hospital, Bagé, RS, Brazil
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Dos Santos CEO, Malaman D, Yoshida N, Pereira-Lima JC, Onófrio FQ, Furlan RG, Tabushi FI, Malafaia O. Blue laser imaging: a new image-enhanced endoscopy for the diagnosis of colorectal lesions. Eur J Gastroenterol Hepatol 2018; 30:1514-1520. [PMID: 30281534 DOI: 10.1097/meg.0000000000001278] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND Image-enhanced endoscopy enables real-time differential diagnosis of colorectal lesions through the observation of microvascular architecture. PURPOSE To evaluate the efficacy of using blue laser imaging (BLI) for capillary pattern analysis in the differential diagnosis of neoplastic and non-neoplastic lesions. PATIENTS AND METHODS This prospective study included 920 consecutive superficial lesions diagnosed in 457 patients. The capillary pattern was analysed using BLI-bright magnification on the basis of the Teixeira classification. Histopathology was used as the reference standard. RESULTS The adenoma detection rate was 42.3%, with a mean of 0.95 adenomas per patient. Neoplastic lesions were predominant (70.3%), of which 33 (5.1%) had advanced histology. Neoplastic progression was significantly increased in patients aged at least 50 years, in lesions at least 10 mm and in lesions located in the right colon (P<0.01). BLI-based capillary pattern analysis showed 95.5% accuracy, 95.7% sensitivity, 95.2% specificity, 97.9% positive predictive value and 90.3% negative predictive value in the diagnosis of neoplastic lesions. For 672 diminutive lesions (≤5 mm), BLI-based capillary pattern analysis showed 95.7% accuracy, 96.6% sensitivity, 93.6% specificity, 97.2% positive predictive value and 92.2% negative predictive value. Analysing only lesions up to 5 mm in the rectum and sigmoid colon, the values were 95.2, 93.9, 96.5, 95.8 and 94.8%, respectively. CONCLUSION BLI associated with magnification yielded excellent results for the real-time predictive histological diagnosis of colorectal lesions.
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Affiliation(s)
| | - Daniele Malaman
- Department of Endoscopy and Gastroenterology, Santa Casa de Caridade Hospital, Bagé
| | - Naohisa Yoshida
- Department of Molecular Gastroenterology and Hepatology, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | | | - Fernanda Q Onófrio
- Department of Gastroenterology and Endoscopy, Santa Casa Hospital, Porto Alegre
| | - Rafaelle G Furlan
- Department of Endoscopy and Gastroenterology, Santa Casa de Caridade Hospital, Bagé
| | | | - Osvaldo Malafaia
- Department of Surgery, Faculdade Evangélica do Paraná, Curitiba, Brazil
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Wang L, Lin XC. Application of image-enhanced endoscopy in diagnosis of colorectal cancer. Shijie Huaren Xiaohua Zazhi 2018; 26:65-70. [DOI: 10.11569/wcjd.v26.i2.65] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Colorectal cancer (CRC) is one of the most common malignancies, and in China the incidence and mortality of CRC are among the top in the world. Early diagnosis of CRC can improve the prognosis significantly. Image enhancement techniques have already been applied to endoscopy, including narrow band imaging, flexible spectral imaging, i-Scan, and blue laser imaging endoscopy system. These techniques, combined with image pre-processing or post-processing method, might improve the detection of lesions by enhancing the color contrast between lesions and their surrounding mucosa. Nowadays, several classification systems for colorectal tumors have been established based on the surface pattern and microvascular morphology of lesions. Image enhancement technology might display the microvascular structures more clearly and determine the malignancy and infiltrating depth of lesions more accurately.
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Affiliation(s)
- Li Wang
- Department of Gastroenterology, Peking University International Hospital, Beijing 102206, China
| | - Xiang-Chun Lin
- Department of Gastroenterology, Peking University International Hospital, Beijing 102206, China
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dos Santos CEO, Moreira H, Pereira-Lima JC, Ribas CAPM, de Quadros Onófrio F, Czecko AEA, Ramos RK, de Carvalho CA. Hyoscine butylbromide for colorectal polyp detection: prospective, randomized, placebo-controlled trial. Clinics (Sao Paulo) 2017; 72:395-399. [PMID: 28792997 PMCID: PMC5525190 DOI: 10.6061/clinics/2017(07)01] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 11/29/2016] [Accepted: 01/13/2017] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVES: The removal of pre-malignant colorectal lesions prevents cancer. Hyoscine has been proposed as a means of improving diagnosis by reducing colonic movements. The aim of this study was to analyze whether this anti-spasmodic enhances the detection of pre-malignant colorectal lesions. METHODS: In a randomized, double-blinded fashion patients received hyoscine or a saline solution in all consecutive colonoscopies in which the cecum was reached. Lesions were analysed with respect to number, size, location, histology and capillary pattern. RESULTS: A total of 440 colonoscopies were randomized. The overall polyp detection rate (PDR) and the adenoma detection rate (ADR) were 65.2% and 49.3%, respectively. In the hyoscine group, non-polypoid lesions were detected significantly more often (p=0.01). In the placebo group 281 lesions were diagnosed (202 adenomas) and in the hyoscine group 282 lesions were detected (189 adenomas) (p=0.23). The PDR and ADR were similar between the placebo and hyoscine groups (64% vs 66% and 50% vs 47%, respectively). No differences were observed between the two groups in the advanced-ADR or advanced neoplasia detection rate, as well the mean numbers of polyps, adenomas, advanced adenomas and advanced neoplasias detected per patient. The administration of hyoscine also did not improve the diagnostic accuracy of digital chromoendoscopy. The presence of adenomatous polyps in the right colon was detected significantly more frequently in the hyoscine group (OR 5.41 95% CI 2.7 - 11; p<0.01 vs OR 2.3 95% CI 1.1 - 4.6; p=0.02). CONCLUSION: The use of hyoscine before beginning the withdrawal of the colonoscope does not seem to enhance the PDR and the ADR.
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Affiliation(s)
| | - Hamilton Moreira
- Programa de Pos graduacao em Principios de Cirurgia, Faculdade Evangelica do Parana, Curitiba, PR, BR
| | | | | | | | | | - Rafael Koerich Ramos
- Programa de Pos graduacao em Principios de Cirurgia, Faculdade Evangelica do Parana, Curitiba, PR, BR
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