Yoriaki Komeda

Prof. Yoriaki Komeda

orcid

Research Focus & Metrics

Academic Career Length

10Years (2017-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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19 December 2017 in Oncology
Verified
Journal Article
Open access
PDF file
Yoriaki KomedaYoriaki Komeda
Yoriaki Komeda
HHHisashi Handa
Hisashi Handa
TWTomohiro Watanabe
Tomohiro Watanabe
TNTakanobu Nomura
Takanobu Nomura
MKMisaki Kitahashi
Misaki Kitahashi
Masatoshi KudoMasatoshi Kudo
Masatoshi Kudo
Background and Aim: Computer-aided diagnosis (CAD) is becoming a next-generation tool for the diagnosis of human disease. CAD for colon polyps has been suggested as a particularly useful tool for trainee colonoscopists, as the use of a CAD system avoids the complications associated with endoscopic resections. In addition to conventional CAD, a convolutional neural network (CNN) system utilizing artificial intelligence (AI) has been developing rapidly over the past 5 years. We attempted to generate a unique CNN-CAD system with an AI function that studied endoscopic images extracted from movies obtained with colonoscopes used in routine examinations. Here, we report our preliminary results of this novel CNN-CAD system for the diagnosis of colon polyps. Methods: A total of 1,200 images from cases of colonoscopy performed between January 2010 and December 2016 at Kindai University Hospital were used. These images were extracted from the video of actual endoscopic examinations. Additional video images from 10 cases of unlearned processes were retrospectively assessed in a pilot study. They were simply diagnosed as either an adenomatous or nonadenomatous polyp. Results: The number of images used by AI to learn to distinguish adenomatous from nonadenomatous was 1,200:600. These images were extracted from the videos of actual endoscopic examinations. The size of each image was adjusted to 256 × 256 pixels. A 10-hold cross-validation was carried out. The accuracy of the 10-hold cross-validation is 0.751, where the accuracy is the ratio of the number of correct answers over the number of all the answers produced by the CNN. The decisions by the CNN were correct in 7 of 10 cases. Conclusion: A CNN-CAD system using routine colonoscopy might be useful for the rapid diagnosis of colorectal polyp classification. Further prospective studies in an in vivo setting are required to confirm the effectiveness of a CNN-CAD system in routine colonoscopy.

19 December 2017 in Oncology
Verified
Journal Article
Open access
PDF file
Yoriaki KomedaYoriaki Komeda
Yoriaki Komeda
HKHiroshi Kashida
Hiroshi Kashida
TSToshiharu Sakurai
Toshiharu Sakurai
YAYutaka Asakuma
Yutaka Asakuma
GTGeorge Tribonias
George Tribonias
Masatoshi KudoMasatoshi Kudo
Masatoshi Kudo
Objective: The Japan NBI Expert Team (JNET) proposed a new narrow band imaging (NBI) classification system for colorectal tumors in June 2014. In this classification system, types 1, 2A, 2B, and 3 correspond to hyperplastic polyps (HPs) including sessile serrated polyps (SSPs), low-grade dysplasia (LGD), high-grade dysplasia (HGD) to shallow submucosal invasive (SM-s) carcinomas, and deep submucosal invasive (SM-d) carcinomas, respectively. Methods: To validate this system, we performed a retrospective image evaluation study, in which 199 colorectal tumors previously assessed by NBI magnifying endoscopy were classified by 3 blinded experienced colonoscopists using the JNET system. The results were compared with the final pathological diagnoses to determine the JNET classification's accuracy. The interobserver agreement was calculated, and the intraobserver agreement was assessed after 6 months. Results: The final pathological diagnoses identified 14 HPs/SSPs, 127 LGDs, 22 HGDs, 19 SM-s carcinomas, and 17 SM-d carcinomas. The respective sensitivities, specificities, positive predictive value, negative predictive value, and accuracies were as follows: Type 1, 85.7, 99.5, 92.3, 98.9, and 98.5%; Type 2A, 96.0, 81.9, 90.3, 92.1, and 90.9%; Type 2B, 75.6%, 90.5, 67.3, 93.4, and 87.4%; and Type 3, 29.4%, 100, 100, 93.8, and 94.0%. The interobserver agreement and the intraobserver agreement were moderate (κ value: 0.52) and excellent (κ value: 0.88), respectively. Lesions presenting as Type 2B during NBI comprised a range of colorectal tumors, including HGDs, SM-s, and SM-d. Conclusions: The JNET classification was useful for the diagnosis of HPs/SSPs, LGDs, and SM-d, but not SM-s lesions. For low-confidence cases, magnified chromoendoscopy is recommended to ensure correct diagnoses.

1 January 2017 in World Journal of Gastroenterology
Verified
Journal Article
Open access
Yoriaki KomedaYoriaki Komeda
Yoriaki Komeda
HKHiroshi Kashida
Hiroshi Kashida
TSToshiharu Sakurai
Toshiharu Sakurai
GTGeorge Tribonias
George Tribonias
KOKazuki Okamoto
Kazuki Okamoto
MKMasatoshi Kudo
Masatoshi Kudo
Removal of diminutive colorectal polyps: A prospective randomized clinical trial between cold snare polypectomy and hot forceps biopsy

28 March 2019 in World Journal of Gastroenterology
Verified
Journal Article
Open access
Yoriaki KomedaYoriaki Komeda
Yoriaki Komeda
TWTomohiro Watanabe
Tomohiro Watanabe
TSToshiharu Sakurai
Toshiharu Sakurai
MKMasashi Kono
Masashi Kono
KOKazuki Okamoto
Kazuki Okamoto
MKMasatoshi Kudo
Masatoshi Kudo
Risk factors for local recurrence after polypectomy, endoscopic mucosal resection (EMR), and endoscopic submucosal dissection (ESD) have not been identified. Additionally, the appropriate interval for endoscopic surveillance of colorectal tumors at high-risk of local recurrence has not been established. To clarify the clinicopathological characteristics of recurrent lesions after endoscopic colorectal tumor resection and determine the appropriate interval. Three hundred and sixty patients (1412 colorectal tumors) who underwent polypectomy, EMR, or ESD and received endoscopic surveillance subsequently for more than one year to detect local recurrence were enrolled in this study. The clinicopathological factors associated with local recurrence were determined via univariate and multivariate analyses. Local recurrence was observed in 31 of 360 (8.6%) patients [31 of 1412 (2.2%) lesions] after colorectal tumor resection. Piecemeal resection, tumor size of more than 2 cm, and the presence of villous components were associated with colorectal tumor recurrence after endoscopic resection. Of these three factors, the piecemeal resection procedure was identified as an independent risk factor for recurrence. Colorectal tumors resected into more than five pieces were associated with a high risk of recurrence since the average period from resection to recurrence in these cases was approximately 3 mo. The period to recurrence in cases resected into more than 5 pieces was much shorter than that in those resected into less than 4 pieces (3.8 ± 1.9 mo vs 7.9 ± 5.0 mo, P < 0.05). Local recurrence of endoscopically treated colorectal tumors depends upon the outcome of first endoscopic procedure. Piecemeal resection was the only significant risk factor associated with local recurrence after endoscopic resection.

1 May 2019 in Internal Medicine
Verified
Journal Article
Open access
PDF file
MKMasashi Kono
Masashi Kono
TSToshiharu Sakurai
Toshiharu Sakurai
KOKazuki Okamoto
Kazuki Okamoto
SMShou Masaki
Shou Masaki
TNTomoyuki Nagai
Tomoyuki Nagai
Masatoshi KudoMasatoshi Kudo
Masatoshi Kudo
Immunotherapy targeting programmed cell death-1 (PD-1) signaling is becoming the standard of care for advanced gastric cancer. We herein report a patient with gastric adenocarcinoma with peritoneal dissemination who was treated with nab-paclitaxel and ramucirumab following nivolumab and developed sclerosing cholangitis. Endoscopic retrograde cholangiography showed irregular narrowing and widening of the entire intrahepatic biliary system. Intriguingly, the patient receiving second-line chemotherapy with nab-paclitaxel plus ramucirumab prior to being administered nivolumab, however, he had experienced progressive disease. Thereafter, the administration of fourth-line chemotherapy with nab-paclitaxel and ramucirumab following nivolumab resulted in a clinical response. Nivolumab may enhance the efficacy of the subsequent chemotherapy regimens but also induce sclerosing cholangitis.

21 November 2021 in Cells
Verified
Journal Article
Open access
PDF file
SHSatoru Hagiwara
Satoru Hagiwara
Naoshi NishidaNaoshi Nishida
Naoshi Nishida
KUKazuomi Ueshima
Kazuomi Ueshima
Yasunori MinamiYasunori Minami
Yasunori Minami
Yoriaki KomedaYoriaki Komeda
Yoriaki Komeda
Masatoshi KudoMasatoshi Kudo
Masatoshi Kudo
The incidence of hepatocellular carcinoma (HCC) related to non-alcoholic fatty liver disease (NAFLD) is increasing worldwide. We analyzed 16 surgically resected HCC cases in which the background liver was pathologically diagnosed as NAFLD. Specimens with Brunt classification grade 3 or higher were assigned as the fibrotic progression group (n = 8), and those with grade 1 or lower were classified as the non-fibrosis progression group (n = 8). Comprehensive mutational and methylome analysis was performed in cancerous and noncancerous tissues. The target gene mutation analysis with deep sequencing revealed that CTNNB1 and TP53 mutation was observed in 37.5% and TERT promoter mutation was detected in 50% of cancerous samples. Furthermore, somatic mutations in non-cancerous samples were less frequent, but were observed regardless of the progression of fibrosis. Similarly, on cluster analysis of methylome data, status for methylation events involving non-cancerous liver was similar regardless of the progression of fibrosis. It was found that, even in cases of non-progressive fibrosis, accumulation of gene mutations and abnormal methylation within non-cancerous areas were observed. Patients with NAFLD require a rigorous liver cancer surveillance due to the high risk of HCC emergence based on the accumulation of genetic and epigenetic abnormalities, even when fibrosis is not advanced.