Takayuki Matsumoto’s research while affiliated with Iwate Medical University and other places

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Publications (768)


Development of Deep Learning-Based Virtual Lugol Chromoendoscopy for Superficial Esophageal Squamous Cell Carcinoma
  • Article

December 2024

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6 Reads

Journal of Gastroenterology and Hepatology

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Sho Suzuki

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Yusuke Monno

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[...]

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Takayuki Matsumoto

Background Lugol chromoendoscopy has been shown to increase the sensitivity of detection of esophageal squamous cell carcinoma (ESCC). We aimed to develop a deep learning–based virtual lugol chromoendoscopy (V‐LCE) method. Methods We developed still V‐LCE images for superficial ESCC using a cycle‐consistent generative adversarial network (CycleGAN). Six endoscopists graded the detection and margins of ESCCs using white‐light endoscopy (WLE), real lugol chromoendoscopy (R‐LCE), and V‐LCE on a five‐point scale ranging from 1 (poor) to 5 (excellent). We also calculated and compared the color differences between cancerous and non‐cancerous areas using WLE, R‐LCE, and V‐LCE. Results Scores for the detection and margins were significantly higher with R‐LCE than V‐LCE (detection, 4.7 vs. 3.8, respectively; p < 0.001; margins, 4.3 vs. 3.0, respectively; p < 0.001). There were nonsignificant trends towards higher scores with V‐LCE than WLE (detection, 3.8 vs. 3.3, respectively; p = 0.089; margins, 3.0 vs. 2.7, respectively; p = 0.130). Color differences were significantly greater with V‐LCE than WLE ( p < 0.001) and with R‐LCE than V‐LCE ( p < 0.001) (39.6 with R‐LCE, 29.6 with V‐LCE, and 18.3 with WLE). Conclusions Our V‐LCE has a middle performance between R‐LCE and WLE in terms of lesion detection, margin, and color difference. It suggests that V‐LCE potentially improves the endoscopic diagnosis of superficial ESCC.


Correction: Novel subharmonic-aided pressure estimation for identifying high-risk esophagogastric varices
  • Article
  • Full-text available

December 2024

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5 Reads

Journal of Gastroenterology

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Flow chart of the assessment of patients with ulcerative colitis (UC) treated with upadacitinib, filgotinib or tofacitinib in this study. Efficacy was assessed in patients with active UC and safety was analysed in the overall population. PSM, propensity score matching.
Bar graphs showing clinical remission, clinical response and corticosteroid (CS)‐free remission at 10 weeks, 26 weeks and 58 weeks and at the most recent follow‐up after initiation of (A) upadacitinib, (B) filgotinib and (C) tofacitinib. Endoscopic improvement is included at the most recent follow‐up. Data were analysed by means of a per‐protocol approach.
Forest plots showing comparative efficacies between (A) upadacitinib and filgotinib, (B) tofacitinib and filgotinib and (C) upadacitinib and tofacitinib. Each Janus kinase (JAK) inhibitor user with active UC was matched one‐to‐one with nearest neighbours using a calliper width of 0.2 of the standard deviation of the logit of the propensity score. Logistic regression analysis was used to compare outcomes in each propensity score‐matched cohort. The logistic regression analysis included only the JAK inhibitor as an independent variable.
Forest plots showing the comparative safety between (A) upadacitinib and filgotinib, (B) tofacitinib and filgotinib and (C) upadacitinib and tofacitinib. Each Janus kinase (JAK) inhibitor user was matched one‐to‐one with nearest neighbours using a calliper width of 0.2 of the standard deviation of the logit of the propensity score. Logistic regression analysis was used to compare outcomes in each propensity score‐matched cohort. The logistic regression analysis included only the JAK inhibitor as an independent variable.
Comparative Efficacy and Safety of Three Janus Kinase Inhibitors in Ulcerative Colitis: A Real‐World Multicentre Study in Japan

November 2024

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30 Reads

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2 Citations

Alimentary Pharmacology & Therapeutics

Background Three Janus kinase (JAK) inhibitors are approved for ulcerative colitis (UC) in Japan. Aim To compare the real‐world efficacy and safety of these three JAK inhibitors in UC. Methods This was a multicentre, retrospective study of patients with UC started on JAK inhibitors. The primary outcome was clinical remission at 10, 26 and 58 weeks, and at the most recent follow‐up. To compare the efficacy and safety among the JAK inhibitors, we created three matched cohorts (upadacitinib vs. filgotinib, tofacitinib vs. filgotinib and upadacitinib vs. tofacitinib) using propensity score matching. Results We identified 228 upadacitinib‐treated patients (median follow‐up 49 weeks; IQR 25–72), 215 filgotinib‐treated patients (follow‐up 56 weeks; IQR 17–82) and 159 tofacitinib‐treated patients (follow‐up 112 weeks; IQR 10–258). Clinical remission rates for upadacitinib, filgotinib and tofacitinib at the most recent follow‐up were 72.8%, 50.6% and 45.8%, respectively. Over 70% of the patients previously treated with other biologics or JAK inhibitors achieved clinical remission with upadacitinib. On multivariate analysis, the number of previous advanced therapies was inversely associated with the efficacy of filgotinib and tofacitinib. Comparative analysis showed that upadacitinib‐treated patients had higher efficacy and lower risk of discontinuation than patients treated with other JAK inhibitors. However, upadacitinib had a significant risk of acne. Conclusions Considering the particularly high efficacy of upadacitinib, even in patients with refractory UC, filgotinib or tofacitinib may be considered as an upfront JAK inhibitor before using upadacitinib.


Fig. 1: Flowchart depicting the disposition of cases in the study.
Fig. 3: Endoscopic findings in patients with IBDU carrying MEFV mutations. Oesophagogastroduodenal lesions (a), small intestinal lesions (b), and colonic lesions (c). IBDU: inflammatory bowel disease unclassified, MEFV: MEditerranean FeVer.
Fig. 4: Cytokine production from THP-1 cells transfected with exon 2 mutation plasmids after differentiation with phorbol 12-myristate 13-acetate and stimulation with lipopolysaccharide plus adenosine triphosphate. CI: confidence interval, IL: interleukin, TNF: tumour necrosis factor.
Fig. 5: Microbiome analysis. Differences in the α-and β-diversity and hierarchical clustering of gut microbiota (a) between patients with IBDU carrying MEFV mutations and healthy controls and (b) between patients with IBDU carrying MEFV mutations and those with IBD. (c) Differences in α-diversity between patients with IBDU carrying MEFV mutations who complained of FMF-related symptoms including abdominal symptoms and those who did not. Phylogenetic tree highlighting abundant gut microbiota and metagenomic profiles at genus level (d) between patients with IBDU carrying MEFV mutation and healthy controls and (e) between patients with IBDU carrying MEFV mutations and those with IBD. IBD: inflammatory bowel disease, IBDU: inflammatory bowel disease unclassified, MEFV: MEditerranean FeVer.
Involvement of Mediterranean fever gene mutations in colchicine-responsive enterocolitis: a retrospective cohort study

November 2024

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24 Reads

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1 Citation

EBioMedicine

Background The involvement of Mediterranean fever (MEFV) gene mutations in patients with inflammatory bowel disease unclassified (IBDU) remains unclear. This study aimed to determine the clinical characteristics and responsiveness to colchicine in Japanese patients with IBDU carrying MEFV mutations. Methods In this retrospective cohort study, we examined MEFV mutations using gene analysis, clinical information, and colchicine responsiveness. Furthermore, we examined cytokine production in exon 2-mutated THP-1 cells (a monocytic cell line) and microbiome analysis. Findings Of the 396 patients diagnosed with IBDU, 60.1% had MEFV mutations. Exon 2 mutations were the most common (83.7%). Among patients with available clinical information, 43.3% of patients with IBDU had typical Familial Mediterranean fever (FMF). The efficacy of colchicine in patients with IBDU carrying MEFV mutations was 84.6%. Significant differences were noted in the production of inflammatory; cytokines between THP-1 cells with and without MEFV mutations. Microbial compositions differed between patients with IBDU carrying MEFV mutations and patients with IBD and healthy controls. Interpretation Patients with IBDU carrying MEFV mutations responded well to colchicine treatment. A notable subset of patients met the criteria for typical FMF. Alterations in intestinal microbiota may contribute to disease pathogenesis. Funding This work was supported by the 10.13039/100009619Japan Agency for Medical Research and Development (21ek0410057h0003), a grant from the 10.13039/100008732Uehara Memorial Foundation, and the Health and Labour Sciences Research Grants for research on intractable diseases from the 10.13039/501100003478Ministry of Health, Labour and Welfare (MHLW) of Japan (Investigation and Research for Intractable Inflammatory Bowel Disease; Grant Number 20316729).


Study flow. CAM, class activation mapping; CAD, computer-aided diagnosis; ROI, region of interest; IoU, intersection over union.
ROI, Union of ROI and Intersection of ROI, and IoU. ROI, region of interest; IoU, intersection over union.
IoU: correct versus incorrect diagnosis. IoU was significantly higher in correctly identified lesions (n = 54) than incorrect ones (n = 28). IoU, intersection over union.
IoU by lesion size, location, morphology and subtype of histology. There was no specific trend observed between the IoU and lesion morphology, size, or location. However, IoU trended to be higher for moderately or poorly differentiated adenocarcinomas compared to papillary or well-differentiated adenocarcinomas. IoU, intersection over union.
Examples for ROIs by CAD and endoscopist. Left top: original images; right top: CAM images; left bottom: ROI by endoscopists; right bottom: ROI by CAD. 15 mm, 0-Is, mod. differentiation, IoU = 0.219. 15 mm, 0-IIa, mod. differentiation, IoU = 0.495. 20 mm, 0-Is, well differentiation. IoU = 0.0113. ROI, region of interest; CAD, computer-aided diagnosis; CAM, class activation mapping; mod, moderately.
Differences in regions of interest to identify deeply invasive colorectal cancers: Computer-aided diagnosis vs expert endoscopists

November 2024

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46 Reads

Background and study aims Diagnostic performance of a computer-aided diagnosis (CAD) system for deep submucosally invasive (T1b) colorectal cancer was excellent, but the “regions of interest” (ROI) within images are not obvious. Class activation mapping (CAM) enables identification of the ROI that CAD utilizes for diagnosis. The purpose of this study was a quantitative investigation of the difference between CAD and endoscopists. Patients and methods Endoscopic images collected for validation of a previous study were used, including histologically proven T1b colorectal cancers (n = 82; morphology: flat 36, polypoid 46; median maximum diameter 20 mm, interquartile range 15–25 mm; histological subtype: papillary 5, well 51, moderate 24, poor 2; location: proximal colon 26, distal colon 27, rectum 29). Application of CAM was limited to one white light endoscopic image (per lesion) to demonstrate findings of T1b cancers. The CAM images were generated from the weights of the previously fine-tuned ResNet50. Two expert endoscopists depicted the ROI in identical images. Concordance of the ROI was rated by intersection over union (IoU) analysis. Results Pixel counts of ROIs were significantly lower using 165K[x103] [108K-227K] than by endoscopists (300K [208K-440K]; P < 0.0001) and median [interquartile] of the IoU was 0.198 [0.024-0.349]. IoU was significantly higher in correctly identified lesions (n = 54, 0.213 [0.116-0.364]) than incorrect ones (n=28, 0.070 [0.000-0.2750, P = 0.033). Concusions IoU was larger in correctly diagnosed T1b colorectal cancers. Optimal annotation of the ROI may be the key to improving diagnostic sensitivity of CAD for T1b colorectal cancers.


Fig. 3 Receiver-operator curve (ROC) analysis for discriminating the high-risk group. The area under the ROC (AUROC) in discriminating the high-risk group was 0.92, 0.86, 0.84, 0.82, and 0.81 for HV-PV, Baveno criteria, LSM (SWE), SSM (SWE), and LSM (VCTE), respectively
Fig. 4 Schematic illustration of the hypothesized mechanisms of venous flow and pressure and the SHAPE gradient in clinically significant portal hypertension (CSPH). a Normal liver, and b CSPH. In CSPH, the PV subharmonic signal amplitude decreased owing to smaller microbubbles from increased portal pressure, and portosystemic shunting reduced the PV flow and lowered the microbubble
Novel subharmonic-aided pressure estimation for identifying high-risk esophagogastric varices

October 2024

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26 Reads

Journal of Gastroenterology

Background Subharmonic-aided pressure estimation (SHAPE) is a technique for determining changes in ambient pressure. We aimed to analyze a novel SHAPE integrated into ultrasound diagnostic equipment to predict patients with liver cirrhosis at high risk of esophagogastric varices (EV). Methods This prospective study included 111 patients with liver cirrhosis diagnosed between 2020 and 2023. We obtained liver stiffness measurements (LSM) and spleen stiffness measurements (SSM) using shear wave elastography and hepatic vein-portal vein (HV-PV) gradient using the SHAPE method. The EV risk was determined either as null, low, or high by esophagoscopy and Child–Pugh stage. Results HV-PV gradient increased concordantly with the increase in EV risk (− 7.0 dB in null-risk, − 4.4 dB in low-risk, and − 2.0 dB in high-risk) with statistically significant difference among any two groups. The most appropriate cut-off value of the HV-PV gradient was − 3.5 dB, and sensitivity, specificity, and positive and negative predictive values were 80.0%, 89.0%, 80.0%, and 88.0%, respectively. The areas under the curve values for predicting the high-risk EV were 0.920, 0.843, and 0.824 for the HV-PV gradient, LSM, and SSM, respectively. Conclusions The novel SHAPE system demonstrated high accuracy in identifying patients with liver cirrhosis at a high risk of EV.


Body mass index of 23 or greater is relevant to hepatic steatosis and fibrosis in patients with harmful alcohol use

October 2024

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6 Reads

Hepatology Research

Background Steatotic liver disease, characterized by a combination of metabolic dysfunction, alcohol use, or specific etiologies, is a leading cause of chronic liver disease. However, the role of metabolic dysfunction in chronic liver disease with harmful alcohol use remains unclear. This study aimed to investigate factors associated with hepatic steatosis and fibrosis in patients with harmful alcohol use. Methods Over a 2‐year period, we registered patients with harmful alcohol use, defined by an Alcohol Use Disorders Identification Test score of 8 or higher. We retrospectively analyzed background information, blood test results, ultrasound‐guided attenuation parameter (attenuation coefficient), and liver stiffness measurement. Hepatic steatosis was defined as attenuation coefficient ≥0.65 dB/cm/MHz, and fibrosis as liver stiffness measurement ≥7.5 kPa. Results The study included 131 patients (82% men, median age 59 years). Linear regression analysis revealed significant associations with attenuation coefficient for body mass index ≥23 (0.08, p < 0.0001) and age (−0.002, p = 0.002). Liver stiffness measurement was associated with body mass index ≥23 (2.52, p = 0.001), aspartate aminotransferase (0.02, p = 0.0189), gamma‐glutamyl transpeptidase (0.008, p < 0.0001), platelet count (−0.02, p = 0.001), and prothrombin international normalized ratio (26.40, p < 0.0001). Among the four groups classified by the presence or absence of steatosis and fibrosis, patients with fibrosis, but without steatosis, demonstrated the lowest liver reserve. In contrast, patients with both steatosis and fibrosis showed higher aspartate aminotransferase and gamma‐glutamyl transpeptidase levels. Conclusions Body mass index is associated with both hepatic steatosis and fibrosis in patients with harmful alcohol use.


Fig. 1 Kaplan-Meier curves for OS and PFS in the overall population of patients treated with durvalumab plus tremelimumab. a OS did not reach the median; b the median PFS was 3.0 months (95%
Fig. 2 Kaplan-Meier curves for OS and PFS in the HIMALAYA-in and HIMALAYA-out groups. a OS did not reach the median; b the median PFS was 4.7 months (95% CI 1.2-6.4) in the HIMALAYAin group; and 2.9 months (95% CI 2.0-6.8) in the HIMALAYA-out
Early Clinical Outcomes of Durvalumab Plus Tremelimumab in Unresectable Hepatocellular Carcinoma: A Real-World Comparison with First-Line or Later-Line Treatment

October 2024

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12 Reads

Drugs - Real World Outcomes

Durvalumab plus tremelimumab (Durva/Treme) has recently been approved as a first-line or later-line treatment for patients with unresectable hepatocellular carcinoma (u-HCC) in Japan. We assessed the real-world outcomes of Durva/Treme for u-HCC, with a focus on treatment efficacy and safety. We retrospectively evaluated 22 patients with u-HCC treated with Durva/Treme at Iwate Medical University during the period from 2023 to 2024, with a comparison of the clinical outcomes between patients who received Durva/Treme as first-line and later-line treatments. We further evaluated changes in the modified albumin-bilirubin (mALBI) grade during treatment. There were 10 patients in the first-line group and 12 patients in the later-line treatment group. During the follow-up with a median duration of 7.6 months, the median progression-free survival (first-line versus later-line: 4.7 months versus 2.9 months, p = 0.85), the objective response rate (0.0% versus 16.7%, p = 0.48), the disease control rate (60.0% versus 58.4%, p = 1.00), and the incidence of any adverse event (50.0% versus 75.0%, p = 0.38) were not statistically different between the two groups. The changes in the mALBI scores were not statistically significant (p = 0.75). Durva/Treme may be effective and safe for patients with u-HCC, even in patients who receive Durva/Treme as a later-line treatment.


Citations (49)


... We thank Woelfel et al [1] for their interest and comments on our research article [2]. We demonstrated superior efficacy of upadacitinib over two other Janus kinase (JAK) inhibitors in ulcerative colitis (UC). ...

Reference:

Editorial: Individualising JAK Inhibitor Selection for Patients With Ulcerative Colitis—Authors' Reply
Comparative Efficacy and Safety of Three Janus Kinase Inhibitors in Ulcerative Colitis: A Real‐World Multicentre Study in Japan

Alimentary Pharmacology & Therapeutics

... In a recent retrospective cohort study in Japan, MEFV mutations were detected in 238 of the 396 patients diagnosed with IBDU, Fig. 2, no significant change was observed with exon 2 mutations being the most common. Of the 134 cases, except for those with insufficient information on the clinical background and colchicine responsiveness, typical FMF and atypical FMF were 58 and 59 cases, respectively [19]. Gucenmez et al. reported that patients with FMF had significantly higher fecal calprotectin levels than those of healthy controls, suggesting that patients with FMF have asymptomatic enteritis [20]. ...

Involvement of Mediterranean fever gene mutations in colchicine-responsive enterocolitis: a retrospective cohort study

EBioMedicine

... Superficial esophageal squamous cell carcinoma (SESCC) without lymph node metastasis can be curatively resected using endoscopic submucosal dissection (ESD) [3]. The risk of lymph node metastasis in SESCC is closely correlated with the depth of invasion into the mucosa or submucosa [4], highlighting the significance of early diagnosis and treatment in managing SESCC. The morphology of intrapapillary capillary loops (IPCL) in the esophageal squamous epithelium can be used to esti-mate the invasion depth of SESCC [5]. ...

Risk factors and pattern of metastatic recurrence after endoscopic resection with additional treatment for esophageal cancer
  • Citing Article
  • June 2024

Diseases of the Esophagus

... Some research suggests that obesity alone may have a protective effect in elderly cirrhotic patients, a phenomenon known as the "obesity paradox". Conversely, when obesity is accompanied by sarcopenia, this protective effect diminishes, leading to poorer outcomes [28]. In MASLD, the combination of increased visceral fat and muscle loss intensifies insulin resistance and systemic inflammation, accelerating liver fibrosis and elevating the risk of cirrhosis and hepatocellular carcinoma. ...

Positive impact of obesity on the prognosis of liver cirrhosis
  • Citing Article
  • May 2024

Journal of Gastroenterology and Hepatology

... We showed that patients with UC and higher platelet counts had less clinical efficacy with filgotinib [2,4]. The median platelet count was 30 x 10 [4]/μl in patients who achieved clinical remission at the most recent follow-up and 33 x 10 [4]/ μl in patients who did not. ...

Efficacy and safety of filgotinib for ulcerative colitis: A real‐world multicenter retrospective study in Japan

Alimentary Pharmacology & Therapeutics

... Distribution varies geographically; in the United States, neuroendocrine tumors are most common (35-42%), followed by adenocarcinoma (30-40%) [4]. In Japan, lymphomas (47%) are the most common, followed by gastrointestinal stromal tumors (25%), and adenocarcinoma (24%) [5]. ...

Clinicopathological features and prognosis of primary small bowel adenocarcinoma: a large multicenter analysis of the JSCCR database in Japan

Journal of Gastroenterology

... In Japan, the effectiveness and safety of the folinic acid, fluorouracil, and oxaliplatin regimen for SBA have been reported (26). As described in the National Comprehensive Cancer Network guideline (27), the combination of fluoropyrimidine with irinotecan (such as folinic acid, fluorouracil, and irinotecan) may be an alternative option (28). The only method of radical treatment of SBA is surgical resection and its extension depends on the location of a primary lesion and disease stage (29). ...

Outcomes of Metastatic and Unresectable Small Bowel Adenocarcinoma in Japan According to the Treatment Strategy: A Nationwide Observational Study

JCO Global Oncology

... Bars indicate standard error. Dotted lines indicate cutoff values for mALBI grades 2a and 2b, Child-Pugh grades A and B. ALBI albumin-bilirubin the diagnosis of immune-related colitis [29,30], early and prompt interventions should be seriously considered in cases suspected of having the condition. ...

Immune checkpoint inhibitor-associated colitis in unresectable hepatocellular carcinoma: two cases of early onset after treatment with durvalumab plus tremelimumab
  • Citing Article
  • January 2024

Clinical Journal of Gastroenterology

... Danese et al. found that in patients with moderate to severe CD, guselkumab administered intravenously as induction treatment and subcutaneously as maintenance treatment achieved high clinical and endoscopic success rates up to week 48. They did not identify any new safety risks during the use of this drug [129]. ...

Efficacy and safety of 48 weeks of guselkumab for patients with Crohn's disease: maintenance results from the phase 2, randomised, double-blind GALAXI-1 trial
  • Citing Article
  • December 2023

The Lancet Gastroenterology & Hepatology

... Nevertheless, the IV route was the first choice in 12.8% of patients [11]. In Japan, according to a survey among IBD patients, oral administration was the preferred route for most patients; however, more patients preferred in-hospital infusion or injection therapy over self-injection therapy [12]. Brunet-Houdard et al. discovered that Crohn's patients with impaired HRQoL preferred the IV route. ...

Questionnaire survey for IBD patients in Japan; A Web-based J-CUP Survey

Crohn s & Colitis 360