Updated on 2025/03/27

写真a

 
Matsuda Takuya
 
Organization
Graduate School of Medicine Program for Medical Sciences Assistant Professor
Title
Assistant Professor
Contact information
メールアドレス
External link

Degree

  • Doctor of Philosophy (Ph.D.) ( 2015.3   Ehime University Graduate School Of Medicine )

  • Medical Doctor (M.D.) ( 2007.9   Ehime University )

Research Interests

  • Artificial Intelligence

  • Cardiac CT

Research Areas

  • Life Science / Radiological sciences

Papers

  • Toward a unified understanding of drug-drug interactions: mapping Japanese drug codes to RxNorm concepts. International journal

    Yukinobu Kawakami, Takuya Matsuda, Noriaki Hidaka, Mamoru Tanaka, Eizen Kimura

    Journal of the American Medical Informatics Association : JAMIA   31 ( 7 )   1561 - 1568   2024.6

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    Language:English   Publishing type:Research paper (scientific journal)  

    OBJECTIVES: Linking information on Japanese pharmaceutical products to global knowledge bases (KBs) would enhance international collaborative research and yield valuable insights. However, public access to mappings of Japanese pharmaceutical products that use international controlled vocabularies remains limited. This study mapped YJ codes to RxNorm ingredient classes, providing new insights by comparing Japanese and international drug-drug interaction (DDI) information using a case study methodology. MATERIALS AND METHODS: Tables linking YJ codes to RxNorm concepts were created using the application programming interfaces of the Kyoto Encyclopedia of Genes and Genomes and the National Library of Medicine. A comparative analysis of Japanese and international DDI information was thus performed by linking to an international DDI KB. RESULTS: There was limited agreement between the Japanese and international DDI severity classifications. Cross-tabulation of Japanese and international DDIs by severity showed that 213 combinations classified as serious DDIs by an international KB were missing from the Japanese DDI information. DISCUSSION: It is desirable that efforts be undertaken to standardize international criteria for DDIs to ensure consistency in the classification of their severity. CONCLUSION: The classification of DDI severity remains highly variable. It is imperative to augment the repository of critical DDI information, which would revalidate the utility of fostering collaborations with global KBs.

    DOI: 10.1093/jamia/ocae094

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  • Feasibility of Bone Mineral Density and Bone Microarchitecture Assessment Using Deep Learning With a Convolutional Neural Network

    Kazuki Yoshida, Yuki Tanabe, Hikaru Nishiyama, Takuya Matsuda, Hidetaka Toritani, Takuya Kitamura, Shinichiro Sakai, Kunihiko Watamori, Masaki Takao, Eizen Kimura, Teruhito Kido

    JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY   47 ( 3 )   467 - 474   2023.5

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:LIPPINCOTT WILLIAMS & WILKINS  

    ObjectivesWe evaluated the feasibility of using deep learning with a convolutional neural network for predicting bone mineral density (BMD) and bone microarchitecture from conventional computed tomography (CT) images acquired by multivendor scanners.MethodsWe enrolled 402 patients who underwent noncontrast CT examinations, including L1-L4 vertebrae, and dual-energy x-ray absorptiometry (DXA) examination. Among these, 280 patients (3360 sagittal vertebral images), 70 patients (280 sagittal vertebral images), and 52 patients (208 sagittal vertebral images) were assigned to the training data set for deep learning model development, the validation, and the test data set, respectively. Bone mineral density and the trabecular bone score (TBS), an index of bone microarchitecture, were assessed by DXA. BMDDL and TBSDL were predicted by deep learning with a convolutional neural network (ResNet50). Pearson correlation tests assessed the correlation between BMDDL and BMD, and TBSDL and TBS. The diagnostic performance of BMDDL for osteopenia/osteoporosis and that of TBSDL for bone microarchitecture impairment were evaluated using receiver operating characteristic curve analysis.ResultsBMD(DL) and BMD correlated strongly (r = 0.81, P < 0.01), whereas TBSDL and TBS correlated moderately (r = 0.54, P < 0.01). The sensitivity and specificity of BMDDL for identifying osteopenia or osteoporosis were 93% and 90%, and 100% and 94%, respectively. The sensitivity and specificity of TBSDL for identifying patients with bone microarchitecture impairment were 73% for all values.ConclusionsThe BMDDL and TBSDL derived from conventional CT images could identify patients who should undergo DXA, which could be a gatekeeper tool for detecting latent osteoporosis/osteopenia or bone microarchitecture impairment.

    DOI: 10.1097/RCT.0000000000001437

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  • Utility of synthetic MRI in predicting pathological complete response of various breast cancer subtypes prior to neoadjuvant chemotherapy. International journal

    M Matsuda, N Fukuyama, T Matsuda, S Kikuchi, Y Shiraishi, Y Takimoto, Y Kamei, M Kurata, R Kitazawa, T Kido

    Clinical radiology   77 ( 11 )   855 - 863   2022.11

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    AIM: To evaluate the usefulness of synthetic magnetic resonance imaging (MRI) performed before the initiation of neoadjuvant chemotherapy (NAC) in predicting whether breast cancers can achieve a pathological complete response (pCR) after the completion of NAC. MATERIALS AND METHODS: This retrospective study investigated 37 consecutive patients with 39 breast cancers (pCR: 14, and non-pCR: 25) who underwent dynamic contrast-enhanced (DCE)-MRI and synthetic MRI before the initiation of NAC. Using synthetic MRI images, quantitative values (T1 and T2 relaxation times, proton density [PD] and their standard deviations [SD]) were obtained in breast lesions, before (Pre-T1, Pre-T2, Pre-PD, SD of Pre-T1, SD of Pre-T2, SD of Pre-PD) and after (Gd-T1, Gd-T2, Gd-PD, SD of Gd-T1, SD of Gd-T2, SD of Gd-PD) contrast agent injection. The aforementioned quantitative values and several morphological features that were identified on DCE-MRI were compared between pCR and non-pCR. RESULTS: Multivariate analyses revealed that the SD of Pre-T2 (p=0.038) was significant and was an independent predictor of pCR, with an area under the receiver operating characteristics curve of 0.829. The sensitivity, specificity, and accuracy of the SD of Pre-T2 with an optimal cut-off value of 11.5 were 71.4%, 80%, and 76.3%, respectively. CONCLUSIONS: The SD of Pre-T2 obtained from synthetic MRI was used successfully to predict those breast cancers that would achieve a pCR after the completion of NAC; however, these results are preliminary and need to be verified by further studies.

    DOI: 10.1016/j.crad.2022.06.019

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  • Usefulness of albumin-globulin ratio as a clinical prognostic factor in patients with thyroid cancer treated with radioiodine.

    Noriko Takata, Masao Miyagawa, Takuya Matsuda, Masahiro Takakado, Tomohisa Okada, Naoto Kawaguchi, Kenji Makita, Hirofumi Ishikawa, Shintaro Tsuruoka, Kotaro Uwatsu, Teruhito Kido

    Annals of nuclear medicine   35 ( 9 )   1015 - 1021   2021.9

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    OBJECTIVE: Albumin-globulin ratio (AGR), which is calculated by dividing serum albumin by serum globulin, is considered as a cancer-related inflammation biomarker. Although the prognosis of many solid cancers has been shown to be associated with AGR, there are no studies to demonstrate the association between the prognosis of thyroid cancer and AGR. The purpose of this study is to reveal the relationship between AGR and overall survival (OS) in patients with thyroid cancer who received radioactive iodine therapy (RIT). METHODS: Eighty-eight patients with thyroid cancer who had received RIT for the first time in our institution were included. The values before RIT were adopted as initial measurements for serum albumin, globulin, and thyroglobulin (Tg) and used for analysis. Patients were divided into two groups based on the AGR value. We analyzed the relationship between clinical factors and treatment outcome. RESULTS: The median follow-up period was 92.4 months (range: 30.1-173.9 months). The 5-year OS and progression-free survival (PFS) were 94% and 54%, respectively. Seventeen patients (< 65 years, 8; and ≥ 65 years, 9) died during the follow-up period. Low AGR was significantly associated with OS in both univariate and multivariate analyses (p = 0.0059 and p = 0.0120, respectively). As the 5-year OS was as high as 94%, there was no significant difference in survival rate between the two groups during the first 5 years. However, there seemed to be a remarkable difference in 10 years after the first RIT. On the other hand, Tg was significantly associated with PFS in both univariate and multivariate analyses (p = 0.0016 and p = 0.0441, respectively). In patients under the age of 65, the PFS rate was significantly lower in the low AGR group (p < 0.0001), while there was no difference in PFS rate between the two AGR groups in patients aged 65 years or older. CONCLUSIONS: AGR may be used as a prognostic factor in relatively younger patients with thyroid cancer treated with radioiodine, while it may be less useful in the older. Overall, it may be an independent prognostic factor for long-term survival in those with thyroid cancer.

    DOI: 10.1007/s12149-021-01635-2

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  • Unilateral lower limb atrophy associated with glomus tumors: a case report. International journal

    Yuji Akechi, Shiroh Miura, Masayuki Ochi, Moe Enoki, Takuya Matsuda, Riko Kitazawa, Taketsugu Fujibuchi, Hirofumi Ochi, Michiya Igase, Yasumasa Ohyagi

    Journal of medical case reports   15 ( 1 )   8 - 8   2021.1

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    BACKGROUND: Glomus tumors are soft tissue neoplasms comprised of glomus cells, vasculature, and smooth muscle cells, which occur commonly in a single subungual area of the digits, and their main clinical features include severe paroxysmal pain, localized tenderness, and cold hypersensitivity. CASE PRESENTATION: A 47-year-old Japanese man had suffered from chronic progressive paroxysmal shooting pain in his right leg since childhood. He avoided putting weight on his right foot whenever he walked. The frequency of paroxysmal pain and the number of tender points both gradually increased with age, and his right leg gradually atrophied. Magnetic resonance imaging of the lower extremity demonstrated multiple gadolinium-enhanced nodules that corresponded with his tender points. Excisional biopsy relieved his pain and provided a histopathological diagnosis of glomus tumors. CONCLUSION: This case suggests that small glomus tumors located in deep tissue may cause disuse atrophy because of their long delay before diagnosis. Clinicians should consider the potential for glomus tumors when patients exhibit unilateral lower limb muscular atrophy with pain.

    DOI: 10.1186/s13256-020-02616-1

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  • Computed tomographic evaluation of myocardial ischemia.

    Yuki Tanabe, Akira Kurata, Takuya Matsuda, Kazuki Yoshida, Dhiraj Baruah, Teruhito Kido, Teruhito Mochizuki, Prabhakar Rajiah

    Japanese journal of radiology   38 ( 5 )   411 - 433   2020.5

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    Myocardial ischemia is caused by a mismatch between myocardial oxygen consumption and oxygen delivery in coronary artery disease (CAD). Stratification and decision-making based on ischemia improves the prognosis in patients with CAD. Non-invasive tests used to evaluate myocardial ischemia include stress electrocardiography, echocardiography, single-photon emission computed tomography, and magnetic resonance imaging. Invasive fractional flow reserve is considered the reference standard for assessment of the hemodynamic significance of CAD. Computed tomography (CT) angiography has emerged as a first-line imaging modality for evaluation of CAD, particularly in the population at low to intermediate risk, because of its high negative predictive value; however, CT angiography does not provide information on the hemodynamic significance of stenosis, which lowers its specificity. Emerging techniques, e.g., CT perfusion and CT-fractional flow reserve, help to address this limitation of CT, by determining the hemodynamic significance of coronary artery stenosis. CT perfusion involves acquisition during the first pass of contrast medium through the myocardium following pharmacological stress. CT-fractional flow reserve uses computational fluid dynamics to model coronary flow, pressure, and resistance. In this article, we review these two functional CT techniques in the evaluation of myocardial ischemia, including their principles, technology, advantages, limitations, pitfalls, and the current evidence.

    DOI: 10.1007/s11604-020-00922-8

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  • Positron emission tomography/computed tomography detection of increased 18F-fluorodeoxyglucose uptake in the cardiac atria of patients with atrial fibrillation. International journal

    Emiri Watanabe, Masao Miyagawa, Teruyoshi Uetani, Masaki Kinoshita, Riko Kitazawa, Mie Kurata, Hayato Ishimura, Takuya Matsuda, Yuki Tanabe, Tomoyuki Kido, Teruhito Kido, Akira Kurata, Teruhito Mochizuki

    International journal of cardiology   283   171 - 177   2019.5

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    BACKGROUND: Direct evidence of inflammatory activity in the atria of patients with atrial fibrillation (AF) is scarce. We assessed the capability of positron-emission tomography/computed tomography (PET/CT) to diagnose AF based on fluorodeoxyglucose (FDG) uptake in the atrial wall. METHODS AND RESULTS: Among 8233 patients who underwent FDG-PET/CT as work-up for malignancies, we identified 180 consecutive patients with AF (2.2%). Of those, we selected 137 patients who had fasted >12 h before FDG injection for inclusion in the experimental group (88 men and 49 women; age: 72.7 ± 8.9 years). Controls were 62 age- and sex-matched patients without AF. For visual analysis, we used a 4-point grading system. For quantitative analysis, we used the maximum standard uptake value (SUVmax) in the left (LA) and right atrial (RA) myocardium and the target-to-background ratio (TBR) of SUVmax to blood pool activity. The sensitivity, specificity, and positive-predictive value for detecting AF visually were 54.0%, 95.2%, and 96.1%, respectively; for quantitative analysis, the respective values were 65.7%, 75.8%, and 85.7%. Multivariable analysis of 11 clinical and imaging variables showed significant associations with RA SUVmax (odds ratio [OR]: 14.353, P = 0.026) and LA volume (OR: 1.371, P = 0.0001). The RA TBR was greater in cases with persistent AF than in those with paroxysmal AF (P < 0.0001). Pathological investigation of 4 autopsy hearts confirmed infiltration of extravascular macrophages and lymphocytes in the regions with FDG uptake. CONCLUSIONS: Higher atrial FDG uptake was associated with AF. PET/CT could be a useful tool for detecting local inflammation in the atria with AF.

    DOI: 10.1016/j.ijcard.2018.10.106

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  • Diagnostic accuracy of late iodine enhancement on cardiac computed tomography with a denoise filter for the evaluation of myocardial infarction. Reviewed International journal

    Takuya Matsuda, Teruhito Kido, Toshihide Itoh, Hideyuki Saeki, Susumu Shigemi, Kouki Watanabe, Tomoyuki Kido, Shoji Aono, Masaya Yamamoto, Takeshi Matsuda, Teruhito Mochizuki

    The international journal of cardiovascular imaging   31 Suppl 2   177 - 85   2015.12

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    Authorship:Lead author, Corresponding author   Language:English   Publishing type:Research paper (scientific journal)   Publisher:SPRINGER  

    We evaluated the image quality and diagnostic performance of late iodine enhancement (LIE) in dual-source computed tomography (DSCT) with low kilo-voltage peak (kVp) images and a denoise filter for the detection of acute myocardial infarction (AMI) in comparison with late gadolinium enhancement (LGE) magnetic resonance imaging (MRI). The Hospital Ethics Committee approved the study protocol. Before discharge, 19 patients who received percutaneous coronary intervention after AMI underwent DSCT and 1.5 T MRI. Immediately after coronary computed tomography (CT) angiography, contrast medium was administered at a slow injection rate. LIE-CT scans were acquired via dual-energy CT and reconstructed as 100-, 140-kVp, and mixed images. An iterative three-dimensional edge-preserved smoothing filter was applied to the 100-kVp images to obtain denoised 100-kVp images. The mixed, 140-kVp, 100-kVp, and denoised 100-kVp images were assessed using contrast-to-noise ratio (CNR), and their diagnostic performance in comparison with MRI and infarcted volumes were evaluated. Three hundred four segments of 19 patients were evaluated. Fifty-three segments showed LGE in MRI. The median CNR of the mixed, 140-, 100-kVp and denoised 100-kVp images was 3.49, 1.21, 3.57, and 6.08, respectively. The median CNR was significantly higher in the denoised 100-kVp images than in the other three images (P < 0.05). The denoised 100-kVp images showed the highest diagnostic accuracy and sensitivity. The percentage of myocardium in the four CT image types was significantly correlated with the respective MRI findings. The use of a denoise filter with a low-kVp image can improve CNR, sensitivity, and accuracy in LIE-CT.

    DOI: 10.1007/s10554-015-0716-9

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  • Quantitative circumferential strain analysis using adenosine triphosphate-stress/rest 3-T tagged magnetic resonance to evaluate regional contractile dysfunction in ischemic heart disease Reviewed

    Masashi Nakamura, Tomoyuki Kido, Teruhito Kido, Yuki Tanabe, Takuya Matsuda, Yoshiko Nishiyama, Masao Miyagawa, Teruhito Mochizuki

    EUROPEAN JOURNAL OF RADIOLOGY   84 ( 8 )   1493 - 1501   2015.8

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:ELSEVIER IRELAND LTD  

    Purpose: We evaluated whether a quantitative circumferential strain (CS) analysis using adenosine triphosphate (ATP)-stress/rest 3-T tagged magnetic resonance (MR) imaging can depict myocardial ischemia as contractile dysfunction during stress in patients with suspected coronary artery disease (CAD). We evaluated whether it can differentiate between non-ischemia, myocardial ischemia, and infarction. We assessed its diagnostic performance in comparison with ATP-stress myocardial perfusion MR and late gadolinium enhancement (LGE)-MR imaging.
    Methods: In 38 patients suspected of having CAD, myocardial segments were categorized as non-ischemic (n = 485), ischemic (n = 74), or infarcted (n = 49) from the results of perfusion MR and LGE-MR. The peak negative CS value, peak circumferential systolic strain rate (CSR), and time-to-peak CS were measured in 16 segments.
    Results: A cutoff value of -12.0% for CS at rest allowed differentiation between infarcted and other segments with a sensitivity of 79%, specificity of 76%, accuracy of 76%, and an area under the curve (AUC) of 0.81. Additionally, a cutoff value of 477.3 ms for time-to-peak CS at rest allowed differentiation between infarcted and other segments with a sensitivity of 61%, specificity of 91%, accuracy of 88%, and an AUC of 0.75. The differences in CS values between ATP-stress and rest conditions ( A CS) in non-ischemic segments (median [first quartile, third quartile] -1.7 [-3.2, -0.1] %) were smaller than in segments with ischemia (+1.1 [+0.3, +2.3] %, p &lt; 0.001). A cutoff value of +0.3% for the Delta CS value could differentiate segments with ischemia from non-ischemic segments with a sensitivity of 75%, a specificity of 82%, an accuracy of 82%, and an AUC of 0.86.
    Conclusions: Circumferential strain analysis using tagged MR can quantitatively assess contractile dysfunction in ischemic and infarcted myocardium. (C) 2015 Elsevier Ireland Ltd. All rights reserved.

    DOI: 10.1016/j.ejrad.2015.04.025

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  • 心臓CTによる心筋虚血評価

    松田 卓也, 細川 浩平, 城戸 輝仁, 倉田 聖, 井上 祐馬, 長尾 充展, 東野 博, 望月 輝一

    Japanese Journal of Radiology   29 ( Suppl.I )   66 - 66   2011.1

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MISC

  • A machine learning approach to mapping drug entries on Japanese and U.S. Label documents.

    川上幸伸, 松田卓也, 高田春樹, 飛鷹範明, 田中守, 木村映善

    日本医療情報学会春季学術大会プログラム・抄録集   26th   2022

  • Evaluation of Myocardial Ischemia with Stable Angina Invited

    Kido Teruhito, Matsuda Takuya

    Japanisch-Deutsche Medizinische Berichte   64 ( 2 )   43 - 51   2020.5

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  • 希釈造影法を用いた冠動脈CTにおけるプラーク性状とIB-IVUSの比較検討

    吉田和樹, 田邊裕貴, 河内義弘, 桑原奈都美, 河内孝範, 平井邦明, 松田卓也, 川口直人, 倉田聖, 城戸倫之, 城戸輝仁, 中尾恭久, 上谷晃由, 山口修, 望月輝一

    日本心血管画像動態学会プログラム・抄録集   29th   2019

  • 冠動脈プラークMRIにおけるnon-selective IR併用segmented FLASH 3Dの基礎的検討(SPACE法を用いた相対値の検討)

    佐藤智, 佐伯翔太, 曽根真浩, 三宅宣雅, 藤本直紀, 千葉秀之, 中路光紀, 岡本隆, 松田卓也, 武田由貴恵, 菅田成紀

    愛媛県立病院学会々誌   51   2017

  • 心臓CTを用いた冠動脈支配灌流域解析ソフトウェアの整合性についての検討:ATP負荷心臓MRIとの比較

    福山直紀, 城戸輝仁, 田邊裕貴, 横山らみ, 中村壮志, 松田卓也, 西山香子, 倉田聖, 宮川正男, 望月輝一

    日獨医報   60 ( 2 )   2015

  • ダイナミック心筋CTperfusion撮影を用いた心筋血流定量評価の有用性についての検討;SPECT心筋灌流画像,MRI心筋灌流画像と比較して

    岩井勇磨, 田邊裕貴, 城戸輝仁, 松田卓也, 河野珠美, 上谷晃由, 大木元明義, 檜垣實男

    日本心臓病学会学術集会抄録(CD-ROM)   62nd   2014

  • 256列CTを用いた左室心機能評価:3T cine MRIとの比較

    城戸倫之, 中村壮志, 田邊裕貴, 横山らみ, 松田卓也, 西山香子, 川口直人, 城戸輝仁, 宮川正男, 望月輝一

    日獨医報   59 ( 2 )   2014

  • ATP負荷Tagging MRIを用いた心筋strainの検討

    中村壮志, 城戸倫之, 田邊裕貴, 横山らみ, 松田卓也, 川口直人, 西山香子, 城戸輝仁, 宮川正男, 望月輝一

    日獨医報   59 ( 1 )   2014

  • 【マルチモダリティによるCardiac Imaging 2013[臨床編] 最新技術がもたらすベネフィット:被ばく低減・低侵襲検査をめざして】PET、SPECTのストラテジー&アウトカム PET、SPECTの臨床における位置づけ 心臓検査におけるPETとSPECTの位置づけと被ばく低減法

    宮川 正男, 石村 隼人, 高橋 康幸, 西山 香子, 横山 らみ, 川口 直人, 松田 卓也, 中村 壮志, 望月 輝一

    INNERVISION   28 ( 5 )   72 - 75   2013.4

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  • 遅延造影MRIとFDG PET/CTの融合画像による心サルコイドーシスの評価

    横山らみ, 宮川正男, 中村壮志, 松田卓也, 川口直人, 西山香子, 城戸倫之, 城戸輝仁, 大木元明義, 檜垣實男, 望月輝一

    心臓核医学   15 ( 2 )   2013

  • 遅延造影MRIとFDG PET/CTの融合画像による心サルコイドーシスの評価

    横山らみ, 宮川正男, 中村壮志, 松田卓也, 川口直人, 西山香子, 城戸倫之, 城戸輝仁, 菊池隆徳, 大木元明義, 望月輝一

    核医学   50 ( 3 )   2013

  • 3D-PSIR法を用いた遅延造影MRIの検討:3D-IR法との比較

    城戸倫之, 中村壮志, 松田卓也, 横山らみ, 川口直人, 西山香子, 城戸輝仁, 宮川正男, 望月輝一

    日本医学放射線学会総会抄録集   72nd   2013

  • 【核医学実践ガイド2012】心臓用半導体SPECT装置の臨床的有用性

    宮川 正男, 高橋 康幸, 石村 隼人, 西山 香子, 川口 直人, 城戸 倫之, 松田 卓也, 中村 壮志, 城戸 輝仁, 倉田 聖, 大木元 明義, 檜垣 實男, 望月 輝一

    Rad Fan   10 ( 12 )   55 - 58   2012.9

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  • ATP負荷ダイナミック心筋かん流CTにおける定性評価と定量評価の関係

    松田 卓也, 倉田 聖, 中村 壮志, 川口 直人, 西山 香子, 城戸 倫之, 城戸 輝仁, 西村 和久, 井上 勝次, 鈴木 純, 大木元 明義, 檜垣 實男, 宮川 正男, 望月 輝一

    日本心臓病学会誌   7 ( Suppl.I )   517 - 517   2012.8

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Presentations

  • Predicting lung function from chest X-Ray image using deep learning method

    Takuya Matsuda, Wataru Toshimori, Yuki Tanabe, Kazuki Yoshida, Takaaki Hosokawa, Tomoro Morikawa, Megumi Matsuda, Teruhito Kido

    44th Fukuoka 2024 Joint Conference on Medical Informatics  2024.11 

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    Event date: 2024.11

    Language:Japanese   Presentation type:Poster presentation  

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  • 腎毒性薬投与後におけるAKI発症予測モデル構築の試み

    川上 幸伸, 松田 卓也, 高田 春樹, 木村 映善

    医療情報学連合大会論文集  2024.11  (一社)日本医療情報学会

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    Event date: 2024.11

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  • アウトカム評価未入力に関してのデータ分析

    菊池 竜太, 梶木 香織, 松下 祐子, 西田 慎太郎, 松田 卓也

    日本クリニカルパス学会誌  2024.9  (一社)日本クリニカルパス学会

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    Event date: 2024.9

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  • Evaluation of matching Japanese and U.S. drug labels using sentence embeddings

    Takuya Matsuda, Yuto Kuroda, Yukinobu Kawakami, Tomoyuki Kajiwara, Takashi Ninomiya, Eizen Kimura

    2023.11 

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    Event date: 2023.11

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  • Assessment of Breast Lesion Boundary on Synthetic MRI

    Hasnine Haque, Takuya Matsuda, Megumi Matsuda, Shotaro Fuchibe, Teruhito Kido

    The 51st Annual Meeting of the Japanese Society for Magnetic Resonance in Medcine 

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    Event date: 2023.9

    Language:English   Presentation type:Poster presentation  

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  • 国内外の医薬品情報データベースを用いた日米の医薬品コード間のマッピングの試みと日本と海外の薬物相互作用情報の比較

    川上 幸伸, 松田 卓也, 高田 春樹, 飛鷹 範明, 田中 守, 木村 映善

    第42回医療情報学連合大会(第23回日本医療情報学会学術大会)  2022.11 

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    Event date: 2022.11

    Language:Japanese  

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  • Feasibility study of machine learning for differentiation of benign and malignant Breast tumors using radiomics features of mapping images obtained from Synthetic MRI

    Takuya Matsuda, Megumi Matsuda, Kanako Okada, Wataru Toshimori, Eizen Kimura, Teruhito Kido

    2022.11 

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    Event date: 2022.11

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • Mapping of drug entities by utilizing Japanese and international drug information database and comparison of drug-drug interaction information databases.

    Yukinobu Kawakami, Takuya Matsuda, Haruki Takata, Noriaki Hidaka, Mamoru Tanaka, Eizen Kimura

    2022.7 

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    Event date: 2022.6 - 2022.7

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • 日本の医薬品のRxNormマッピングの試み

    木村 映善, 川上 幸伸, 松田 卓也

    第41回医療情報学連合大会(第22回日本医療情報学会学術大会)  2021.11 

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    Event date: 2021.11

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  • DPCデータを用いた臨床安全指標算出の試み

    松田 卓也, 松下 祐子, 木村 映善

    第41回医療情報学連合大会(第22回日本医療情報学会学術大会)  2021.11 

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    Event date: 2021.11

    Language:Japanese   Presentation type:Oral presentation (general)  

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Awards

  • Trainee Research Prize

    Radiological Society of North America (RSNA) 2012   Characteristics of cardiac F-18 FDG accumulation on PET/CT in patients with atrial fibrillation.

    Matsuda T, Miyagawa M, Okizuka Y, Kawaguchi N, Kido T, Kido T, Kurata A, Mochizuki T

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Research Projects

  • Development of new method for differentiating benign and malignant breast lesions using synthetic MRI and artificial intelligence

    2022.4 - 2026.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (C)  Grant-in-Aid for Scientific Research (C)

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    Grant amount:\3510000 ( Direct Cost: \2700000 、 Indirect Cost:\810000 )

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  • Index of coronary artery blood flow from dynamic CT perfusion image using 3D voxel-tracking technique

    2021.4 - 2024.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Early-Career Scientists  Grant-in-Aid for Early-Career Scientists

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    Grant amount:\2210000 ( Direct Cost: \1700000 、 Indirect Cost:\510000 )

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  • 超多列化CTを駆使した低侵襲・低被曝心筋血流定量評価法の開発と応用

    2020.4 - 2023.3

    日本学術振興会  科学研究費助成事業 基盤研究(C)  基盤研究(C)

    城戸 輝仁, 上谷 晃由, 松田 卓也, 城戸 倫之, 倉田 聖, 田邊 裕貴

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    Grant amount:\4030000 ( Direct Cost: \3100000 、 Indirect Cost:\930000 )

    初年度に撮影と画像再構成を行った30例において検証を実施した。得られた心位相画像を心電図上のR波間隔(RR間隔)を用いて10%刻みのデータで作成し、心筋における濃度時間曲線を作成した。従来の仮説では、拡張中期(RR間隔70%)を主体に心筋内微小循環血流が生じ、心筋内造影濃度上昇が最も大きく観測されることが期待されたが、実測データでは想定より早い心位相で心筋内血流充足が生じている可能性が示された。これは従来の表在冠動脈を中心とした侵襲的検査法では得られていない現象であり、非侵襲的に心筋内血流を観察できる超多列化CTのアドバンテージを示していることが期待される。心筋内血流はその絶対値と共に壁運動による心筋内圧の変化、相対的volume変動が生じることで、表在冠動脈と心筋内微小循環血流にズレが生じていることが予想され、血流情報と心筋形態情報を同時に観察できるCTにより新たな循環生理現象を示していると考えられた。
    このことから、本研究で当初期待していた拡張中期(RR間隔70-90%)だけでなく、新たに収縮後期を加えた位相(RR間隔40-90%)での解析を追加することとした。そのため、解析位相画像データ量が従来の検討に比して2-3倍に増やす必要が生じた。そこで、解析機器等の環境を増設、心拍動による画質低下に対応できるエコー機器の導入、自動解析システム(心筋追従プログラム)の改修、解析精度向上に向けた画像再構成技術の導入などを実施する必要性が生じた。
    一方、今回得られた知見は、従来推定されていた循環生理現象より複雑なメカニズムを有しており、近年問題とされている非狭窄性冠動脈疾患(INOCA)の原因究明にも結びつく可能性のある発見といえる。

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