Updated on 2026/03/12

写真a

 
MIYACHI Takayuki
 
Organization
Nagoya University Hospital Radiology Assistant Professor of Hospital
Title
Assistant Professor of Hospital

Degree 3

  1. 博士(医学) ( 2026.3   浜松医科大学 ) 

  2. 修士 (医療技術学) ( 2016.3   名古屋大学 ) 

  3. 学士 (保健学) ( 2014.3   名古屋大学 ) 

Research Interests 3

  1. 医学物理学

  2. 核医学技術学

  3. 放射線治療

Research Areas 1

  1. Life Science / Radiology

Research History 1

  1. Nagoya University   Assistant Professor of Hospital

    2023.5

      More details

    Country:Japan

Education 3

  1. Nagoya University

    2014.4 - 2016.3

      More details

    Country: Japan

  2. Nagoya University

    2010.4 - 2014.3

      More details

    Country: Japan

  3. Hamamatsu University School of Medicine

    2022.4 - 2026.3

      More details

    Country: Japan

Professional Memberships 4

  1. 日本放射線腫瘍学会

    2023.6

  2. 日本医学物理士会

    2023.5

  3. 日本核医学技術学会

    2016.4

  4. 日本医学物理学会

    2013.10

Committee Memberships 1

  1. 日本医学物理士会   教育委員会委員  

    2024.9   

      More details

    Committee type:Academic society

 

Papers 4

  1. Machine learning model for predicting interfraction motion of the seminal vesicles in prostate cancer radiotherapy Reviewed Open Access

    Terabe M, Kamomae T, Taniguchi Y, Miyachi T, Ichikawa H, Miyauchi R, Ito J, Kawamura M, Ishihara S, Naganawa S

    RADIOTHERAPY AND ONCOLOGY   Vol. 216   page: 111368   2026.3

     More details

    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Radiotherapy and Oncology  

    Background and purpose: In external beam radiotherapy for prostate cancer, inclusion of the seminal vesicles (SV) in the clinical target volume (CTV) is often complicated by considerable SV motion and deformation. This study aimed to investigate the feasibility of predicting patient-specific SV motion using anatomical features surrounding the prostate on planning CT (pCT) images. Materials and methods: Interfractional SV motion was quantified using five pretreatment cone-beam CT (CBCT) scans per patient from a cohort of 191 prostate cancer patients. Patients whose SV was not fully covered by a 3-mm margin were assigned to the High SV Motion Group, which served as the target for prediction. A total of 42 anatomical features were extracted from the contours of the prostate, SV, bladder, and rectum on the pCT. Feature selection was performed using Random-Forest Recursive Feature Elimination, and a machine learning model was developed and evaluated using both internal and external patient cohorts. Results: Four anatomical features were selected, including those based on the anatomical relationship between the prostate and the SV. Using these features, the best-performing light gradient boosting machine model achieved an area under the receiver operating characteristic curve of 0.724 in the internal test and 0.632 in the external test for identifying patients in the High SV Motion Group. Conclusion: This study suggests an association between anatomical features derived from pCT and patient-specific SV motion. Although the current predictive performance is moderate, this approach may help support radiotherapy strategies when the SV is included in the CTV.

    DOI: 10.1016/j.radonc.2026.111368

    Open Access

    Web of Science

    Scopus

    PubMed

  2. Integration of dual-energy computed tomography and radiomics to improve noninvasive assessment of liver fibrosis: A retrospective study Reviewed

    Miyachi T, Ichikawa S, Kobayashi T, Osugi A, Suzuki R, Kakuya M, Funayama S, Tanahashi Y, Ozaki K, Goshima S

    Journal of Clinical Imaging Science   Vol. 16 ( 8 )   2026.2

     More details

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

    DOI: 10.25259/JCIS_255_2025

  3. Effects of cardiac motion on dose distribution during stereotactic arrhythmia radioablation treatment: A simulation and phantom study Reviewed International journal

    Miyachi T, Kamomae T, Kawabata F, Okudaira K, Kawamura M, Ishihara S, Naganawa S

    JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS   Vol. 26 ( 5 ) page: e70021   2025.5

     More details

    Authorship:Lead author, Corresponding author   Language:English   Publishing type:Research paper (scientific journal)   Publisher:Journal of Applied Clinical Medical Physics  

    Purpose: Cardiac motion may degrade dose distribution during stereotactic arrhythmia radioablation using the CyberKnife system, a robotic radiosurgery system. This study evaluated the dose distribution changes using a self-made cardiac dynamic platform that mimics cardiac motion. Methods: The cardiac dynamic platform was operated with amplitudes of 5 and 3.5 mm along the superior–inferior (SI) and left–right (LR) directions, respectively. The respiratory motion tracking of the CyberKnife system was applied when respiratory motion, simulated using a commercial platform, was introduced. The accuracy of respiratory motion tracking was evaluated by the correlation error between infrared markers and a fiducial marker. The dose distribution was compared with and without cardiac motion. The evaluations included error in the centroid analysis of the irradiated dose distribution, dose profile analysis in the SI and LR directions, and dose distribution analysis comparing the irradiated and planned dose distributions. Results: Cardiac motion increased the correlation error in the direction of motion. Cardiac motion displaced the centroid by up to 0.23 and 0.19 mm in the SI and LR directions, respectively. Cardiac motion blurring caused the distance of the isodose lines to become smaller (bigger) at higher (lower) doses in the SI direction. The gamma pass rate was reduced by cardiac motion but exceeded 94.1% with 1 mm/3% for all conditions. Respiratory motion tracking was also effective under cardiac motion. The cardiac motion slightly varied the dose at the edges of the irradiation volume. Conclusion: While cardiac motion increased respiratory tracking correlation errors, its effects on dose distribution were limited in this study. Further studies using motion phantoms that are close to a human or individual patient are necessary for a more detailed understanding of the effects of cardiac motion.

    DOI: 10.1002/acm2.70021

    Web of Science

    Scopus

    PubMed

  4. Comparison of single- and multi-isocenter planning with Dynamic WaveArc for multiple brain metastases Reviewed International journal Open Access

    Terabe M, Kamomae T, Taniguchi Y, Ichikawa H, Yamada T, Miyachi T, Miyauchi R, Ito J, Ishihara S

    JOURNAL OF RADIATION RESEARCH   Vol. 66 ( 1 ) page: 74 - 81   2024.12

     More details

    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Journal of Radiation Research  

    Dynamic WaveArc (DWA) is a technique used for continuous, non-coplanar volumetric-modulated arc therapy on the Vero4DRT platform. This study aimed to evaluate the application of single-isocenter DWA (SI-DWA) for treating multiple brain metastases by comparing dose distribution and irradiation time with multi-isocenter DWA (MI-DWA) through retrospective treatment planning. Treatment plans were developed for SI-DWA and MI-DWA in 14 cases with 3-5 brain metastases. Parameters assessed included target dose indices, such as conformity index (CI) of the planning target volume (PTV), volumes of normal brain excluding gross tumor volumes (GTVs) receiving a single dose equivalent of 14 Gy (V14), V30%, V20%, V10%, volumes of normal brain, including GTVs receiving a single dose equivalent of 12 Gy (V12), D2% for other organs at risk, and beam-on time. SI-DWA showed inferior CI, V14, and V12 values for lesions with PTV volumes <1 cc, whereas it performed equivalently to MI-DWA for lesions with PTV volumes ≥1 cc. SI-DWA resulted in higher volumes of normal brain receiving low doses compared to MI-DWA. SI-DWA exhibited significantly shorter beam-on times than MI-DWA. In conclusion, SI-DWA is an effective method for treating multiple brain metastases with PTV volumes ≥1 cc, offering an index of radiation-induced brain necrosis comparable with MI-DWA while allowing for shorter irradiation times.

    DOI: 10.1093/jrr/rrae098

    Open Access

    Web of Science

    Scopus

    PubMed

Presentations 6

  1. 難治性不整脈に対するサイバーナイフ定位放射線治療:医学物理学の視点から Invited

    宮地 貴之

    第26回放射線研究セミナー  2025.4.5  放射線研究セミナー・GEヘルスケアファーマ株式会社

     More details

    Event date: 2025.4

    Language:Japanese   Presentation type:Oral presentation (invited, special)  

    Venue:ホテルメルパルク名古屋   Country:Japan  

  2. 核医学の”しんか” ~放射線治療の視点から~ Invited

    宮地 貴之

    第202回日本核医学技術学会東海地方会  2024.9.28  日本核医学技術学会

     More details

    Event date: 2024.9

    Language:Japanese   Presentation type:Oral presentation (invited, special)  

    Venue:ウインクあいち   Country:Japan  

  3. Effect of ICD Lead Orientation as a fiducial Marker for Respiratory Tracking in Stereotactic Arrhythmia Radioablation International conference

    Takayuki Miyachi, Takeshi Kamomae, Fumitaka Kawabata, Kuniyasu Okudaira, Mariko Kawamura, Shunichi Ishihara, Shinji Naganawa

    The 10th Japan-Korea Joint Meeting on Medical Physics  2024.9.21 

     More details

    Event date: 2024.9

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Nagoya Congress Center   Country:Japan  

  4. 名大病院におけるCyberKnifeを用いた脊椎SBRTの考え方 Invited

    宮地 貴之

    東海放射線腫瘍研究会第64回技術部会  2024.6.16  東海放射線腫瘍研究会技術部会

     More details

    Event date: 2024.6

    Language:Japanese   Presentation type:Symposium, workshop panel (nominated)  

    Venue:Online開催   Country:Japan  

  5. 難治性不整脈に対する定位放射線治療に向けた心臓動体ファントムの開発と基礎的評価

    宮地 貴之,加茂前 健,川端 文隆,奥平 訓康,川村 麻里子,石原 俊一,長縄 慎二

    日本放射線腫瘍学会第36回学術大会  2023.11.30  日本放射線腫瘍学会

     More details

    Event date: 2023.11 - 2023.12

    Language:Japanese   Presentation type:Oral presentation (general)  

    Venue:パシフィコ横浜 ノース   Country:Japan  

  6. 核医学の最前線 Invited

    宮地 貴之

    名古屋大学医学部附属病院 第11回業務改善検討会  2024.6.10  名古屋大学医学部附属病院 医療技術部 放射線部門

     More details

    Event date: 2024.6

    Language:Japanese   Presentation type:Public lecture, seminar, tutorial, course, or other speech  

    Venue:名古屋大学 医系研究棟3号館3階会議室   Country:Japan  

▼display all

KAKENHI (Grants-in-Aid for Scientific Research) 1

  1. 致死性不整脈の定位放射線治療に向けた深層学習によるマーカーレス標的追跡法の開発

    Grant number:24K10806  2024.4 - 2027.3

    科学研究費助成事業  基盤研究(C)

    加茂前 健, 川村 麻里子, 宮地 貴之

      More details

    Authorship:Coinvestigator(s) 

    心筋梗塞などの心疾患に伴う不整脈は,薬剤,カテーテルアブレーション,植込み型除細動器による治療が主体であるが,根治が困難な場合もあり生命に関わる重篤な疾患である.この致死性不整脈に対し,第4の治療選択として放射線アブレーション治療 (cardiac radioablation: CRA) の研究が進められている.CRAは不整脈の起源となる心筋に高エネルギーX線をピンポイント照射する治療法である.本研究では治療時にマーカーレスで正確な標的位置を取得するシステムを開発する.本システムにより呼吸性移動および心拍動を考慮した精密な動体追跡照射が可能となり,CRAの治療成績向上と有害事象軽減に貢献する.
    本研究では,致死性不整脈疾患に対する放射線アブレーション治療 (cardiac radioablation: CRA) の確立に向けて,治療時の標的追跡の課題に取り組む.CRAの標的は,呼吸性移動および心拍動により複雑に動き,さらに位置照合用のX線画像ではコントラストが無く認識できない.植込み型除細動器 (implantable cardioverter defibrillator: ICD) のリード先端の情報を基に,標的追跡が可能であるが,呼吸性移動に対する補正のみで,心拍動は補正しきれない現状がある.そこで本年度は,呼吸性移動および心拍動を再現した心臓動体ファントムを自作し,現状の照射精度や線量分布への影響を評価した.ロボット式定位放射線治療装置を対象とし,心臓ファントムの心拍動は頭尾方向と左右方向にそれぞれ5 mmと3.5 mmの振幅とした.結果として,心拍動は,(1) 呼吸追尾の相関誤差を悪化させ,(2) 線量分布重心は頭尾方向で最大0.23 mm、左右方向で最大0.19 mm変化し,(3) 線量分布のガンマパス率の低下を招く傾向があったが,全ての条件でガンマパス率は94% (criteria: 1 mm/3%) を上回った.本評価では,心拍動は呼吸追尾の相関誤差を増加させたが、線量分布への影響は限定的であったと結論づけた。また,個々の患者に近い動体ファントムを開発し,さらなる検討が必要であると考えている.
    呼吸性移動および心拍動を再現した心臓動体ファントムを自作開発した.本心臓動体ファントムにより,既存のシステムの精度や特性を評価把握することができた.また,本研究の成果を取りまとめ,査読付きの国際学術誌に投稿した結果,掲載が決定している.
    心臓動体ファントムをさらに人体に近づけるよう改良を進め,加えて標的追跡の精度向上の実現に向けて研究を推進していく.

 

Academic Activities 1

  1. 日本医学物理士会 和訳員 AAPM task group report 302: Surface-guided radiotherapy

    Role(s):Planning, management, etc.

    日本医学物理士会 学術委員会  2024.6 - 2025.3

     More details

    Type:Academic society, research group, etc.