Updated on 2025/01/05

Information

 

写真a

 
KOJIMA TSUKASA
 
Organization
Faculty of Medical Sciences Department of Health Sciences Assistant Professor
School of Medicine Department of Health Sciences(Concurrent)
Title
Assistant Professor
Tel
0926424200
External link

Research Areas

  • Life Science / Radiological sciences

Degree

  • Ph.D.

Research History

  • 九州大学病院 医療技術部放射線部門 診療放射線技師 

    2014.4 - 2024.3

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Research Interests・Research Keywords

  • Research theme: 循環器イメージング

    Keyword: 循環器イメージング

    Research period: 2024

  • Research theme: 医用画像解析

    Keyword: 医用画像解析

    Research period: 2024

  • Research theme: MRI

    Keyword: MRI

    Research period: 2024

  • Research theme: CT

    Keyword: CT

    Research period: 2024

Awards

  • 九州大学大学院保健学専攻優秀研究賞

    2023.3   九州大学  

  • 第78回日本放射線技術学会総会学術大会Cypos賞銅賞

    2022.4   日本放射線技術学会   胸部エックス線画像の深層学習による外科手術に伴う体内遺残物検出システムの開発

  • 第47回日本放射線技術学会秋季学術大会 座長推薦優秀研究発表

    2019.12   日本放射線技術学会   高精細CTを用いた冠動脈ステントの内腔評価における心拍数の影響

  • 第75回日本放射線技術学会総会学術大会 座長推薦優秀研究発表

    2019.4   日本放射線技術学会   Relationship between Vessel Shape and Heart Rate of Coronary CT Angiography with Ultra-high-resolution CT – Phantom Study –

  • 第75回日本放射線技術学会総会学術大会 Cypos賞銅賞

    2019.4   日本放射線技術学会   高精細CTを用いた冠動脈CTにおける血管形状と心拍数の関係性 - Phantom study –

  • 第4回福岡県診療放射線技師会学術大会 優秀研究賞

    2018.6   福岡県診療放射線技師会   Time maximum intensity projection処理による少量造影剤Coronary CT Angiographyの可能性

  • 第38回せとうち心臓CT・MR勉強会 最優秀賞

    2018.3   せとうち心臓CT・MR勉強会   320 列 CT Dynamic Transluminal Attenuation Gradient を用いた冠動脈狭窄の機能的評価

  • 第2回福岡県診療放射線技師会学術大会 優秀研究賞

    2016.6   福岡県診療放射線技師会   睡眠時無呼吸症候群の重症度評価における気道扁平率の有用性

  • 第71回日本放射線技術学会総会学術大会 座長推薦優秀研究発表

    2015.4   日本放射線技術学会   睡眠時無呼吸症候群の重症度評価における気道のシネMRIの有用性

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Papers

  • The Feasibility of Deep Learning-Based Reconstruction for Low-Tube-Voltage CT Angiography for Transcatheter Aortic Valve Implantation. Reviewed International journal

    Tsukasa Kojima, Yuzo Yamasaki, Yuko Matsuura, Ryoji Mikayama, Takashi Shirasaka, Masatoshi Kondo, Takeshi Kamitani, Toyoyuki Kato, Kousei Ishigami, Hidetake Yabuuchi

    Journal of computer assisted tomography   48 ( 1 )   77 - 84   2023.8   ISSN:0363-8715 eISSN:1532-3145

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    OBJECTIVE: The purpose of this study is to evaluate the efficacy of deep learning reconstruction (DLR) on low-tube-voltage computed tomographic angiography (CTA) for transcatheter aortic valve implantation (TAVI). METHODS: We enrolled 30 patients who underwent TAVI-CT on a 320-row CT scanner. Electrocardiogram-gated coronary CTA (CCTA) was performed at 100 kV, followed by nongated aortoiliac CTA at 80 kV using a single bolus of contrast material. We used hybrid-iterative reconstruction (HIR), model-based IR (MBIR), and DLR to reconstruct these images. The contrast-to-noise ratios (CNRs) were calculated. Five-point scales were used for the overall image quality analysis. The diameter of the aortic annulus was measured in each reconstructed image, and we compared the interobserver and intraobserver agreements. RESULTS: In the CCTA, the CNR and image quality score for DLR were significantly higher than those for HIR and MBIR (P < 0.01). In the aortoiliac CTA, the CNR for DLR was significantly higher than that for HIR (P < 0.01) and significantly lower than that for MBIR (P ≤ 0.02). The image quality score for DLR was significantly higher than that for HIR (P < 0.01). No significant differences were observed between the image quality scores for DLR and MBIR. The measured aortic annulus diameter had high interobserver and intraobserver agreement regardless of the reconstruction method (all intraclass correlation coefficients, >0.89). CONCLUSIONS: In low tube voltage TAVI-CT, DLR provides higher image quality than HIR, and DLR provides higher image quality than MBIR in CCTA and is visually comparable to MBIR in aortoiliac CTA.

    DOI: 10.1097/RCT.0000000000001525

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  • Importance of the heart rate in ultra-high-resolution coronary CT angiography with 0.35 s gantry rotation time Reviewed

    Tsukasa Kojima, Takashi Shirasaka, Yuzo Yamasaki, Masatoshi Kondo, Hiroshi Hamasaki, Ryoji Mikayama, Yuki Sakai, Toyoyuki Kato, Akihiro Nishie, Kousei Ishigami, Hidetake Yabuuchi

    JAPANESE JOURNAL OF RADIOLOGY   40 ( 8 )   781 - 790   2022.4   ISSN:1867-1071 eISSN:1867-108X

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

    Purpose We investigated the effects of the heart rate (HR) on the motion artifact in coronary computed tomography angiography (CCTA) with ultra-high-resolution-CT (U-HRCT), and we clarified the upper limit of optimal HR in CCTA with U-HRCT in a comparison with conventional-resolution-CT (CRCT) on a cardiac phantom and in patients with CCTA.Materials and methods A pulsating cardiac phantom equipped with coronary models was scanned at static and HR simulations of 40-90 beats/min (bpm) at 10-bpm intervals using U-HRCT and CRCT, respectively. The sharpness and lumen diameter of the coronary model were quantitatively compared between U-HRCT and CRCT stratified by HR in the phantom study. We also assessed the visual inspections of clinical images in CCTA with U-HRCT.Results At the HRs <= 60 bpm, the error of the lumen diameter of the U-HRCT tended to be smaller than that of the CRCT. However, at the HRs > 60 bpm, the inverse was shown. For the image sharpness, the U-HRCT was significantly superior to the CRCT (p < 0.05). In the visual assessment, the scores were negatively correlated with HRs in patients (Spearman r= - 0.71, p < 0.01). A receiver-operating characteristic analysis revealed the HR of 61 bpm as the optimal cutoff of the non-diagnostic image quality, with an area under the curve of 0.87, 95% sensitivity, and 71% specificity.Conclusion At HRs <= 60 bpm, U-HRCT was more accurate in the imaging of coronary arteries than CRCT. The upper limit of the optimal HR in CCTA with U-HRCT was approx. 60 bpm.

    DOI: 10.1007/s11604-022-01265-2

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  • New transluminal attenuation gradient derived from dynamic coronary CT angiography: diagnostic ability of ischemia detected by(13)N-ammonia PET Reviewed

    Tsukasa Kojima, Michinobu Nagao, Hidetake Yabuuchi, Yuzo Yamasaki, Takashi Shirasaka, Masateru Kawakubo, Kenji Fukushima, Toyoyuki Kato, Atsushi Yamamoto, Risako Nakao, Akiko Sakai, Eri Watanabe, Shuji Sakai

    HEART AND VESSELS   36 ( 4 )   433 - 441   2021.4

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    Coronary computed tomography angiography (CCTA) has low specificity for detecting significant functional coronary stenosis. We developed a new transluminal attenuation gradient (TAG)-derived dynamic CCTA with dose modulation, and we investigated its diagnostic performance for myocardial ischemia depicted by(13)N-ammonia positron emission tomography (PET). Data from 48 consecutive patients who had undergone both dynamic CCTA and(13)N-ammonia PET were retrospectively analyzed. Dynamic CCTA was continuously performed in mid-diastole for five cardiac cycles with prospective electrocardiography gating after a 10-s contrast medium injection. One scan of the dynamic CCTA was performed as a boost scan for conventional CCTA at the peak phase of the ascending aorta. Absolute TAG values at five phases around the boost scan were calculated. The dynamic TAG index (DTI) was defined as the ratio of the maximum absolute TAG to the standard deviation of five TAG values. We categorized the coronary territories as non-ischemia or ischemia based on the(13)N-ammonia PET results. A receiver operating characteristic (ROC) analysis was performed to determine the optimal cutoff of the DTI for identifying ischemia. The DTI was significantly higher for ischemia compared to non-ischemia (8.8 +/- 3.9 vs. 4.6 +/- 2.0,p < 0.01). The ROC analysis revealed 5.60 as the optimal DTI cutoff to detect ischemia, with an area under the curve of 0.87, 85.7% sensitivity, and 76.2% specificity. TAG provided no additional diagnostic value for the detection of ischemia. We propose the DTI derived from dynamic CCTA as a novel coronary flow index. The DTI is a valid technique for detecting functional coronary stenosis.

    DOI: 10.1007/s00380-020-01712-y

  • A novel fast kilovoltage switching dual-energy CT with deep learning: Accuracy of CT number on virtual monochromatic imaging and iodine quantification Reviewed

    Tsukasa Kojima, Takashi Shirasaka, Masatoshi Kondo, Toyoyuki Kato, Akihiro Nishie, Kousei Ishigami, Hidetake Yabuuchi

    PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS   81   253 - 261   2021.1

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    Purpose: A novel fast kilovoltage switching dual-energy CT with deep learning [Deep learning based-spectral CT (DL-Spectral CT)], which generates a complete sinogram for each kilovolt using deep learning views that complement the measured views at each energy, was commercialized in 2020. The purpose of this study was to evaluate the accuracy of CT numbers in virtual monochromatic images (VMIs) and iodine quantifications at various radiation doses using DL-Spectral CT.Materials and methods: Two multi-energy phantoms (large and small) using several rods representing different materials (iodine, calcium, blood, and adipose) were scanned by DL-Spectral CT at varying radiation doses. Images were reconstructed using three reconstruction parameters (body, lung, bone). The absolute percentage errors (APEs) for CT numbers on VMIs at 50, 70, and 100 keV and iodine quantification were compared among different radiation dose protocols.Results: The APEs of the CT numbers on VMIs were <15% in both the large and small phantoms, except at the minimum dose in the large phantom. There were no significant differences among radiation dose protocols in computed tomography dose index volumes of 12.3 mGy or larger. The accuracy of iodine quantification provided by the body parameter was significantly better than those obtained with the lung and bone parameters. Increasing the radiation dose did not always improve the accuracy of iodine quantification, regardless of the reconstruction parameter and phantom size.Conclusion: The accuracy of iodine quantification and CT numbers on VMIs in DL-Spectral CT was not affected by the radiation dose, except for an extremely low radiation dose for body size.

    DOI: 10.1016/j.ejmp.2020.12.018

  • Dynamic Coronary 320-Row CT Angiography Using Low-Dose Contrast and Temporal Maximum Intensity Projection: A Comparison with Standard Coronary CT Angiography Reviewed International journal

    @Tsukasa Kojima, @Yuzo Yamasaki, @Takeshi Kamitani, @Hidetake Yabuuchi, @Takashi Shirasaka, Yamato Shimomiya, @Masatoshi Kondo, @Hiroshi Hamasaki, @Toyoyuki Kato, Michinobu Nagao, @Hiroshi Honda

    Cardiovascular Imaging Asia   2019.4

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    DOI: https://doi.org/10.22468/cvia.2018.00213

  • Assessment by airway ellipticity on cine-MRI to differentiate severe obstructive sleep apnea Reviewed

    Tsukasa Kojima, Masateru Kawakubo, Mari K. Nishizaka, Anita Rahmawati, Shin-ichi Ando, Akiko Chishaki, Yasuhiko Nakamura, Michinobu Nagao

    CLINICAL RESPIRATORY JOURNAL   12 ( 3 )   878 - 884   2018.3

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    IntroductionThe severity of obstructive sleep apnea (OSA) is assessed by the apnea-hypopnea index (AHI) determined from polysomnography (PSG). However, PSG requires a specialized facility with well-trained specialists and takes overnight. Therefore, simple tools, which could distinguish severe OSA, have been needed before performing PSG.ObjectivesWe propose the new index using cine-MRI as a screening test to differentiate severe OSA patients, who would need PSG and proper treatment.MethodsThirty-six patients with suspected OSA (mean age 54.6 y, mean AHI 52.6 events/h, 33 males) underwent airway cine-MRI at the fourth cervical vertebra level during 30 s of free breathing and PSG. The minimum airway ellipticity (AE) in 30 s duration was measured, and was defined as the severity of OSA. Patients were divided into severe OSA, not-severe OSA, and normal groups, according to PSG results. The comparison of AE between any two of the three groups was performed by Wilcoxon rank-sum test. Receiver operating characteristic (ROC) curve analysis was performed to determine the optimal cut-off of AE for identifying severe OSA patients.ResultsThe minimum AE for severe OSA was significantly lower than that for not-severe OSA and normal (severe, 0.170.16; not severe, 0.31 +/- 0.17; normal, 0.38 +/- 0.19, P<.05). ROC analysis revealed that the optimal cutoff of the minimum AE 0.21 identified severe OSA patients, with an area under the curve of 0.75, 68% sensitivity, and 83% specificity.ConclusionAE is a feasible quantitative index, and a promising screening test for detecting severe OSA patients.

    DOI: 10.1111/crj.12598

  • Efficacy of the radial acquisition regime (RADAR) for acquiring head and neck MR images Reviewed International journal

    Tsukasa Kojima, Hidetake Yabuuchi, Hiroshi Narita, Seiji Kumazawa, Yuzo Yamasaki, Yuki Yano, Noriyuki Sakai, Yoichi Kurihara, Kiyoshi Hisada, Masafumi Masaki, Hiroshi Kimura

    2016.5

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    DOI: https://doi.org/10.1259/bjr.20160007

  • Right Ventricular Strain With 4-Dimensional Computed Tomography Identifies Pulmonary Hypertension in Adults With Repaired Tetralogy of Fallot Reviewed

    Shimomiya Yamato, Nagao Michinobu, Kogure Tomohito, Asagai Seiji, Inoue Akihiro, Yamamoto Atsushi, Sakai Shuji, Inai Kei, Shirasaka Takashi, Kojima Tsukasa, Yabuuchi Hidetake

    Circulation Journal   advpub ( 0 )   62 - 68   2024.8   ISSN:13469843 eISSN:13474820

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    <p><b><i>Background:</i></b> This study evaluated right ventricular (RV) volume, strain, and morphology using cardiac 4-dimensional computed tomography (4D-CT) to detect pulmonary hypertension (PH) in adults with repaired tetralogy of Fallot (TOF) scheduled for transcatheter pulmonary valve implantation (TPVI).</p><p><b><i>Methods and Results:</i></b> Using cardiac 4D-CT data, we calculated RV strain in 3 different geometries and RV outflow tract (RVOT) mass in 42 patients with repaired TOF. We compared RV strain and RVOT mass between patients with and without PH. Receiver operating characteristic (ROC) analysis was conducted to evaluate the diagnostic performance of these measurements for identifying PH. Four-chamber (4ch) strain was significantly smaller for patients with (n=10) than without (n=32) PH (8.8±1.7% vs. 11.1±2.4%, respectively; P<0.01), whereas RVOT mass was significantly larger in the PH group (12.5±3.5 vs. 9.2±3.2 cm<sup>2</sup>; P<0.01). ROC analysis of the diagnostic performance revealed that the respective sensitivity and specificity was 70% and 84% (area under the curve [AUC]=0.784) for 4ch strain of 8.8%; 80% and 69% (AUC=0.766) for RVOT mass of 10.7 cm<sup>2</sup>; and 80% and 81% (AUC=0.844) for a 4ch strain/RVOT mass ratio of 0.97.</p><p><b><i>Conclusions:</i></b> RVOT mass and 4ch strain obtained from cardiac 4D-CT may be helpful for identifying PH in patients with repaired TOF.</p>

    DOI: 10.1253/circj.cj-24-0386

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  • Effect of iodine concentration and body size on iodine subtraction in virtual non-contrast imaging: A phantom study Reviewed

    T. Shirasaka, T. Kojima, S. Yamane, R. Mikayama, M. Kawakubo, R. Funatsu, T. Kato, K. Ishigami, Y. Funama

    Radiography   29 ( 3 )   557 - 563   2023.5   ISSN:1078-8174 eISSN:1532-2831

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    Introduction: Dual-energy computed tomography (DECT) can generate virtual non-contrast (VNC) images. Herein, we sought to improve the accuracy of VNC images by identifying the optimal slope of contrast media (SCM) for VNC-image generation based on the iodine concentration and subject's body size. Methods: We used DECT to scan a multi-energy phantom including four iodine concentration rods (15, 10, 5, and 2 mg/mL), and 240 VNC images (eight SCM ranging from 0.49 to 0.56 × three body sizes × ten scans) that were generated by three-material decomposition. The CT number of each iodine and solid water rod part was measured in each VNC image. The difference in the CT number between the iodine and the solid water rod part was calculated and compared using paired t-test or repeated measures ANOVA. Results: The SCM that achieved an absolute value of the difference in CT number of <5.0 Hounsfield units (HU) for all body sizes simultaneously was greater at lower iodine concentration (SCM of 0.5, 0.51, and 0.53 at 10, 5, and 2 mg/mL iodine, respectively). At an iodine concentration of 15 mg/mL, no SCM achieved an absolute difference of <5.0 HU in CT number for all body sizes simultaneously. At all iodine concentrations, the SCM achieving the minimal difference in the CT number increased with the increase in body size. Conclusion: By adjusting the SCM according to the iodine concentration and body size, it is possible to generate VNC images with an accuracy of <5.0 HU. Implications for practice: Improving the accuracy of VNC images minimizing incomplete iodine subtraction would make it possible to replace true non-contrast (TNC) images with VNC images and reduce the radiation dose.

    DOI: 10.1016/j.radi.2023.03.003

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  • Characteristics of the deep learning-based virtual monochromatic image with fast kilovolt-switching CT: a phantom study. Reviewed

    Yuna Katsuyama, Tsukasa Kojima, Takashi Shirasaka, Masatoshi Kondo, Toyoyuki Kato

    Radiological physics and technology   16 ( 1 )   77 - 84   2023.3   ISSN:1865-0333 eISSN:1865-0341

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    PURPOSE: We assessed the physical properties of virtual monochromatic images (VMIs) obtained with different energy levels in various contrast settings and radiation doses using deep learning-based spectral computed tomography (DL-Spectral CT) and compared the results with those from single-energy CT (SECT) imaging. MATERIALS AND METHODS: A Catphan® 600 phantom was scanned by DL-Spectral CT at various radiation doses. We reconstructed the VMIs obtained at 50, 70, and 100 keV. SECT (120 kVp) images were acquired at the same radiation doses. The standard deviations of the CT number and noise power spectrum (NPS) were calculated for noise characterization. We evaluated the spatial resolution by determining the 10% task-based transfer function (TTF) level, and we assessed the task-based detectability index (d'). RESULTS: Regardless of the radiation dose, the noise was the lowest at 70 keV VMI. The NPS showed that the noise amplitude at all spatial frequencies was the lowest among other VMI and 120 kVp images. The spatial resolution was higher for 70 keV VMI compared to the other VMIs, except for high-contrast objects. The d' of 70 keV VMI was the highest among the VMI and 120 kVp images at all radiation doses and contrast settings. The d' of the 70 keV VMIs at the minimum dose was higher than that at the maximum dose in any other image. CONCLUSION: The physical properties of the DL-Spectral CT VMIs varied with the energy level. The 70 keV VMI had the highest detectability by far among the VMI and 120-kVp images. DL-Spectral CT may be useful to reduce radiation doses.

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  • fast kilovolt-switching CTによる深層学習に基づいた仮想単色X線画像の特性 ファントム研究(Characteristics of the deep learning-based virtual monochromatic image with fast kilovolt-switching CT: a phantom study)

    Katsuyama Yuna, Kojima Tsukasa, Shirasaka Takashi, Kondo Masatoshi, Kato Toyoyuki

    Radiological Physics and Technology   16 ( 1 )   77 - 84   2023.3   ISSN:1865-0333

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    深層学習ベースのデュアルエネルギースペクトラルCT(DL-Spectral CT)により取得した、仮想単色X線画像(VMI)の物理的特性について調査した。Catphan 600ファントムをDL-Spectral CTにより種々の照射線量で撮像し、50keV、70keVおよび100keVで得られたVMIを再構成した。その際、同じ照射線量でシングルエネルギーCT(SECT)画像も撮像した。これらの画像を評価した結果、ノイズは70keVで得られたVMI(70keV VMI)が最も小さかったが、ノイズパワースペクトルでは、70keV VMIのノイズ振幅が他のVMIやSECT画像に比べ低かった。また、70keV VMIの空間分解能は他のVMIよりも高く、70keV VMIのtask-based detectability index(d')では他のVMIやSECT画像よりも高かった一方、最小線量における70keV VMIのd'では、他の画像の最大線量よりも高値であった。これらの所見から、70keV VMIでは低放射線量でも高検出能が保たれていることが示され、DL-Spectral CTは放射線量の低減に有用と判断された。

  • A deep learning model based on fusion images of chest radiography and X-ray sponge images supports human visual characteristics of retained surgical items detection. Reviewed International journal

    Masateru Kawakubo, Hiroto Waki, Takashi Shirasaka, Tsukasa Kojima, Ryoji Mikayama, Hiroshi Hamasaki, Hiroshi Akamine, Toyoyuki Kato, Shingo Baba, Shin Ushiro, Kousei Ishigami

    International journal of computer assisted radiology and surgery   18 ( 8 )   1459 - 1467   2022.12

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    PURPOSE: Although a novel deep learning software was proposed using post-processed images obtained by the fusion between X-ray images of normal post-operative radiography and surgical sponge, the association of the retained surgical item detectability with human visual evaluation has not been sufficiently examined. In this study, we investigated the association of retained surgical item detectability between deep learning and human subjective evaluation. METHODS: A deep learning model was constructed from 2987 training images and 1298 validation images, which were obtained from post-processing of the image fusion between X-ray images of normal post-operative radiography and surgical sponge. Then, another 800 images were used, i.e., 400 with and 400 without surgical sponge. The detection characteristics of retained sponges between the model and a general observer with 10-year clinical experience were analyzed using the receiver operator characteristics. RESULTS: The following values from the deep learning model and observer were, respectively, derived: Cutoff values of probability were 0.37 and 0.45; areas under the curves were 0.87 and 0.76; sensitivity values were 85% and 61%; and specificity values were 73% and 92%. CONCLUSION: For the detection of surgical sponges, we concluded that the deep learning model has higher sensitivity, while the human observer has higher specificity. These characteristics indicate that the deep learning system that is complementary to humans could support the clinical workflow in operation rooms for prevention of retained surgical items.

    DOI: 10.1007/s11548-022-02816-8

  • マルチスライスCTにおける深層学習をベースとした画像再構成による歯科インプラント手術で、術前画像における低照射線量スキャンのプロトコル(Low-radiation dose scan protocol for preoperative imaging for dental implant surgery using deep learning-based reconstruction in multidetector CT)

    Sakai Yuki, Kitamoto Erina, Okamura Kazutoshi, Takarabe Shinya, Shirasaka Takashi, Mikayama Ryoji, Kondo Masatoshi, Tatsumi Masato, Kojima Tsukasa, Kato Toyoyuki, Yoshiura Kazunori

    Oral Radiology   38 ( 4 )   517 - 526   2022.10   ISSN:0911-6028

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    CT画質や照射線量低減に対し、深層学習をベースとした画像再構成(DLR)がもたらす効果について検討し、歯科インプラント手術における術前画像診断として、低照射線量マルチスライスCT(MDCT)スキャンによるプロトコルを提案した。ヒト頭部モデル下顎ファントムを用いて、読影者評価には、Catphan phantom600とTOSファントムを物理特性分析に用いた。管電圧120kV、管電流120-60mA~40-30mAの条件下で、320列MDCT装置でスキャンし、DLR画像を再構成した。また、120mAで取得し、フィルタ補正逆投影(FBP)法で再構成した画像を参照画像として比較した。なお、再構成処理した画像は、読影者2名により、それぞれ盲検下で4点スケール法で画質を評価した。その結果、管電流40mAで取得しDLRで再構成した画像(40DLR)と、参照プロトコルによる取得画像の画質に有意差はみられなかったが、40DLRで取得した1.0cycles/minでのシステム性能関数(SPF)では、参照プロトコルで取得した画像に比べ、156.7%も改善が得られた。以上の実験結果から、今回提案したDLRプロトコルにより、照射線量が2/3低減することに成功し、歯科インプラント手術に際し、高速スキャンで最小侵襲の術前画像診断として、有用なMDCT画質が得られることが確認された。

  • ガントリ回転時間が0.35sの超高精細冠動脈造影において心拍数の重要性(Importance of the heart rate in ultra-high-resolution coronary CT angiography with 0.35 s gantry rotation time)

    Kojima Tsukasa, Shirasaka Takashi, Yamasaki Yuzo, Kondo Masatoshi, Hamasaki Hiroshi, Mikayama Ryoji, Sakai Yuki, Kato Toyoyuki, Nishie Akihiro, Ishigami Kousei, Yabuuchi Hidetake

    Japanese Journal of Radiology   40 ( 8 )   781 - 790   2022.8   ISSN:1867-1071

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    超高精細CT(U-HRCT)による冠動脈CT造影(CCTA)で、モーションアーチファクトに対し、心拍数(HR)が及ぼす影響について検討した。模擬冠動脈が付随した模擬心臓動態ファントムと、CCTA受診患者でU-HRCTと従来のCT(CRCT)画像を比較し、U-HRCT CCTAにおける最適なHRの上限を決定した。安静下およびHRシミュレーション(10bpm間隔で40-90bpm)下で、心臓動態ファントムを両CTで走査し、模擬冠動脈モデルのシャープネスと血管内腔径を定量的に評価した。また、U-HRCTによるCCTAの臨床画像に関しては、視覚評価も行った。その結果、HR≦60bpmではU-HRCTの血管内腔径の誤差はCRCTよりも小さい傾向だったが、HR>60bpmでは逆に大きく、モーションアーチファクトに強く影響されていた。なお、画像シャープネスでは、U-HRCTではCRCTに比べ有意に優れており、視覚評価のスコアでは患者のHRと負に相関した(Spearman r=-0.71、p<0.01)。一方、ROC解析では最終診断が得られなかった画質のHR最適カットオフ値で61bpmが得られ、AUCは0.87、感度95%、特異度71%であった。以上より、HR≦60bpmの場合には、U-HRCTが冠動脈造影ではCRCTよりも診断精度が高く、U-HRCTによるCCTAにより、最適なHRの上限値が約60bpmであることが示唆された。

  • Virtual non-contrast画像におけるヨード濃度と体格の影響

    白坂 崇, 小島 宰, 山根 志穂, 舩津 亮平, 加藤 豊幸, 船間 芳憲

    日本CT技術学会雑誌   第10回学術大会予稿集   19 - 19   2022.7   ISSN:2434-2769 eISSN:2434-2750

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  • Low-radiation dose scan protocol for preoperative imaging for dental implant surgery using deep learning-based reconstruction in multidetector CT Reviewed

    Yuki Sakai, Erina Kitamoto, Kazutoshi Okamura, Shinya Takarabe, Takashi Shirasaka, Ryoji Mikayama, Masatoshi Kondo, Masato Tatsumi, Tsukasa Kojima, Toyoyuki Kato, Kazunori Yoshiura

    ORAL RADIOLOGY   38 ( 4 )   517 - 526   2022.1   ISSN:0911-6028 eISSN:1613-9674

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    Objectives This study aimed to investigate the impact of a deep learning-based reconstruction (DLR) technique on image quality and reduction of radiation exposure, and to propose a low-dose multidetector-row computed tomography (MDCT) scan protocol for preoperative imaging for dental implant surgery. Methods The PB-1 phantom and a Catphan phantom 600 were scanned using volumetric scanning with a 320-row MDCT scanner. All scans were performed with a tube voltage of 120 kV, and the tube current varied from 120 to 60 to 40 to 30 mA. Images of the mandible were reconstructed using DLR. Additionally, images acquired with the 120-mA protocol were reconstructed using filtered back projection as a reference. Two observers independently graded the image quality of the mandible images using a 4-point scale (4, superior to reference; 1, unacceptable). The system performance function (SPF) was calculated to comprehensively evaluate image quality. The Wilcoxon signed-rank test was employed for statistical analysis, with statistical significance set at p value < 0.05. Results There was no significant difference between the image quality acquired with the 40-mA tube current and reconstructed with the DLR technique (40DLR), and that acquired with the reference protocol (3.00, 3.00, p = 1.00). The SPF at 1.0 cycles/mm acquired with 40DLR was improved by 156.7% compared to that acquired with the reference protocol. Conclusions Our proposed protocol, which achieves a two-thirds reduction in radiation dose, can provide a minimally invasive MDCT scan of acceptable image quality for dental implant surgery.

    DOI: 10.1007/s11282-021-00584-w

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  • Deep-learning reconstruction for ultra-low-dose lung CT: Volumetric measurement accuracy and reproducibility of artificial ground-glass nodules in a phantom study Reviewed

    Ryoji Mikayama, Takashi Shirasaka, Tsukasa Kojima, Yuki Sakai, Hidetake Yabuuchi, Masatoshi Kondo, Toyoyuki Kato

    BRITISH JOURNAL OF RADIOLOGY   95 ( 1130 )   20210915   2022   ISSN:0007-1285 eISSN:1748-880X

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    Objectives The king nodule volume determined by CT is used for nodule diagnoses and monitoring tumor responses to therapy, Increased image noise on low-dose CT degrades the measurement accuracy of the lung nodule volume. We compared the volumetric accuracy among deep-learning reconstruction (DLR), model-based iterative reconstruction (MBIR), and hybrid iterative reconstruction (HIR) at an ultra-low-dose setting.Methods Artificial ground-glass nodules (6 mm and 10 mm diameters, -660 HU) placed at the lung-apex and the middle-lung field in chest phantom were scanned by 320-row CT with the ultra-low-dose setting of 6.3 mAs. Each scan data set was reconstructed by DLR, MBIR, and HIP, The volumes of nodules were measured semi-automatically, and the absolute percent volumetric error (APEvoI) was calculated, The APEvoI provided by each reconstruction were compared by the Tukey-Kramer method. Inter- and intraobserver variabilities were evaluated by a Bland-Altman analysis with limits of agreements.Results DLR provided a lower APEvoI compared to MBIR and HIR, The APEvoI of DLR (1,36%) was significantly lower than those of the HIR (8.01%, p = 0.0022) and MBIR (7.30%, p = 0,0053) on a 10-mm-diameter middle-lung nodule. DLR showed narrower limits of agreement compared to MBIR and HIR in the inter- and intraob-server agreement of the volumetric measurement.Conclusions DLR showed higher accuracy compared to MBIR and HIR for the volumetric measurement of artificial ground-glass nodules by ultra-low-dose CT.Advances in knowledge DLR with ultra-low-dose setting allows a reduction of dose exposure, maintaining accuracy for the volumetry of lung nodule, especially in patients which deserve a long-term follow-up.

    DOI: 10.1259/bjr.20210915

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  • Image quality improvement with deep learning-based reconstruction on abdominal ultrahigh-resolution CT: A phantom study Reviewed

    Takashi Shirasaka, Tsukasa Kojima, Yoshinori Funama, Yuki Sakai, Masatoshi Kondo, Ryoji Mikayama, Hiroshi Hamasaki, Toyoyuki Kato, Yasuhiro Ushijima, Yoshiki Asayama, Akihiro Nishie

    JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS   22 ( 7 )   286 - 296   2021.7

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    Purpose In an ultrahigh-resolution CT (U-HRCT), deep learning-based reconstruction (DLR) is expected to drastically reduce image noise without degrading spatial resolution. We assessed a new algorithm's effect on image quality at different radiation doses assuming an abdominal CT protocol. Methods For the normal-sized abdominal models, a Catphan 600 was scanned by U-HRCT with 100%, 50%, and 25% radiation doses. In all acquisitions, DLR was compared to model-based iterative reconstruction (MBIR), filtered back projection (FBP), and hybrid iterative reconstruction (HIR). For the quantitative assessment, we compared image noise, which was defined as the standard deviation of the CT number, and spatial resolution among all reconstruction algorithms. Results Deep learning-based reconstruction yielded lower image noise than FBP and HIR at each radiation dose. DLR yielded higher image noise than MBIR at the 100% and 50% radiation doses (100%, 50%, DLR: 15.4, 16.9 vs MBIR: 10.2, 15.6 Hounsfield units: HU). However, at the 25% radiation dose, the image noise in DLR was lower than that in MBIR (16.7 vs. 26.6 HU). The spatial frequency at 10% of the modulation transfer function (MTF) in DLR was 1.0 cycles/mm, slightly lower than that in MBIR (1.05 cycles/mm) at the 100% radiation dose. Even when the radiation dose decreased, the spatial frequency at 10% of the MTF of DLR did not change significantly (50% and 25% doses, 0.98 and 0.99 cycles/mm, respectively). Conclusion Deep learning-based reconstruction performs more consistently at decreasing dose in abdominal ultrahigh-resolution CT compared to all other commercially available reconstruction algorithms evaluated.

    DOI: 10.1002/acm2.13318

  • Influence of beam hardening in dual-energy CT imaging: phantom study for iodine mapping, virtual monoenergetic imaging, and virtual non-contrast imaging Reviewed

    Risa Kanatani, Takashi Shirasaka, Tsukasa Kojima, Toyoyuki Kato, Masateru Kawakubo

    EUROPEAN RADIOLOGY EXPERIMENTAL   5 ( 1 )   2021.4

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    In this study, we investigated the influence of beam hardening on the dual-energy computed tomography (DECT) values of iodine maps, virtual monoenergetic (VME) images, and virtual non-contrast (VNC) images. 320-row DECT imaging was performed by changing the x-ray tube energy for the first and second rotations. DECT values of 5 mg/mL iodine of the multi-energy CT phantom were compared with and without a 2-mm-thick attenuation rubber layer (similar to 700 HU) wound around the phantom. It was found that the CT density values UH, with/without the rubber layer had statistical differences in the iodine map (184 +/- 0.7 versus 186 +/- 1.8), VME images (125 +/- 0.3 versus 110 +/- 0.4), and VNC images (-58 +/- 0.7 versus -76 +/- 1.7) (p < 0.010 for all). This suggests that iodine mapping may be underestimated by DECT and overestimated by VME imaging because of x-ray beam hardening. The use of VNC images instead of plain CT images requires further investigation because of underestimation.

    DOI: 10.1186/s41747-021-00217-1

  • Effect of scan mode and focal spot size in airway dimension measurements for ultra-high-resolution computed tomography of chronic obstructive pulmonary disease: A COPDGene phantom study Reviewed

    Ryoji Mikayama, Takashi Shirasaka, Hidetake Yabuuchi, Yuki Sakai, Tsukasa Kojima, Masatoshi Kondo, Hideki Yoshikawa, Toyoyuki Kato

    PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS   70   102 - 108   2020.2

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    Purpose: Quantitative evaluations of airway dimensions through computed tomography (CT) have revealed a good correlation with airflow limitation in chronic obstructive pulmonary disease. However, large inaccuracies have been known to occur in CT airway measurements. Ultra-high-resolution CT (UHRCT) might improve measurement accuracy using precise scan modes with minimal focal spot. We assessed the effects of scan mode and focal spot size on airway measurements in UHRCT.Methods: COPDGene. phantom, comprising a plastic tube mimicking human airway of inner diameter 3 mm, wall thickness 0.6 mm, and inclination 30 degrees was scanned at super high resolution (SHR, beam collimation of 0.25 mm x 160 rows) and high resolution (HR, beam collimation of 0.5 mm x 80 rows) modes using UHRCT. Each acquisition was performed both with small (0.4 x 0.5 mm) and large (0.6 x 1.3 mm) focal spots. The wall area percentage (WA%) was calculated as the percentage of total airway area occupied by the airway wall. Statistical analysis was performed to compare the WA% measurement errors for each scan mode and focal spot size.Results: The WA% measurement errors in the SHR mode were 9.8% with a small focal spot and 18.8% with a large one. The measurement errors in the HR mode were 13.3% with a small focal spot and 21.4% with a large one. There were significant differences between each scan mode and focal spot size (p < 0.05).Conclusions: The SHR mode with a small focal spot could improve airway measurement accuracy of UHRCT.

    DOI: 10.1016/j.ejmp.2019.12.025

  • Low Radiation Dose and High Image Quality of 320-Row Coronary Computed Tomography Angiography Using a Small Dose of Contrast Medium and Refined Scan Timing Prediction Reviewed

    Takashi Shirasaka, Michinobu Nagao, Yuzo Yamasaki, Tsukasa Kojima, Masatoshi Kondo, Hiroshi Hamasaki, Takeshi Kamitani, Toyoyuki Kato, Yoshiki Asayama

    JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY   44 ( 1 )   7 - 12   2020.1

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    Objective The aim of the study was to investigate the feasibility of coronary computed tomography (CT) angiography with a low kilovoltage peak scan and a refined scan timing prediction using a small contrast medium (CM) dose. Methods In protocol A, 120-kVp scanning and a standard CM dose were used. The scan timing was fixed. In protocol B, 80 kVp and a 60% CM dose were used. The scan timing was determined according to the interval from the CM arrival to the peak time in the ascending aorta. We measured the CT number and recorded the radiation dose. Results Higher CT numbers were observed in the left circumflex (proximal, P = 0.0235; middle, P = 0.0007; distal, P < 0.0001) in protocol B compared with protocol A. The radiation dose in protocol B was significantly lower than in protocol A (2.2 +/- 0.9 vs 4.3 +/- 1.7 mSv). Conclusions Low-contrast, low-radiation dose, high-image quality coronary CT angiography can be performed with low kilovoltage peak scanning and a refined scan timing prediction.

    DOI: 10.1097/RCT.0000000000000951

  • Feasible scan timing for 320-row coronary CT angiography generated by the time to peak in the ascending aorta Reviewed

    Takashi Shirasaka, Michinobu Nagao, Yuzo Yamasaki, Tsukasa Kojima, Masatoshi Kondo, Yamato Shimomiya, Takeshi Kamitani, Hiroshi Honda

    CLINICAL IMAGING   54   153 - 158   2019.3

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    Purpose: A 320-row CT scanner can briefly scan the entire heart. Therefore, the feasible scan timing is required. The aim of this study was to propose a refined method for feasible scan timing for coronary CT angiography (CCTA) using a time-density curve of the ascending aorta (AAo).Methods: One-hundred and twenty-nine patients were prospectively enrolled. All patients were performed test bolus method. For the initial 65 patients, the scan timing was determined as a 3.0 s delay at the peak time in the AAo, which was defined as the conventional protocol (COV-P). For the next 64 patients, a scan timing of 1.0, 3.0, or 5.0 s delay was determined according to the interval from the contrast media arrival to peak time in the AAo, which was defined as the arrival to peak protocol (AP-P). The optimal scan timing was identified by the measurement of CT number in the left atrium, left ventricle, AAo, and descending aorta. The coronary enhancement and heterogeneity were compared between the two protocols.Results: The optimal scan timing was significantly higher in the AP-P than in the COV-P (85.9% vs. 61.5%, p = 0.0017). The CT number in the left circumflex artery (LCX) was significantly higher in the AP-P than the COV-P (344.5 Hounsfield units vs. 316.3 Hounsfield units, p = 0.0484). The heterogeneous index of the LCX was significantly greater for the COV-P than the AP-P (-36.8 vs. -25.8, p = 0.0028).Conclusions: The AP-P can be used to determine the optimal scan timing for CCTA and contributes to stable coronary enhancement.

    DOI: 10.1016/j.clinimag.2019.01.005

  • Dynamic flow imaging using 320-detector row CT and motion coherence analysis in coronary aneurysms associated with Kawasaki disease Reviewed

    Yamato Shimomiya, Michinobu Nagao, Yuzo Yamasaki, Takashi Shirasaka, Masatoshi Kondo, Tsukasa Kojima, Akihiro Nishie, Kenichiro Yamamura, Hiroshi Honda

    CARDIOLOGY IN THE YOUNG   28 ( 3 )   416 - 420   2018.3

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    Introduction: We propose a new dynamic flow imaging using 320-detector row CT, and investigate the assessment of coronary flow in aneurysms of Kawasaki disease in adulthood. Methods: Six patients with Kawasaki disease and coronary aneurysms associated (26.7 years old) and six controls were enrolled. Dynamic coronary CT angiography with 320-row CT was continuously performed at mid-diastole throughout 15-25 cardiac cycles with prospective Electrocardiogram gating after injection of contrast media. Dynamic data sets of 15-25 cycles were computed into 90-100 data sets by motion coherence image processing. Next, time-density curves for coronary arteries were calculated for all the phases. On the basis of the maximum slope method, coronary flow index was defined as the ratio of the maximum upslope of the attenuation of coronary arteries to the upslope of the attenuation of ascending aorta on the time-density curves. Coronary flow indexes for the proximal and distal sites of coronary arteries and intra-aneurysm were measured.

    DOI: 10.1017/S1047951117002293

  • Efficacy of periodically rotated overlapping parallel lines with enhanced reconstruction (PROPELLER) for shoulder magnetic resonance (MR) imaging Reviewed

    Kazuya Nagatomo, Hidetake Yabuuchi, Yuzo Yamasaki, Hiroshi Narita, Seiji Kumazawa, Tsukasa Kojima, Noriyuki Sakai, Masahumi Masaki, Hiroshi Kimura

    EUROPEAN JOURNAL OF RADIOLOGY   85 ( 10 )   1735 - 1743   2016.10

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    Objectives: To elucidate the utility of PROPELLER for motion artefact reduction on shoulder MRI and to examine the influence of streak artefacts on diagnosis of clinical images.Methods: 15 healthy volunteers and 48 patients underwent shoulder MRI with/without PROPELLER (coronal oblique proton density-fast spin echo [PD-FSE], sagittal oblique T2-FSE). In a volunteer study, all sequences were performed in both static and exercise-loaded conditions. Two radiologists graded artefacts and delineation of various anatomical structures in the volunteer study and motion and streak artefacts in the clinical study. Mean scores were compared between sequences with/without PROPELLER. In the clinical study, mean scores of motion artefacts were compared with mean scores of streak artefacts. Wilcoxon signed-rank test was used for all comparisons.Results: In both studies, PROPELLER significantly reduced motion artefacts (P < 0.05). In the volunteer study, it significantly improved delineations in sagittal oblique images in the exercise-loaded condition (13 < 0.05). In the clinical study, streak artefacts appeared dominantly on images with PROPELLER (13 < 0.05), but influenced diagnosis to a lesser extent than motion artefacts.Conclusion: PROPELLER can reduce motion artefacts in shoulder MRI. While it does cause streak artefacts, it affects diagnosis to a lesser extent. (C) 2016 Elsevier Ireland Ltd. All rights reserved.

    DOI: 10.1016/j.ejrad.2016.07.008

  • Volumetric measurement of artificial pure ground-glass nodules at low-dose CT: Comparisons between hybrid iterative reconstruction and filtered back projection Reviewed

    Noriyuki Sakai, Hidetake Yabuuchi, Masatoshi Kondo, Tsukasa Kojima, Kazuya Nagatomo, Satoshi Kawanami, Takeshi Kamitani, Masato Yonezawa, Michinobu Nagao, Hiroshi Honda

    EUROPEAN JOURNAL OF RADIOLOGY   84 ( 12 )   2654 - 2662   2015.12

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    Purpose: To compare hybrid iterative reconstruction (HIR) with filtered back projection (FBP) in the volumetry of artificial pure ground-glass nodules (GGNs) with low-dose computed tomography (CT).Materials and methods: Artificial GGNs (10 mm-diameter, 523.6 mm3, 660 HU) in an anthropomorphic chest phantom were scanned by a 256-row multi-slice CT with three dose levels (10, 30, 100 mAs). Each scan was repeated six times. Each set was reconstructed by FBP and HIR at 0.625-mm thickness. The volumes of artificial GGNs placed at the lung apex and middle lung field of the chest phantom were measured by two observers. Semi-automated measurements were performed by clicking the cursor in the center of GGNs, and manual measurements were performed by tracing GGNs on axial section. Modification of the trace was added on a sagittal or coronal section if necessary. Measurement errors were calculated for both the FBP and HIR at each dose level. We used the Wilcoxon signed rank test to identify any significant difference between the measurement errors of the FBP and HIR. Inter-observer, intraobserver, and inter-scan variabilities were evaluated by Bland Altman analysis with limits of agreements given by 95% confidence intervals.Results: There were significant differences in measurement errors only at the lung apex between FBP and HIR with 10 mAs in both the semi-automated (observer 1, 37% vs. 7.2%; observer 2, 39% vs. 1.9%) and manual methods (observer 1, 29% vs. 7.5%; observer 2, 30% vs. 1.1%), respectively (P< 0.05). HIR provided each variability equal to or less than one half of that of FBP at 10 mAs in both methods. In the semi-automated method, the inter-observer and intra-observer variabilities obtained by HIR at 10 mAs were 11% to 17% and 6.7% to 6.7%, whereas those for FBP at 10 mAs were 29% to 30% and 38% to 20%, respectively. The inter-scan variability for FBP at 100 mAs vs. HIR at 10 mAs was 9.5% to 11%, and that for FBP at 100 mAs vs. FBP at 10 mAs was 73% to 32%. In the manual method, the inter-observer and intra-observer variabilities for HIR at 10 mAs were 14% to 22% and 9.8% to 22%, and those for FBP at 10 mAs were 45% to 36% and 31% to 28%, respectively. The inter-scan variability for FBP at 100 mAs vs. HIR at 10 mAs was 7.4% to 23%, and that for FBP at 100 mAs vs. FBP at 10 mAs was 52% to 26%.Conclusion: HIR is superior to FBP in the volumetry of artificial pure GGNs at lung apex with low-dose CT. (C) 2015 Elsevier Ireland Ltd. All rights reserved.

    DOI: 10.1016/j.ejrad.2015.08.018

  • Low-dose CT screening using hybrid iterative reconstruction: confidence ratings of diagnoses of simulated lesions other than lung cancer. Reviewed International journal

    N Sakai, H Yabuuchi, M Kondo, Y Matsuo, T Kamitani, M Nagao, M Jinnouchi, M Yonezawa, T Kojima, Y Yano, H Honda

    The British journal of radiology   88 ( 1053 )   20150159 - 20150159   2015.9

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    OBJECTIVE: To evaluate the confidence ratings of diagnoses of simulated lesions other than lung cancer on low-dose screening CT with hybrid iterative reconstruction (IR). METHODS: Simulated lesions (emphysema, mediastinal masses and interstitial pneumonia) in a chest phantom were scanned by a 320-row area detector CT. The scans were performed by 64-row and 160-row helical scans at various dose levels and were reconstructed by filtered back projection (FBP) and IR. Emphysema, honeycombing and reticular opacity were visually scored on a four-point scale by six thoracic radiologists. The ground-glass opacity as a percentage of total lung volume (%GGO), CT value and contrast-to-noise ratio (CNR) of mediastinal masses were calculated. These scores and values were compared between FBP and IR. Wilcoxon's signed-rank test was used (p < 0.05). Interobserver agreements were evaluated by κ statistics. RESULTS: There were no significant differences in visual assessment. Interobserver agreement was almost perfect. CT values were almost equivalent between FBP and IR, whereas CNR with IR was significantly higher than that with FBP. %GGO significantly increased at low-dose levels with FBP; however, IR suppressed the elevation. CONCLUSION: The confidence ratings of diagnoses of simulated lesions other than lung cancer on low-dose CT screening were not degraded with hybrid IR compared with FBP. ADVANCES IN KNOWLEDGE: Hybrid IR did not degrade the confidence ratings of diagnoses on visual assessment and differential diagnoses based on CT value of mediastinal masses, and it showed the advantage of higher GGO conspicuity at low-dose level. Radiologists can analyse images of hybrid IR alone on low-dose CT screening for lung cancer.

    DOI: 10.1259/bjr.20150159

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  • CT縦横無尽

    尾田, 済太郎, 船間, 芳憲, 粟井, 和夫

    メジカルビュー社  2023.10 

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    Responsible for pages:総ページ数:xi, 539p   Language:Japanese  

  • ポケット英和医学用語・略語辞典

    「ポケット英和医学用語・略語辞典」編集委員会

    南山堂  2020.1 

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    Responsible for pages:総ページ数:318p   Language:Japanese  

  • こだわりのCT画像処理 PhyZiodynamicsを用いた新たな冠動脈血流イメージング

    小島 宰, 下宮 大和, 長尾 充展, 白坂 崇, 山崎 誘三, 中村 泰彦

    映像情報medical : a monthly journal of medical imaging and information  2016.12 

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    Responsible for pages:Vol.48, No.13, pp.86-91   Language:Japanese  

Presentations

  • 超高精細CTを用いた冠動脈CTにおける心拍数の重要性

    小島宰

    第6回超高精細CT研究会  2023.1 

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    Event date: 2023.1

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  • 最新の心臓CT画像再構成 Invited

    小島宰

    Alliance for Revolution and Interventional Cardiology Advancement (ARIA) 2022  2022.11 

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    Event date: 2022.11

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  • 胸部エックス線画像の深層学習による外科手術に伴う体内遺残物検出システムの開発

    河窪正照, 脇大登, 白坂崇, 白坂崇, 小島宰, 小島宰, 三賀山諒司, 濱崎洋志, 濱崎洋志, 加藤豊幸

    第78回日本放射線技術学会総会学術大会  2022.4 

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    Event date: 2022.4

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  • 少量造影剤による低管電圧TAVI-CTにおけるDeep Learning Reconstructionの有用性

    小島宰, 小島宰, 山崎誘三, 松浦由布子, 白坂崇, 加藤豊幸, 藪内英剛, 石神康生

    第78回日本放射線技術学会総会学術大会  2022.4 

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  • 高精細CTを用いた冠動脈ステントの内腔評価における心拍数の影響

    小島宰

    第47回日本放射線技術学会秋季学術大会  2019.4 

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  • 冠動脈ステントの内腔評価における超高精細CTの撮影モードの影響

    小島宰, 白坂崇, 船間芳憲, 濱崎洋志, 松本亮二, 近藤雅敏, 吉川英樹

    第74回日本放射線技術学会総会学術大会  2018.4 

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  • 逐次近似応用再構成がCT During Hepatic Arteriographyの血管描出能に及ぼす影響

    浜崎洋志, 白坂崇, 小島宰, 赤嶺寛地, 小川和久, 梅津芳幸

    IVR  2018 

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  • 睡眠時無呼吸症候群の重症度評価における気道のシネMRIの有用性

    小島宰, 河窪正照, 河窪正照, 長尾充展, 安藤真一, 小林幸次, 中村泰彦

    第71回日本放射線技術学会総会学術大会  2015.4 

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  • 頭頚部MR画像のモーションアーチファクト軽減におけるRadial Acquisition Regime(RADAR)の有用性の検討

    小島宰, 藪内英剛, 成田浩, 熊澤誠志, 松尾芳雄, 矢野佑季, 真崎昌文

    第69回日本放射線技術学会総会学術大会  2013.4 

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  • Evaluation of the efficacy of RADial Acquisition Regime (RADAR) acquisition method in head and neck MR images

    T. Kojima, H. Yabuuchi, H. Narita, S. Kumazawa, Y. Yamasaki, Y. Yano, Y. Kurihara, M. Masaki, H. Kimura

    European Congress of Radiology 2013  2013.3 

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    Event date: 2013.3

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  • 原発性肺癌における肺葉切除術後の肺機能予測:肺換気・血流シンチグラフィと肺換気・血流SPECT/CTとの比較

    小島宰, 藪内英剛, 佐々木雅之, 阿部光一郎, 馬場眞吾, 矢野佑季, 小宮勲, 本田浩

    核医学技術  2012.12 

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  • 頭頚部MR画像のモーションアーチファクト軽減におけるRadial Acquisition Regime(RADAR)の有用性の検討

    小島宰, 藪内英剛, 成田浩, 熊澤誠志, 松尾芳雄, 矢野佑季, 真崎昌文

    日本放射線技術学会総会学術大会予稿集  2013.4 

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  • 3D T2-Fast Field Echo法を用いた耳下腺内顔面神経描出におけるsurface coilとhead coilの比較

    小島 宰, 藪内 英剛, 小林 幸次, 松尾 芳雄, 大賀正浩, 武村濃, 神谷 武志, 川波 哲, 長尾 充展, 佐々木雅之, 本田 浩

    第 41 回日本磁気共鳴医学会大会  2013.9 

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  • 肩関節MRIのモーションアーチファクト軽減におけるRadial Acquisition Regime(RADAR)の有用性の検討

    長友和也, 薮内英剛, 山崎誘三, 成田浩, 熊澤誠志, 小島宰, 真崎昌文

    日本放射線技術学会総会学術大会予稿集  2014.4 

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  • 低線量CTにおける模擬すりガラス結節の体積測定:逐次近似応用型画像再構成法の有用性の検討

    境紀行, 藪内英剛, 近藤雅敏, 松尾芳雄, 小島宰, 本田浩

    日本放射線技術学会総会学術大会予稿集  2014.4 

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  • 3T-MRI による耳下腺内顔面神経の描出能:アナログコイルとデジタルコイルの比較

    大下 剛史, 藪内 英剛, 松尾 芳雄, 小林 幸次, 小島 宰, 境 紀行, 長友 和也, 川波 哲, 長尾 充展, 本田 浩

    第 42 回日本磁気共鳴医学会大会  2014.9 

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  • 睡眠時無呼吸症候群の重症度評価における気道のシネMRIの有用性

    小島宰, 河窪正照, 河窪正照, 長尾充展, 安藤真一, 小林幸次, 中村泰彦

    日本放射線技術学会総会学術大会予稿集  2015.4 

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  • Assessment by airway ellipticity on cine-MRI to differentiate severe obstructive sleep apnea.

    Tsukasa Kojima, Mari K. Nishizaka, Anita Rahmawati, Sakiko S. Handa, Shin-ichi Ando, Akiko Chishaki, Yasuhiko Nakamura, Masateru Kawakubo, Michinobu Nagao

    Sleep  2016.4 

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  • Whole heart Dynamic CT画像に対する Time maximum intensity projection処理の冠動脈形態評価への応用

    小島 宰, 下宮 大和, 長尾 充展, 濵崎 洋志, 川波哲, 白坂崇, 山崎誘三, 神谷武志, 舩津亮平, 松本亮二, 近藤雅敏, 吉川英樹, 中村泰彦, 本田 浩

    Society pf Advanced Medical Imaging 2013  2016.7 

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  • 320列冠動脈CTの至適撮影タイミング:大動脈時間濃度曲線による新たな決定法

    白坂崇, 長尾充展, 小島宰, 山崎誘三, 下宮大和, 中村泰彦, 本田浩

    日本放射線技術学会総会学術大会予稿集  2017.4 

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  • 逐次近似応用再構成がCT During Hepatic Arteriographyの血管描出能に及ぼす影響

    浜崎 洋志, 白坂 崇, 小島 宰, 赤嶺 寛地, 松本 亮二, 舩津 亮平, 梅津 芳幸

    日本放射線技術学会雑誌  2017.9 

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    逐次近似応用再構成がCT During Hepatic Arteriographyの血管描出能に及ぼす影響

  • 冠動脈CTにおける動き補正技術を用いた血管形状の正確性 Phantom Study

    松本 亮二, 白坂 崇, 小島 宰, 濱崎 洋志, 下宮 大和, 舩津 亮平, 梅津 芳幸

    日本放射線技術学会雑誌  2017.9 

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    冠動脈CTにおける動き補正技術を用いた血管形状の正確性 Phantom Study

  • 320 列 CT Dynamic Transluminal Attenuation Gradient を用いた冠動脈狭窄の機能的評価

    小島 宰, 白坂 崇, 河窪 正照, 下宮 大和, 山崎 誘三, 長尾 充展

    第38回せとうち心臓CT・MR勉強会  2018.3 

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  • 超高精細CTを用いた冠動脈CTにおけるHigh kVp撮影の有用性について

    白坂崇, 小島宰, 船間芳憲, 濱崎洋志, 松本亮二, 近藤雅敏, 吉川英樹

    日本放射線技術学会総会学術大会予稿集  2018.4 

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  • 超高精細CTの撮影モードと焦点サイズが画質に与える影響

    三賀山諒司, 白坂崇, 酒井友貴, 小島宰, 吉川英樹, 近藤雅敏, 梅津芳幸

    日本放射線技術学会総会学術大会予稿集  2018.4 

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  • 冠動脈ステントの内腔評価における超高精細CTの撮影モードの影響

    小島宰, 白坂崇, 船間芳憲, 濱崎洋志, 松本亮二, 近藤雅敏, 吉川英樹

    日本放射線技術学会総会学術大会予稿集  2018.4 

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  • 低管電圧撮影と新たなスキャンタイミング決定法による320列冠動脈CT検査:造影剤低減効果の検討

    白坂崇, 長尾充展, 山崎誘三, 小島宰, 下宮大和, 近藤雅敏, 吉川英樹

    日本放射線技術学会総会学術大会予稿集  2018.4 

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  • Hybrid analysis of transluminal attenuation gradient and dynamic 320-detector coronary CT angiography: detection of functional coronary stenosis

    Tsukasa Kojima, Michinobu Nagao, Takashi shirasaka, Masateru Kawakubo, Yamato Shimomiya, Yuzo Yamasaki, Toyoyuki Kato, Shuji Sakai

    European Congress of Radiology  2019.3 

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  • 超高精細CTを用いたDual energy CT angiographyにおけるカルシウム除去精度の向上

    白坂崇, 船間芳憲, 小島宰, 酒井友貴, 三賀山諒司, 近藤雅敏, 加藤豊幸

    日本放射線技術学会総会学術大会予稿集  2019.4 

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  • 微細構造の描出における圧縮センシングの有用性の検討

    藤原光希, 藪内英剛, 小島宰, 山下泰生, 小林幸次, 本田浩

    日本放射線技術学会総会学術大会予稿集  2019.4 

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  • 顎顔面領域CT検査における逐次近似応用再構成を併用したたれ付き検出器ノンヘリカル撮影の有用性

    酒井 友貴, 北本江梨奈, 加美由紀子, 白坂崇, 辰見正人, 近藤雅敏, 岡村和俊, 小島宰, 安松昇悟, 三賀山諒司, 加藤豊幸

    日本CT技術学会第7回学術大会  2019.6 

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  • 顎顔面領域CT検査における逐次近似応用再構成を併用したたれ付き検出器ノンヘリカル撮影の有用性

    酒井 友貴, 北本江梨奈, 加美由紀子, 白坂崇, 辰見正人, 近藤雅敏, 岡村和俊, 小島宰, 安松昇悟, 三賀山諒司, 加藤豊幸

    日本CT技術学会第7回学術大会  2019.6 

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  • 高精細CTを用いた冠動脈CTにおける血管形状と心拍数の関係性-Phantom study-

    小島宰

    日本放射線技術学会九州支部会誌(Web)  2020.4 

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  • 低線量CTにおけるDeep Learning Reconstructionを用いた肺結節体積測定の検討:Phantom Study

    三賀山諒司, 白坂崇, 藪内英剛, 小島宰, 小島宰, 酒井友貴, 近藤雅敏, 加藤豊幸

    日本放射線技術学会総会学術大会予稿集  2021.4 

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  • 低線量CTにおけるDeep learning reconstructionを用いた肺結節体積測定の検討:Phantom Study

    三賀山諒司, 白坂崇, 小島宰, 酒井友貴, 近藤雅敏, 加藤豊幸

    第77回放射線技術学会総会学術大会  2021.4 

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  • Deep learning-based Spectral CT における仮想単色X線画像の画質評価

    勝山裕菜, 小島 宰, 白坂 崇, 近藤 雅敏

    第7回福岡診療放射線技師会学術大会  2021.6 

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  • これだけでOK!! 冠動脈CTに必要な基本知識 Invited

    小島宰

    2021年度第2回福岡地区診療放射線技師会勉強会  2022.2 

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  • 胸部エックス線画像の深層学習による外科手術に伴う体内遺残物検出システムの開発

    河窪正照, 脇大登, 白坂崇, 白坂崇, 小島宰, 小島宰, 三賀山諒司, 濱崎洋志, 濱崎洋志, 加藤豊幸

    日本放射線技術学会総会学術大会予稿集  2022.4 

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  • 少量造影剤による低管電圧TAVI-CTにおけるDeep Learning Reconstructionの有用性

    小島宰, 小島宰, 山崎誘三, 松浦由布子, 白坂崇, 加藤豊幸, 藪内英剛, 石神康生

    日本放射線技術学会総会学術大会予稿集  2022.4 

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  • Deep learningを用いたDual energy CTにおける仮想単色X線画像の画質評価

    勝山 裕菜, 小島 宰, 白坂 崇, 近藤 雅敏, 加藤 豊幸

    日本CT技術学会雑誌  2022.7 

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  • 造影剤投与4分後の心電図非同期CT撮影による心筋ECV評価 Invited

    小島宰

    2023 Build Out Community  2023.10 

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  • 造影剤投与4分後の心電図非同期CT撮影による心筋ECV評価 Invited

    小島宰

    令和5年度日本放射線技術学会九州支部CTセミナー  2024.2 

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  • 320列deep learning based spectral CTによる心筋extracellular volumeの精度とスキャン線量の関係

    勝山 裕菜, 小島 宰, 三賀山 諒司, 園川 実歩, 白坂 崇, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3 

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  • Deep learning based spectral CTを用いた心電図同期dual energy scanにおける冠動脈狭窄率計測と心拍数の関係

    三賀山 諒司, 小島 宰, 白坂 崇, 山根 志穂, 舩津 亮平, 加藤 豊幸, 藪内 英剛

    日本放射線技術学会総会学術大会予稿集  2024.3 

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  • Dual energy CTにおけるノイズとヨード密度画像の精度に関する検討

    日置 一仁, 白坂 崇, 小島 宰, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3 

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  • Dual layer spectral CTを用いた肝臓脂肪の定量精度

    山根 志穂, 白坂 崇, 小島 宰, 三賀山 諒司, 齊藤 裕也, 石神 康生, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3 

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  • 冠動脈CTにおける超解像画像再構成が冠動脈ステント内腔評価に与える影響 phantom study

    園川 実歩, 小島 宰, 勝山 裕菜, 三賀山 諒司, 白坂 崇, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3 

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  • Deep Learning Based Spectral CT頭部スキャンモードにおける仮想単色X線画像のCT値とヨード密度値の線量依存性

    赤嶺 寛地, 小島 宰, 白坂 崇, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2023.3 

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  • Deep Learning Based Spectral CTによる冠動脈Dual Energy CTと心拍数の関係性

    三賀山 諒司, 小島 宰, 白坂 崇, 山根 志穂, 舩津 亮平, 加藤 豊幸, 藪内 英剛

    日本放射線技術学会総会学術大会予稿集  2023.3 

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  • 造影剤投与4分後の心電図非同期CT撮影による心筋ECV評価

    小島 宰, 山崎 誘三, 西懸 大介, 白坂 崇, 藪内 英剛, 加藤 豊幸, 石神 康生

    日本放射線技術学会総会学術大会予稿集  2023.3  (公社)日本放射線技術学会

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  • 少量造影剤による低管電圧TAVI-CTにおけるDeep Learning Reconstructionの有用性

    小島 宰, 山崎 誘三, 松浦 由布子, 白坂 崇, 加藤 豊幸, 藪内 英剛, 石神 康生

    日本放射線技術学会総会学術大会予稿集  2022.3  (公社)日本放射線技術学会

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  • 冠動脈CTにおける超解像画像再構成が冠動脈ステント内腔評価に与える影響 phantom study

    園川 実歩, 小島 宰, 勝山 裕菜, 三賀山 諒司, 白坂 崇, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3  (公社)日本放射線技術学会

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  • これだけでOK!! 冠動脈CTに必要な基本知識 Invited

    小島宰

    2021年度第2回福岡地区診療放射線技師会勉強会  2022.2 

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  • Virtual non-contrast画像におけるヨード濃度と体格の影響

    白坂 崇, 小島 宰, 山根 志穂, 舩津 亮平, 加藤 豊幸, 船間 芳憲

    日本CT技術学会雑誌  2022.7  (NPO)日本CT技術学会

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  • Dual layer spectral CTを用いた肝臓脂肪の定量精度

    山根 志穂, 白坂 崇, 小島 宰, 三賀山 諒司, 齊藤 裕也, 石神 康生, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3  (公社)日本放射線技術学会

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  • Dual energy CTにおけるノイズとヨード密度画像の精度に関する検討

    日置 一仁, 白坂 崇, 小島 宰, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2024.3  (公社)日本放射線技術学会

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  • Deep learningを用いたDual energy CTにおける仮想単色X線画像の画質評価

    勝山 裕菜, 小島 宰, 白坂 崇, 近藤 雅敏, 加藤 豊幸

    日本CT技術学会雑誌  2022.7  (NPO)日本CT技術学会

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  • Deep Learning Based Spectral CT頭部スキャンモードにおける仮想単色X線画像のCT値とヨード密度値の線量依存性

    赤嶺 寛地, 小島 宰, 白坂 崇, 舩津 亮平, 加藤 豊幸

    日本放射線技術学会総会学術大会予稿集  2023.3  (公社)日本放射線技術学会

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  • Deep learning based spectral CTを用いた心電図同期dual energy scanにおける冠動脈狭窄率計測と心拍数の関係

    三賀山 諒司, 小島 宰, 白坂 崇, 山根 志穂, 舩津 亮平, 加藤 豊幸, 藪内 英剛

    日本放射線技術学会総会学術大会予稿集  2024.3  (公社)日本放射線技術学会

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    Language:Japanese  

  • Deep Learning Based Spectral CTによる冠動脈Dual Energy CTと心拍数の関係性

    三賀山 諒司, 小島 宰, 白坂 崇, 山根 志穂, 舩津 亮平, 加藤 豊幸, 藪内 英剛

    日本放射線技術学会総会学術大会予稿集  2023.3  (公社)日本放射線技術学会

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    Language:Japanese  

  • Clinical utility of non-gated 4-minute delayed dual-energy computed tomography for myocardial extracellular volume quantification

    Tsukasa Kojima, Y. Yamasaki, D. Nishigake, T. Shirasaka, M. Kondo, K. Hioki, K. Sagiyama, T. Kato, H. Yabuuchi, K. Ishigami

    The 5th Symposium on Intelligent Data Sciencefor Radiological Imaging (iDSRI) betweenUniversiti Malaya and Kyushu University  2024.6 

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    Language:English   Presentation type:Oral presentation (general)  

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  • 異なる被写体サイズにおける冠動脈CTの血管描出能(超高精細CTと面検出器CTの比較)

    白坂 崇, 勝山 裕菜, 小島 宰, 三賀山 諒司, 加藤 豊幸, 石神 康生

    日本CT技術学会雑誌  2024.6  (NPO)日本CT技術学会

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    Language:Japanese  

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Professional Memberships

  • 日本心臓CT研究会

    2021.9 - Present

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  • 日本放射線技術学会

    2014.7 - Present

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  • 日本診療放射線技師会

    2014.4 - Present

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  • 日本医学物理学会

    2013.7 - Present

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  • 日本磁気共鳴医学会

Committee Memberships

  • Cyber DECT conference   世話人  

    2024.1 - Present   

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  • 九州CT研究会   世話人  

    2024.1 - Present   

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Academic Activities

  • 第27回CTサミット 実行委員

    Role(s): Planning, management, etc.

    2024.7

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    Type:Academic society, research group, etc. 

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  • 座長

    第13回九州CT研究会  ( Japan ) 2024.5

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    Type:Competition, symposium, etc. 

  • Screening of academic papers

    Role(s): Peer review

    2024

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    Type:Peer review 

    Number of peer-reviewed articles in foreign language journals:1

  • 座長

    第18回九州放射線医療技術学術大会  ( Japan ) 2023.11

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    Type:Competition, symposium, etc. 

  • Screening of academic papers

    Role(s): Peer review

    2023

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    Type:Peer review 

    Number of peer-reviewed articles in foreign language journals:5

  • 座長

    第17回九州放射線医療技術学術大会  ( Japan ) 2022.11

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    Type:Competition, symposium, etc. 

  • Screening of academic papers

    Role(s): Peer review

    2022

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    Type:Peer review 

    Number of peer-reviewed articles in foreign language journals:2

  • Screening of academic papers

    Role(s): Peer review

    2021

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    Type:Peer review 

    Number of peer-reviewed articles in foreign language journals:1

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Research Projects

  • 深層学習を用いた心電図同期CT画像の生成と心疾患予防医療への応用

    Grant number:23K14872  2023 - 2025

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

    小島 宰

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    Grant type:Scientific research funding

    健康寿命の延伸を目指す我が国において、心疾患の予防は重要である。CTで算出可能な冠動脈石灰化スコアは、心疾患発症率と相関があり、事前に把握する事で心疾患の予防に繋がる。しかし冠動脈石灰化スコアの正確な算出は、検診でも実施される非心電図同期CT撮影では難しく、心電図同期CT撮影が必要である。しかし心電図同期CT撮影は、被ばくが多いために心疾患疑い患者以外への実施は難しい。
    本研究は、まず非心電図同期単純CT画像から心電図同期単純CT画像を深層学習で生成し、 冠動脈石灰化スコアの正確な算出を目指す。次に、非心電図同期造影CT画像から心疾患の診断が可能な冠動脈CT画像の生成を目指す。

    CiNii Research

  • Detection of Microvascular Collaterals in Ischemic Myocardium Using Ultra-high-resolution CT

    Grant number:18K15552  2018 - 2021

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

    Kojima Tsukasa

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    Grant type:Scientific research funding

    This study determined the maximum heart rate for feasible coronary CT imaging using ultra-high-resolution CT (UHRCT) while maintaining high spatial resolution, aiming to visualize microvascular collaterals in ischemic myocardium. Through experiments with a cardiac motion phantom, simulated coronary arteries, and analysis of clinical images, UHRCT's high spatial resolution was confirmed up to 60 bpm. Subsequent analysis of clinical images from patients below 60 bpm demonstrated UHRCT's ability to visualize previously undetectable microvascular collaterals. These findings suggest the potential of next-generation CT scanner like Photon Counting CT, which offer superior noise reduction and spatial resolution, in more visualizing microvascular collaterals in ischemic myocardium.

    CiNii Research

Class subject

  • 実践画像技術学

    2024.12 - 2025.2   Winter quarter

  • 放射線画像技術学実習

    2024.10 - 2025.3   Second semester

  • 放射線技術科学入門Ⅱ

    2024.10 - 2025.3   Second semester

  • 品質管理論

    2024.10 - 2025.3   Second semester

  • 放射化学実験

    2024.6 - 2024.8   Summer quarter

  • 放射線技術科学入門Ⅰ

    2024.4 - 2024.9   First semester

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Activities contributing to policy formation, academic promotion, etc.

  • 2016.4 - 2018.3   福岡地区診療放射線技師会

    学術幹事