Yasutoshi Ohta's research while affiliated with National Cerebral and Cardiovascular Center and other places

What is this page?


This page lists the scientific contributions of an author, who either does not have a ResearchGate profile, or has not yet added these contributions to their profile.

It was automatically created by ResearchGate to create a record of this author's body of work. We create such pages to advance our goal of creating and maintaining the most comprehensive scientific repository possible. In doing so, we process publicly available (personal) data relating to the author as a member of the scientific community.

If you're a ResearchGate member, you can follow this page to keep up with this author's work.

If you are this author, and you don't want us to display this page anymore, please let us know.

Publications (38)


Flow diagram of the present study Note. ECV  extracellular volume fraction, PH pulmonary hypertension, RHC right heart catheterization
Violin plots of the hepatic ECVs Note. ECV extracellular volume fraction; ECV_right hepatic ECV of the right lobe; ECV_left hepatic ECV of the left lobe; and ECV_total hepatic ECV of both lobes * P < 0.001 in the Wilcoxon signed-rank test
Representative images of a 75-year-old woman with CTEPH The hepatic ECV was measured using dual-energy CT during the delayed phase. An iodine map a and black-and-white image b were used for the measurements. ECV_total was 0.29, with ECV_left (0.33) being higher than the ECV_right (0.25). RHC results showed a CI of 1.4 L/min/m², mean pulmonary arterial pressure of 62 mmHg, and a pulmonary vascular resistance index of 24.4 WU/m². ECV extracellular volume fraction; ECV_right hepatic ECV of the right lobe; ECV_left hepatic ECV of the left lobe; and ECV_total hepatic ECV of both lobes; RHC right heart catheterization; CI cardiac index
The Spearman’s rank correlation coefficient for the hepatic ECVs and RHC hemodynamic measurements Note. RHC right heart catheterization; ECV extracellular volume fraction; ECV right hepatic ECV of the right lobe; ECV_left hepatic ECV of the left lobe; ECV_total hepatic ECV of both lobes; mRAP mean right atrial pressure; mPAP mean pulmonary arterial pressure; mPCWP mean pulmonary capillary wedge pressure; CI cardiac index; PVRI pulmonary vascular resistance index * P value < 0.05.† P value < 0.01
Receiver operating characteristic curves for predicting intolerance to riociguat Note. AUC, area under the curve; ECV extracellular volume fraction; ECV right hepatic ECV; ECV_left hepatic ECV of the left lobe; ECV_total hepatic ECV of both lobes
Laterality of CT-measured hepatic extracellular volume fraction in patients with chronic thromboembolic pulmonary hypertension
  • Article
  • Publisher preview available

May 2024

·

6 Reads

The International Journal of Cardiovascular Imaging

·

Hiroki Horinouchi

·

Takara Namboku

·

[...]

·

Tetsuya Fukuda

Purpose This study examines the hepatic extracellular volume fraction (ECV) disparity between the left and right lobes (ECV_left and ECV_right) in patients with chronic thromboembolic pulmonary hypertension (CTEPH), its association with right heart catheterization (RHC) metrics, and with intolerance to increased pulmonary hypertension (PH)-targeted medication dosages. Methods We retrospectively analyzed 72 CTEPH-diagnosed patients who underwent equilibrium-phase abdominal dual-energy CT (DECT) and RHC. Hepatic ECVs, derived from DECT’s iodine maps using circular regions of interest in the liver and aorta, were correlated with RHC parameters via Spearman’s rank correlation and lobe differences through the Wilcoxon signed-rank test. Logistic regression assessed cases with ECV_left exceeding ECV_right by > 0.05, while receiver operating characteristic curve analysis gauged ECVs’ predictive power for medication intolerance. Results Of the 72 patients (57 females; median age 69), ECV_total (0.24, IQR 0.20–0.27) moderately correlated with RHC parameters (rs = 0.28, −0.24, 0.3 for mean pulmonary arterial pressure, cardiac index [CI], and pulmonary vascular resistance index, respectively). ECV_left significantly surpassed ECV_right (0.25 vs. 0.22, p < 0.001), with a greater ECV_left by > 0.05 indicating notably lower CI (p < 0.001). In 27 patients on PH medication, ECV_left effectively predicted medication intolerance (AUC = 0.84). Conclusion In CTEPH patients, hepatic ECV correlated with RHC metrics, where elevated left lobe ECV suggested reduced CI and potential medication intolerance. Graphical Abstract The hepatic extracellular volume fraction (ECV), measured via dual-energy CT, was notably higher in the left lobe compared to the right in patients with chronic thromboembolic pulmonary hypertension, with elevated ECV in the left lobe correlating with reduced cardiac index and intolerance to medication.

View access options
Share



Abstract 12256: The High FIB-4 Index is Independently Associated With an Increased Myocardial Extracellular Volume Fraction Quantified by Contrast-Enhanced Cardiac Magnetic Resonance Imaging

November 2023

·

3 Reads

Circulation

Introduction: Liver fibrosis is associated with heart failure and left ventricular diastolic dysfunction. The fibrosis 4 (FIB-4) index is calculated from transaminases, age, and platelet count and can be used to screen patients with liver fibrosis. The myocardial extracellular volume fraction (ECVf) can be evaluated using contrast-enhanced cardiac magnetic resonance imaging (CMR). Hypothesis: ECVf is increased in patients with high FIB-4 index. AIMS: This study aimed to clarify the association between FIB-4 index and ECVf. Methods: A retrospective analysis was performed on patients aged ≥ 45 years with left ventricular ejection fraction (LVEF) > 40 % who underwent CMR at two Japanese institutions. Patients were divided into 3 groups according to the FIB-4 index: Low: FIB-4 index < 1.3; Intermediate: 1.3 ≤ FIB-4 index < 2.67; High: 2.67 ≤ FIB-4 index. The association between the FIB-4 index and ECVf was evaluated using multiple regression analysis, with the FIB-4 index treated as a continuous and nominal variable. Results: A total of 244 patients were included in the analysis, 136 of whom underwent contrast-enhanced CMR and could be evaluated for ECVf. The ECVf of the high FIB-4 index group was significantly higher than that of the other two groups (High: 31.0 ± 4.3 %; Intermediate: 27.9 ± 3.4 %; Low: 27.6 ± 3.7 %. High vs. Intermediate, p = 0.014; High vs. Low, p = 0.008; Intermediate vs. Low, p = 0.65). Multivariate analysis showed that both the FIB-4 index (continuous variable) and high FIB-4 index (nominal variable) were associated with higher ECVf (continuous variable, p = 0.043; nominal variable, p = 0.016). Conclusions: The high FIB-4 index was independently associated with increased ECVf. In contrast, patients with the intermediate FIB-4 index did not have increased ECVf. These suggested the usefulness of FIB-4 index as a cardiac fibrotic parameter.


Lung-to-heart ratio analysis using virtual planar images obtained from myocardial perfusion SPECT data: A phantom and clinical studies

March 2023

·

3 Reads

·

1 Citation

Journal of Nuclear Cardiology

Backgrounds: The lung-to-heart ratio (L/H ratio) in myocardial perfusion scintigraphy (MPS) is a useful marker that complements the sensitivity of ischemia detection. However, it requires planar imaging acquired following a separate protocol in addition to single-photon emission computed tomography (SPECT). We developed a novel method for constructing virtual planar image (VPI) from SPECT data. Methods: Myocardial phantoms using Tl-201 were built with different amounts of radioactivity in the lungs. SPECT data and conventional planar images of these phantoms were collected with an Anger-type gamma camera. VPIs were constructed by adding all coronal images reconstructed from SPECT data. The clinical utility of VPIs obtained from 52 patients who underwent MPS with Tc-99m sestamibi was evaluated. Results: The radioactivity linearity of VPIs was satisfactory, with a correlation coefficient of r ≥ .99 between the measured amounts of radioactivity and image counts. The L/H ratios obtained from VPI analysis were strongly correlated with those of conventional planar images with a correlation coefficient of r ≥ .99 in the phantom study and r = .929 in clinical application. Conclusion: The accuracy of VPI-based L/H ratio analysis was comparable to that of conventional planar image-based analysis. VPIs could be used as an alternative method of obtaining planar images in clinical settings.


Deep Learning-based Post Hoc CT Denoising for the Coronary Perivascular Fat Attenuation Index

March 2023

·

38 Reads

·

3 Citations

Academic Radiology

Rationale and objectives: Coronary inflammation related to high-risk hemorrhagic plaques can be captured by the perivascular fat attenuation index (FAI) using coronary computed tomography angiography (CCTA). Since the FAI is susceptible to image noise, we believe deep learning (DL)-based post hoc noise reduction can improve diagnostic capability. We aimed to assess the diagnostic performance of the FAI in DL-based denoised high-fidelity CCTA images compared with coronary plaque magnetic resonance imaging (MRI) delivered high-intensity hemorrhagic plaques (HIPs). Materials and methods: We retrospectively reviewed 43 patients who underwent CCTA and coronary plaque MRI. We generated high-fidelity CCTA images by denoising the standard CCTA images using a residual dense network that supervised the denoising task by averaging three cardiac phases with nonrigid registration. We measured the FAIs as the mean CT value of all voxels (range of -190 to -30 HU) located within a radial distance from the outer proximal right coronary artery wall. The diagnostic reference standard was defined as HIPs (high-risk hemorrhagic plaques) using MRI. The diagnostic performance of the FAI in the original and denoised images was assessed using receiver operating characteristic curves. Results: Of 43 patients, 13 had HIPs. The denoised CCTA improved the area under the curve (0.89 [95% confidence interval (CI) 0.78-0.99]) of the FAI compared with that in the original image (0.77 [95% CI, 0.62-0.91], p = 0.008). The optimal cutoff value for predicting HIPs in denoised CCTA was -69 HU with 0.85 (11/13) sensitivity, 0.79 (25/30) specificity, and 0.80 (36/43) accuracy. Conclusion: DL-based denoised high-fidelity CCTA improved the AUC and specificity of the FAI for predicting HIPs.


Optimization of null point in Look-Locker images for myocardial late gadolinium enhancement imaging using deep learning and a smartphone

February 2023

·

11 Reads

·

3 Citations

European Radiology

Objectives To determine the optimal inversion time (TI) from Look-Locker scout images using a convolutional neural network (CNN) and to investigate the feasibility of correcting TI using a smartphone.Methods In this retrospective study, TI-scout images were extracted using a Look-Locker approach from 1113 consecutive cardiac MR examinations performed between 2017 and 2020 with myocardial late gadolinium enhancement. Reference TI null points were independently determined visually by an experienced radiologist and an experienced cardiologist, and quantitatively measured. A CNN was developed to evaluate deviation of TI from the null point and then implemented in PC and smartphone applications. Images on 4 K or 3-megapixel monitors were captured by a smartphone, and CNN performance on each monitor was determined. Optimal, undercorrection, and overcorrection rates using deep learning on the PC and smartphone were calculated. For patient analysis, TI category differences in pre- and post-correction were evaluated using the TI null point used in late gadolinium enhancement imaging.ResultsFor PC, 96.4% (772/749) of images were classified as optimal, with under- and overcorrection rates of 1.2% (9/749) and 2.4% (18/749), respectively. For 4 K images, 93.5% (700/749) of images were classified as optimal, with under- and overcorrection rates of 3.9% (29/749) and 2.7% (20/749), respectively. For 3-megapixel images, 89.6% (671/749) of images were classified as optimal, with under- and overcorrection rates of 3.3% (25/749) and 7.0% (53/749), respectively. On patient-based evaluations, subjects classified as within optimal range increased from 72.0% (77/107) to 91.6% (98/107) using the CNN.Conclusions Optimizing TI on Look-Locker images was feasible using deep learning and a smartphone.Key Points • A deep learning model corrected TI-scout images to within optimal null point for LGE imaging. • By capturing the TI-scout image on the monitor with a smartphone, the deviation of the TI from the null point can be immediately determined. • Using this model, TI null points can be set to the same degree as that by an experienced radiological technologist.


Deep learning-based noise reduction for coronary CT angiography: using four-dimensional noise-reduction images as the ground truth

December 2022

·

26 Reads

·

4 Citations

Acta Radiologica

Background To assess low-contrast areas such as plaque and coronary artery stenosis, coronary computed tomography angiography (CCTA) needs to provide images with lower noise without increasing radiation doses. Purpose To develop a deep learning-based noise-reduction method for CCTA using four-dimensional noise reduction (4DNR) as the ground truth for supervised learning. Material and Methods \We retrospectively collected 100 retrospective ECG-gated CCTAs. We created 4DNR images using non-rigid registration and weighted averaging three timeline CCTA volumetric data with intervals of 50 ms in the mid-diastolic phase. Our method set the original reconstructed image as the input and the 4DNR as the target image and obtained the noise-reduced image via residual learning. We evaluated the objective image quality of the original and deep learning-based noise-reduction (DLNR) images based on the image noise of the aorta and the contrast-to-noise ratio (CNR) of the coronary arteries. Further, a board-certified radiologist evaluated the blurring of several heart structures using a 5-point Likert scale subjectively and assigned a coronary artery disease reporting and data system (CAD-RADS) category independently. Results DLNR CCTAs showed 64.5% lower image noise ( P < 0.001) and achieved a 2.9 times higher CNR of coronary arteries than that in original images, without significant blurring in subjective comparison ( P > 0.1). The intra-observer agreement of CAD-RADS in the DLNR image was excellent (0.87, 95% confidence interval = 0.77–0.99) with original CCTAs. Conclusion Our DLNR method supervised by 4DNR significantly reduced the image noise of CCTAs without affecting the assessment of coronary stenosis.


Image Quality of Submillimeter High-Spatial-Resolution 2D Late Gadolinium-enhanced Images in Cardiac MRI: A Feasibility Study

December 2022

·

21 Reads

Radiology Cardiothoracic Imaging

Purpose: To evaluate the image quality of high-spatial-resolution two-dimensional (2D) late gadolinium enhancement (LGE) cardiac MRI compared with conventional normal-resolution LGE MRI. Materials and methods: This prospective study included participants suspected of having cardiomyopathy who underwent cardiac MRI between March 2021 and December 2021. Normal-resolution and high-resolution 2D LGE sequences (inversion recovery [IR] and phase-sensitive inversion recovery [PSIR]) were performed at 3 T. Resolution was compared between normal-resolution and high-resolution images obtained in a quality assurance phantom. In vivo image quality and resolution were evaluated qualitatively using a five-point scoring system. Receiver operating characteristic curve analysis was used for LGE detection performance. Border sharpness was assessed with profile curve measurement. The contrast-to-noise ratio (CNR) between hyperenhancement and remote myocardium and LGE detection performance were calculated using normal-resolution IR images as the reference. Results: In total, 120 participants were evaluated (mean age, 56 years ± 17 [SD]; 72 men). Features smaller than 1 mm were detectable only on high-resolution images of the phantom. In vivo, the image resolution score with high-resolution LGE was 4.14-4.24, which was higher than the normal-resolution LGE reference score of 2.99 (P < .05). Border sharpness was higher in high-resolution images (P < .001). Receiver operating characteristic curve analysis revealed no evidence of a difference in LGE detection between normal-resolution and high-resolution images. There was also no evidence of a change in CNR of LGE in IR and PSIR magnitude compared with reference images. Conclusion: Comparison of image quality in 2D high-resolution and normal-resolution LGE cardiac MRI demonstrated the highest resolution for high-resolution IR and high-resolution PSIR magnitude sequences.Keywords: Cartilage Imaging, MRI, Cardiac, Heart, Imaging Sequences, Comparative Studies Supplemental material is available for this article. © RSNA, 2022.


Flowchart of the study. MRI, magnetic resonance imaging.
A multicenter prospective randomized study comparing the incidence of periprocedural cerebral embolisms caused by catheter ablation of atrial fibrillation between cryoballoon and radiofrequency ablation (Embo‐Abl study): Study design

November 2022

·

47 Reads

Clinical Cardiology

Clinical Cardiology

Background: Although catheter ablation (CA) has become a standard therapeutic approach to atrial fibrillation (AF), it imposes a low but relevant risk of thromboembolic complications of around 0.5%-1%, including ischemic strokes, and has an additional risk of clinically silent cerebral embolisms (SCEs) of 10%-40%. Both cryoballoon (CB) and radiofrequency (RF) ablation are routinely used clinically worldwide, yet there are few prospective data comparing the incidence of cerebral embolism after CA of AF between CB and RF ablation. Methods: The aim of the Embo-Abl study will be to compare the incidence of cerebral embolisms on 3 T diffusion-weighted image magnetic resonance imaging (MRI) after CA of AF between CB and RF ablation in patients with AF in a prospective, multicenter, open-label, controlled, randomized fashion. The primary endpoint of the Embo-Abl study will be the occurrence of MRI-detected SCE 1-3 days after CA. The patients will be registered and randomly assigned to either the CB or RF ablation group in a 1:1 ratio. The study cohort will include 230 patients with AF from a multicenter in Japan. Results: The results of this study are currently under investigation. Conclusion: The Embo-Abl study will be the first to compare the incidence of periprocedural cerebral embolisms caused by CA of AF between CB and RF ablation in a prospective, multicenter, randomized, controlled fashion.


Citations (23)


... Imoto et al. used virtual planar images to quantify lung uptake as heart-to-lung (H/L) ratios in this issue of Journal of Nuclear Cardiology. 11 They generated planar-equivalent anterior images by summing all coronal slices using a phantom and found a close correlation between measured counts and actual radioisotope concentrations. Based on comparing H/L ratios between virtual planar and anterior images they concluded that the former would be clinically useful. ...

Reference:

Are nuclear medicine images quantified in 2D and 3D equally functional?
Lung-to-heart ratio analysis using virtual planar images obtained from myocardial perfusion SPECT data: A phantom and clinical studies
  • Citing Article
  • March 2023

Journal of Nuclear Cardiology

... Additionally, we developed a distinct architecture which reduced the parameter counts substantially for improved training efficiency (from over 400 million to 32,258,625). A next step is implementation of such a model into clinical practice, as recently described by Ohta et al in a single-institution, single-vendor study utilising a VGG-19 model to aid TI selection in real time with a smartphone [27]. ...

Optimization of null point in Look-Locker images for myocardial late gadolinium enhancement imaging using deep learning and a smartphone
  • Citing Article
  • February 2023

European Radiology

... Deep learning is widely used for noise reduction in medical images [1,2]. The first example of applying deep learning to MRI is noise reduction in MRI images. ...

Deep learning-based noise reduction for coronary CT angiography: using four-dimensional noise-reduction images as the ground truth
  • Citing Article
  • December 2022

Acta Radiologica

... Moreover, the severity of cardiac involvement in amyloidosis can be assessed by measurement of LV wall thickness, LV mass and the degree of late gadolinium enhancement (LGE) in CMR [6][7][8] . In addition, CMR techniques such as LGE-imaging 7,9 , pre-/ post-contrast T1-mapping with subsequent ECV calculation 10,11 and feature tracking (FT) for strain analysis 12 allow to depict both the pattern and the extent of CA 8,[13][14][15] . ...

Multimodality assessments of wild‐type transthyretin cardiac amyloidosis with no ventricular hypertrophy

... Following the idea, various network structures and loss functions have been explored. Representative network structures include U-Net [200]- [202], DenseNet [203], GAN [204]- [207], ResNet [208], [209], Residual dense network [210], Quadratic neural network [211], transformer [212], diffusion model [213], and more. Commonly used loss functions include mean squared error (MSE), mean absolute error, structural similarity index [214]- [216], adversarial loss [204], [217], TV loss [218], [219], perceptual loss [204], [220], edge incoherence [221], identity loss [207], [222], [223], projection loss [216], and more. ...

Deep Learning–based Post Hoc CT Denoising for Myocardial Delayed Enhancement
  • Citing Article
  • October 2022

Radiology

... Third, some methods, such as dictionary learning, superresolution, denoising, optimization and regularization, are utilized to upgrade the rebuilding capacity of image compressive sensing [59][60][61][62][63]. Harada et al. employ K-SVD dictionary learning to improve image quality for capsule endoscopy based on compressed sensing [59]. ...

Generative adversarial network-based post-processed image super-resolution technology for accelerating brain MRI: comparison with compressed sensing
  • Citing Article
  • February 2022

Acta Radiologica

... The pial collateral network is also predictive of outcome, as patients with good collateral on imaging have a better outcome than those with poor collateral (3,4). In addition, while mechanical thrombectomy has become the standard of care for LVO, there is still a need to expand the inclusion of patients at extremes of time and infarct size that do not meet the imaging requirements (5)(6)(7). Importantly, even in prospective clinical trials of mechanical thrombectomy in the late time window, adequate collateral flow was still an important consideration (8). ...

Mechanical Thrombectomy Up to 24 Hours in Large Vessel Occlusions and Infarct Velocity Assessment

Journal of the American Heart Association

... Native T1 and ECV in our study correlated well with RV hemodynamics and function, particularly at RVIP and septal regions. These findings are in good agreement with previous studies on the PH population, which found a moderate to strong correlation between native T1 at the insertion point and septal region with mPAP, PVR, and RV ejection fraction (43)(44)(45)(46). Global RV and septal ECV were also shown to correlate to mPAP and RV function (21,47). ...

Prognostic value of right ventricular native T1 mapping in pulmonary arterial hypertension

... Deep learning has emerged as a vital player in fields such as object detection, medical image segmentation [9] [10] [11], diagnostics [12] [13], and predictive analytics [14] [15] [16]. Previous research proposed a semi-automatic multiplanar reconstruction method [17]. This method mandates manually setting five head landmarks on axial images to identify the orbitomeatal line, facilitating 3D and multiplanar reconstruction. ...

A Real-World Clinical Implementation of Automated Processing Using Intelligent Work Aid for Rapid Reformation at the Orbitomeatal Line in Head Computed Tomography
  • Citing Article
  • March 2021

Investigative Radiology

... For example, virtual non-contrast imaging shows the calcified regions in iodine contrast-enhanced CT or CTA images, enabling calcium scoring (Song et al 2016). In CTA, 50 keV virtual monochromatic images (VMIs) have been shown to provide equivalent or improved visualization of coronary arteries with halved iodine contrast agent dose (Yunaga et al 2020). ...

Effect of energy difference in the evaluation of calcification size and luminal diameter in calcified coronary artery plaque using spectral CT
  • Citing Article
  • August 2020

Japanese Journal of Radiology