69 results on '"Kazutoshi Hirose"'
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2. Impact of psychiatric disorders on the hemodynamic and quality of life outcome of balloon pulmonary angioplasty in patients with chronic thromboembolic pulmonary hypertension: a retrospective study
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Kazutoshi Hirose, Shun Minatsuki, Akihito Saito, Hiroki Yagi, Norifumi Takeda, Masaru Hatano, and Issei Komuro
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Chronic thromboembolic pulmonary hypertension ,Balloon pulmonary angioplasty ,Psychiatric disorder ,Quality of life ,Diseases of the respiratory system ,RC705-779 - Abstract
Abstract Background Balloon pulmonary angioplasty (BPA) has beneficial effects on pulmonary hemodynamics, exercise capacity, and quality of life (QOL) in patients with chronic thromboembolic pulmonary hypertension (CTEPH). Recently, emerging evidence suggests a relationship between CTEPH and psychiatric disorders (PD). However, data on the clinical efficacy of BPA in CTEPH patients with PD are lacking. Methods We retrospectively analyzed 75 patients with inoperable/residual CTEPH who underwent BPA and right-sided heart catheterization before the initial BPA and within 1 year after the last procedure. QOL was evaluated using the European Quality of Life Five Dimension (EQ-5D) scale in 27 patients before and after BPA sessions. Baseline and post-procedural hemodynamic, functional, and QOL parameters were compared between the patients with and without PD. Results Among the 75 participants, 22 (29.3%) patients were categorized in the PD group. Although PD group had a similar mean pulmonary artery pressure level compared with non-PD group (40 ± 7 vs. 41 ± 9 mmHg, p = 0.477), they tended to have unfavorable QOL status (0.63 ± 0.22 vs. 0.77 ± 0.19, p = 0.102). BPA significantly improved pulmonary hemodynamics, laboratory parameters and exercise tolerance in both groups. BPA also significantly improved EQ-5D scores in the non-PD group (from 0.77 ± 0.19 to 0.88 ± 0.13, p
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- 2023
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3. Association of Atrial Fibrillation Progression With Left Atrial Functional Reserve and Its Reversibility
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Kazutoshi Hirose, Koki Nakanishi, Masao Daimon, Kentaro Iwama, Yuriko Yoshida, Yasuhiro Mukai, Yuko Yamamoto, Tomoko Nakao, Tsukasa Oshima, Takumi Matsubara, Yu Shimizu, Gaku Oguri, Toshiya Kojima, Eriko Hasumi, Katsuhito Fujiu, Hiroyuki Morita, and Issei Komuro
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atrial fibrillation ,left atrial functional reserve ,left atrial reservoir strain ,speckle‐tracking echocardiography ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Atrial fibrillation (AF) progression is closely related to heart failure occurrence, and catheter ablation carries a beneficial effect for heart failure prevention. Recently, particular attention has been given to left atrial (LA) function and functional reserve in the pathogenesis linking AF and heart failure, although its significance and reversibility is not well studied. Methods and Results We prospectively investigated 164 patients with AF with normal left ventricular systolic function and free from heart failure who underwent first catheter ablation and pre‐/postprocedural echocardiography. Conventional and speckle‐tracking echocardiography were performed at rest and during passive leg lifting to assess LA size, LA reservoir strain (LARS), and functional reserve calculated as passive leg lifting‐LARS – rest‐LARS. Patients were categorized into 3 AF subtypes: paroxysmal AF (N=95), persistent AF (PeAF; N=50), and long‐standing persistent AF (LS‐PeAF; N=19). The PeAF and LS‐PeAF groups had larger LA size and reduced LARS compared with the paroxysmal AF group (all P
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- 2024
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4. Prevalence, Associated Factors, and Echocardiographic Estimation of Left Atrial Hypertension in Patients With Atrial Fibrillation
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Yasuhiro Mukai, Koki Nakanishi, Masao Daimon, Kentaro Iwama, Yuriko Yoshida, Kazutoshi Hirose, Yuko Yamamoto, Hikari Seki, Tomoko Nakao, Tsukasa Oshima, Takumi Matsubara, Yu Shimizu, Gaku Oguri, Toshiya Kojima, Eriko Hasumi, Katsuhito Fujiu, Hiroyuki Morita, and Issei Komuro
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atrial fibrillation ,C‐reactive protein ,left atrial hypertension ,left atrial stiffness ,speckle‐tracking echocardiography ,waist circumference ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Elevated left atrial (LA) pressure predisposes individuals to the initiation and persistence of atrial fibrillation (AF), and LA hypertension is associated with AF recurrence after catheter ablation (CA). However, the exact frequency and factors associated with LA hypertension are unknown, and its noninvasive estimation is challenging. This study aimed to investigate the prevalence and determinants of LA hypertension in patients with AF who underwent first CA. Methods and Results We examined 183 patients with AF who underwent conventional and speckle‐tracking echocardiography before CA to assess LA size, reservoir strain, and stiffness. Direct LA pressure was measured at the time of CA, and LA hypertension was defined as mean LA pressure >15 mm Hg. Thirty‐three (18.0%) patients exhibited LA hypertension. Patients with LA hypertension had a significantly larger LA volume index (40.2 [28.4–52.1] versus 34.1 [26.9–42.4] mL/m2, P=0.025), reduced LA reservoir strain (15.1 [10.4–21.7] versus 22.7 [14.4–32.3] %, P=0.002) and increased LA stiffness (0.69 [0.34–0.99] versus 0.36 [0.24–0.54], P
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- 2023
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5. Potential value of saline-induced Pd/Pa ratio in patients with coronary artery stenosis
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Hiroyuki Kiriyama, Arihiro Kiyosue, Shun Minatsuki, Takuya Kawahara, Susumu Katsushika, Tatsuya Kamon, Kazutoshi Hirose, Hiroki Shinohara, Mizuki Miura, Akihito Saito, Hironobu Kikuchi, Satoshi Kodera, Masaru Hatano, Jiro Ando, Masahiro Myojo, Nobuhiko Itoh, Keisuke Yamamoto, Hiroshi Ikenouchi, Norifumi Takeda, and Issei Komuro
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saline-induced Pd/Pa ratio ,resting full-cycle ratio ,fractional flow reserve ,epicardial coronary artery ,physiological assessment ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
BackgroundFractional flow reserve (FFR) is the current gold standard for identifying myocardial ischemia in individuals with coronary artery stenosis. However, FFR is not penetrated as much worldwide due to time consumption, costs associated with adenosine, FFR-related discomfort, and complications. Resting physiological indexes may be widely accepted alternatives to FFR, while the discrepancies with FFR were found in up to 20% of lesions. The saline-induced Pd/Pa ratio (SPR) is a new simplified option for evaluating coronary stenosis. However, the clinical implication of SPR remains unclear.ObjectivesIn the present study, we aimed to compare the accuracies of SPR and resting full-cycle ratio (RFR) and to investigate the incremental value of SPR in clinical practice.MethodsIn this multicenter prospective study, 112 coronary lesions (105 patients) were evaluated by SPR, RFR, and FFR.ResultsThe overall median age was 71 years, and 84.8% were men. SPR was correlated more strongly with FFR than with RFR (r = 0.874 vs. 0.713, respectively; p < 0.001). Using FFR < 0.80 as the reference standard variable, the area under the receiver-operating characteristic (ROC) curve for SPR was superior to that of RFR (0.932 vs. 0.840, respectively; p = 0.009).ConclusionSaline-induced Pd/Pa ratio predicted FFR more accurately than RFR. SPR could be an alternative method for evaluating coronary artery stenosis and further investigation including elucidation of the mechanism of SPR is needed (225 words).
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- 2023
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6. Incidence of atrial functional tricuspid regurgitation and its correlation with tricuspid valvular deformation in patients with persistent atrial fibrillation
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Yuko Yamamoto, Masao Daimon, Koki Nakanishi, Tomoko Nakao, Megumi Hirokawa, Jumpei Ishiwata, Hiroyuki Kiriyama, Yuriko Yoshida, Kentaro Iwama, Kazutoshi Hirose, Yasuhiro Mukai, Norifumi Takeda, Yutaka Yatomi, and Issei Komuro
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atrial fibrillation ,tethering height ,tricuspid annular dilation ,tricuspid regurgitation ,valvular heart disease ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
BackgroundWith the growing prevalence of atrial fibrillation (AF), concomitant atrial functional tricuspid regurgitation (FTR) is increasing. In this study, we aimed to elucidate the incidence of significant atrial FTR and its association with tricuspid valvular (TV) deformation in patients with persistent AF.MethodsWe retrospectively enrolled 344 patients (73.0 ± 9.3 years, 95 female) with persistent AF who underwent 2-dimensional echocardiography. We excluded patients with left-sided heart disease, pulmonary hypertension treated with pulmonary vasodilators, and congenital heart disease. We defined significant TR as having TR ≥ moderate; and tricuspid annulus (TA) diameter, tethering height, and area were measured in all patients.ResultsAmong the study population, 80 (23.3%) patients had significant TR. TA diameter, tethering height, and area were significantly greater in the significant TR group (all p < 0.001). In multivariable analysis, TA diameter was independently associated with significant TR (odds ratio 1.1 per mm, p = 0.03), whereas TV tethering height was not. Receiver operating characteristic curve for significant TR exhibited the best predictive value of TA diameter indexed for body surface area [23 mm/m2; area under the curve (AUC) = 0.87] compared with absolute TA diameter (39 mm; AUC = 0.74) and TA diameter indexed for height (0.22 mm/cm; AUC = 0.80).ConclusionApproximately 25% of patients with persistent AF had significant TR. The BSA-corrected TA diameter was strongly associated with significant TR, which might be helpful for predicting the development of significant TR and considering its therapeutic strategy in patients with persistent AF.
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- 2022
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7. A Novel Technique of Balloon Pulmonary Angioplasty for the Treatment of Total Occlusion LesionsNovel Teaching Points
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Shun Minatsuki, MD, Arihiro Kiyosue, MD, Yu Shimizu, MD, Izumi Tanikawa, Takahide Murasawa, Kazutoshi Hirose, MD, Akihito Saito, MD, Hiroki Yagi, MD, Norifumi Takeda, MD, Masaru Hatano, MD, Jiro Ando, MD, and Issei Komuro, MD
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Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Balloon pulmonary angioplasty (BPA) has been recognized as an alternative therapeutic approach for patients with inoperative chronic thromboembolic pulmonary hypertension and those with residual pulmonary hypertension after pulmonary endarterectomy. However, the safe and successful treatment rate for a total occlusion lesion (TOL) using BPA is low, mainly because vessels distal to the occlusion are invisible by angiogram. Here, we present the case of a 53-year-old woman with chronic thromboembolic pulmonary hypertension with successfully recanalization of a TOL by use of BPA with the aid of intracardiac echocardiography. The intracardiac echocardiography–assisted wire passage technique may be a promising method for safe and reliable TOL treatment using BPA. Résumé: Il est reconnu que l’angioplastie pulmonaire par ballonnet (APB) est une alternative thérapeutique chez les patients atteints d’hypertension pulmonaire thromboembolique chronique inopérable et chez les patients atteints d’hypertension pulmonaire résiduelle après l’endartériectomie pulmonaire. Toutefois, le taux d’innocuité et de réussite du traitement d’une occlusion totale (OT) à l’aide de l’APB est faible, principalement en raison de l’invisibilité des vaisseaux distaux de l’occlusion à l’angiographie. Dans cet article, nous présentons le cas d’une femme de 53 ans atteinte d’hypertension pulmonaire thromboembolique chez qui la recanalisation de l’OT par l’utilisation de l’APB à l’aide d’une échocardiographie intracardiaque a été réussie. La technique de passage du fil assistée par échocardiographie intracardiaque peut constituer une technique prometteuse pour traiter de façon sûre et fiable l’OT à l’aide de l’APB.
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- 2021
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8. Impact of insulin resistance on subclinical left ventricular dysfunction in normal weight and overweight/obese japanese subjects in a general community
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Kazutoshi Hirose, Koki Nakanishi, Masao Daimon, Naoko Sawada, Yuriko Yoshida, Kentaro Iwama, Yuko Yamamoto, Jumpei Ishiwata, Megumi Hirokawa, Katsuhiro Koyama, Tomoko Nakao, Hiroyuki Morita, Marco R. Di Tullio, Shunichi Homma, and Issei Komuro
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Insulin resistance ,Left ventricular global longitudinal strain ,Speckle‐tracking echocardiography ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Abstract Background Insulin resistance carries increased risk of heart failure, although the pathophysiological mechanisms remain unclear. LV global longitudinal strain (LVGLS) assessed by speckle-tracking echocardiography has emerged as an important tool to detect early LV systolic abnormalities. This study aimed to investigate the association between insulin resistance and subclinical left ventricular (LV) dysfunction in a sample of the general population without overt cardiac disease. Methods We investigated 539 participants who voluntarily underwent extensive cardiovascular health check including laboratory test and speckle-tracking echocardiography. Glycemic profiles were categorized into 3 groups according to homeostatic model assessment of insulin resistance (HOMA-IR): absence of insulin resistance (HOMA-IR − 16.65%). Results Forty-five (8.3%) participants had DM and 66 (12.2%) had abnormal HOMA-IR. LV mass index and E/e′ ratio did not differ between participants with and without abnormal HOMA-IR, whereas abnormal HOMA-IR group had significantly decreased LVGLS (− 17.6 ± 2.6% vs. − 19.7 ± 3.1%, p
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- 2021
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9. Selective Fine-Tuning on a Classifier Ensemble: Realizing Adaptive Neural Networks With a Diversified Multi-Exit Architecture
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Kazutoshi Hirose, Shinya Takamaeda-Yamazaki, Jaehoon Yu, and Masato Motomura
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Ensemble ,fine-tuning ,neural networks ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
Adaptive neural networks that provide a trade-off between computing costs and inference performance can be a crucial solution for edge artificial intelligence (AI) computing where resource and energy consumption are significantly constrained. Edge AIs require a fine-tuning technique to achieve target accuracy with less computation for pre-trained models on the cloud. However, a multi-exit network, which realizes adaptive inference costs, requires significant training costs because it has many classifiers that need to be fine-tuned. In this study, we propose a novel fine-tuning method for an ensemble of classifiers that efficiently retrain the multi-exit network. The proposed fine-tuning method exploits individualities by assembling the output of the intermediate classifiers trained with distinct preprocessed data. The evaluation results show that the proposed method achieved 0.2%-5.8%, 0.2%-4.6% higher accuracy with only 77%-93%, 73%-84% training computation compared to the entire fine-tuning of classifiers on the pre-modified CIFAR-100 and Imagenet, respectively, although it depends on assumed edge environments.
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- 2021
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10. Factors associated with left ventricular reverse remodelling after percutaneous coronary intervention in patients with left ventricular systolic dysfunction
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Yusuke Adachi, Arihiro Kiyosue, Jiro Ando, Takuya Kawahara, Satoshi Kodera, Shun Minatsuki, Hironobu Kikuchi, Toshiro Inaba, Hiroyuki Kiriyama, Kazutoshi Hirose, Hiroki Shinohara, Akihito Saito, Takayuki Fujiwara, Hironori Hara, Kazutaka Ueda, Kenichi Sakakura, Masaru Hatano, Mutsuo Harada, Eiki Takimoto, Hiroshi Akazawa, Hiroyuki Morita, Shin-ichi Momomura, Hideo Fujita, and Issei Komuro
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Medicine ,Science - Abstract
Abstract Percutaneous coronary intervention (PCI) is sometimes considered as an alternative therapeutic strategy to surgical revascularization in patients with coronary artery disease (CAD) and reduced left ventricular ejection fraction (LVEF). However, the types or conditions of patients that receive the clinical benefit of left ventricular reverse remodelling (LVRR) remain unknown. The purpose of this study was to investigate the determinants of LVRR following PCI in CAD patients with reduced LVEF. From 4394 consecutive patients who underwent PCI, a total of 286 patients with reduced LV systolic function (LVEF
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- 2021
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11. Age prediction from coronary angiography using a deep neural network: Age as a potential label to extract prognosis-related imaging features.
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Shinnosuke Sawano, Satoshi Kodera, Masataka Sato, Susumu Katsushika, Issei Sukeda, Hirotoshi Takeuchi, Hiroki Shinohara, Atsushi Kobayashi, Hiroshi Takiguchi, Kazutoshi Hirose, Tatsuya Kamon, Akihito Saito, Hiroyuki Kiriyama, Mizuki Miura, Shun Minatsuki, Hironobu Kikuchi, Yasutomi Higashikuni, Norifumi Takeda, Katsuhito Fujiu, Jiro Ando, Hiroshi Akazawa, Hiroyuki Morita, and Issei Komuro
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Medicine ,Science - Abstract
Coronary angiography (CAG) is still considered the reference standard for coronary artery assessment, especially in the treatment of acute coronary syndrome (ACS). Although aging causes changes in coronary arteries, the age-related imaging features on CAG and their prognostic relevance have not been fully characterized. We hypothesized that a deep neural network (DNN) model could be trained to estimate vascular age only using CAG and that this age prediction from CAG could show significant associations with clinical outcomes of ACS. A DNN was trained to estimate vascular age using ten separate frames from each of 5,923 CAG videos from 572 patients. It was then tested on 1,437 CAG videos from 144 patients. Subsequently, 298 ACS patients who underwent percutaneous coronary intervention (PCI) were analysed to assess whether predicted age by DNN was associated with clinical outcomes. Age predicted as a continuous variable showed mean absolute error of 4 years with R squared of 0.72 (r = 0.856). Among the ACS patients stratified by predicted age from CAG images before PCI, major adverse cardiovascular events (MACE) were more frequently observed in the older vascular age group than in the younger vascular age group (p = 0.017). Furthermore, after controlling for actual age, gender, peak creatine kinase, and history of heart failure, the older vascular age group independently suffered from more MACE (hazard ratio 2.14, 95% CI 1.07 to 4.29, p = 0.032). The vascular age estimated based on CAG imaging by DNN showed high predictive value. The age predicted from CAG images by DNN could have significant associations with clinical outcomes in patients with ACS.
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- 2022
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12. Multicoated Supermasks Enhance Hidden Networks.
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Yasuyuki Okoshi, ángel López García-Arias, Kazutoshi Hirose, Kota Ando, Kazushi Kawamura, Thiem Van Chu, Masato Motomura, and Jaehoon Yu
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- 2022
13. Hiddenite: 4K-PE Hidden Network Inference 4D-Tensor Engine Exploiting On-Chip Model Construction Achieving 34.8-to-16.0TOPS/W for CIFAR-100 and ImageNet.
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Kazutoshi Hirose, Jaehoon Yu, Kota Ando, Yasuyuki Okoshi, ángel López García-Arias, Junnosuke Suzuki, Thiem Van Chu, Kazushi Kawamura, and Masato Motomura
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- 2022
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14. Differential effects of balloon pulmonary angioplasty on chronic thromboembolic pulmonary disease.
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Shun Minatsuki, Masaru Hatano, Kazutoshi Hirose, Akihito Saito, Hiroki Yagi, Norifumi Takeda, and Issei Komuro
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PULMONARY artery diseases ,DIGITAL subtraction angiography ,BRAIN natriuretic factor ,PULMONARY arterial hypertension ,CHRONIC obstructive pulmonary disease ,POSITIVE pressure ventilation ,TRANSLUMINAL angioplasty ,PULMONARY hypertension ,MALIGNANT hyperthermia - Published
- 2024
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15. Edge Inference Engine for Deep & Random Sparse Neural Networks with 4-bit Cartesian-Product MAC Array and Pipelined Activation Aligner.
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Kota Ando, Jaehoon Yu, Kazutoshi Hirose, Hiroki Nakahara, Kazushi Kawamura, Thiem Van Chu, and Masato Motomura
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- 2021
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16. A 3D-Stacked SRAM using Inductive Coupling with Low-Voltage Transmitter and 12: 1 SerDes.
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Kota Shiba, Tatsuo Omori, Kodai Ueyoshi, Kota Ando, Kazutoshi Hirose, Shinya Takamaeda-Yamazaki, Masato Motomura, Mototsugu Hamada, and Tadahiro Kuroda
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- 2020
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17. ProgressiveNN: Achieving Computational Scalability without Network Alteration by MSB-first Accumulative Computation.
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Junnosuke Suzuki, Kota Ando, Kazutoshi Hirose, Kazushi Kawamura, Thiem Van Chu, Masato Motomura, and Jaehoon Yu
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- 2020
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18. Dither NN: An Accurate Neural Network with Dithering for Low Bit-Precision Hardware.
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Kota Ando, Kodai Ueyoshi, Yuka Oba, Kazutoshi Hirose, Ryota Uematsu, Takumi Kudo, Masayuki Ikebe, Tetsuya Asai, Shinya Takamaeda-Yamazaki, and Masato Motomura
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- 2018
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19. Area and Energy Optimization for Bit-Serial Log-Quantized DNN Accelerator with Shared Accumulators.
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Takumi Kudo, Kodai Ueyoshi, Kota Ando, Kazutoshi Hirose, Ryota Uematsu, Yuka Oba, Masayuki Ikebe, Tetsuya Asai, Masato Motomura, and Shinya Takamaeda-Yamazaki
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- 2018
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20. Quantization Error-Based Regularization in Neural Networks.
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Kazutoshi Hirose, Kota Ando, Kodai Ueyoshi, Masayuki Ikebe, Tetsuya Asai, Masato Motomura, and Shinya Takamaeda-Yamazaki
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- 2017
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21. In-memory area-efficient signal streaming processor design for binary neural networks.
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Haruyoshi Yonekawa, Shimpei Sato, Hiroki Nakahara, Kota Ando, Kodai Ueyoshi, Kazutoshi Hirose, Kentaro Orimo, Shinya Takamaeda-Yamazaki, Masayuki Ikebe, Tetsuya Asai, and Masato Motomura
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- 2017
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22. Accelerating deep learning by binarized hardware.
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Shinya Takamaeda-Yamazaki, Kodai Ueyoshi, Kota Ando, Ryota Uematsu, Kazutoshi Hirose, Masayuki Ikebe, Tetsuya Asai, and Masato Motomura
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- 2017
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23. Logarithmic Compression for Memory Footprint Reduction in Neural Network Training.
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Kazutoshi Hirose, Ryota Uematsu, Kota Ando, Kentaro Orimo, Kodai Ueyoshi, Masayuki Ikebe, Tetsuya Asai, Shinya Takamaeda-Yamazaki, and Masato Motomura
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- 2017
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24. QUEST: A 7.49TOPS multi-purpose log-quantized DNN inference engine stacked on 96MB 3D SRAM using inductive-coupling technology in 40nm CMOS.
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Kodai Ueyoshi, Kota Ando, Kazutoshi Hirose, Shinya Takamaeda-Yamazaki, Junichiro Kadomoto, Tomoki Miyata, Mototsugu Hamada, Tadahiro Kuroda, and Masato Motomura
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- 2018
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25. Prevalence, Determinants, and Prognostic Value of Left Atrial Dysfunction in Patients With Chronic Coronary Syndrome and Normal Left Ventricular Ejection Fraction
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Kazutoshi Hirose, Koki Nakanishi, Masao Daimon, Yuriko Yoshida, Jumpei Ishiwata, Tomoko Nakao, Hiroyuki Morita, Marco R. Di Tullio, Shunichi Homma, and Issei Komuro
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Ventricular Dysfunction, Left ,Atrial Fibrillation ,Prevalence ,Humans ,Stroke Volume ,Atrial Function, Left ,Heart Atria ,Prognosis ,Cardiology and Cardiovascular Medicine ,Ventricular Function, Left - Abstract
Patients with chronic coronary syndrome (CCS), even when they have complete revascularization and normal left ventricular (LV) systolic function, experience subsequent cardiovascular disease (CVD), highlighting the importance of surrogate markers to prevent adverse consequences. Speckle-tracking echocardiography-derived left atrial (LA) reservoir strain has emerged as a sensitive marker for CVD in various clinical settings. The present study investigated the prevalence, determinants, and prognostic value of LA dysfunction in CCS. We included 278 consecutive patients with CCS with completed percutaneous coronary intervention and preserved LV ejection fraction who underwent follow-up echocardiography. Speckle-tracking analysis was performed to assess LA reservoir strain, and LA dysfunction was defined as LA reservoir strain ≤24%. The primary outcome comprised new-onset atrial fibrillation, heart failure hospitalization, acute coronary syndrome, stroke, or all-cause death. At baseline, 28 patients (10.1%) had LA dysfunction. Multivariable analysis identified age, hypertension, LV ejection fraction, and multivessel disease as independent determinants of LA reservoir strain (all p0.05). During a median follow-up of 4.8 years, the primary outcome occurred in 60 patients (21.6%). LA dysfunction carried a significant risk for primary outcome independent of traditional risk factors, LV parameters, and LA size (adjusted hazard ratio 3.10, p = 0.003); the risk increase remained significant even after excluding atrial fibrillation from the primary outcome (adjusted hazard ratio 2.27, p = 0.043). In conclusion, approximately 10% of patients with CCS with normal LV ejection fraction had LA dysfunction associated with adverse cardiovascular outcomes. Further studies are needed to explore whether therapeutic interventions affecting LA remodeling may help prevent CVD events.
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- 2023
26. Aortic valve sclerosis and subclinical left ventricular dysfunction in the general population with normal left ventricular geometry
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Yuriko Yoshida, Koki Nakanishi, Masao Daimon, Kazutoshi Hirose, Jumpei Ishiwata, Hidehiro Kaneko, Tomoko Nakao, Yoshiko Mizuno, Hiroyuki Morita, Marco R Di Tullio, Shunichi Homma, and Issei Komuro
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Epidemiology ,Cardiology and Cardiovascular Medicine - Abstract
Aims Aortic valve sclerosis (AVS) without haemodynamically significant obstruction is related to cardiovascular morbidity and mortality independent of left ventricular (LV) hypertrophy, although the underlying mechanisms remain unknown. This study investigated the prevalence of AVS and its association with subclinical LV systolic and diastolic dysfunction in individuals with normal LV geometry free of cardiovascular disease. Methods and results We examined 962 participants with normal LV geometry and free from significant AV stenosis who underwent standard and speckle-tracking echocardiography. AVS was categorized into four groups as follows: no AVS, AV thickening, calcification on one leaflet, and calcification on ≥2 leaflets. Among the 962 participants, 767 (79.7%) individuals were classified as no AVS, 74 (7.7%) as AV thickening, 87 (9.0%) as calcification on one leaflet, and 34 (3.5%) as calcification on ≥2 leaflets. The prevalence of subclinical LV diastolic dysfunction (E/e′ ratio ≥13) and systolic dysfunction [LV global longitudinal strain (GLS) > −17.0% for men and > −18.0% for women] were greater in AVS groups than those in no AVS group. Subclinical LV diastolic impairment was evident from AV thickening and systolic dysfunction was observed at AV calcification. Multivariable logistic regression analysis demonstrated that AV thickening as well as calcification were independently associated with subclinical LV diastolic impairment (all P < 0.05), while only AV calcification on ≥2 leaflets conferred significant increased risk of impaired LVGLS. Conclusion AVS was observed in approximately 20% individuals without cardiac disease and was associated with subclinical LV diastolic and systolic function even in the absence of LV morphological change.
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- 2022
27. Association of arterial properties with left ventricular morphology and function in the community
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Yasuhiro Mukai, Koki Nakanishi, Masao Daimon, Naoko Sawada, Kazutoshi Hirose, Kentaro Iwama, Yuko Yamamoto, Yuriko Yoshida, Jumpei Ishiwata, Katsuhiro Koyama, Tomoko Nakao, Hiroyuki Morita, Marco R. Di Tullio, Shunichi Homma, and Issei Komuro
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Heart Failure ,Ventricular Dysfunction, Left ,Vascular Stiffness ,Ventricular Remodeling ,Physiology ,Heart Ventricles ,Internal Medicine ,Humans ,Pulse Wave Analysis ,Cardiology and Cardiovascular Medicine ,Ventricular Function, Left - Abstract
Arterial structural and functional remodeling is recognized as a key determinant of incident heart failure, although the contribution of arterial properties on left ventricular (LV) remodeling is not fully studied. Aortic dilatation is an early manifestation of arterial remodeling and estimated pulse wave velocity (ePWV) is emerging as a simple measure of arterial stiffness. This study aimed to characterize the association of aortic size and ePWV with LV morphology and function.The study cohort consisted of 539 participants without overt cardiac disease who underwent extensive cardiovascular examination. Aortic root diameter was measured by two-dimensional echocardiography and ePWV was calculated from a regression equation using age and mean blood pressure. LV global longitudinal strain (LVGLS) was obtained by speckle-tracking echocardiography.Aortic root diameter and ePWV were correlated with LV mass index and LVGLS, while only ePWV was related to E / e' ratio. In multivariable analysis, aortic root diameter and ePWV were significantly related to LV mass index and LVGLS (all P 0.05), and the association of aortic root size and ePWV with LVGLS was independent of LV mass index and E / e' ratio. Individuals with both aortic root enlargement and increased ePWV had significantly larger LV mass index and reduced LVGLS compared with those either or those with normal aortic size and ePWV (both P 0.05).Aortic root size and ePWV were independently associated with unfavorable LV remodeling in individuals free of cardiac disease, which might provide useful information into the pathogenesis-linking arterial remodeling and heart failure.
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- 2022
28. Prevalence of glucose metabolism disorders and its association with left atrial remodelling before and after catheter ablation in patients with atrial fibrillation
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Koki Nakanishi, Masao Daimon, Katsuhito Fujiu, Kentaro Iwama, Yuriko Yoshida, Kazutoshi Hirose, Yasuhiro Mukai, Yuko Yamamoto, Tomoko Nakao, Tsukasa Oshima, Takumi Matsubara, Yu Shimizu, Gaku Oguri, Toshiya Kojima, Eriko Hasumi, Hiroyuki Morita, and Issei Komuro
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Physiology (medical) ,Cardiology and Cardiovascular Medicine - Abstract
Aims To investigate the exact prevalence of glucose metabolism disorders, and their impact on left atrial (LA) remodelling and reversibility in patients with atrial fibrillation (AF). Methods and results We examined 204 consecutive patients with AF who underwent their first catheter ablation (CA). Oral glucose tolerance test was used to evaluate glucose metabolism disorders in 157 patients without known diabetes mellitus (DM). Echocardiography was performed before and 6 months after CA. Oral glucose tolerance test identified abnormal glucose metabolism in 86 patients [11 with newly diagnosed DM, 74 with impaired glucose tolerance (IGT) and 1 with impaired fasting glucose (IFG)]. Ultimately, 65.2% of patients had abnormal glucose metabolism. Diabetes mellitus group had the worst LA reservoir strain and LA stiffness (both P < 0.05), while there was no significant difference in baseline LA parameters between normal glucose tolerance (NGT) group and IGT/IFG group. The prevalence of LA reverse remodelling (≥15% decrease in the LA volume index at 6 months after CA) was significantly higher in NGT group compared with IGT/IFG and DM group (64.1 vs. 38.6 vs. 41.5%, P = 0.006). Both DM and IFG/IGT carry a significant risk of lack of LA reverse remodelling independent of baseline LA size and AF recurrence. Conclusion Approximately 65% of patients with AF who underwent their first CA had abnormal glucose metabolism. Patients with DM had significantly impaired LA function compared with non-DM patients. Impaired glucose tolerance/IFG as well as DM carries significant risk of unfavourable LA reverse remodelling. Our observations may provide valuable information regarding the mechanisms and therapeutic strategies of glucose metabolism-related AF.
- Published
- 2023
29. Incidentally Detected Chronic Left Ventricular Pseudoaneurysm After Subacute Inferior–Posterior Myocardial Infarction
- Author
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Kazutoshi Hirose, Shun Minatsuki, Masahiko Ando, Osamu Kinoshita, Jiro Ando, Norifumi Takeda, Minoru Ono, and Issei Komuro
- Published
- 2023
30. Epicardial fat accumulation and left heart remodelling in patients with chronic coronary syndrome
- Author
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Hikari Seki, Koki Nakanishi, Masao Daimon, Kazutoshi Hirose, Yasuhiro Mukai, Yuriko Yoshida, Tomoko Nakao, Hiroyuki Morita, Marco R Di Tullio, Shunichi Homma, and Issei Komuro
- Abstract
AimsPatients with chronic coronary syndrome (CCS) suffer from subsequent cardiovascular events, even after complete revascularization; thus, elucidation of the underlying pathophysiological mechanisms is required. Epicardial adipose tissue (EAT) is increasingly recognized as a metabolically active organ with a key role in the pathogenesis of metabolic-related cardiac diseases. The present study investigated the association between EAT burden and left heart remodelling in patients with CCS.Methods and resultsWe studied 267 CCS patients (210 men; 71 ± 9 years) with complete revascularization and normal left ventricular (LV) ejection fraction who underwent follow-up echocardiography. All patients underwent the measurement of EAT thickness and speckle-tracking analysis to evaluate LV global longitudinal strain (LVGLS) and left atrial (LA) phasic strain. The mean EAT thickness was 5.0 ± 1.8 mm. Age, sex, body mass index, and diabetes mellitus were independently associated with EAT thickness (all P < 0.05). Multivariable linear regression analysis demonstrated that EAT thickness was significantly associated with LV mass index, early diastolic mitral annular velocity, and LA conduit strain independent of age, sex, and cardiovascular risk factors (all P < 0.05). On the other hand, there was no relationship between EAT thickness and LV systolic parameters including LV ejection fraction and LVGLS.ConclusionCCS patients with increased EAT thickness had unfavourable left heart remodelling. The assessment of EAT thickness by echocardiography may have clinical utility as a simple surrogate to aid in risk stratification for impaired left heart function in CCS patients.
- Published
- 2022
31. Aortic valve sclerosis and subclinical LV dysfunction in the general population with normal LV geometry
- Author
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Yuriko, Yoshida, Koki, Nakanishi, Masao, Daimon, Kazutoshi, Hirose, Jumpei, Ishiwata, Hidehiro, Kaneko, Tomoko, Nakao, Yoshiko, Mizuno, Hiroyuki, Morita, Marco R, Di Tullio, Shunichi, Homma, and Issei, Komuro
- Abstract
Aortic valve sclerosis (AVS) without hemodynamically significant obstruction is related to cardiovascular morbidity and mortality independent of left ventricular (LV) hypertrophy, although the underlying mechanisms remain unknown. This study investigated the prevalence of AVS and its association with subclinical LV systolic and diastolic dysfunction in individuals with normal LV geometry free of cardiovascular disease.We examined 962 participants with normal LV geometry and free from significant AV stenosis who underwent standard and speckle-tracking echocardiography. AVS was categorized into 4 groups as follows: no AVS, AV thickening, calcification on one leaflet and calcification on ≥2 leaflets.Among the 962 participants, 767 (79.7%) individuals were classified as no AVS, 74 (7.7%) as AV thickening, 87 (9.0%) as calcification on one leaflet, and 34 (3.5%) as calcification on ≥2 leaflets. The prevalence of subclinical LV diastolic dysfunction (E/e' ratio ≥13) and systolic dysfunction (LV global longitudinal strain (GLS) -17.0% for men and -18.0% for women) were greater in AVS groups than those in no AVS group. Subclinical LV diastolic impairment was evident from AV thickening and systolic dysfunction was observed at AV calcification. Multivariable logistic regression analysis demonstrated that AV thickening as well as calcification were independently associated with subclinical LV diastolic impairment (all p 0.05), while only AV calcification on ≥2 leaflets conferred significant increased risk of impaired LVGLS.AVS was observed in approximately 20% individuals without cardiac disease and was associated with subclinical LV diastolic and systolic function even in the absence of LV morphological change.We investigated the prevalence of aortic valve sclerosis (AVS) and its association with subclinical left ventricular (LV) systolic and diastolic dysfunction in 962individuals with normal LV geometry free of cardiac disease. In this study population, AVS characterized by thickening or calcification was present in 20% of individuals. Subclinical LV diastolic dysfunction appeared from AV thickening and systolic dysfunction by LV global longitudinal strain was observed at calcification on ≥2 leaflets; these associations were independent of age, sex and cardiovascular risk factors.
- Published
- 2022
32. A Novel Technique of Balloon Pulmonary Angioplasty for the Treatment of Total Occlusion Lesions
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Masaru Hatano, Takahide Murasawa, Akihito Saito, Arihiro Kiyosue, Kazutoshi Hirose, Norifumi Takeda, Shun Minatsuki, Jiro Ando, Yu Shimizu, Hiroki Yagi, Izumi Tanikawa, and Issei Komuro
- Subjects
Novel technique ,medicine.medical_specialty ,endocrine system ,Intracardiac echocardiography ,business.industry ,urogenital system ,medicine.medical_treatment ,Case Report ,medicine.disease ,Balloon ,Total occlusion ,Pulmonary hypertension ,Lesion ,Internal medicine ,Angioplasty ,Occlusion ,Cardiology ,medicine ,bacteria ,medicine.symptom ,Cardiology and Cardiovascular Medicine ,business ,hormones, hormone substitutes, and hormone antagonists - Abstract
Balloon pulmonary angioplasty (BPA) has been recognized as an alternative therapeutic approach for patients with inoperative chronic thromboembolic pulmonary hypertension and those with residual pulmonary hypertension after pulmonary endarterectomy. However, the safe and successful treatment rate for a total occlusion lesion (TOL) using BPA is low, mainly because vessels distal to the occlusion are invisible by angiogram. Here, we present the case of a 53-year-old woman with chronic thromboembolic pulmonary hypertension with successfully recanalization of a TOL by use of BPA with the aid of intracardiac echocardiography. The intracardiac echocardiography–assisted wire passage technique may be a promising method for safe and reliable TOL treatment using BPA.
- Published
- 2021
33. Time-Dependent Changes in Porcelain Aorta and Aortic Stenosis in a Patient with Systemic Lupus Erythematosus
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Satoshi Kodera, Issei Komuro, Masao Daimon, and Kazutoshi Hirose
- Subjects
Aortic arch ,medicine.medical_specialty ,Aortic Diseases ,030204 cardiovascular system & hematology ,Severity of Illness Index ,Transcatheter Aortic Valve Replacement ,03 medical and health sciences ,0302 clinical medicine ,Aortic valve replacement ,Adrenal Cortex Hormones ,Antiphospholipid syndrome ,medicine.artery ,Internal medicine ,Ascending aorta ,medicine ,Humans ,Lupus Erythematosus, Systemic ,Mitral Valve Stenosis ,030212 general & internal medicine ,Vascular Calcification ,Aorta ,Aged ,Mitral valve calcification ,business.industry ,Calcinosis ,Aortic Valve Stenosis ,General Medicine ,Antiphospholipid Syndrome ,medicine.disease ,Cardiac surgery ,Stenosis ,Echocardiography ,Aortic Valve ,Disease Progression ,cardiovascular system ,Cardiology ,Female ,Tomography, X-Ray Computed ,Cardiology and Cardiovascular Medicine ,business ,Immunosuppressive Agents ,Calcification - Abstract
Porcelain aorta, defined as extensive calcification of the ascending aorta or aortic arch, is a reported risk factor for embolic stroke during cardiac surgery. However, the time course of the progression of aortic calcification leading to porcelain aorta has not been elucidated. We herein describe a 70-year-old woman who was followed up for systemic lupus erythematosus and antiphospholipid syndrome for approximately 20 years. A routine computed tomography scan revealed progression of ascending aortic calcification to porcelain aorta. The calcification was absent during the preceding 12 years, partial 6 years later, and total after another 3 years. Computed tomography also demonstrated aortic and mitral valve calcification in the development of porcelain aorta. During the 3 years prior to the last admission, annual echocardiography examinations showed progression of calcific aortic stenosis with symptoms. The patient was admitted to our institution for aortic valve replacement. Considering the high risk of perioperative stroke associated with porcelain aorta, transcatheter aortic valve implantation was performed. Postoperative transthoracic echocardiography revealed improvement of the aortic stenosis with no symptoms. The present case revealed aortic calcific progression to porcelain aorta during an approximately 10-year period with deterioration of aortic stenosis within a short time. The aortic and valvular calcification could be attributed to the inflammatory process of systemic lupus erythematosus and antiphospholipid syndrome. The presence of aortic and mitral annular calcification in the serial imaging can provide information on aortic and valvular atherosclerotic progression, which may be modifiable by early steroid-lowering therapy.
- Published
- 2020
34. Subclinical Hypothyroidism as an Independent Determinant of Left Atrial Dysfunction in the General Population
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Yuko Yamamoto, Tomoko Nakao, Yuriko Yoshida, Koki Nakanishi, Jumpei Ishiwata, Naoko Sawada, Kentaro Iwama, Shunichi Homma, Hidehiro Kaneko, Marco R. Di Tullio, Issei Komuro, Yoshiko Mizuno, Megumi Hirokawa, Kazutoshi Hirose, Hiroyuki Morita, and Masao Daimon
- Subjects
Male ,medicine.medical_specialty ,Heart Diseases ,Heart malformation ,Endocrinology, Diabetes and Metabolism ,Clinical Biochemistry ,Population ,Speckle tracking echocardiography ,Biochemistry ,Cohort Studies ,Endocrinology ,Hypothyroidism ,Japan ,Internal medicine ,medicine ,Humans ,education ,Aged ,Subclinical infection ,education.field_of_study ,Ejection fraction ,business.industry ,Incidence (epidemiology) ,Biochemistry (medical) ,Middle Aged ,medicine.disease ,Heart Disease Risk Factors ,Heart failure ,Asymptomatic Diseases ,Cohort ,Cardiology ,Atrial Function, Left ,Female ,business - Abstract
Purpose Although subclinical hypothyroidism (SCH) is a common clinical entity and carries independent risk for incident heart failure (HF), its possible association with subclinical cardiac dysfunction is unclear. Left ventricular global longitudinal strain (LVGLS) and left atrial (LA) phasic strain can unmask subclinical left heart abnormalities and are excellent predictors for HF. This study aimed to investigate the association between the presence of SCH and subclinical left heart dysfunction in a sample of the general population without overt cardiac disease. Methods We examined 1078 participants who voluntarily underwent extensive cardiovascular health check-ups, including laboratory tests and 2-dimensional speckle-tracking echocardiography to assess LVGLS and LA reservoir, conduit, and pump strain. SCH was defined as an elevated serum thyroid-stimulating hormone level with normal concentration of free thyroxine. Results Mean age was 62 ± 12 years, and 56% were men. Seventy-eight (7.2%) participants exhibited SCH. Individuals with SCH had significantly reduced LA reservoir (37.1 ± 6.6% vs 39.1 ± 6.6%; P = 0.011) and conduit strain (17.3 ± 6.3% vs 19.3 ± 6.6%; P = 0.012) compared with those with euthyroidism, whereas there was no significant difference in left ventricular ejection fraction, LA volume index, LVGLS, and LA pump strain between the 2 groups. In multivariable analyses, SCH remained associated with impaired LA reservoir strain, independent of age, traditional cardiovascular risk factors, and pertinent laboratory and echocardiographic parameters. including LVGLS (standardized β −0.054; P = 0.032). Conclusions In an unselected community-based cohort, individuals with SCH had significantly impaired LA phasic function. This association may be involved in the higher incidence of HF in subjects with SCH.
- Published
- 2020
35. Novel Balloon Pulmonary Angioplasty Technique for Chronic Thromboembolic Pulmonary Hypertension
- Author
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Issei Komuro, Masaru Hatano, Hisataka Maki, Akihito Saito, Kazutoshi Hirose, Shun Minatsuki, Eiki Takimoto, Arihiro Kiyosue, Jiro Ando, and Satoshi Kodera
- Subjects
Adult ,Male ,medicine.medical_specialty ,Hypertension, Pulmonary ,medicine.medical_treatment ,Hemodynamics ,030204 cardiovascular system & hematology ,Lung injury ,Balloon ,03 medical and health sciences ,0302 clinical medicine ,Angioplasty ,medicine ,Humans ,030212 general & internal medicine ,Aged ,Retrospective Studies ,Aged, 80 and over ,Lung ,business.industry ,General Medicine ,Middle Aged ,medicine.disease ,Pulmonary embolism ,Surgery ,Bloody ,medicine.anatomical_structure ,Sputum ,Female ,medicine.symptom ,Pulmonary Embolism ,Cardiology and Cardiovascular Medicine ,business ,Angioplasty, Balloon - Abstract
This study aimed to clarify the usefulness of the Ikari-curve left (IL) guiding catheter for balloon pulmonary angioplasty (BPA).The current BPA strategy for chronic thromboembolic pulmonary hypertension is dilation of as many branches as possible to normalize hemodynamics and oxygenation. The shape of the guiding catheter is a major factor in achieving this. However, conventional guiding catheters are difficult to introduce into particular branches. The IL guiding catheter may be suitable; however, its utility remains unclear.We retrospectively analyzed 202 consecutive BPA sessions of 40 patients from November 2016 to October 2019 and divided these sessions into two groups: the IL group where the IL guiding catheter was used and the non-IL group where other catheters were utilized. The occurrence of lung injury was determined by the presence of bloody sputum. We compared the rates of successful introduction into target vessels and assessed for the occurrence of lung injury.The average age of enrolled patients was 60.3 ± 14.4 years, with females comprising 65%. There were 99 sessions in the IL group. The median treated branches per session differed between the 2 groups (IL group: 15 versus non-IL group: 10, P < 0.05). The occurrence of lung injury was lower in the IL group (4.0% versus 11.7%, P = 0.07). The IL group had more successful vessel insertions than the non-IL group (78.8% versus 42.7%, P < 0.01).The IL guiding catheter may be introduced into branches that cannot be accessed by conventional guiding catheters.
- Published
- 2020
36. Dither NN: Hardware/Algorithm Co-Design for Accurate Quantized Neural Networks
- Author
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Takumi Kudo, Yuka Oba, Shinya Takamaeda-Yamazaki, Kazutoshi Hirose, Ryota Uematsu, Kota Ando, Kodai Ueyoshi, Masato Motomura, Tetsuya Asai, and Masayuki Ikebe
- Subjects
Co-design ,Artificial neural network ,Quantized neural networks ,Computer science ,Error diffusion ,Artificial Intelligence ,Hardware and Architecture ,Hardware algorithm ,Computer Vision and Pattern Recognition ,Dither ,Electrical and Electronic Engineering ,Field-programmable gate array ,Algorithm ,Software - Published
- 2019
37. Edge Inference Engine for Deep & Random Sparse Neural Networks with 4-bit Cartesian-Product MAC Array and Pipelined Activation Aligner
- Author
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Kazushi Kawamura, Thiem Van Chu, Kota Ando, Masato Motomura, Hiroki Nakahara, Kazutoshi Hirose, and Jaehoon Yu
- Subjects
symbols.namesake ,Artificial neural network ,Computer science ,symbols ,Enhanced Data Rates for GSM Evolution ,Inference engine ,4-bit ,Cartesian product ,TOPS ,Convolutional neural network ,Algorithm ,Pruning (morphology) - Abstract
A 4b-quantized convolutional neural network (CNN) inference engine for edge-AI is presented featuring a Cartesian-product MAC array and pipelined activation aligners targeting deep-/random-pruned models. A 40nm prototype with 32x32 MACs and 5Mb SRAM runs at 534 MHz, 1.07 TOPS, 352 mW at 1.1V, and attains 5.30 dense TOPS/W, 234 MHz at 0.8V. Sparse TOPS/W reaches 26.5 when running a randomly pruned model (after 88% pruning). Training algorithms for obtaining highly efficient sparse/quantized models are also proposed.
- Published
- 2021
38. ProgressiveNN: Achieving Computational Scalability with Dynamic Bit-Precision Adjustment by MSB-first Accumulative Computation
- Author
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Tomohiro Kaneko, Masato Motomura, Kazushi Kawamura, Jaehoon Yu, Kazutoshi Hirose, Junnosuke Suzuki, Kota Ando, and Thiem Van Chu
- Subjects
Set (abstract data type) ,Normalization (statistics) ,Artificial neural network ,Computer science ,Scalability ,Inference ,Computational resource ,Quantization (image processing) ,Bitwise operation ,Algorithm - Abstract
Computational scalability allows neural networks on embedded systems to provide desirable inference performance while satisfying severe power consumption and computational resource constraints. This paper presents a simple yet scalable inference method called ProgressiveNN, consisting of bitwise binary (BWB) quantization, accumulative bit-serial (ABS) inference, and batch normalization (BN) retraining. ProgressiveNN does not require any network structure modification and obtains the network parameters from a single training. BWB quantization decomposes and transforms each parameter into a bitwise format for ABS inference, which then utilizes the parameters in the most-significant-bit-first order, enabling progressive inference. The evaluation result shows that the proposed method provides computational scalability from 12.5% to 100% for ResNet18 on CIFAR-10/100 with a single set of network parameters. It also shows that BN retraining suppresses accuracy degradation of training performed with low computational cost and restores inference accuracy to 65% at 1-bit width inference. This paper also presents a method to dynamically adjust the bit-precision of the ProgressiveNN to achieve a better trade-off between computational resource use and accuracy for practical applications using sequential data with proximity resemblance. The evaluation result indicates that the accuracy increases by 1.3% with an average bit-length of 2 compared with only the 2-bit BWB network.
- Published
- 2021
39. QUEST: Multi-Purpose Log-Quantized DNN Inference Engine Stacked on 96-MB 3-D SRAM Using Inductive Coupling Technology in 40-nm CMOS
- Author
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Masato Motomura, Kazutoshi Hirose, Tadahiro Kuroda, Kota Ando, Kodai Ueyoshi, Shinya Takamaeda-Yamazaki, and Mototsugu Hamada
- Subjects
business.industry ,Computer science ,Deep learning ,020208 electrical & electronic engineering ,02 engineering and technology ,Microarchitecture ,MIMD ,CMOS ,0202 electrical engineering, electronic engineering, information engineering ,Artificial intelligence ,Static random-access memory ,Electrical and Electronic Engineering ,business ,Computer hardware - Abstract
QUEST is a programmable multiple instruction, multiple data (MIMD) parallel accelerator for general-purpose state-of-the-art deep neural networks (DNNs). It features die-to-die stacking with three-cycle latency, 28.8 GB/s, 96 MB, and eight SRAMs using an inductive coupling technology called the ThruChip interface (TCI). By stacking the SRAMs instead of DRAMs, lower memory access latency and simpler hardware are expected. This facilitates in balancing the memory capacity, latency, and bandwidth, all of which are in demand by cutting-edge DNNs at a high level. QUEST also introduces log-quantized programmable bit-precision processing for achieving faster (larger) DNN computation (size) in a 3-D module. It can sustain higher recognition accuracy at a lower bitwidth region compared to linear quantization. The prototype QUEST chip is integrated in the 40-nm CMOS technology, and it achieves 7.49 tera operations per second (TOPS) peak performance in binary precision, and 1.96 TOPS in 4-bit precision at 300-MHz clock.
- Published
- 2019
40. Independent effect of visceral fat on left atrial phasic function in the general population
- Author
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Yuriko Yoshida, Megumi Hirokawa, Tomoko Nakao, Issei Komuro, Kazutoshi Hirose, Hiroyuki Morita, Koki Nakanishi, Masao Daimon, Katsuhiro Koyama, Naoko Sawada, Jumpei Ishiwata, Marco R. Di Tullio, and Shunichi Homma
- Subjects
Male ,medicine.medical_specialty ,Endocrinology, Diabetes and Metabolism ,Umbilicus (mollusc) ,Population ,Medicine (miscellaneous) ,Adipokine ,Speckle tracking echocardiography ,Intra-Abdominal Fat ,Cohort Studies ,Internal medicine ,medicine ,Humans ,education ,Aged ,education.field_of_study ,Nutrition and Dietetics ,business.industry ,Atrial fibrillation ,Middle Aged ,medicine.disease ,Obesity ,Pathophysiology ,Cohort ,Cardiology ,Atrial Function, Left ,Female ,Cardiology and Cardiovascular Medicine ,business - Abstract
Obesity increases the risk for atrial fibrillation (AF), although the impact of abdominal fat distribution on left atrial (LA) morphology and functional remodeling remains unclear. This study aimed to investigate whether increased abdominal adiposity is independently associated with impaired LA function and/or LA enlargement in a sample of the general population and to evaluate the role of adipokines in this association.The study cohort consisted of 527 participants (362 men; 57 ± 10 years) without overt cardiac disease who underwent laboratory testing, abdominal computed tomographic examination and echocardiography. Abdominal adiposity was quantitatively assessed as visceral fat area (VFA) and subcutaneous fat area (SFA) at the level of the umbilicus. Speckle-tracking echocardiography was performed to assess LA phasic function including reservoir, conduit and pump strain. LA reservoir and conduit strain decreased with increasing VFA quartiles (both p 0.05), whereas no significant differences were observed in LA volume index and pump strain. When stratified by SFA, there were no significant differences in LA size and function across the quartiles. In multivariable analysis, VFA was significantly associated with LA conduit strain independent of cardiovascular risk factors, and pertinent laboratory and echocardiographic parameters (standardized β = -0.136, p = 0.019). VFA was correlated with serum adiponectin level (r = -0.51, p 0.001), but there was no association between adiponectin level and three LA phasic strains.In a sample of the general population, VFA accumulation was independently associated with worse LA conduit strain, which may be involved in the pathophysiological mechanism of obesity-related AF.
- Published
- 2021
41. Impact of insulin resistance on subclinical left ventricular dysfunction in normal weight and overweight/obese japanese subjects in a general community
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Masao Daimon, Koki Nakanishi, Yuriko Yoshida, Katsuhiro Koyama, Naoko Sawada, Kazutoshi Hirose, Jumpei Ishiwata, Hiroyuki Morita, Shunichi Homma, Issei Komuro, Kentaro Iwama, Megumi Hirokawa, Yuko Yamamoto, Tomoko Nakao, and Marco R. Di Tullio
- Subjects
Blood Glucose ,Male ,lcsh:Diseases of the circulatory (Cardiovascular) system ,medicine.medical_specialty ,Endocrinology, Diabetes and Metabolism ,Population ,Overweight ,Risk Assessment ,Ventricular Function, Left ,Ventricular Dysfunction, Left ,Insulin resistance ,Risk Factors ,Speckle‐tracking echocardiography ,Diabetes mellitus ,Internal medicine ,Left ventricular global longitudinal strain ,Diabetes Mellitus ,Prevalence ,Humans ,Medicine ,Obesity ,Tokyo ,education ,Original Investigation ,Aged ,Subclinical infection ,education.field_of_study ,business.industry ,Odds ratio ,Middle Aged ,medicine.disease ,Echocardiography, Doppler ,Cross-Sectional Studies ,lcsh:RC666-701 ,Asymptomatic Diseases ,Cardiology ,Homeostatic model assessment ,Female ,medicine.symptom ,Cardiology and Cardiovascular Medicine ,business ,Body mass index ,Biomarkers - Abstract
Background Insulin resistance carries increased risk of heart failure, although the pathophysiological mechanisms remain unclear. LV global longitudinal strain (LVGLS) assessed by speckle-tracking echocardiography has emerged as an important tool to detect early LV systolic abnormalities. This study aimed to investigate the association between insulin resistance and subclinical left ventricular (LV) dysfunction in a sample of the general population without overt cardiac disease. Methods We investigated 539 participants who voluntarily underwent extensive cardiovascular health check including laboratory test and speckle-tracking echocardiography. Glycemic profiles were categorized into 3 groups according to homeostatic model assessment of insulin resistance (HOMA-IR): absence of insulin resistance (HOMA-IR − 16.65%). Results Forty-five (8.3%) participants had DM and 66 (12.2%) had abnormal HOMA-IR. LV mass index and E/e′ ratio did not differ between participants with and without abnormal HOMA-IR, whereas abnormal HOMA-IR group had significantly decreased LVGLS (− 17.6 ± 2.6% vs. − 19.7 ± 3.1%, p Conclusions In the general population without overt cardiac disease, insulin resistance carries independent risk for subclinical LV dysfunction, especially in normal weight individuals.
- Published
- 2021
42. Factors associated with left ventricular reverse remodelling after percutaneous coronary intervention in patients with left ventricular systolic dysfunction
- Author
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Kenichi Sakakura, Shin-ichi Momomura, Kazutaka Ueda, Takayuki Fujiwara, Hironori Hara, Takuya Kawahara, Kazutoshi Hirose, Hiroyuki Morita, Hironobu Kikuchi, Hideo Fujita, Toshiro Inaba, Hiroyuki Kiriyama, Arihiro Kiyosue, Mutsuo Harada, Masaru Hatano, Eiki Takimoto, Akihito Saito, Satoshi Kodera, Hiroshi Akazawa, Hiroki Shinohara, Issei Komuro, Yusuke Adachi, Shun Minatsuki, and Jiro Ando
- Subjects
Male ,medicine.medical_specialty ,Systole ,Science ,medicine.medical_treatment ,Cardiology ,Coronary Artery Disease ,030204 cardiovascular system & hematology ,Article ,Coronary artery disease ,Ventricular Dysfunction, Left ,03 medical and health sciences ,Percutaneous Coronary Intervention ,0302 clinical medicine ,Restenosis ,Internal medicine ,Humans ,Medicine ,cardiovascular diseases ,030212 general & internal medicine ,Aged ,Multidisciplinary ,Ejection fraction ,Ventricular Remodeling ,business.industry ,Percutaneous coronary intervention ,Odds ratio ,Middle Aged ,Prognosis ,medicine.disease ,Stenosis ,medicine.anatomical_structure ,Conventional PCI ,Female ,business ,Interventional cardiology ,Artery - Abstract
Percutaneous coronary intervention (PCI) is sometimes considered as an alternative therapeutic strategy to surgical revascularization in patients with coronary artery disease (CAD) and reduced left ventricular ejection fraction (LVEF). However, the types or conditions of patients that receive the clinical benefit of left ventricular reverse remodelling (LVRR) remain unknown. The purpose of this study was to investigate the determinants of LVRR following PCI in CAD patients with reduced LVEF. From 4394 consecutive patients who underwent PCI, a total of 286 patients with reduced LV systolic function (LVEF
- Published
- 2021
43. TCTAP A-018 Safety, Feasibility, and Compatibility of Percutaneous Coronary Intervention (PCI) via Distal Radial Approach (dRA) in Daily Practice
- Author
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Hironobu Kikuchi, Tatsuya Kamon, Kazutoshi Hirose, Hiroki Shinohara, Hiroyuki Kiriyama, Akihito Saito, Mizuki Miura, Shun Minatsuki, Satoshi Kodera, Jiro Ando, Norifumi Takeda, and Issei Komuro
- Subjects
Cardiology and Cardiovascular Medicine - Published
- 2022
44. A 3D-Stacked SRAM using Inductive Coupling with Low-Voltage Transmitter and 12:1 SerDes
- Author
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Tatsuo Omori, Mototsugu Hamada, Kota Shiba, Shinya Takamaeda-Yamazaki, Tadahiro Kuroda, Kota Ando, Kodai Ueyoshi, Kazutoshi Hirose, and Masato Motomura
- Subjects
Hardware_MEMORYSTRUCTURES ,business.industry ,Computer science ,Transmitter ,SerDes ,Electrical engineering ,Static random-access memory ,business ,Low voltage ,Noise (electronics) ,Inductive coupling ,Dram ,NMOS logic - Abstract
A 28.8-GB/s 96-MB 3D-stacked SRAM is presented. A total of eight SRAM dies, designed in a 40-nm CMOS process, are vertically stacked and connected using an inductive coupling wireless link with a low-voltage NMOS push-pull transmitter that reduces the power of the link by 45% with a 0.4-V power supply. The SRAM utilizes an inverted bit insertion scheme that compensates the degradation of the first signal, a coil termination scheme that aims to eliminate the noise of 3D inductive coupling bus, and a 12:1 SerDes. The data density of the SRAM should reach 12.3-MB/mm3, which extends beyond that of state-of-the-art stacked DRAMs.
- Published
- 2020
45. Quantization error-based regularization for hardware-aware neural network training
- Author
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Masato Motomura, Ryota Uematsu, Masayuki Ikebe, Tetsuya Asai, Kodai Ueyoshi, Kota Ando, Kazutoshi Hirose, and Shinya Takamaeda-Yamazaki
- Subjects
Artificial neural network ,Computer science ,Quantization (signal processing) ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,02 engineering and technology ,010501 environmental sciences ,01 natural sciences ,Regularization (mathematics) ,Algorithm ,0105 earth and related environmental sciences - Published
- 2018
46. Dither NN: An Accurate Neural Network with Dithering for Low Bit-Precision Hardware
- Author
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Tetsuya Asai, Masayuki Ikebe, Kazutoshi Hirose, Kodai Ueyoshi, Takumi Kudo, Yuka Oba, Ryota Uematsu, Masato Motomura, Kota Ando, and Shinya Takamaeda-Yamazaki
- Subjects
Hardware architecture ,Pixel ,Artificial neural network ,Computer science ,business.industry ,Quantization (signal processing) ,Low bit ,020208 electrical & electronic engineering ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Binary number ,02 engineering and technology ,010501 environmental sciences ,01 natural sciences ,Computer Science::Computer Vision and Pattern Recognition ,Computer Science::Multimedia ,0202 electrical engineering, electronic engineering, information engineering ,Dither ,business ,Field-programmable gate array ,Computer hardware ,0105 earth and related environmental sciences - Abstract
Energy-constrained neural network processing is in high demanded for various mobile applications. Binary neural network aggressively enhances the computational efficiency, and in contrast, it suffers from degradation of accuracy due to its extreme approximation. We propose a novel accurate neural network model based on binarization and "dithering" that distributes the quantization error to neighboring pixels. The quantization errors in the binarization are distributed in the plane, so that a pixel in the multi-level source expression more accurately represented in the resulting binarized plane by multiple pixels. We designed a low-overhead binary-based hardware architecture for the proposed model. The evaluation results show that this method can be realized with a few additional lightweight hardware components.
- Published
- 2018
47. Area and Energy Optimization for Bit-Serial Log-Quantized DNN Accelerator with Shared Accumulators
- Author
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Kazutoshi Hirose, Tetsuya Asai, Masayuki Ikebe, Kota Ando, Masato Motomura, Kodai Ueyoshi, Ryota Uematsu, Takumi Kudo, Yuka Oba, and Shinya Takamaeda-Yamazaki
- Subjects
Hardware architecture ,Adder ,Logarithm ,Computer engineering ,Artificial neural network ,Computer science ,Scalability ,Binary number ,Energy minimization ,Edge computing - Abstract
In the remarkable evolution of deep neural network (DNN), development of a highly optimized DNN accelerator for edge computing with both less hardware resource and high computing performance is strongly required. As a well-known characteristic, DNN processing involves a large number multiplication and accumulation operations. Thus, low-precision quantization, such as binary and logarithm, is an essential technique in edge computing devices with strict restriction of circuit resource and energy. Bit-width requirement in quantization depends on application characteristics. Variable bit-width architecture based on the bit-serial processing has been proposed as a scalable alternative that allows different requirements of performance and accuracy balance by a unified hardware structure. In this paper, we propose a well-optimized DNN hardware architecture with supports of binary and variable bit-width logarithmic quantization. The key idea is the distributed-and-shared accumulator that processes multiple bit-serial inputs by a single accumulator with an additional low-overhead circuit for the binary mode. The evaluation results show that the idea reduces hardware resources by 29.8% compared to the prior architecture without losing any functionality, computing speed, and recognition accuracy. Moreover, it achieves 19.6% energy reduction using a practical DNN model of VGG 16.
- Published
- 2018
48. QUEST: A 7.49TOPS multi-purpose log-quantized DNN inference engine stacked on 96MB 3D SRAM using inductive-coupling technology in 40nm CMOS
- Author
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Kota Ando, Kodai Ueyoshi, Junichiro Kadomoto, Tadahiro Kuroda, Kazutoshi Hirose, Tomoki Miyata, Masato Motomura, Mototsugu Hamada, and Shinya Takamaeda-Yamazaki
- Subjects
010302 applied physics ,Random access memory ,Hardware_MEMORYSTRUCTURES ,Artificial neural network ,Computer science ,02 engineering and technology ,Memory systems ,01 natural sciences ,020202 computer hardware & architecture ,Memory management ,CMOS ,Computer engineering ,0103 physical sciences ,0202 electrical engineering, electronic engineering, information engineering ,System on a chip ,Static random-access memory ,Inference engine ,Dram - Abstract
A key consideration for deep neural network (DNN) inference accelerators is the need for large and high-bandwidth external memories. Although an architectural concept for stacking a DNN accelerator with DRAMs has been proposed previously, long DRAM latency remains problematic and limits the performance [1]. Recent algorithm-level optimizations, such as network pruning and compression, have shown success in reducing the DNN memory size [2]; however, since networks become irregular and sparse, they induce an additional need for agile random accesses to the memory systems.
- Published
- 2018
49. Accelerating deep learning by binarized hardware
- Author
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Ryota Uematsu, Masayuki Ikebe, Kota Ando, Masato Motomura, Shinya Takamaeda-Yamazaki, Tetsuya Asai, Kodai Ueyoshi, and Kazutoshi Hirose
- Subjects
Artificial neural network ,business.industry ,Computer science ,Deep learning ,020208 electrical & electronic engineering ,02 engineering and technology ,020202 computer hardware & architecture ,Kernel (image processing) ,0202 electrical engineering, electronic engineering, information engineering ,Deep neural networks ,Artificial intelligence ,Architecture ,business ,Field-programmable gate array ,Computer hardware - Abstract
Hardware-oriented approaches to accelerate deep neural network processing are very important for various embedded intelligent applications. This paper is a summary of our recent achievements for efficient neural network processing. We focus on the binarization approach for energy- and area-efficient neural network processor. We first present an energy-efficient binarized processor for deep neural networks by employing inmemory processing architecture. The real processor LSI achieves high performance and energy-efficiency compared to prior works. We then present an architecture exploration technique for binarized neural network processor on an FPGA. The exploration result indicates that the binarized hardware achieves very high performance by exploiting multiple different parallelisms at the same time.
- Published
- 2017
50. Subclinical Hypothyroidism as an Independent Determinant of Left Atrial Dysfunction in the General Population.
- Author
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Koki Nakanishi, Masao Daimon, Yuriko Yoshida, Naoko Sawada, Kazutoshi Hirose, Kentaro Iwama, Yuko Yamamoto, Jumpei Ishiwata, Megumi Hirokawa, Hidehiro Kaneko, Tomoko Nakao, Yoshiko Mizuno, Hiroyuki Morita, Di Tullio, Marco R., Shunichi Homma, Issei Komuro, Nakanishi, Koki, Daimon, Masao, Yoshida, Yuriko, and Sawada, Naoko
- Subjects
LEFT heart atrium ,HYPOTHYROIDISM - Abstract
Purpose: Although subclinical hypothyroidism (SCH) is a common clinical entity and carries independent risk for incident heart failure (HF), its possible association with subclinical cardiac dysfunction is unclear. Left ventricular global longitudinal strain (LVGLS) and left atrial (LA) phasic strain can unmask subclinical left heart abnormalities and are excellent predictors for HF. This study aimed to investigate the association between the presence of SCH and subclinical left heart dysfunction in a sample of the general population without overt cardiac disease.Methods: We examined 1078 participants who voluntarily underwent extensive cardiovascular health check-ups, including laboratory tests and 2-dimensional speckle-tracking echocardiography to assess LVGLS and LA reservoir, conduit, and pump strain. SCH was defined as an elevated serum thyroid-stimulating hormone level with normal concentration of free thyroxine.Results: Mean age was 62 ± 12 years, and 56% were men. Seventy-eight (7.2%) participants exhibited SCH. Individuals with SCH had significantly reduced LA reservoir (37.1 ± 6.6% vs 39.1 ± 6.6%; P = 0.011) and conduit strain (17.3 ± 6.3% vs 19.3 ± 6.6%; P = 0.012) compared with those with euthyroidism, whereas there was no significant difference in left ventricular ejection fraction, LA volume index, LVGLS, and LA pump strain between the 2 groups. In multivariable analyses, SCH remained associated with impaired LA reservoir strain, independent of age, traditional cardiovascular risk factors, and pertinent laboratory and echocardiographic parameters. including LVGLS (standardized β -0.054; P = 0.032).Conclusions: In an unselected community-based cohort, individuals with SCH had significantly impaired LA phasic function. This association may be involved in the higher incidence of HF in subjects with SCH. [ABSTRACT FROM AUTHOR]- Published
- 2021
- Full Text
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