Curriculum Vitaes

Naomi Yagi

  (八木 直美)

Profile Information

Affiliation
Associate Professor, Advanced Medical Engineering Research Institute, University of Hyogo
Degree
Ph. D(Mar, 2014, University of Hyogo)

Researcher number
40731708
ORCID ID
 https://orcid.org/0000-0002-2435-6509
J-GLOBAL ID
201401020876802456
researchmap Member ID
7000009906

Papers

 73
  • Naomi Yagi, Kazuki Otsuka, Yuki Yamanaka, Kentaro Mori, Yutaka Hata, Yasumitsu Fujii, Yoshitada Sakai
    Diagnostics, Apr, 2026  Peer-reviewedLead authorCorresponding author
  • Hiroyasu Shose, Takashi Mizobe, Taiji Ishii, Naomi Yagi, Masaaki Kohta, Yusuke Ikeuchi, Masahiro Maeyama, Satoshi Nakamizo, Akitsugu Morishita, Hideo Aihara, Shotaro Tatsumi, Takashi Sasayama
    American Journal of Neuroradiology, ajnr.A9291, Mar 11, 2026  Peer-reviewed
  • Naomi Yagi, Shinsuke Nagami, Hitoshi Maezawa, Yutaka Hata
    Studies in Systems, Decision and Control, 41-60, Jan 2, 2026  
  • Tasuku Honda, Masato Ogawa, Hiroshi Inuki, Norimasa Kubo, Tokunari Aritoshi, Masayuki Shiba, Kazuto Ishimoto, Naoya Kida, Chika Sugimoto, Naomi Yagi
    General Thoracic and Cardiovascular Surgery, Dec, 2025  Peer-reviewedLast author
  • Naomi Yagi, Katsuya Nakamura, Shinsuke Nagami, Syoji Kobashi
    2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Oct, 2025  Peer-reviewedLead author
  • Siam Tahsin Bhuiyan, Rashedur Rahman, Sefatul Wasi, Naomi Yagi, Syoji Kobashi, Ashraful Islam, Saadia Binte Alam
    CoRR, abs/2509.13873, Sep, 2025  
  • Fubuki Sawa, Naoya Takashima, Saya Ando, Naomi Yagi, Kumiko Ando, Reiichi Ishikawa, Syoji Kobashi
    International Conference on Machine Learning and Cybernetics, Jul, 2025  Peer-reviewed
  • Hayato Tsuji, Kentaro Mori, Kimitoh Kobayashi, Shimpei Mizuta, Takumi Takeuchi, Tomomoto Ishikawa, Yutaka Hata, Naomi Yagi
    Jul, 2025  Peer-reviewedLast authorCorresponding author
  • Satoi Shimotsu, Kentaro Mori, Kimitoh Kobayashi, Shimpei Mizuta, Takumi Takeuchi, Tomomoto Ishikawa, Yutaka Hata, Naomi Yagi
    Jul, 2025  Peer-reviewedLast authorCorresponding author
  • Kentaro Mori, Yutaka Hata, Toshiyuki Sawayama, Yasumitsu Fujii, Yoshiaki Saji, Yoshitada Sakai, Naomi Yagi
    Jul, 2025  Peer-reviewedLast authorCorresponding author
  • K. Kunieda, I. Fujishima, K. Okamoto, S. Suzuki, S. Naganuma, T. Ohno, T. Sugi, K. Tanahashi, T. Shigematsu, N. Yagi, Yoshitaka Oku
    Progress in Rehabilitation Medicine, 10(20250011), Apr, 2025  Peer-reviewed
  • Y. Adachi, N. Yagi, Y. Ohara, K. Doi, Y. Takaya, K. Yamaguchi, S. Mizuta, M. Doshida, T. Takeuchi, H. Matsubayashi, T. Ishikawa, Y. Hata
    ICMLC&ICWAPR2024, Sep, 2024  Peer-reviewed
  • A. Yoshida, N. Yagi, Y. Fujii, H. Shibutani, Y. Kobayashi, Y. Saji, Y. Sakai, Y. Hata
    ICMLC&ICWAPR2024, Sep, 2024  Peer-reviewed
  • Kenjiro Kunieda, Saori Suzuki, Satoe Naganuma, Keishi Okamoto, Tomohisa Ohno, Takashi Shigematsu, Naomi Yagi, Yoshitaka Oku, Ichiro Fujishima
    Dysphagia, Aug 17, 2024  Peer-reviewed
    Vacuum swallowing is a unique method for improving the pharyngeal passage of a bolus by creating subatmospheric negative pressure in the esophagus. However, whether healthy individuals and other patients with dysphagia can reproduce vacuum swallowing remains unclear. Therefore, this study aimed to assess whether healthy individuals verified using high-resolution manometry (HRM) could reproduce vacuum swallowing and evaluate its safety using a swallowing and breathing monitoring system (SBMS). Two healthy individuals who mastered vacuum swallowing taught this method to 12 healthy individuals, who performed normal and vacuum swallowing with 5 mL of water five times each. The minimum esophageal pressure and the maximum pressure of the lower esophageal sphincter (LES) were evaluated during each swallow using the HRM. Additionally, respiratory-swallowing coordination was evaluated using the SBMS. Ten individuals reproduced vacuum swallowing, and a total of 50 vacuum swallows were analyzed. The minimum esophageal pressure (-15.0 ± 4.9 vs. -46.6 ± 16.7 mmHg; P < 0.001) was significantly lower, and the maximum pressure of the LES (25.4 ± 37.7 vs. 159.5 ± 83.6 mmHg; P < 0.001) was significantly higher during vacuum swallowing. The frequencies of the I-SW and SW-I patterns in vacuum swallowing were 38.9% and 0%, respectively, using the SBMS. Vacuum swallowing could be reproduced safely in healthy participants with instruction. Therefore, instructing exhalation before and after vacuum swallowing is recommended to prevent aspiration.
  • Takuya Yoshida, Naomi Yagi, Takenori Ogawa, Ayako Nakanome, Akira Ohkoshi, Yukio Katori, Yoshitaka Oku
    PloS one, 19(7) e0305560, Jul, 2024  Peer-reviewed
    PURPOSE: Swallowing dysfunction and the risk of aspiration pneumonia are frequent clinical problems in the treatment of head and neck squamous cell carcinomas (HNSCCs). Breathing-swallowing coordination is an important factor in evaluating the risk of aspiration pneumonia. To investigate breathing-swallowing discoordination after chemoradiotherapy (CRT), we monitored respiration and swallowing activity before and after CRT in patients with HNSCCs. METHODS: Non-invasive swallowing monitoring was prospectively performed in 25 patients with HNSCCs treated with CRT and grade 1 or lower radiation-induced dermatitis. Videoendoscopy, videofluoroscopy, Food Intake LEVEL Scale, and patient-reported swallowing difficulties were assessed. RESULTS: Of the 25 patients selected for this study, four dropped out due to radiation-induced dermatitis. The remaining 21 patients were analyzed using a monitoring system before and after CRT. For each of the 21 patients, 405 swallows were analyzed. Swallowing latency and pause duration after the CRT were significantly extended compared to those before the CRT. In the analysis of each swallowing pattern, swallowing immediately followed by inspiration (SW-I pattern), reflecting breathing-swallowing discoordination, was observed more frequently after CRT (p = 0.0001). In 11 patients, the SW-I pattern was observed more frequently compared to that before the CRT (p = 0.00139). One patient developed aspiration pneumonia at 12 and 23 months after the CRT. CONCLUSION: The results of this preliminary study indicate that breathing-swallowing discoordination tends to increase after CRT and could be involved in aspiration pneumonia. This non-invasive method may be useful for screening swallowing dysfunction and its potential risks.
  • Rashedur Rahman, Naomi Yagi, Keigo Hayashi, Akihiro Maruo, Hirotsugu Muratsu, Syoji Kobashi
    Scientific reports, 14(1) 8004-8004, Apr 5, 2024  Peer-reviewed
    Pelvic fractures pose significant challenges in medical diagnosis due to the complex structure of the pelvic bones. Timely diagnosis of pelvic fractures is critical to reduce complications and mortality rates. While computed tomography (CT) is highly accurate in detecting pelvic fractures, the initial diagnostic procedure usually involves pelvic X-rays (PXR). In recent years, many deep learning-based methods have been developed utilizing ImageNet-based transfer learning for diagnosing hip and pelvic fractures. However, the ImageNet dataset contains natural RGB images which are different than PXR. In this study, we proposed a two-step transfer learning approach that improved the diagnosis of pelvic fractures in PXR images. The first step involved training a deep convolutional neural network (DCNN) using synthesized PXR images derived from 3D-CT by digitally reconstructed radiographs (DRR). In the second step, the classification layers of the DCNN were fine-tuned using acquired PXR images. The performance of the proposed method was compared with the conventional ImageNet-based transfer learning method. Experimental results demonstrated that the proposed DRR-based method, using 20 synthesized PXR images for each CT, achieved superior performance with the area under the receiver operating characteristic curves (AUROCs) of 0.9327 and 0.8014 for visible and invisible fractures, respectively. The ImageNet-based method yields AUROCs of 0.8908 and 0.7308 for visible and invisible fractures, respectively.
  • Tasuku Honda, Hirohisa Murakami, Hiroshi Tanaka, Yoshikatsu Nomura, Toshihito Sakamoto, Naomi Yagi
    Surgery today, Mar 4, 2024  Peer-reviewedLast author
    PURPOSE: This study examined the impact of frailty and prefrailty on mid-term outcomes and rehabilitation courses after cardiac surgery. METHODS: A total of 261 patients (median age: 73 years; 30% female) who underwent elective cardiac surgery were enrolled in this study. The Japanese version of the Cardiovascular Health Study Frailty Index classified 86, 131, and 44 patients into frailty, prefrailty, and robust groups, respectively. We examined the recovery of walking ability, outcomes at discharge, mid-term all-cause mortality, and rehospitalization related to major adverse cardiovascular and cerebrovascular events (MACCE) across the three cohorts. RESULTS: The 3-year survival rates in the frailty, prefrailty, and robust groups were 87%, 97%, and 100%, respectively (p = 0.003). The free event rates of all-cause mortality and re-hospitalization related to MACCE were 59%, 79%, and 95%, respectively (p < 0.001), with a graded elevation in adjusted morbidity among patients in the prefrailty (hazard ratio [HR], 4.57; 95% confidence interval [CI], 1.08-19.4) and frailty (HR, 9.29; 95% CI 2.21-39.1) groups. Patients with frailty also experienced a delayed recovery of walking ability and a reduced number of patients with frailty were discharged home. CONCLUSION: Frailty and prefrailty adversely affect the mid-term prognosis and rehabilitation course after cardiac surgery.
  • Naomi Yagi, Ryosuke Nishihara, Naoko Kawamura, Hitoshi Maezawa, Hideki Kashioka, Masayuki Hirata, Toshio Yanagida, Yoshitada Sakai, Yutaka Hata
    SMC, 1191-1192, 2024  
  • Rashedur Rahman, Naomi Yagi, Keigo Hayashi, Akihiro Maruo, Hirotsugu Muratsu, Syoji Kobashi
    Journal of Advanced Computational Intelligence and Intelligent Informatics, 27(6) 1079-1085, Nov, 2023  Peer-reviewed
  • Naomi Yagi, Yutaka Hata, Yoshitada Sakai
    Journal of Advanced Computational Intelligence and Intelligent Informatics, 27(5) 848-854, Sep, 2023  Peer-reviewedLead authorCorresponding author
  • T. Ueyama, N. Yagi, Y. Fujii, H. Shibutani, Y. Kobayashi, Y. Saji, Y. Sakai, Y. Hata
    ICMLC & ICWAPR 2023, Jul, 2023  Peer-reviewed
  • K. Hayashi, R. Harada, N. Yagi, Y. Hata, Y. Saji, Y. Sakai
    ICMLC & ICWAPR 2023, Jul, 2023  Peer-reviewed
  • Naomi YAGI, Reiko MORITA, Masakazu OONISHI
    Biomedical Soft Computing and Human Sciences, 27(2) 9-14, Dec, 2022  Peer-reviewedLead authorCorresponding author
  • Naomi Yagi, Hyodo Tsuji, Takashi Morimoto, Tomohiro Maekawa, Shimpei Mizuta, Tomomoto Ishikawa, Yutaka Hata
    Journal of clinical medicine, 11(21), Nov 4, 2022  Peer-reviewedLead authorCorresponding author
    Assisted reproductive technology (ART) has progressed rapidly, resulting in a great improvement in the clinical pregnancy ratio. When applying the protocol of piezo intracytoplasmic sperm injection (Piezo-ICSI), it is very important to puncture the zona pellucida and the oocyte cytoplasmic membrane without rupturing the oocyte cytoplasmic membrane. Previous studies have shown that the poor extensibility of the oocyte cytoplasmic membrane might be closely related to rupture. However, no consensus has been reached regarding how the quality of the oocyte for extensible ability or rupture possibility affects the surfaces of the oocyte on the microscopic frames. We conducted this study to provide evidence that artificial intelligence (AI) techniques are superior for predicting the tendency of oocyte rupture before puncturing on Piezo-ICSI. To inspect it, we provided a retrospective trial of 38 rupture oocytes and 55 nonruptured oocytes. This study marked the highest accuracy of 91.4% for predicting oocytes rupture using the support-vector machine method of machine learning. We conclude that AI technologies might serve an important role and provide a significant benefit to ART.
  • 小橋 昌司, 杉山 宗弘, 鵜飼 和歳, ラシェドーララーマン, 八木 直美, 林 圭吾, 圓尾 明弘, 村津 裕嗣
    日本医学放射線学会秋季臨床大会抄録集, 59回 S450-S450, Sep, 2022  
  • Naomi Yagi, Yoshitada Sakai, Naoko Kawamura, Hitoshi Maezawa, Yutaka Hata, Masayuki Hirata, Hideki Kashioka, Toshio Yanagida
    Healthcare, 10(2), Feb, 2022  Peer-reviewedLead author
    It has recently been shown that the aging population is refractory to the maintenance of swallowing function, which can seriously affect quality of life. Singing and vocal training contribute to mastication, swallowing and respiratory function. Previous studies have shown that singers have better vocal cord health. No consensus has been reached as to how vocal training affects swallowing ability. Our study was designed to establish evidence that singers are statistically superior at inducing the swallowing reflex. To test our hypothesis, we undertook a clinical trial on 55 singers and 141 non-singers (mean age: 60.1 ± 11.7 years). This cross-sectional study with propensity score matching resulted in significant differences in a repetitive saliva swallowing test among singers: 7.1 ± 2.4, n = 53 vs. non-singers: 5.9 ± 1.9, n = 53, p < 0.05. We conclude that singing can serve an important role in stabilizing the impact of voluntary swallowing on speech.
  • Kazutoshi Ukai, Rashedur Rahman, Naomi Yagi, Keigo Hayashi, Akihiro Maruo, Hirotsugu Muratsu, Syoji Kobashi
    Scientific Reports, 11(1) 11716-11716, Jun 3, 2021  Peer-reviewed
    Pelvic fracture is one of the leading causes of death in the elderly, carrying a high risk of death within 1 year of fracture. This study proposes an automated method to detect pelvic fractures on 3-dimensional computed tomography (3D-CT). Deep convolutional neural networks (DCNNs) have been used for lesion detection on 2D and 3D medical images. However, training a DCNN directly using 3D images is complicated, computationally costly, and requires large amounts of training data. We propose a method that evaluates multiple, 2D, real-time object detection systems (YOLOv3 models) in parallel, in which each YOLOv3 model is trained using differently orientated 2D slab images reconstructed from 3D-CT. We assume that an appropriate reconstruction orientation would exist to optimally characterize image features of bone fractures on 3D-CT. Multiple YOLOv3 models in parallel detect 2D fracture candidates in different orientations simultaneously. The 3D fracture region is then obtained by integrating the 2D fracture candidates. The proposed method was validated in 93 subjects with bone fractures. Area under the curve (AUC) was 0.824, with 0.805 recall and 0.907 precision. The AUC with a single orientation was 0.652. This method was then applied to 112 subjects without bone fractures to evaluate over-detection. The proposed method successfully detected no bone fractures in all except 4 non-fracture subjects (96.4%).
  • Yohei Kumabe, Keisuke Oe, Masakazu Morimoto, Naomi Yagi, Tomoaki Fukui, Ryosuke Kuroda, Yutaka Hata, Takahiro Niikura
    Tissue Engineering Part C: Methods, 27(6) 349-356, Jun 1, 2021  Peer-reviewed
    Correct assessment of the bone healing process is required for the management of limb immobilization during the treatment of bone injuries, including fractures and defects. Although the monitoring of bone healing using ultrasound poses several advantages regarding cost and ionizing radiation exposure compared with other dominant imaging methods, such as radiography and computed tomography (CT), traditional ultrasound B-mode imaging lacks reliability and objectivity. However, the body structures can be quantitatively observed by ultrasound frequency-based methods, and therefore, the disadvantages of B-mode imaging can be overcome. In this study, we created a femoral bone hole model of a rat and observed the bone healing process using the quantitative ultrasound method and micro-CT, which provides a reliable assessment of the tissue microstructure of the bone. This study analyzed the correlation between these two assessments. The results revealed that the quantitative ultrasound measurements correlated with the CT measurements for rat bone healing. This ultrasound frequency-based method could have the potential to serve as a novel modality for quantitative monitoring of bone healing with the advantages of being less invasive and easily accessible. Impact statement Bone healing monitoring with ultrasound is advantageous as it is less invasive and easily accessible; however, the traditional B-mode method lacks reliability and objectivity. This study demonstrated that the proposed ultrasound frequency-based monitoring method can quantitatively observe bone healing and strongly correlates with the computed tomography measurements for rat bone healing. This method has the potential to become a reliable modality for monitoring bone healing.
  • Yoshitaka Oku, Naomi Yagi, Madoka Nishino, Tadasuke Shinkawa, Yu Takata, Shinsuke Nagami, Masahiro Okada
    Dementia and geriatric cognitive disorders, 50(6) 554-558, 2021  Peer-reviewed
    INTRODUCTION: Postinspiratory activity, which is essential for laryngeal closure during swallowing to prevent aspiration of food into the airways, is reduced in a mouse model of tauopathy. Therefore, we hypothesized that patients at the stage of mild cognitive impairment (MCI) exhibit alterations in swallowing dynamics and coordination between swallowing and breathing. METHODS: We examined breathing-swallowing coordination in patients with MCI. Patients who scored ≥24 on the Mini-Mental State Examination and <26 on the Japanese version of the Montreal Cognitive Assessment were recruited at Sumoto Itsuki Hospital. Parameters associated with breathing-swallowing coordination were assessed using a combination of two sensors: a respiratory flow sensor and a piezoelectric sensor attached to the skin surface of the anterior neck. RESULTS: Nineteen patients met the criteria for MCI; 16 of these patients (79.5 ± 9.1 years old) scored <3 on the 10-item Eating Assessment Tool and were enrolled in the study. Their data were compared with those of an age-matched elderly cohort (79.9 ± 2.9 years old). The frequencies of swallowing during inspiration and swallowing immediately followed by inspiration in patients with MCI were 6.9% and 9.6%, respectively; these frequencies were not significantly different from those of the age-matched elderly cohort. However, the timing of swallowing in the respiratory cycle was significantly delayed in the MCI patients, and both time from the onset to the peak of laryngeal elevation and the duration between the onset of rapid laryngeal elevation and the time when the larynx returned to the resting position were significantly lengthened in this group. CONCLUSION: At the stage of MCI, breathing-swallowing coordination has already started to decline.
  • Naoto Yamamoto, Daisuke Fujita, Md. Rashedur Rahman, Naomi Yagi, Keigo Hayashi, Akihiro Maruo, Hirotsugu Muratsu, Shoji Kobashi
    ICMLC, 1-5, 2021  Peer-reviewed
  • Takumi Ueyama, Yohei Kumabe, Keisuke Oe, Tomoaki Fukui, Takahiro Niikura, Ryosuke Kuroda, Masakazu Morimoto, Naomi Yagi, Yutaka Hata
    ICMLC, 1-5, 2021  Peer-reviewed
  • Kota Motoki, Fahad Parvez Mahdi, Naomi Yagi, Manabu Nii, Syoji Kobashi
    2020 Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems (SCIS-ISIS), Dec 5, 2020  Peer-reviewed
  • Satoshi Kimura, Keisuke Oe, Yohei Kumabe, Tomoaki Fukui, Takahiro Niikura, Ryosuke Kuroda, Naomi Yagi, Yutaka Hata
    2020 IEEE 50th International Symposium on Multiple-Valued Logic (ISMVL), Nov, 2020  Peer-reviewed
  • Kazuki Otsuka, Naomi Yagi, Yuki Yamanaka, Yutaka Hata, Yoshitada Sakai
    2020 IEEE 50th International Symposium on Multiple-Valued Logic (ISMVL), 100-104, Nov, 2020  Peer-reviewed
  • Fahad Parvez Mahdi, Naomi Yagi, Syoji Kobashi
    2020 IEEE 50th International Symposium on Multiple-Valued Logic (ISMVL), Nov, 2020  Peer-reviewed
  • Kohei Nakatsu, Kento Morita, Naomi Yagi, Syoji Kobashi
    2020 International Symposium on Community-centric Systems (CcS), 1-5, Sep 23, 2020  Peer-reviewed
  • Naoto Yamamoto, Rashedur Rahman, Naomi Yagi, Keigo Hayashi, Akihiro Maruo, Hirotsugu Muratsu, Syoji Kobashi
    2020 International Symposium on Community-centric Systems (CcS), 1-6, Sep 23, 2020  Peer-reviewed
  • Yuki Yoshimatsu, Kazunori Tobino, Shinsuke Nagami, Naomi Yagi, Yoshitaka Oku
    International Journal of Chronic Obstructive Pulmonary Disease, Volume 15 1689-1696, Jul, 2020  Peer-reviewed
  • Shoichi Nishio, Belayat Hossain, Naomi Yagi, Manabu Nii, Takafumi Hiranaka, Syoji Kobashi
    2020 IEEE 2nd Global Conference on Life Sciences and Technologies (LifeTech), 8-10, Mar, 2020  Peer-reviewed
  • Yuki Kubo, Manabu Nii, Tomoyuki Muto, Hiroshi Tanaka, Hiroaki Inui, Naomi Yagi, Katsuya Nobuhara, Syoji Kobashi
    2020 IEEE 2nd Global Conference on Life Sciences and Technologies (LifeTech), 5-7, Mar, 2020  Peer-reviewed
  • Shoichi NISHIO, Belayat HOSSAIN, Manabu NII, Naomi YAGI, Takafumi HIRANAKA, Syoji KOBASHI
    International Journal of Affective Engineering, 19(2) 137-143, 2020  Peer-reviewed
  • S. Nishio, B. Hossain, N. Yagi, M. Nii, H. Takafumi, S. Kobashi
    6th International Workshop on Advanced Computational Intelligence and Intelligent Informatics, Nov, 2019  Peer-reviewed
  • Y. Kubo, M. Nii, T. Muto, H. Tanaka, H. Inui, N. Yagi, K. Nobuhara, S. Kobashi
    6th International Workshop on Advanced Computational Intelligence and Intelligent Informatics, Nov, 2019  Peer-reviewed
  • Naomi Yagi, Manabu Nii, Syoji Kobashi
    2019 IEEE International Conference on Systems, Man and Cybernetics (SMC), 1210-1214, Oct, 2019  Peer-reviewedLead author
  • Naziah Tasnim, Fahad Parvez Mahdi, Saadia Binte Alam, Naomi Yagi, Akira Nakashima, Isamu Komesu, Yoshimitsu Tokunaga, Tetsuro Sakumoto, Syoji Kobashi
    2019 International Conference on Machine Learning and Cybernetics (ICMLC), 1-6, Jul, 2019  Peer-reviewed
  • 永見 慎輔, 佐藤 晋, 越久 仁敬, 佐藤 篤靖, 田辺 直也, 八木 直美, 福永 真哉, 平井 豊博, 室 繁郎
    日本呼吸器学会誌, 8(増刊) 252-252, Mar, 2019  
  • Katsufumi Inoue, Michifumi Yoshioka, Naomi Yagi, Shinsuke Nagami, Yoshitaka Oku
    IEEE Transactions on Biomedical Engineering, 65(11) 2529-2541, Nov, 2018  Peer-reviewed
    OBJECTIVE: The aim of this research was to develop a swallowing assessment method to help prevent aspiration pneumonia. The method uses simple sensors to monitor swallowing function during an individual's daily life. METHODS: The key characteristics of our proposed method are as follows. First, we assess swallowing function by using respiratory flow, laryngeal motion, and swallowing sound signals recorded by simple sensors. Second, we classify whether the recorded signals correspond to healthy subjects or patients with dysphagia. Finally, we analyze the recorded signals using both a feature extraction method (linear predictive coding) and a machine learning method (support vector machine). RESULTS: Based on our experimental results for 140 healthy subjects (54.5 32.5 years old) and 52 patients with dysphagia (75.5 20.5 years old), our proposed method could achieve 82.4% sensitivity and 86.0% specificity. CONCLUSION: Although 20% of testing sample sets were erroneously classified, we conclude that our proposed method may facilitate screening examinations of swallowing function. SIGNIFICANCE: In combination with the portable sensors, our proposed method is worth utilizing for noninvasive swallowing assessment.
  • Oku Y
    Physical Medicine and Rehabilitation - International, 4(5), Oct, 2017  Peer-reviewed
  • Naomi Yagi, Yoshitaka Oku, Shinsuke Nagami, Yoshie Yamagata, Jun Kayashita, Akira Ishikawa, Kazuhisa Domen, Ryosuke Takahashi
    Frontiers in Physiology, 8 676-676, Sep, 2017  Peer-reviewedLead author
    Rationale: Swallowing during inspiration and swallowing immediately followed by inspiration increase the chances of aspiration and may cause disease exacerbation. However, the mechanisms by which such breathing-swallowing discoordination occurs are not well-understood. Objectives: We hypothesized that breathing-swallowing discoordination occurs when the timing of the swallow in the respiratory cycle is inappropriate. To test this hypothesis, we monitored respiration and swallowing activity in healthy subjects and in patients with dysphagia using a non-invasive swallowing monitoring system. Measurements and Main Results: The parameters measured included the timing of swallow in the respiratory cycle, swallowing latency (interval between the onset of respiratory pause and the onset of swallow), pause duration (duration of respiratory pause for swallowing), and the breathing-swallowing coordination pattern. We classified swallows that closely follow inspiration (I) as I-SW, whereas those that precede I as SW-I pattern. Patients with dysphagia had prolonged swallowing latency and pause duration, and tended to have I-SW or SW-I patterns reflecting breathing-swallows discoordination. Conclusions: We conclude that swallows at inappropriate timing in the respiratory cycle cause breathing-swallowing discoordination, and the prolongation of swallowing latency leads to delayed timing of the swallow, and results in an increase in the SW-I pattern in patients with dysphagia.
  • Shinsuke Nagami, Yoshitaka Oku, Naomi Yagi, Susumu Sato, Ryuji Uozumi, Satoshi Morita, Yoshie Yamagata, Jun Kayashita, Kazuya Tanimura, Atsuyasu Sato, Ryosuke Takahashi, Shigeo Muro
    BMJ Open Respiratory Research, 4(1) e000202-e000202, Jun, 2017  Peer-reviewed
    INTRODUCTION: Impaired coordination between breathing and swallowing (breathing-swallowing discoordination) may be a significant risk factor for the exacerbation of chronic obstructive pulmonary disease (COPD). We examined breathing-swallowing discoordination in patients with COPD using a non-invasive and quantitative technique and determined its association with COPD exacerbation. METHODS: We recruited 65 stable outpatients with COPD who were enrolled in our prospective observational cohort study and did not manifest an apparent swallowing disorder. COPD exacerbation was monitored for 1 year before and 1 year after recruitment. Swallowing during inspiration (the I-SW pattern) and swallowing immediately followed by inspiration (the SW-I pattern) were identified. RESULTS: The mean frequency of the I-SW and/or SW-I patterns (I-SW/SW-I rate) was 21.5%±25.5%. During the 2-year observation period, 48 exacerbation incidents (25 patients) were identified. The I-SW/SW-I rate was significantly associated with the frequency of exacerbation. During the year following recruitment, patients with a higher I-SW/SW-I frequency using thicker test foods exhibited a significantly higher probability of future exacerbations (p=0.002, log-rank test). CONCLUSIONS: Breathing-swallowing discoordination is strongly associated with frequent exacerbations of COPD. Strategies that identify and improve breathing-swallowing coordination may be a new therapeutic treatment for patients with COPD.

Misc.

 33

Books and Other Publications

 2

Presentations

 93

Teaching Experience

 10

Research Projects

 17

Academic Activities

 8

Media Coverage

 2
  • はり姫広報誌「1000日目のはり姫」, Mar 11, 2025 Promotional material
  • サンテレビ, はりまサタデー9, Jan 28, 2025 TV or radio program