研究者業績

今泉 和良

イマイズミ カズヨシ  (imaizumi kazuyoshi)

基本情報

所属
藤田医科大学 医学部 呼吸器内科学 教授
学位
医学博士(名古屋大学)

J-GLOBAL ID
200901040286800734
researchmap会員ID
6000001873

論文

 228
  • Tomoki Takahashi, Yoshiyuki Ozawa, Hidekazu Hattori, Masahiko Nomura, Takahiro Ueda, Tomoya Horiguchi, Kazuyoshi Imaizumi, Yasushi Matsuda, Yasushi Hoshikawa, Yuka Kondo-Kawabe, Tetsuya Tsukamoto, Hiroyuki Nagata, Yoshiharu Ohno
    Journal of thoracic imaging 2024年9月16日  
  • Takuya Okamura, Sayako Morikawa, Tomoya Horiguchi, Kumiko Yamatsuta, Toshikazu Watanabe, Aki Ikeda, Yuri Maeda, Takuma Ina, Hideaki Takahashi, Ryoma Moriya, Yasuhiro Goto, Sumito Isogai, Naoki Yamamoto, Shotaro Okachi, Naozumi Hashimoto, Kazuyoshi Imaizumi
    Respiration; international review of thoracic diseases 2024年2月22日  
    INTRODUCTION: Increasing numbers of cases of mild asymptomatic pulmonary alveolar proteinosis (PAP) are being reported with the recent increase in chest computed tomography (CT). Bronchoscopic diagnosis of mild PAP is challenging because of the patchy distribution of lesions, which makes it difficult to obtain sufficient biopsy samples. Additionally, the pathological findings of mild PAP, particularly those that differ from severe PAP, have not been fully elucidated. This study aimed to clarify the pathological findings of mild PAP and the usefulness of optical biopsy using probe-based confocal laser endomicroscopy (pCLE). METHODS: We performed bronchoscopic optical biopsy using pCLE and tissue biopsy in five consecutive patients with PAP (three with mild PAP and two with severe PAP). We compared the pCLE images of mild PAP with those of severe PAP by integrating clinical findings, tissue pathology, and chest computed tomography images. RESULTS: pCLE images of PAP showed giant cells with strong fluorescence, amorphous substances, and thin alveolar walls. Images of affected lesions in mild PAP were equivalent to those obtained in arbitrary lung lesions in severe cases. All three patients with mild PAP spontaneously improved or remained stable after ≥3 years of follow-up. Serum autoantibodies to granulocyte-macrophage colony-stimulating factor were detected in all five cases. CONCLUSION: Optical biopsy using pCLE can yield specific diagnostic findings, even in patients with mild PAP. pCLE images of affected areas in mild and severe PAP showed similar findings, indicating that the dysfunction level of pathogenic alveolar macrophages in affected areas is similar between both disease intensities.
  • Ken Akao, Yuko Oya, Takaya Sato, Aki Ikeda, Tomoya Horiguchi, Yasuhiro Goto, Naozumi Hashimoto, Masashi Kondo, Kazuyoshi Imaizumi
    Exploration of targeted anti-tumor therapy 5(4) 826-840 2024年  
    Despite innovative advances in molecular targeted therapy, treatment strategies using immune checkpoint inhibitors (ICIs) for epidermal growth factor receptor (EGFR)-mutant non-small cell lung cancer (NSCLC) have not progressed significantly. Accumulating evidence suggests that ICI chemotherapy is inadequate in this population. Biomarkers of ICI therapy, such as programmed cell death ligand 1 (PD-L1) and tumor-infiltrating lymphocytes (TILs), are not biomarkers in patients with EGFR mutations, and the specificity of the tumor microenvironment has been suggested as the reason for this. Combination therapy with PD-L1 and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) inhibitors is a concern because of its severe toxicity and limited efficacy. However, early-stage NSCLC may differ from advanced-stage NSCLC. In this review, we comprehensively review the current evidence and summarize the potential of ICI therapy in patients with EGFR mutations after acquiring resistance to treatment with EGFR-tyrosine kinase inhibitors (TKIs) with no T790M mutation or whose disease has progressed on osimertinib.
  • Takahiro Inoue, Sumito Isogai, Naoki Yamamoto, Noriko Hiramatsu, Yoshikazu Niwa, Hideaki Takahashi, Yutaro Kimura, Tomoya Horiguchi, Yasuhiro Goto, Naozumi Hashimoto, Kazuyoshi Imaizumi
    Therapeutic advances in respiratory disease 18 17534666241254980-17534666241254980 2024年  
    BACKGROUND: Bronchial thermoplasty (BT) is a recently developed non-pharmacological therapy for refractory bronchial asthma. Although increasing evidence has suggested that BT is effective for various phenotypes of severe asthma, its safety and efficacy in patients with severe irreversible impaired lung function are unclear. OBJECTIVES: To assess the efficacy and safety of BT in patients with refractory asthma, including patients with a severely impaired forced expiratory volume in 1 second (FEV1). DESIGN: This was a single-center, retrospective, observational cohort study. METHODS: We retrospectively reviewed the medical records of 15 patients with refractory asthma (Global Initiative for Asthma step 4 or 5), including patients with severely impaired airflow limitation (% predicted pre-bronchodilator FEV1 <60%), who had undergone BT between June 2016 and January 2022. We analyzed the efficacy (change in asthma symptoms, exacerbation rate, pulmonary function, asthma medication, and serum inflammatory chemokine/cytokines before and after BT) and complications in all patients. We compared these data between patients with severe obstructive lung dysfunction [group 1(G1)] and patients with FEV1 ⩾ 60% [group 2 (G2)]. RESULTS: Six patients were in G1 and nine were in G2. Clinical characteristics, T2 inflammation, and concurrent treatment were equivalent in both groups. BT significantly improved asthma-related symptoms (measured using the Asthma Control Test and Asthma Quality of Life Questionnaire scores) in both groups. FEV1 was significantly improved in G1 but not in G2. Four patients in G2, but none in G1, experienced asthma exacerbation requiring additional systemic corticosteroids (including two requiring prolonged hospitalization) after BT. Long-term responders (patients who reduced systemic or inhaled corticosteroid without newly adding biologics in a follow-up > 2 years) of BT were identified in G1 and G2 (n = 2, 33.3% and n = 4, 44.4%, respectively). CONCLUSION: BT in patients with refractory asthma and severe airflow limitation is equally safe and efficacious as that in patients with moderate airflow limitation.
  • 田中 佑典, 石井 友里加, 伊奈 拓摩, 丹羽 義和, 山蔦 久美子, 相馬 智英, 堀口 智也, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史, 今泉 和良
    肺癌 63(7) 1021-1021 2023年12月  
  • 伊藤 健太郎, 松澤 令子, 森瀬 昌宏, 畑地 治, 高橋 孝輔, 神山 潤二, 鍬塚 八千代, 後藤 康洋, 今泉 和良, 井谷 英敏, 山口 哲平, 善家 義貴, 沖 昌英, 石井 誠
    肺癌 63(5) 542-542 2023年10月  
  • 重康 善子, 伊奈 拓摩, 堀口 智也, 後藤 康洋, 岡地 祥太郎, 磯谷 澄都, 橋本 直純, 今泉 和良
    気管支学 45(5) 352-353 2023年9月  
  • 池田 安紀, 大矢 由子, 佐藤 孝哉, 丹羽 義和, 堀口 智也, 岡地 祥太郎, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史, 今泉 和良
    日本気胸・嚢胞性肺疾患学会雑誌 23(2) 73-73 2023年8月  
  • 堀口 智也, 重康 善子, 大矢 由子, 岡村 拓哉, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史, 今泉 和良
    気管支学 45(Suppl.) S175-S175 2023年6月  
  • 赤尾 謙, 大矢 由子, 石井 友里加, 前田 侑里, 長谷川 新, 堀口 智也, 魚津 桜子, 後藤 康洋, 今泉 和良
    気管支学 45(Suppl.) S221-S221 2023年6月  
  • 池田 安紀, 大矢 由子, 赤尾 謙, 堀口 智也, 後藤 康洋, 橋本 直純, 近藤 征史, 今泉 和良
    気管支学 45(Suppl.) S237-S237 2023年6月  
  • 相馬 智英, 丹羽 義和, 渡邊 俊和, 加古 寿志, 後藤 祐介, 堀口 智也, 今泉 和良
    気管支学 45(Suppl.) S241-S241 2023年6月  
  • 山蔦 久美子, 堀口 智也, 岡村 拓哉, 後藤 康洋, 今泉 和良
    結核 98(4) 138-138 2023年6月  
  • 今泉 和良, 長谷川 新, 相馬 智英, 堀口 智也, 榊原 洋介, 岡村 拓哉, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史
    気管支学 45(2) 160-161 2023年3月  
  • 今泉 和良, 長谷川 新, 相馬 智英, 堀口 智也, 榊原 洋介, 岡村 拓哉, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史
    気管支学 45(2) 160-161 2023年3月  
  • 伊奈 拓摩, 堀口 智也, 渡邊 俊和, 相馬 智英, 丹羽 義和, 榊原 洋介, 今泉 和良
    日本呼吸器学会誌 12(増刊) 248-248 2023年3月  
  • 堀口 智也, 伊奈 拓摩, 魚津 桜子, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史, 今泉 和良
    日本呼吸器学会誌 12(増刊) 252-252 2023年3月  
  • 相馬 智英, 長谷川 新, 堀口 智也, 岡村 拓哉, 大矢 由子, 魚津 桜子, 後藤 康洋, 磯谷 澄都, 橋本 直純, 近藤 征史, 今泉 和良
    日本呼吸器学会誌 12(増刊) 278-278 2023年3月  
  • 澤田 千晶, 後藤 康洋, 重康 善子, 伊奈 拓摩, 堀口 智也, 魚津 桜子, 磯谷 澄都, 橋本 直純, 近藤 征史, 今泉 和良
    日本呼吸器学会誌 12(増刊) 388-388 2023年3月  
  • Atsushi Teramoto, Tetsuya Tsukamoto, Ayano Michiba, Yuka Kiriyama, Eiko Sakurai, Kazuyoshi Imaizumi, Kuniaki Saito, Hiroshi Fujita
    Diagnostics 12(12) 3195-3195 2022年12月16日  
    Interstitial pneumonia of uncertain cause is referred to as idiopathic interstitial pneumonia (IIP). Among the various types of IIPs, the prognosis of cases of idiopathic pulmonary fibrosis (IPF) is extremely poor, and accurate differentiation between IPF and non-IPF pneumonia is critical. In this study, we consider deep learning (DL) methods owing to their excellent image classification capabilities. Although DL models require large quantities of training data, collecting a large number of pathological specimens is difficult for rare diseases. In this study, we propose an end-to-end scheme to automatically classify IIPs using a convolutional neural network (CNN) model. To compensate for the lack of data on rare diseases, we introduce a two-step training method to generate pathological images of IIPs using a generative adversarial network (GAN). Tissue specimens from 24 patients with IIPs were scanned using a whole slide scanner, and the resulting images were divided into patch images with a size of 224 × 224 pixels. A progressive growth GAN (PGGAN) model was trained using 23,142 IPF images and 7817 non-IPF images to generate 10,000 images for each of the two categories. The images generated by the PGGAN were used along with real images to train the CNN model. An evaluation of the images generated by the PGGAN showed that cells and their locations were well-expressed. We also obtained the best classification performance with a detection sensitivity of 97.2% and a specificity of 69.4% for IPF using DenseNet. The classification performance was also improved by using PGGAN-generated images. These results indicate that the proposed method may be considered effective for the diagnosis of IPF.
  • 長谷川 新, 相馬 智英, 前田 侑里, 堀口 智也, 後藤 康洋, 磯谷 澄都, 近藤 征史, 今泉 和良
    肺癌 62(7) 1069-1069 2022年12月  
  • Ryo Toda, Atsushi Teramoto, Masashi Kondo, Kazuyoshi Imaizumi, Kuniaki Saito, Hiroshi Fujita
    Scientific Reports 12(1) 2022年12月  
    Abstract Artificial intelligence (AI) applications in medical imaging continue facing the difficulty in collecting and using large datasets. One method proposed for solving this problem is data augmentation using fictitious images generated by generative adversarial networks (GANs). However, applying a GAN as a data augmentation technique has not been explored, owing to the quality and diversity of the generated images. To promote such applications by generating diverse images, this study aims to generate free-form lesion images from tumor sketches using a pix2pix-based model, which is an image-to-image translation model derived from GAN. As pix2pix, which assumes one-to-one image generation, is unsuitable for data augmentation, we propose StylePix2pix, which is independently improved to allow one-to-many image generation. The proposed model introduces a mapping network and style blocks from StyleGAN. Image generation results based on 20 tumor sketches created by a physician demonstrated that the proposed method can reproduce tumors with complex shapes. Additionally, the one-to-many image generation of StylePix2pix suggests effectiveness in data-augmentation applications.
  • 魚津 桜子, 伊奈 拓磨, 渡邊 俊和, 相馬 智英, 堀口 智也, 丹羽 義和, 岡村 拓哉, 後藤 康洋, 近藤 征史, 今泉 和良
    肺癌 62(6) 617-617 2022年11月  
  • 伊奈 拓摩, 堀口 智也, 榊原 洋介, 丹羽 義和, 山蔦 久美子, 相馬 智英, 渡邊 俊和, 井上 敬浩, 前田 侑里, 岡村 拓哉, 魚津 桜子, 三重野 ゆうき, 後藤 康洋, 磯谷 澄都, 近藤 征史, 今泉 和良
    肺癌 62(6) 688-688 2022年11月  
  • Aoi Tahara, Hidekazu Hattori, Takahiro Matsuyama, Hokuto Akamatsu, Yoshiko Shigeyasu, Takuma Ina, Tomoya Horiguchi, Kazuyoshi Imaizumi, Kenta Saito, Yohei Iwata, Kazumitsu Sugiura, Tetsuya Tsukamoto, Hiroshi Toyama, Yoshiharu Ohno
    Journal of thoracic imaging 37(6) W101-W105 2022年11月1日  
    Syphilis can cause a wide range of systemic manifestations, such as papular rash, malaise, weight loss, muscle aches, generalized lymphadenopathy, and meningitis. However, pulmonary involvement in patients with secondary syphilis is thought to be relatively rare. Moreover, bone involvement in patients with secondary syphilis is also considered rare, and only a few cases of involvement of lung and bone in such patients have been reported. In this paper, we report a case of secondary syphilis with pulmonary involvement in the form of multiple nodules with low attenuation areas, lymphadenopathy and multiple bone lesions detected on computed tomography and 18F fluorodeoxyglucose-positron emission tomography/computed tomography.
  • 今泉 和良, 堀口 智也, 後藤 康洋
    呼吸器内科 42(2) 119-122 2022年8月  
  • Noriko Hiramatsu, Naoki Yamamoto, Yu Kato, Noriaki Nagai, Sumito Isogai, Kazuyoshi Imaizumi
    Experimental and therapeutic medicine 24(2) 539-539 2022年8月  
    Induced pluripotent stem (iPS) cells are widely used as a research tool in regenerative medicine and embryology. In studies related to lens regeneration in the eye, iPS cells have been reported to differentiate into lens epithelial cells (LECs); however, to the best of our knowledge, no study to date has described their formation of three-dimensional cell aggregates. Notably, in vivo studies in newts have revealed that iris cells in the eye can dedifferentiate into LECs and regenerate a new lens. Thus, as basic research on lens regeneration, the present study investigated the differentiation of human iris tissue-derived cells and human iris tissue-derived iPS cells into LECs and their formation of three-dimensional cell aggregates using a combination of two-dimensional culture, static suspension culture and rotational suspension culture. The results revealed that three-dimensional cell aggregates were formed and differentiated into LECs expressing αA-crystallin, a specific marker protein for LECs, suggesting that the cell-cell interaction facilitated by cell aggregation may have a critical role in enabling highly efficient differentiation of LECs. However, the present study was unable to achieve transparency in the cell aggregates; therefore, we aim to continue to investigate the degradation of organelles and other materials necessary to make the interior of the formed cell aggregates transparent. Furthermore, we aim to expand on our current work to study the regeneration of the lens and ciliary body as a whole in vitro, with the aim of being able to restore focusing function after cataract surgery.
  • 重康 善子, 堀口 智也, 伊奈 拓摩, 岡村 拓哉, 後藤 康洋, 今泉 和良
    結核 97(4) 77-77 2022年6月  
  • 相馬 智英, 前田 侑里, 伊奈 拓摩, 渡邊 俊和, 堀口 智也, 岡村 拓哉, 後藤 康洋, 今泉 和良
    結核 97(4) 91-91 2022年6月  
  • 今泉 和良, 岡村 拓哉, 相馬 智英, 渡邊 俊和, 堀口 智也, 後藤 康洋
    気管支学 44(Suppl.) S167-S167 2022年5月  
  • 今泉 和良, 岡村 拓哉, 相馬 智英, 渡邊 俊和, 堀口 智也, 後藤 康洋
    気管支学 44(Suppl.) S167-S167 2022年5月  
  • 重康 善子, 堀口 智也, 岡村 拓哉, 後藤 康洋, 魚津 桜子, 磯谷 澄都, 近藤 征史, 今泉 和良
    気管支学 44(Suppl.) S208-S208 2022年5月  
  • 堀口 智也, 重康 善子, 伊奈 拓摩, 外山 陽子, 榊原 洋介, 岡村 拓哉, 後藤 康洋, 磯谷 澄都, 近藤 征史, 今泉 和良
    日本呼吸器学会誌 11(増刊) 211-211 2022年4月  
  • Tetsuya Tsukamoto, Atsushi Teramoto, Ayumi Yamada, Yuka Kiriyama, Eiko Sakurai, Ayano Michiba, Kazuyoshi Imaizumi, Hiroshi Fujita
    Asian Pacific journal of cancer prevention : APJCP 23(4) 1315-1324 2022年4月  査読有り
    OBJECTIVE: It is essential to accurately diagnose and classify histological subtypes into adenocarcinoma (ADC), squamous cell carcinoma (SCC), and small cell lung carcinoma (SCLC) for the appropriate treatment of lung cancer patients. However, improving the accuracy and stability of diagnosis is challenging, especially for non-small cell carcinomas. The purpose of this study was to compare multiple deep convolutional neural network (DCNN) technique with subsequent additional classifiers in terms of accuracy and characteristics in each histology. METHODS: Lung cancer cytological images were classified into ADC, SCC, and SCLC with four fine-tuned DCNN models consisting of AlexNet, GoogLeNet (Inception V3), VGG16 and ResNet50 pretrained by natural images in ImageNet database. For more precise classification, the figures of 3 histological probabilities were further applied to subsequent machine learning classifiers using Naïve Bayes (NB), Support vector machine (SVM), Random forest (RF), and Neural network (NN). RESULTS: The classification accuracies of the AlexNet, GoogLeNet, VGG16 and ResNet50 were 74.0%, 66.8%, 76.8% and 74.0%, respectively. Well differentiated typical morphologies were tended to be correctly judged by all four architectures. However, poorly differentiated non-small cell carcinomas lacking typical structures were inclined to be misrecognized in some DCNNs. Regarding the histological types, ADC were best judged by AlexNet and SCC by VGG16. Subsequent machine learning classifiers of NB, SVV, RF, and NN improved overall accuracies to 75.1%, 77.5%, 78.2%, and 78.9%, respectively. CONCLUSION: Fine-tuning DCNNs in combination with additional classifiers improved classification of cytological diagnosis of lung cancer, although classification bias could be indicated among DCNN architectures.
  • Tomoya Horiguchi, Tetsuya Tsukamoto, Yoko Toyama, Toshiharu Sasaki, Tomoyuki Nakamura, Aki Sakurai, Naohide Kuriyama, Satoshi Komatsu, Yoshiko Shigeyasu, Takuma Ina, Eiko Sakurai, Noriko Nakajima, Arisa Tsuchimori, Seiji Yamada, Tadaki Suzuki, Kazuyoshi Imaizumi
    Respirology case reports 10(3) e0912 2022年3月  
    Secondary fungal infections are a critical problem that accompany immunosuppressive therapy for severe coronavirus disease 2019 (COVID-19). We report a fatal case of COVID-19 with disseminated mucormycosis diagnosed during autopsy. A 58-year-old man with diabetes was hospitalized for severe COVID-19 and treated with remdesivir, systemic steroids and tocilizumab. Following treatment, he was provided extracorporeal membrane oxygenation support. However, he died of multiple organ failure accompanied by pulmonary and kidney infarction, as revealed by computed tomography. Autopsy revealed that the infarction was caused by thromboangiitis due to mucormycosis in the brain, lungs, heart, liver and kidneys. Therefore, the diagnosis of disseminated mucormycosis was established. Disseminated mucormycosis is a rare complication of COVID-19. Although its early diagnosis is difficult, the disease progresses rapidly. Hence, we propose that immunosuppressive treatment for COVID-19 should be administered with caution considering the risk of developing severe opportunistic infections, such as mucormycosis.
  • Yuki Mieno, Masamichi Hayashi, Mariko Hirochi, Aki Ikeda, Hisashi Kako, Takuma Ina, Yuri Maeda, Shingo Maeda, Takahiro Inoue, Tomohide Souma, Toshikazu Watanabe, Tomoya Horiguchi, Yusuke Gotoh, Yoshikazu Niwa, Kumiko Yamatsuta, Sayako Morikawa, Yosuke Sakakibara, Takuya Okamura, Sakurako Uozu, Yasuhiro Goto, Sumito Isogai, Shiho Fujita, Junichi Fukumoto, Nami Hosoda, Kazuyoshi Imaizumi
    Fujita medical journal 8(1) 17-24 2022年2月  
    OBJECTIVE: The prevalence of obstructive sleep apnea (OSA) in Japan is 9% among males and 3% among females. Up to 2.5 million patients are estimated to suffer from the disease, but limited number of facilities are capable of carrying out polysomnography (PSG), leaving more than 80% of these individuals are undiagnosed. In recent years, the development of new portable sleep monitoring (PMs) devices has been remarkable. We evaluate the correlation between the results of the LS-140 PMs device (Fukuda Denshi Tech Co. Ltd.), released in 2017, and those of PSG. METHODS: We obtained contemporaneous data from the same patients by equipping 58 patients with PMs (LS-140) devices while they underwent PSG. Our primary outcome was Case 2 of the intraclass correlation coefficient (ICC), i.e., the ICC (2.1). And we used a Bland-Altman analysis to compare the apnea-hypopnea index (AHI) given by PSG and the respiratory event index (REI) given by LS-140 and examined the sensitivity and specificity of the REI relative to the AHI in the diagnosis of OSA. We also carried out the same comparison but in terms of the presence or absence of periodic limb movements (PLMs). RESULTS: The ICC (2.1) between The REI and the AHI was 0.944, a rather high value (p<0.0001). The mean difference between AHI and REI values was -3.6 (p<0.0001), indicating a negative fixed bias. Sensitivity may decrease in groups with PLMs. CONCLUSION: The REI and the AHI are highly correlated, giving LS-140 sufficient diagnostic sensitivity and specificity to screen for OSA.
  • Yuki Oshita, Nonoko Takeuchi, Atsushi Teramoto, Masashi Kondo, Kazuyoshi Imaizumi, Kuniaki Saito, Hiroshi Fujita
    Japanese Journal of Radiological Technology 78(8) 829-837 2022年  
  • 重康 善子, 堀口 智也, 伊奈 拓摩, 岡村 拓哉, 後藤 康洋, 磯谷 澄都, 近藤 征史, 今泉 和良, 野口 陽一朗, 木村 智樹
    気管支学 44(1) 107-107 2022年1月  
  • 有賀 美月, 重康 善子, 伊奈 拓摩, 堀口 智也, 榊原 洋介, 岡村 拓哉, 魚津 桜子, 後藤 康洋, 磯谷 澄都, 近藤 征史, 今泉 和良
    肺癌 61(7) 1018-1018 2021年12月  
  • Atsushi Teramoto, Yuka Kiriyama, Tetsuya Tsukamoto, Eiko Sakurai, Ayano Michiba, Kazuyoshi Imaizumi, Kuniaki Saito, Hiroshi Fujita
    Scientific Reports 11(1) 2021年12月  
    <title>Abstract</title>In cytological examination, suspicious cells are evaluated regarding malignancy and cancer type. To assist this, we previously proposed an automated method based on supervised learning that classifies cells in lung cytological images as benign or malignant. However, it is often difficult to label all cells. In this study, we developed a weakly supervised method for the classification of benign and malignant lung cells in cytological images using attention-based deep multiple instance learning (AD MIL). Images of lung cytological specimens were divided into small patch images and stored in bags. Each bag was then labeled as benign or malignant, and classification was conducted using AD MIL. The distribution of attention weights was also calculated as a color map to confirm the presence of malignant cells in the image. AD MIL using the AlexNet-like convolutional neural network model showed the best classification performance, with an accuracy of 0.916, which was better than that of supervised learning. In addition, an attention map of the entire image based on the attention weight allowed AD MIL to focus on most malignant cells. Our weakly supervised method automatically classifies cytological images with acceptable accuracy based on supervised learning without complex annotations.
  • Norihito Omote, Yoshihiro Kanemitsu, Takahiro Inoue, Toshiyuki Yonezawa, Takuji Ichihashi, Yuichiro Shindo, Koji Sakamoto, Akira Ando, Atsushi Suzuki, Akio Niimi, Satoru Ito, Kazuyoshi Imaizumi, Naozumi Hashimoto
    Internal medicine (Tokyo, Japan) 61(2) 233-236 2021年11月6日  
    We herein report a case of acute exacerbation of idiopathic pulmonary fibrosis (AE-IPF) triggered by COVID-19. An 87-year-old woman tested positive for COVID-19 on a polymerase chain reaction test, and computed tomography revealed ground-glass opacity (GGO) superimposed on a background pattern consistent with usual interstitial pneumonia. Considering these data, we diagnosed her with AE-IPF. She experienced worsening of dyspnea and expansion of the GGO. Therefore, we introduced high-dose steroids (methylprednisolone 250 mg/day for 3 days). After the treatment, the pulmonary infiltrates improved. She was discharged from our hospital without severe disability. High-dose steroids can be a viable treatment option for AE-IPF triggered by COVID-19.
  • 堀口 智也, 岡村 拓哉, 魚津 桜子, 後藤 康洋, 近藤 征史, 今泉 和良
    肺癌 61(6) 637-637 2021年10月  
  • 魚津 桜子, 伊奈 拓摩, 渡邊 俊和, 相馬 智英, 堀口 智也, 丹羽 義和, 岡村 拓哉, 後藤 康洋, 磯谷 澄都, 近藤 征史, 今泉 和良
    肺癌 61(6) 665-665 2021年10月  
  • 後藤 康洋, 今泉 和良, 近藤 征史, 磯谷 澄都, 魚津 桜子, 三重野 ゆうき, 岡村 拓哉, 榊原 洋介, 山蔦 久美子, 丹羽 義和, 堀口 智也, 渡邊 俊和, 相馬 智英, 井上 敬浩, 前田 真吾, 前田 侑里, 伊奈 拓摩, 加古 寿志, 廣地 真理子
    肺癌 61(6) 717-717 2021年10月  
  • 重康 善子, 伊奈 拓摩, 前田 真吾, 堀口 智也, 後藤 康洋, 岡村 拓哉, 磯谷 澄都, 今泉 和良, 星川 康, 堀場 あかね
    気管支学 43(5) 561-561 2021年9月  
  • Seira Nishibe-Toyosato, Yosuke Ando, Yasuhiro Goto, Takahiro Hayashi, Kaori Ito, Hidezo Matsuda, Naho Tsujii, Masahiro Tsuge, Kenji Kawada, Kazuyoshi Imaizumi, Shigeki Yamada
    Biological & pharmaceutical bulletin 44(9) 1280-1285 2021年9月1日  
    Erlotinib is used to treat advanced non-small-cell lung cancer (NSCLC), the common serious adverse events are skin disorders. The dose intensity of erlotinib should be maintained as much as possible by an appropriate control of adverse events in order to maintain its efficacy. Therefore, the management of these adverse events related to skin disorders would enable a continuous erlotinib treatment without interruption and dose reduction. This study assessed the effect of pharmaceutical consultation in outpatients who received erlotinib. Participants included patients with NSCLC who received erlotinib therapy for more than 6 months between December 2007 and March 2019. The participants were divided into two groups: the intervention group that included patients who received pharmaceutical consultation targeting outpatients by a pharmacist and the nonintervention group that included patients who did not. We retrospectively investigated patient characteristics, treatment regimens, and treatment efficacy. We included a total of 33 patients (18 and 15 patients in the nonintervention and intervention groups, respectively) in this study. The intervention group had a significantly higher median relative dose intensity (RDI) of erlotinib than the nonintervention group (p = 0.0437). In addition, the pharmaceutical consultation targeting outpatients was identified as a factor contributing to the maintenance of RDI ≥90% (p = 0.0269). The present study indicated that there was improvement in RDI with pharmaceutical consultation targeting outpatients with advanced NSCLC.
  • Noriko Hiramatsu, Noriaki Nagai, Masashi Kondo, Kazuyoshi Imaizumi, Hiroshi Sasaki, Naoki Yamamoto
    Medical Molecular Morphology 54(3) 216-226 2021年9月  
    The incidence rate of post-cataract surgery posterior capsule opacification (PCO) and lens turbidity is about 20% in 5 years. Soemmering's ring, which is a type of PCO also called a regenerated lens with similar tissue structure to that of a human lens, is an important proxy for elucidating the mechanism of lens regeneration and maintenance of transparency. The authors created new human immortalized crystalline lens epithelial cells (iHLEC-NY1s) with excellent differentiation potential, and as a result of culturing the cells by static and rotation-floating methods, succeeded in producing a three-dimensional cell structure model (3D-iHLEC-NY1s) which is similar to Soemmering's ring in tissue structure and expression characteristics of αA-crystalline, βB2-crystalline, vimentin proteins. 3D-iHLEC-NY1s is expected to be a proxy in vitro experimental model of Soemmering's ring to enable evaluation of drug effects on suppression of cell aggregate formation and transparency. By further improving the culture conditions, we aim to control the cell sequence and elucidate the mechanism underlying the maintenance of lens transparency.
  • 磯谷 澄都, 井上 敬浩, 丹羽 義和, 前田 真吾, 堀口 智也, 岡村 拓哉, 三重野 ゆうき, 後藤 康洋, 近藤 征史, 今泉 和良
    アレルギー 70(6-7) 791-791 2021年8月  
  • Nayu Hamabuchi, Hidekazu Hattori, Tetsuya Tsukamoto, Masahiko Nomura, Seiichiro Ota, Yoshitaka Inui, Kaoru Kikukawa, Kazuyoshi Imaizumi, Masashi Kondo, Yasushi Hoshikawa, Hiroshi Toyama, Yoshiharu Ohno
    Journal of thoracic imaging 2021年7月23日  
  • Takuya Okamura, Sumito Isogai, Naoki Yamamoto, Yoshikazu Niwa, Takayuki Inoue, Maeda Shingo, Takuma Ina, Maeda Yuri, Yasuhiro Goto, Masashi Kondo, Kazuyoshi Imaizumi
    Allergology international : official journal of the Japanese Society of Allergology 70(3) 401-403 2021年7月  

MISC

 209

講演・口頭発表等

 79

共同研究・競争的資金等の研究課題

 13

その他教育活動上特記すべき事項

 1
  • 件名
    第48回医学教育ワークショップ
    終了年月日
    2013/08/18
    概要
    「臨床実習学習成果の設定」に参加した。