27 results on '"Tatsuho Kobayashi"'
Search Results
2. Current status of active cooling, deep body temperature measurement, and face mask wearing in heat stroke and heat exhaustion patients in Japan: a nationwide observational study based on the Heatstroke STUDY 2020 and 2021
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Jun Kanda, Yasufumi Miyake, Daiki Tanaka, Tadashi Umehara, Maiko Yamazaki, Naoshige Harada, Motoki Fujita, Kei Hayashida, Hitoshi Kaneko, Tatsuho Kobayashi, Yukari Miyoshi, Yuki Kishihara, Yohei Okada, Yuichi Okano, Jotaro Tachino, Shuhei Takauji, Junko Yamaguchi, Atsuo Maeda, Hiroyuki Yokota, and Shoji Yokobori
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active cooling ,deep body temperature ,face mask ,heat exhaustion ,heat stroke ,Heatstroke STUDY ,Medical emergencies. Critical care. Intensive care. First aid ,RC86-88.9 - Abstract
Aim The study aimed to determine the current status of face mask use, deep body temperature measurement, and active cooling in patients suffering from heat stroke and heat exhaustion in Japan. Methods This was a prospective, observational, multicenter study using data from the Heatstroke STUDY 2020–2021, a nationwide periodical registry of heat stroke and heat exhaustion patients. Based on the Bouchama heatstroke criteria, we classified the patients into two groups: severe and mild‐to‐moderate. We compared the outcomes between the two groups and reclassified them into two subgroups according to the severity of the illness, deep body temperature measurements, and face mask use. Cramer's V was used to determine the effect sizes for a comparison between groups. Results Almost all patients in this study were categorized as having degree III based on the Japanese Association for Acute Medicine heatstroke criteria (JAAM‐HS). However, the severe group was significantly worse than the mild‐to‐moderate group in outcomes like in‐hospital death and modified Rankin Scale scores, when discharged. Heat strokes had significantly higher rates of active cooling and lower mortality rates than heat stroke‐like illnesses. Patients using face masks often use them during labor, sports, and other exertions, had less severe conditions, and were less likely to be young male individuals. Conclusions It is suggested that severe cases require a more detailed classification of degree III in the JAAM‐HS criteria, and not measuring deep body temperature could have been a factor in the nonperformance of active cooling and worse outcomes.
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- 2023
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3. Association between frailty and mortality among patients with accidental hypothermia: a nationwide observational study in Japan
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Shuhei Takauji, Toru Hifumi, Yasuaki Saijo, Shoji Yokobori, Jun Kanda, Yutaka Kondo, Kei Hayashida, Junya Shimazaki, Takashi Moriya, Masaharu Yagi, Junko Yamaguchi, Yohei Okada, Yuichi Okano, Hitoshi Kaneko, Tatsuho Kobayashi, Motoki Fujita, Keiki Shimizu, Hiroyuki Yokota, and Arino Yaguchi
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Accidental hypothermia ,Frailty ,Mortality ,Activity of daily living ,Rewarming rate ,Geriatrics ,RC952-954.6 - Abstract
Abstract Background Frailty has been associated with a risk of adverse outcomes, and mortality in patients with various conditions. However, there have been few studies on whether or not frailty is associated with mortality in patients with accidental hypothermia (AH). In this study, we aim to determine this association in patients with AH using Japan’s nationwide registry data. Methods The data from the Hypothermia STUDY 2018&19, which included patients of ≥18 years of age with a body temperature of ≤35 °C, were obtained from a multicenter registry for AH conducted at 120 institutions throughout Japan, collected from December 2018 to February 2019 and December 2019 to February 2020. The clinical frailty scale (CFS) score was used to determine the presence and degree of frailty. The primary outcome was the comparison of mortality between the frail and non-frail patient groups. Results In total, 1363 patients were included in the study, of which 920 were eligible for the analysis. The 920 patients were divided into the frail patient group (N = 221) and non-frail patient group (N = 699). After 30-days of hospitalization, 32.6% of frail patients and 20.6% of non-frail patients had died (p
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- 2021
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4. Machine learning-based mortality prediction model for heat-related illness
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Yohei Hirano, Yutaka Kondo, Toru Hifumi, Shoji Yokobori, Jun Kanda, Junya Shimazaki, Kei Hayashida, Takashi Moriya, Masaharu Yagi, Shuhei Takauji, Junko Yamaguchi, Yohei Okada, Yuichi Okano, Hitoshi Kaneko, Tatsuho Kobayashi, Motoki Fujita, Hiroyuki Yokota, Ken Okamoto, Hiroshi Tanaka, and Arino Yaguchi
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Medicine ,Science - Abstract
Abstract In this study, we aimed to develop and validate a machine learning-based mortality prediction model for hospitalized heat-related illness patients. After 2393 hospitalized patients were extracted from a multicentered heat-related illness registry in Japan, subjects were divided into the training set for development (n = 1516, data from 2014, 2017–2019) and the test set (n = 877, data from 2020) for validation. Twenty-four variables including characteristics of patients, vital signs, and laboratory test data at hospital arrival were trained as predictor features for machine learning. The outcome was death during hospital stay. In validation, the developed machine learning models (logistic regression, support vector machine, random forest, XGBoost) demonstrated favorable performance for outcome prediction with significantly increased values of the area under the precision-recall curve (AUPR) of 0.415 [95% confidence interval (CI) 0.336–0.494], 0.395 [CI 0.318–0.472], 0.426 [CI 0.346–0.506], and 0.528 [CI 0.442–0.614], respectively, compared to that of the conventional acute physiology and chronic health evaluation (APACHE)-II score of 0.287 [CI 0.222–0.351] as a reference standard. The area under the receiver operating characteristic curve (AUROC) values were also high over 0.92 in all models, although there were no statistical differences compared to APACHE-II. This is the first demonstration of the potential of machine learning-based mortality prediction models for heat-related illnesses.
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- 2021
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5. Influence of the coronavirus disease 2019 (COVID‐19) pandemic on the incidence of heat stroke and heat exhaustion in Japan: a nationwide observational study based on the Heatstroke STUDY 2019 (without COVID‐19) and 2020 (with COVID‐19)
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Jun Kanda, Yasufumi Miyake, Tadashi Umehara, Shoichi Yoshiike, Motoki Fujita, Kei Hayashida, Toru Hifumi, Hitoshi Kaneko, Tatsuho Kobayashi, Yutaka Kondo, Takashi Moriya, Yohei Okada, Yuichi Okano, Junya Shimazaki, Shuhei Takauji, Junko Yamaguchi, Masaharu Yagi, Hiroyuki Yokota, Keiki Shimizu, Arino Yaguchi, and Shoji Yokobori
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Active cooling ,COVID‐19 ,heat exhaustion ,heat stroke ,mask wearing ,Medical emergencies. Critical care. Intensive care. First aid ,RC86-88.9 - Abstract
Aim To assess heat stroke and heat exhaustion occurrence and response during the coronavirus disease 2019 pandemic in Japan. Methods This retrospective, multicenter, registry‐based study describes and compares the characteristics of patients between the months of July and September in 2019 and 2020. Factors affecting heat stroke and heat exhaustion were statistically analyzed. Cramér’s V was calculated to determine the effect size for group comparisons. We also investigated the prevalence of mask wearing and details of different cooling methods. Results No significant differences were observed between 2019 and 2020. In both years, in‐hospital mortality rates just exceeded 8%. Individuals >65 years old comprised 50% of cases and non‐exertional onset (office work and everyday life) comprised 60%–70%, respectively. The recommendations from the Working Group on Heat Stroke Medicine given during the coronavirus disease pandemic in 2019 had a significant impact on the choice of cooling methods. The percentage of cases, for which intravascular temperature management was performed and cooling blankets were used increased, whereas the percentage of cases in which evaporative plus convective cooling was performed decreased. A total of 49 cases of heat stroke in mask wearing were reported. Conclusion Epidemiological assessments of heat stroke and heat exhaustion did not reveal significant changes between 2019 and 2020. The findings suggest that awareness campaigns regarding heat stroke prevention among the elderly in daily life should be continued in the coronavirus disease 2019 pandemic. In the future, it is also necessary to validate the recommendations of the Working Group on Heatstroke Medicine.
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- 2022
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6. Accidental hypothermia: characteristics, outcomes, and prognostic factors—A nationwide observational study in Japan (Hypothermia study 2018 and 2019)
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Shuhei Takauji, Toru Hifumi, Yasuaki Saijo, Shoji Yokobori, Jun Kanda, Yutaka Kondo, Kei Hayashida, Junya Shimazaki, Takashi Moriya, Masaharu Yagi, Junko Yamaguchi, Yohei Okada, Yuichi Okano, Hitoshi Kaneko, Tatsuho Kobayashi, Motoki Fujita, Keiki Shimizu, and Hiroyuki Yokota
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Accidental hypothermia ,elderly ,mortality ,prehospital care ,rewarming method ,Medical emergencies. Critical care. Intensive care. First aid ,RC86-88.9 - Abstract
Aim This study describes the clinical characteristics and outcomes as well as the prognostic factors of patients with accidental hypothermia (AH) using Japan’s nationwide registry data. Methods The Hypothermia study 2018 and 2019, which included patients aged 18 years or older with a body temperature of 35°C or less, was a multicenter registry conducted at 87 and 89 institutions throughout Japan, with data collected from December 2018 to February 2019 and December 2019 to February 2020, respectively. Results In total, 1363 patients were enrolled in the registry, of which 1194 were analyzed in this study. The median (interquartile range) age was 79 (68–87) years, and the median (interquartile range) body temperature at the emergency department was 30.8°C (28.4–33.6°C). Forty‐three percent of patients with AH had a mild condition, 35.2% moderate, and 21.9% severe. AH occurred in an indoor setting in 73.4% and was caused by acute medical illness in 49.3% of patients. A total of 101 (8.5%) patients suffered from cardiopulmonary arrest on arrival at the hospital. The overall 30‐day mortality rate was 24.5%, the median (interquartile range) intensive care unit stay was 4 (2–7) days, and the median (interquartile range) hospital stay was 13 (4–27) days. In the multivariable logistic analysis, the prognostic factors were age (≥75 years old), male, activities of daily living (needing total assistance), cause of AH (trauma, alcohol), Glasgow Coma Scale score, and potassium level (>5.5 mEq/L). Conclusion The mortality rate of AH was 24.5% in Japan. The prognostic factors developed in this study may be useful for the early prediction, prevention, and awareness of severe AH.
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- 2021
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7. Real-world clinical outcomes of treatment with casirivimab-imdevimab among patients with mild-to-moderate coronavirus disease 2019 during the Delta variant pandemic
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Yasuhito Suzuki, Yoko Shibata, Hiroyuki Minemura, Takefumi Nikaido, Yoshinori Tanino, Atsuro Fukuhara, Ryuzo Kanno, Hiroyuki Saito, Shuzo Suzuki, Taeko Ishii, Yayoi Inokoshi, Eiichiro Sando, Hirofumi Sakuma, Tatsuho Kobayashi, Hiroaki Kume, Masahiro Kamimoto, Hideko Aoki, Akira Takama, Takamichi Kamiyama, Masaru Nakayama, Kiyoshi Saito, Koichi Tanigawa, Masahiko Sato, Toshiyuki Kanbe, Norio Kanzaki, Teruhisa Azuma, Keiji Sakamoto, Yuichi Nakamura, Hiroshi Otani, Mitsuru Waragai, Shinsaku Maeda, Tokiya Ishida, Keishi Sugino, Yasuhiko Tsukada, Ryuki Yamada, Riko Sato, Takumi Omuna, Hikaru Tomita, Mikako Saito, Natsumi Watanabe, Mami Rikimaru, Takaya Kawamata, Takashi Umeda, Julia Morimoto, Ryuichi Togawa, Yuki Sato, Junpei Saito, Kenya Kanazawa, and Ken Iseki
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Treatment Outcome ,SARS-CoV-2 ,Humans ,General Medicine ,Antibodies, Monoclonal, Humanized ,Pandemics ,COVID-19 Drug Treatment - Abstract
BackgroundMutations of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) may reduce the efficacy of neutralizing monoclonal antibody therapy against coronavirus disease 2019 (COVID-19). We here evaluated the efficacy of casirivimab-imdevimab in patients with mild-to-moderate COVID-19 during the Delta variant surge in Fukushima Prefecture, Japan.MethodsWe enrolled 949 patients with mild-to-moderate COVID-19 who were admitted to hospital between July 24, 2021 and September 30, 2021. Clinical deterioration after admission was compared between casirivimab-imdevimab users (n = 314) and non-users (n = 635).ResultsThe casirivimab-imdevimab users were older (P < 0.0001), had higher body temperature (≥ 38°C) (P < 0.0001) and greater rates of history of cigarette smoking (P = 0.0068), hypertension (P = 0.0004), obesity (P < 0.0001), and dyslipidemia (P < 0.0001) than the non-users. Multivariate logistic regression analysis demonstrated that receiving casirivimab-imdevimab was an independent factor for preventing deterioration (odds ratio 0.448; 95% confidence interval 0.263–0.763; P = 0.0023). Furthermore, in 222 patients who were selected from each group after matching on the propensity score, deterioration was significantly lower among those receiving casirivimab-imdevimab compared to those not receiving casirivimab-imdevimab (7.66% vs 14.0%; p = 0.021).ConclusionThis real-world study demonstrates that casirivimab-imdevimab contributes to the prevention of deterioration in COVID-19 patients after hospitalization during a Delta variant surge.SummaryThis real-world retrospective study demonstrates the contribution of treatment with casirivimab-imdevimab to the prevention of deterioration in patients with mild-to-moderate coronavirus disease 2019 (COVID-19) even during the Delta variant pandemic.
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- 2022
8. Real-world clinical outcomes of treatment with molnupiravir for patients with mild- to-moderate coronavirus disease 2019 during the Omicron variant pandemic
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Yasuhito Suzuki, Yoko Shibata, Hiroyuki Minemura, Takefumi Nikaido, Yoshinori Tanino, Atsuro Fukuhara, Ryuzo Kanno, Hiroyuki Saito, Shuzo Suzuki, Yayoi Inokoshi, Eiichiro Sando, Hirofumi Sakuma, Tatsuho Kobayashi, Hiroaki Kume, Masahiro Kamimoto, Hideko Aoki, Akira Takama, Taku Iizuka, Takamichi Kamiyama, Masaru Nakayama, Kiyoshi Saito, Koichi Tanigawa, Masahiko Sato, Yuichi Waragai, Toshiyuki Kambe, Norio Kanzaki, Teruhisa Azuma, Hiromasa Okamoto, Keiji Sakamoto, Yuichi Nakamura, Hiroshi Ohtani, Mitsuru Waragai, Shinsaku Maeda, Tokiya Ishida, Keishi Sugino, Wataru Abe, Yasuhiko Tsukada, Tomoyoshi Lee, Ryuki Yamada, Riko Sato, Takumi Onuma, Hikaru Tomita, Mikako Saito, Natsumi Watanabe, Mami Rikimaru, Takaya Kawamata, Julia Morimoto, Ryuichi Togawa, Yuki Sato, Junpei Saito, Kenya Kanazawa, Sugihiro Hamaguchi, and Ken Iseki
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Background It is unclear whether molnupiravir has a beneficial effect on vaccinated patients infected with the Omicron variant of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). We here evaluated the efficacy of molnupiravir in patients with mild-to-moderate coronavirus disease 2019 (COVID-19) during the Omicron variant surge in Fukushima Prefecture, Japan. Methods We enrolled patients with mild-to-moderate COVID-19 who were admitted to hospitals between January and April, 2022. Clinical deterioration after admission was compared between molnupiravir users (n = 281) and non-users (n = 1,636). Results The molnupiravir users were older (P
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- 2022
9. Influence of the coronavirus disease 2019 ( <scp>COVID</scp> ‐19) pandemic on the incidence of heat stroke and heat exhaustion in Japan: a nationwide observational study based on the Heatstroke <scp>STUDY</scp> 2019 (without <scp>COVID</scp> ‐19) and 2020 (with <scp>COVID</scp> ‐19)
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Jun Kanda, Yasufumi Miyake, Tadashi Umehara, Shoichi Yoshiike, Motoki Fujita, Kei Hayashida, Toru Hifumi, Hitoshi Kaneko, Tatsuho Kobayashi, Yutaka Kondo, Takashi Moriya, Yohei Okada, Yuichi Okano, Junya Shimazaki, Shuhei Takauji, Junko Yamaguchi, Masaharu Yagi, Hiroyuki Yokota, Keiki Shimizu, Arino Yaguchi, and Shoji Yokobori
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General Engineering - Published
- 2022
10. Development and external validation of the DOAT and DOATS scores: simple decision support tools to identify disease progression among nonelderly patients with mild/moderate COVID-19
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Yoko Shibata, Hiroyuki Minemura, Yasuhito Suzuki, Takefumi Nikaido, Yoshinori Tanino, Atsuro Fukuhara, Ryuzo Kanno, Hiroyuki Saito, Shuzo Suzuki, Taeko Ishii, Yayoi Inokoshi, Eiichiro Sando, Hirofumi Sakuma, Tatsuho Kobayashi, Hiroaki Kume, Masahiro Kamimoto, Hideko Aoki, Akira Takama, Takamichi Kamiyama, Masaru Nakayama, Kiyoshi Saito, Koichi Tanigawa, Masahiko Sato, Toshiyuki Kanbe, Norio Kanzaki, Teruhisa Azuma, Keiji Sakamoto, Yuichi Nakamura, Hiroshi Otani, Mitsuru Waragai, Shinsaku Maeda, Tokiya Ishida, Keishi Sugino, Minoru Inage, Noriyuki Hirama, Kodai Furuyama, Shigeyuki Fukushima, Hiroshi Saito, Jun-ichi Machiya, Hiroyoshi Machida, Koya Abe, Katsuyoshi Iwabuchi, Yuji Katagiri, Yasuko Aida, Yuki Abe, Takahito Ota, Yuki Ishizawa, Yasuhiko Tsukada, Ryuki Yamada, Riko Sato, Takumi Omuna, Hikaru Tomita, Mikako Saito, Natsumi Watanabe, Mami Rikimaru, Takaya Kawamata, Takashi Umeda, Julia Morimoto, Ryuichi Togawa, Yuki Sato, Junpei Saito, Kenya Kanazawa, Kenji Omae, Kurita Noriaki, and Ken Iseki
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BACKGROUNDDue to the dissemination of vaccination against severe acute respiratory syndrome coronavirus 2 in the elderly, the virus-susceptible subjects have shifted to unvaccinated non-elderlies. The risk factors of COVID-19 deterioration in non-elderly patients without respiratory failure have not yet been determined. This study was aimed to create simple predicting method to identify such patients who have high risk for exacerbation.METHODSWe analyzed the data of 1,675 patients aged under 65 years who were admitted to hospitals with mild-to-moderate COVID-19. For validation, 324 similar patients were enrolled. Disease progression was defined as administration of medication, oxygen inhalation and mechanical ventilator starting one day or longer after admission.RESULTSThe patients who exacerbated tended to be older, male, had histories of smoking, and had high body temperatures, lower oxygen saturation, and comorbidities such as diabetes/obesity and hypertension. Stepwise logistic regression analyses revealed that comorbidities of diabetes/obesity, age ≥ 40 years, body temperature ≥ 38°C, and oxygen saturation < 96% (DOATS) were independent risk factors of worsening COVID-19. As a result two predictive scores were created: DOATS score, which includes all the above risk factors; and DOAT score, which includes all factors except for oxygen saturation. In the original cohort, the areas under the receiver operating characteristic curve of the DOATS and DOAT scores were 0.789 and 0.771, respectively. In the validation, the areas were 0.702 and 0.722, respectively.CONCLUSIONWe established two simple prediction scores that can quickly evaluate the risk of progression of COVID-19 in non-elderly, mild/moderate patients.SummaryThe risk stratification models using independent risks, namely comorbidity of diabetes or obesity, age ≥ 40 years, high body temperature ≥ 38□, and oxygen saturation < 96%, DOATS and DOAT scores, predicted worsening COVID-19 in patients with mild-to-moderate cases.
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- 2021
11. Influence of the coronavirus disease 2019 (COVID-19) pandemic on the incidence of heat stroke and heat exhaustion in Japan: a nationwide observational study based on the Heatstroke STUDY 2019 (without COVID-19) and 2020 (with COVID-19)
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Jun, Kanda, Yasufumi, Miyake, Tadashi, Umehara, Shoichi, Yoshiike, Motoki, Fujita, Kei, Hayashida, Toru, Hifumi, Hitoshi, Kaneko, Tatsuho, Kobayashi, Yutaka, Kondo, Takashi, Moriya, Yohei, Okada, Yuichi, Okano, Junya, Shimazaki, Shuhei, Takauji, Junko, Yamaguchi, Masaharu, Yagi, Hiroyuki, Yokota, Keiki, Shimizu, Arino, Yaguchi, and Shoji, Yokobori
- Abstract
To assess heat stroke and heat exhaustion occurrence and response during the coronavirus disease 2019 pandemic in Japan.This retrospective, multicenter, registry-based study describes and compares the characteristics of patients between the months of July and September in 2019 and 2020. Factors affecting heat stroke and heat exhaustion were statistically analyzed. Cramér's V was calculated to determine the effect size for group comparisons. We also investigated the prevalence of mask wearing and details of different cooling methods.No significant differences were observed between 2019 and 2020. In both years, in-hospital mortality rates just exceeded 8%. Individuals65 years old comprised 50% of cases and non-exertional onset (office work and everyday life) comprised 60%-70%, respectively. The recommendations from the Working Group on Heat Stroke Medicine given during the coronavirus disease pandemic in 2019 had a significant impact on the choice of cooling methods. The percentage of cases, for which intravascular temperature management was performed and cooling blankets were used increased, whereas the percentage of cases in which evaporative plus convective cooling was performed decreased. A total of 49 cases of heat stroke in mask wearing were reported.Epidemiological assessments of heat stroke and heat exhaustion did not reveal significant changes between 2019 and 2020. The findings suggest that awareness campaigns regarding heat stroke prevention among the elderly in daily life should be continued in the coronavirus disease 2019 pandemic. In the future, it is also necessary to validate the recommendations of the Working Group on Heatstroke Medicine.
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- 2021
12. Association between frailty and mortality among patients with accidental hypothermia: a nationwide observational study in Japan
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Motoki Fujita, Kei Hayashida, Keiki Shimizu, Arino Yaguchi, Tatsuho Kobayashi, Takashi Moriya, Yasuaki Saijo, Shoji Yokobori, Masaharu Yagi, Hiroyuki Yokota, Jun Kanda, Yohei Okada, Yutaka Kondo, Shuhei Takauji, Yuichi Okano, Junko Yamaguchi, Junya Shimazaki, Toru Hifumi, and Hitoshi Kaneko
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medicine.medical_specialty ,medicine.medical_treatment ,Frail Elderly ,Hypothermia ,Japan ,Internal medicine ,Heart rate ,medicine ,Humans ,Rewarming rate ,Mortality ,Aged ,Rehabilitation ,Frailty ,Proportional hazards model ,business.industry ,Incidence (epidemiology) ,Research ,Activity of daily living ,Hazard ratio ,RC952-954.6 ,Confidence interval ,Hospitalization ,Geriatrics ,Observational study ,Geriatrics and Gerontology ,medicine.symptom ,business ,Accidental hypothermia - Abstract
Background Frailty has been associated with a risk of adverse outcomes, and mortality in patients with various conditions. However, there have been few studies on whether or not frailty is associated with mortality in patients with accidental hypothermia (AH). In this study, we aim to determine this association in patients with AH using Japan’s nationwide registry data. Methods The data from the Hypothermia STUDY 2018&19, which included patients of ≥18 years of age with a body temperature of ≤35 °C, were obtained from a multicenter registry for AH conducted at 120 institutions throughout Japan, collected from December 2018 to February 2019 and December 2019 to February 2020. The clinical frailty scale (CFS) score was used to determine the presence and degree of frailty. The primary outcome was the comparison of mortality between the frail and non-frail patient groups. Results In total, 1363 patients were included in the study, of which 920 were eligible for the analysis. The 920 patients were divided into the frail patient group (N = 221) and non-frail patient group (N = 699). After 30-days of hospitalization, 32.6% of frail patients and 20.6% of non-frail patients had died (p p p Conclusions This study showed that frailty was associated with mortality in patients with AH. Preventive interventions for frailty may help to avoid death caused by AH.
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- 2021
13. 脾破裂と後腹膜血腫を契機に発見されたアミロイドーシスの1例(A case of amyloidosis diagnosed as spontaneous splenic rupture and retroperitoneal hemorrhage)
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小林 辰輔 (Tatsuho Kobayashi), 井上 潤一 (Junichi Inoue), 岩瀬 史明 (Fumiaki Iwase), 大嶽 康介 (Kosuke Otake), and 宮崎 善史 (Yoshibumi Miyazaki)
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- 2019
14. Machine learning-based mortality prediction model for heat-related illness
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Ken Okamoto, Tatsuho Kobayashi, Junko Yamaguchi, Junya Shimazaki, Shuhei Takauji, Yohei Hirano, Hiroyuki Yokota, Yutaka Kondo, Jun Kanda, Hitoshi Kaneko, Hiroshi Tanaka, Arino Yaguchi, Yohei Okada, Takashi Moriya, Toru Hifumi, Shoji Yokobori, Yuichi Okano, Motoki Fujita, Kei Hayashida, and Masaharu Yagi
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Male ,Hot Temperature ,Support Vector Machine ,Science ,Vital signs ,030204 cardiovascular system & hematology ,Machine learning ,computer.software_genre ,Logistic regression ,Article ,Machine Learning ,03 medical and health sciences ,0302 clinical medicine ,Text mining ,Medical research ,Japan ,Medicine ,Humans ,030212 general & internal medicine ,Hospital Mortality ,Registries ,APACHE ,Aged ,Multidisciplinary ,Receiver operating characteristic ,business.industry ,Health care ,Length of Stay ,Middle Aged ,Prognosis ,Confidence interval ,Random forest ,Support vector machine ,Intensive Care Units ,Logistic Models ,ROC Curve ,Test set ,Area Under Curve ,Female ,Artificial intelligence ,business ,computer - Abstract
In this study, we aimed to develop and validate a machine learning-based mortality prediction model for hospitalized heat-related illness patients. After 2393 hospitalized patients were extracted from a multicentered heat-related illness registry in Japan, subjects were divided into the training set for development (n = 1516, data from 2014, 2017–2019) and the test set (n = 877, data from 2020) for validation. Twenty-four variables including characteristics of patients, vital signs, and laboratory test data at hospital arrival were trained as predictor features for machine learning. The outcome was death during hospital stay. In validation, the developed machine learning models (logistic regression, support vector machine, random forest, XGBoost) demonstrated favorable performance for outcome prediction with significantly increased values of the area under the precision-recall curve (AUPR) of 0.415 [95% confidence interval (CI) 0.336–0.494], 0.395 [CI 0.318–0.472], 0.426 [CI 0.346–0.506], and 0.528 [CI 0.442–0.614], respectively, compared to that of the conventional acute physiology and chronic health evaluation (APACHE)-II score of 0.287 [CI 0.222–0.351] as a reference standard. The area under the receiver operating characteristic curve (AUROC) values were also high over 0.92 in all models, although there were no statistical differences compared to APACHE-II. This is the first demonstration of the potential of machine learning-based mortality prediction models for heat-related illnesses.
- Published
- 2021
15. Accidental hypothermia: characteristics, outcomes, and prognostic factors—A nationwide observational study in Japan (Hypothermia study 2018 and 2019)
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Yasuaki Saijo, Shoji Yokobori, Yuichi Okano, Toru Hifumi, Hitoshi Kaneko, Keiki Shimizu, Motoki Fujita, Kei Hayashida, Yohei Okada, Junya Shimazaki, Hiroyuki Yokota, Jun Kanda, Shuhei Takauji, Tatsuho Kobayashi, Masaharu Yagi, Junko Yamaguchi, Yutaka Kondo, and Takashi Moriya
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medicine.medical_specialty ,Activities of daily living ,rewarming method ,RC86-88.9 ,business.industry ,Mortality rate ,General Engineering ,Glasgow Coma Scale ,Medical emergencies. Critical care. Intensive care. First aid ,Emergency department ,Hypothermia ,elderly ,mortality ,Intensive care unit ,law.invention ,prehospital care ,Interquartile range ,law ,Emergency medicine ,medicine ,Observational study ,medicine.symptom ,business ,Accidental hypothermia - Abstract
Aim This study describes the clinical characteristics and outcomes as well as the prognostic factors of patients with accidental hypothermia (AH) using Japan's nationwide registry data. Methods The Hypothermia study 2018 and 2019, which included patients aged 18 years or older with a body temperature of 35°C or less, was a multicenter registry conducted at 87 and 89 institutions throughout Japan, with data collected from December 2018 to February 2019 and December 2019 to February 2020, respectively. Results In total, 1363 patients were enrolled in the registry, of which 1194 were analyzed in this study. The median (interquartile range) age was 79 (68-87) years, and the median (interquartile range) body temperature at the emergency department was 30.8°C (28.4-33.6°C). Forty-three percent of patients with AH had a mild condition, 35.2% moderate, and 21.9% severe. AH occurred in an indoor setting in 73.4% and was caused by acute medical illness in 49.3% of patients. A total of 101 (8.5%) patients suffered from cardiopulmonary arrest on arrival at the hospital. The overall 30-day mortality rate was 24.5%, the median (interquartile range) intensive care unit stay was 4 (2-7) days, and the median (interquartile range) hospital stay was 13 (4-27) days. In the multivariable logistic analysis, the prognostic factors were age (≥75 years old), male, activities of daily living (needing total assistance), cause of AH (trauma, alcohol), Glasgow Coma Scale score, and potassium level (>5.5 mEq/L). Conclusion The mortality rate of AH was 24.5% in Japan. The prognostic factors developed in this study may be useful for the early prediction, prevention, and awareness of severe AH.
- Published
- 2021
16. Accidental Hypothermia: Factors Related to a Prolonged Hospital Stay - Nationwide Observational Study in Japan
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Shuhei Takauji, Toru Hifumi, Yasuaki Saijo, Shoji Yokobori, Jun Kanda, Yutaka Kondo, Kei Hayashida, Junya Shimazaki, Takashi Moriya, Masaharu Yagi, Junko Yamaguchi, Yohei Okada, Yuichi Okano, Hitoshi Kaneko, Tatsuho Kobayashi, Motoki Fujita, Keiki Shimizu, Hiroyuki Yokota, and Arino Yamaguchi
- Abstract
Background: Accidental hypothermia (AH) has a low frequency, and the length of hospital stay in patients with AH remains poorly understood. The present study explored which factors were related to long-term hospitalization among patients with AH using Japan’s nationwide registry data.Methods: The data from the Hypothermia STUDY 2018, which included patients ≥ 18 years old with a body temperature ≤ 35°C, were obtained from a multicenter registry for AH conducted at 89 institutions throughout Japan, collected from December 1, 2018, to February 28, 2019. The patients were divided into a “short-stay patients” group (within 7 days) and “long-stay patients” group (more than 7 days). A logistic regression analysis after multiple imputation was performed to obtain odds ratios (ORs) for prolonged hospitalization with age, frailty, cause of hypothermia, mechanism underlying hypothermia, temperature, pH, potassium level, and disseminated intravascular coagulation (DIC) score as independent variables.Results: In total, 656 patients were included in the study, of which 362 were eligible for the analysis. The median length of hospital stay was 17 days. Of the 362 patients, 265 (73.2%) stayed in the hospital for more than 7 days. The factors associated with prolonged hospitalization were frailty (OR, 2.11; 95% confidence interval [CI], 1.09-4.10; p = 0.027), the occurrence of indoor (OR, 3.20; 95% CI, 1.58-6.46; p = 0.001), alcohol intoxication (OR, 0.17; 95% CI, 0.05-0.56; p = 0.004), pH (OR, 0.07; 95% CI, 0.01-0.76; p = 0.029), potassium level (OR, 1.36; 95% CI, 1.00-1.85; p = 0.048), and DIC score (OR, 1.54; 95% CI, 1.13-2.10; p = 0.006). Conclusions: Frailty, indoor situation, alcohol intoxication, pH, potassium level, and DIC score were factors contributing to prolonged hospitalization in patients with AH. These factors can be valuable for the early detection of AH requiring a prolonged hospital stay.
- Published
- 2020
17. Real-world clinical outcomes of treatment with casirivimabimdevimab among patients with mild-to-moderate coronavirus disease 2019 during the Delta variant pandemic.
- Author
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Yasuhito Suzuki, Yoko Shibata, Hiroyuki Minemura, Takefumi Nikaido, Yoshinori Tanino, Atsuro Fukuhara, Ryuzo Kanno, Hiroyuki Saito, Shuzo Suzuki, Taeko Ishii, Yayoi Inokoshi, Eiichiro Sando, Hirofumi Sakuma, Tatsuho Kobayashi, Hiroaki Kume, Masahiro Kamimoto, Hideko Aoki, Akira Takama, Takamichi Kamiyama, and Masaru Nakayama
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- 2022
- Full Text
- View/download PDF
18. 1779: ASSOCIATION BETWEEN FOREIGN BODY AIRWAY OBSTRUCTION REMOVAL TIMING AND OUTCOME
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Kim Sung Ho, Shimpei Nagata, Tatsuya Norii, Hiroyuki Yokota, Yudai Yoshino, Yutaka Igarashi, and Tatsuho Kobayashi
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medicine.medical_specialty ,business.industry ,Internal medicine ,medicine ,Airway obstruction ,Foreign body ,Critical Care and Intensive Care Medicine ,Association (psychology) ,medicine.disease ,business ,Outcome (game theory) - Published
- 2020
19. 1492: ASSOCIATION BETWEEN LOCATION OF FOREIGN BODY AIRWAY OBSTRUCTION INCIDENT AND SURVIVAL OUTCOME
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Takuro Hamaguchi, Tatsuya Norii, Yutaka Igarashi, Yasuaki Mizushima, Riko Maejima, Kim Sung Ho, Tatsuho Kobayashi, Shimpei Nagata, Hiroyuki Yokota, Yudai Yoshino, and Yozo Kashiwa
- Subjects
medicine.medical_specialty ,business.industry ,Association (object-oriented programming) ,Internal medicine ,Medicine ,Airway obstruction ,Foreign body ,Critical Care and Intensive Care Medicine ,business ,medicine.disease ,Survival outcome - Published
- 2020
20. 脾破裂と後腹膜血腫を契機に発見されたアミロイドーシスの1例(A case of amyloidosis diagnosed as spontaneous splenic rupture and retroperitoneal hemorrhage)
- Author
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(Kosuke Otake), 大嶽 康介, primary, (Tatsuho Kobayashi), 小林 辰輔, additional, (Gaku Matsumoto), 松本 学, additional, (Yoshibumi Miyazaki), 宮崎 善史, additional, (Junichi Inoue), 井上 潤一, additional, (Fumiaki Iwase), 岩瀬 史明, additional, and (Hiroyuki Yokota), 横田 裕行, additional
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- 2019
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21. A patient with a traumatic pulmonary pseudocyst that required pulmonary segmentectomy to treat delayed respiratory tract hemorrhage
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Humiaki Iwase, Gaku Matsumoto, Tatsuho Kobayashi, Masahiko Maki, Toru Takiguchi, Yoshibumi Miyazaki, and Yoriko Katou
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medicine.medical_specialty ,business.industry ,Respiratory Tract Hemorrhage ,Medicine ,Pulmonary segmentectomy ,business ,Surgery - Published
- 2014
22. The effect of administration of fresh frozen plasma for trauma patients who required blood transfusion
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Kazuki Hagiwara, Yoshibumi Miyazaki, Kiyoshi Matsuda, Tatsuho Kobayashi, Fumiaki Iwase, Masahiko Maki, and Hiroaki Iwase
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medicine.medical_specialty ,Blood transfusion ,business.industry ,medicine.medical_treatment ,medicine ,Fresh frozen plasma ,business ,Administration (government) ,Whole blood ,Surgery - Published
- 2012
23. 289: PREDICTION OF NEUROLOGIC PROGNOSIS FOR POST-CARDIAC ARREST SYNDROME WITH BISPECTRAL INDEX
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Jun-ichi Inoue, Gaku Matsumoto, Yosuke Kawano, Yoshibumi Miyazaki, Fumiaki Iwase, Masahiko Yanagisawa, and Tatsuho Kobayashi
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medicine.medical_specialty ,business.industry ,Bispectral index ,Internal medicine ,medicine ,Cardiology ,Post cardiac arrest ,Critical Care and Intensive Care Medicine ,business - Published
- 2018
24. Acute pulmonary embolism after cerebral infarction associated with a mobile thrombus in the ascending aorta
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Koji Tsuchiya, Yoshihiro Honda, Tatsuho Kobayashi, Hiroshi Koshiyama, and Masato Nakajima
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Decompression ,Pulmonary and Respiratory Medicine ,medicine.medical_specialty ,Heart Diseases ,Aortic Diseases ,Embolectomy ,medicine.artery ,Internal medicine ,Ascending aorta ,medicine ,Humans ,cardiovascular diseases ,Thrombus ,Stroke ,Thrombectomy ,business.industry ,Cerebral infarction ,Anticoagulants ,Thrombosis ,Cerebral Infarction ,General Medicine ,Middle Aged ,medicine.disease ,Pulmonary embolism ,Surgery ,Cardiac surgery ,Treatment Outcome ,Cardiothoracic surgery ,Concomitant ,Acute Disease ,cardiovascular system ,Cardiology ,Female ,Pulmonary Embolism ,Tomography, X-Ray Computed ,Cardiology and Cardiovascular Medicine ,business - Abstract
Although the causes of stroke are diverse, thromboembolism due to a mobile aortic thrombus is rare. We describe a surgical case of acute massive pulmonary embolism after critical cerebral infarction associated with a mobile ascending aortic thrombus in a 52-year-old woman. Concomitant surgical removal of the aortic thrombus and pulmonary embolectomy was performed successfully, and the patient has been stable without recurrent thromboembolic complications after 18 months of follow-up.
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- 2009
25. Primary lung cancer with growth into the lumen of the pulmonary artery
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Yuki, Okamoto, Koji, Tsuchiya, Masato, Nakajima, Kiyotaka, Yano, and Tatsuho, Kobayashi
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Male ,Sternum ,Cardiopulmonary Bypass ,Lung Neoplasms ,Pulmonary Artery ,Radiography ,Fatal Outcome ,Chemotherapy, Adjuvant ,Carcinoma, Squamous Cell ,Humans ,Neoplasm Invasiveness ,Diagnostic Errors ,Pulmonary Embolism ,Pericardium ,Vascular Surgical Procedures ,Aged - Abstract
We describe a 68-year-old man with primary lung cancer, misdiagnosed as pulmonary thromboembolism, with growth into the lumen of the pulmonary artery (PA). The tumor was surgically unresectable because of difficulty with the bronchoplasty; however, it was progressing rapidly and obstructing the main PA. We urgently performed a partial resection of this tumor and occluded the left PA ostium with autologous pericardium to avoid spread into the main PA.
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- 2008
26. Coronary-coronary artery bypass for right coronary revascularization in patients undergoing graft replacement of the ascending aorta
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Masato, Nakajima, Koji, Tsuchiya, Yuki, Okamoto, Kiyotaka, Yano, and Tatsuho, Kobayashi
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Aged, 80 and over ,Male ,Cardiopulmonary Bypass ,Anastomosis, Surgical ,Coronary Stenosis ,Middle Aged ,Coronary Angiography ,Aortic Aneurysm ,Blood Vessel Prosthesis Implantation ,Treatment Outcome ,Humans ,Saphenous Vein ,Coronary Artery Bypass ,Tomography, X-Ray Computed - Abstract
We describe a surgical case of coronary-coronary bypass grafting using the saphenous vein for revascularization of the right coronary artery during concomitant graft replacement of the ascending aorta. This technique of coronary revascularization can be used as an alternative to avert the need for a prosthetic graft to coronary artery bypass grafting in cases with potential problems of anastomotic mismatch because of thin saphenous vein graft.
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- 2007
27. Detection of circulating superantigens in an intensive care unit population
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Kaoru Koike, Yasuhiro Yamamoto, Tatsuho Kobayashi, Kazuaki Azuma, Toru Mochiduki, and Kunihiro Mashiko
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Microbiology (medical) ,Adult ,Male ,Staphylococcus aureus ,Adolescent ,Population ,Bacterial Toxins ,Exotoxins ,chemical and pharmacologic phenomena ,law.invention ,Sepsis ,Enterotoxins ,Bacterial Proteins ,Enzyme-linked immunosorbent assay ,law ,Septic shock ,medicine ,Superantigen ,Humans ,Intensive care unit ,education ,Aged ,Aged, 80 and over ,education.field_of_study ,Superantigens ,business.industry ,Toxic shock syndrome ,Membrane Proteins ,hemic and immune systems ,General Medicine ,Middle Aged ,Gram-positive bacteria ,medicine.disease ,Shock, Septic ,biological factors ,Systemic inflammatory response syndrome ,Intensive Care Units ,Infectious Diseases ,Bacteremia ,Immunology ,Female ,business - Abstract
Objective: Plasma concentrations of superantigens were measured in an intensive care unit (ICU) population and the relationship of superantigen positive rates with the presence of sepsis was investigated. Methods: Plasma samples were collected at least twice a week from 78 patients whose primary diagnoses were abdominal disorders ( n = 27), respiratory disorders ( n = 11), trauma ( n = 10), burns ( n = 10), cardiovascular disorders ( n = 4), neurological disorders ( n = 2), and others ( n = 14). Five different species of superantigens, i.e., staphylococcal enterotoxins A, B, and C (SEA, SEB, and SEC), toxic shock syndrome toxin-1 (TSST-1), and streptococcal pyrogenic exotoxin A (SPEA), were measured using an enzyme-linked immunosorbent assay. Results: Significant levels of plasma superantigens were detected in 16 patients. SEA was found in seven patients, SEB in four patients, SEC in two patients, TSST-1 in six patients, and SPEA in five patients. Superantigen detection rates were 6% (1/17) in patients without systemic inflammatory response syndrome (SIRS), 0% (0/21) in SIRS patients without infection, 31% (5/16) in septic patients without shock, and 42% (10/24) in septic shock patients. Conclusions: The presence of superantigens was confirmed in part of the ICU population. The role of superantigens in the pathogenesis of sepsis remains to be determined.
- Full Text
- View/download PDF
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