Development of interpretable machine learning models to predict in‐hospital prognosis of acute heart failure patients

Authors: Munekazu Tanaka, Hirohiko Kohjitani, Erika Yamamoto, Takeshi Morimoto, Takao Kato, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Yuta Seko, Masayuki Shiba, Yusuke Yoshikawa, Yugo Yamashita, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Yasushi Okuno, Takeshi Kimura, Koh Ono, the KCHF Study Investigators

Source: ESC Heart Failure, Vol 11, Iss 5, Pp 2798-2812 (2024)

Subject Terms: Acute heart failure, Machine learning, Explainable model, SHAP, Decision tree model, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/4e9701f65a6d4f589800aaf4bab82114

The characteristics and outcomes in patients with acute heart failure who used tolvaptan: from KCHF registry

Authors: Ryusuke Nishikawa, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Erika Yamamoto, Neiko Ozasa, Tomohisa Tada, Hiroki Sakamoto, Yuta Seko, Masayuki Shiba, Yusuke Yoshikawa, Yugo Yamashita, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura, for the KCHF Study Investigators

Source: ESC Heart Failure, Vol 10, Iss 5, Pp 3141-3151 (2023)

Subject Terms: Tolvaptan, Heart failure, Cohort study, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/d7a6c89296c64750a40af36fc6b4f49d

Association between changes in loop diuretic dose and outcomes in acute heart failure

Authors: Yuta Seko, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Masayuki Shiba, Erika Yamamoto, Yusuke Yoshikawa, Yugo Yamashita, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura, for the KCHF Study Investigators

Source: ESC Heart Failure, Vol 10, Iss 3, Pp 1757-1770 (2023)

Subject Terms: Acute heart failure, Loop diuretics dose changes, Outcome, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/f9f984d5413e48c4950393413f03c8b4

Tricuspid regurgitation in elderly patients with acute heart failure: insights from the KCHF registry

Authors: Yuki Obayashi, Takao Kato, Hidenori Yaku, Takeshi Morimoto, Yuta Seko, Yasutaka Inuzuka, Yodo Tamaki, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Masashi Kato, Mamoru Takahashi, Toshikazu Jinnai, Tomoyuki Ikeda, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Kanae Su, Mitsunori Kawato, Moriaki Inoko, Mamoru Toyofuku, Yutaka Furukawa, Yoshihisa Nakagawa, Kenji Ando, Kazushige Kadota, Satoshi Shizuta, Koh Ono, Yukihito Sato, Koichiro Kuwahara, Neiko Ozasa, Takeshi Kimura, the KCHF Study Investigators

Source: ESC Heart Failure, Vol 10, Iss 3, Pp 1948-1960 (2023)

Subject Terms: Acute heart failure, Tricuspid regurgitation, Tricuspid valve surgery, Elderly, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/e538c515603344b1b52addcda176e874

A comparison between hospital follow‐up and collaborative follow‐up in patients with acute heart failure

Authors: Koichi Washida, Takao Kato, Neiko Ozasa, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Yuta Seko, Erika Yamamoto, Yusuke Yoshikawa, Masayuki Shiba, Takeshi Kitai, Yugo Yamashita, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Yuichi Kawase, Yuji Nishimoto, Takashi Kuragaichi, Kozo Hotta, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura

Source: ESC Heart Failure, Vol 10, Iss 1, Pp 353-365 (2023)

Subject Terms: Post discharge follow‐up, Heart failure, Collaborative follow‐up, Transitional care, Clinical outcome, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/5fefb176ff514de8a892b9cc536bb5ab

Insomnia in patients with acute heart failure: from the KCHF registry

Authors: Yuta Seko, Erika Yamamoto, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Masayuki Shiba, Yusuke Yoshikawa, Yugo Yamashita, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura, for the KCHF Study Investigators

Source: ESC Heart Failure, Vol 9, Iss 5, Pp 2988-2996 (2022)

Subject Terms: Acute heart failure, Insomnia, Outcome, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/720fba31b6e34c09b9a2f5648fdaed24

Public assistance in patients with acute heart failure: a report from the KCHF registry

Authors: Yuji Nishimoto, Takao Kato, Takeshi Morimoto, Ryoji Taniguchi, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Moritake Iguchi, Masashi Kato, Mamoru Takahashi, Toshikazu Jinnai, Tomoyuki Ikeda, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Kanae Su, Mitsunori Kawato, Yuta Seko, Moriaki Inoko, Mamoru Toyofuku, Yutaka Furukawa, Yoshihisa Nakagawa, Kenji Ando, Kazushige Kadota, Satoshi Shizuta, Koh Ono, Koichiro Kuwahara, Neiko Ozasa, Yukihito Sato, Takeshi Kimura

Source: ESC Heart Failure, Vol 9, Iss 3, Pp 1920-1930 (2022)

Subject Terms: Acute heart failure, Public assistance, Mortality, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/083de6817b66453d94b6c88d68c6c18c

Apnea management during WATCHMAN device deployment with apneic oxygenation: A case report of three cases

Authors: Makishi Maeda, Yusuke Yoshikawa, Shunsuke Oura, Kanako Takahashi, Sho Ohno, Naoyuki Hirata, Michiaki Yamakage

Source: Annals of Cardiac Anaesthesia, Vol 26, Iss 4, Pp 458-460 (2023)

Subject Terms: apnea, apneic oxygenation, hypoxemia, left atrial appendage closure, oxygen reserve index, Anesthesiology, RD78.3-87.3, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: http://www.annals.in/article.asp?issn=0971-9784;year=2023;volume=26;issue=4;spage=458;epage=460;aulast=Maeda; https://doaj.org/toc/0971-9784

Access URL: https://doaj.org/article/314ec14f38674215b23f47faa6e4a1f0

Left atrial reverse remodeling improves risk stratification in patients with heart failure with recovered ejection fraction

Authors: Masayuki Shiba, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Yuta Seko, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Yugo Yamashita, Moritake Iguchi, Kazuya Nagao, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura

Source: Scientific Reports, Vol 12, Iss 1, Pp 1-9 (2022)

Subject Terms: Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/ad4d24bfbf41442da3890d8c3b8d3287

Coronary angiography in patients with acute heart failure: from the KCHF registry

Authors: Yuta Seko, Takefumi Kishimori, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Masayuki Shiba, Erika Yamamoto, Yusuke Yoshikawa, Yugo Yamashita, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura, for the KCHF Study Investigators

Source: ESC Heart Failure, Vol 9, Iss 1, Pp 531-544 (2022)

Subject Terms: Acute heart failure, Coronary angiography, Outcome, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/d9b97c45fbc0463db738f54ca45f9906

Weight loss during follow-up in patients with acute heart failure: From the KCHF registry.

Authors: Yuta Seko, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Masayuki Shiba, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Yugo Yamashita, Moritake Iguchi, Kazuya Nagao, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura

Source: PLoS ONE, Vol 18, Iss 6, p e0287637 (2023)

Subject Terms: Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/1932-6203

Access URL: https://doaj.org/article/d93aadbde3fc4bb1ae29e6becb9209e9

A decrease in tricuspid regurgitation pressure gradient associates with favorable outcome in patients with heart failure

Authors: Yuta Seko, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Masayuki Shiba, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Yugo Yamashita, Moritake Iguchi, Kazuya Nagao, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura, KCHF Study Investigators

Source: ESC Heart Failure, Vol 8, Iss 4, Pp 2826-2836 (2021)

Subject Terms: Tricuspid regurgitation pressure gradient, Heart failure, Mortality, Hospitalization, Prospective, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2055-5822

Access URL: https://doaj.org/article/179fcdc85a48498ebb6d510707143f07

Changes in BNP levels from discharge to 6-month visit predict subsequent outcomes in patients with acute heart failure.

Authors: Masayuki Shiba, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Yuta Seko, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Yugo Yamashita, Moritake Iguchi, Kazuya Nagao, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Yasuaki Nakagawa, Koichiro Kuwahara, Takeshi Kimura

Source: PLoS ONE, Vol 17, Iss 1, p e0263165 (2022)

Subject Terms: Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/1932-6203

Access URL: https://doaj.org/article/577ab1f7989441bea870e4535ef04d31

Current use of inotropes according to initial blood pressure and peripheral perfusion in the treatment of congestive heart failure: findings from a multicentre observational study

Authors: Takeshi Kitai, Yutaka Furukawa, Takeshi Morimoto, Kenji Ando, Yuichi Kawase, Masashi Kato, Tsukasa Inada, Kazuya Nagao, Mamoru Toyofuku, Takao Kato, Moriaki Inoko, Tomoyuki Ikeda, Akihiro Komasa, Yasutaka Inuzuka, Toshikazu Jinnai, Takeshi Kimura, Koichiro Kuwahara, Kazushige Kadota, Yuta Seko, Hidenori Yaku, Yodo Tamaki, Neiko Ozasa, Erika Yamamoto, Yusuke Yoshikawa, Yoshihisa Nakagawa, Yukihito Sato, Koh Ono, Ryoji Taniguchi, Moritake Iguchi, Mamoru Takahashi, Takafumi Kawai, Ryusuke Nishikawa, Takashi Morinaga, Kanae Su, Mitsunori Kawato, Satoshi Shizuta

Source: BMJ Open, Vol 12, Iss 1 (2022)

Subject Terms: Medicine

File Description: electronic resource

Relation: https://bmjopen.bmj.com/content/12/1/e053254.full; https://doaj.org/toc/2044-6055

Access URL: https://doaj.org/article/cb987c9d056b460dbeaebd3cf9b5a07e

Percutaneous coronary intervention using new-generation drug-eluting stents versus coronary arterial bypass grafting in stable patients with multi-vessel coronary artery disease: From the CREDO-Kyoto PCI/CABG registry Cohort-3.

Authors: Hiroki Watanabe, Ko Yamamoto, Hiroki Shiomi, Takeshi Morimoto, Eri Kato, Yukiko Matsumura, Kenji Nakatsuma, Yasuaki Takeji, Hidenori Yaku, Erika Yamamoto, Yugo Yamashita, Yusuke Yoshikawa, Masayuki Fuki, Kyohei Yamaji, Natsuhiko Ehara, Hiroki Sakamoto, Kazuaki Imada, Takeshi Tada, Ryoji Taniguchi, Ryusuke Nishikawa, Tomohisa Tada, Takashi Uegaito, Tatsuya Ogawa, Miho Yamada, Teruki Takeda, Hiroshi Eizawa, Nobushige Tamura, Keiichi Tambara, Satoru Suwa, Manabu Shirotani, Toshihiro Tamura, Moriaki Inoko, Junichiro Nishizawa, Masahiro Natsuaki, Hiroshi Sakai, Takashi Yamamoto, Naoki Kanemitsu, Nobuhisa Ohno, Katsuhisa Ishii, Akira Marui, Hiroshi Tsuneyoshi, Yasuhiko Terai, Shogo Nakayama, Kazuhiro Yamazaki, Mamoru Takahashi, Takashi Tamura, Jiro Esaki, Shinji Miki, Tomoya Onodera, Hiroshi Mabuchi, Yutaka Furukawa, Masaru Tanaka, Tatsuhiko Komiya, Yoshiharu Soga, Michiya Hanyu, Kenji Ando, Kazushige Kadota, Kenji Minatoya, Yoshihisa Nakagawa, Takeshi Kimura, On behalf the CREDO-Kyoto PCI/CABG Registry Cohort-3 Investigators

Source: PLoS ONE, Vol 17, Iss 9, p e0267906 (2022)

Subject Terms: Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/1932-6203

Access URL: https://doaj.org/article/20a5e4e53473496293e6056b4cf027c8

Appetite loss at discharge from acute decompensated heart failure: Observation from KCHF registry.

Authors: Erika Yamamoto, Takao Kato, Hidenori Yaku, Takeshi Morimoto, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Yusuke Yoshikawa, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Masashi Kato, Mamoru Takahashi, Toshikazu Jinnai, Tomoyuki Ikeda, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Mitsunori Kawato, Yuta Seko, Masayuki Shiba, Mamoru Toyofuku, Yutaka Furukawa, Yoshihisa Nakagawa, Kenji Ando, Kazushige Kadota, Satoshi Shizuta, Koh Ono, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura

Source: PLoS ONE, Vol 17, Iss 5, p e0267327 (2022)

Subject Terms: Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/1932-6203

Access URL: https://doaj.org/article/f81cd6183ef54d918edd6ada6125798f

Ischemic Stroke in Acute Decompensated Heart Failure: From the KCHF Registry

Authors: Moritake Iguchi, Takao Kato, Hidenori Yaku, Takeshi Morimoto, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Yasuhiro Hamatani, Yugo Yamashita, Nobutoyo Masunaga, Hisashi Ogawa, Mitsuru Ishii, Yoshimori An, Ryoji Taniguchi, Masashi Kato, Mamoru Takahashi, Toshikazu Jinnai, Tomoyuki Ikeda, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Mitsunori Kawato, Yuta Seko, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Mitsuru Abe, Masaharu Akao, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura

Source: Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease, Vol 10, Iss 21 (2021)

Subject Terms: acute heart failure, B‐type natriuretic peptide, ischemic stroke, N‐terminal pro B‐type natriuretic peptide, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2047-9980

Access URL: https://doaj.org/article/a9aca0d0b77c43cab141f0f59c48de10

Newly Diagnosed Infection After Admission for Acute Heart Failure: From the KCHF Registry

Authors: Yuta Seko, Takao Kato, Takeshi Morimoto, Hidenori Yaku, Yasutaka Inuzuka, Yodo Tamaki, Neiko Ozasa, Masayuki Shiba, Erika Yamamoto, Yusuke Yoshikawa, Yugo Yamashita, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Kazuya Nagao, Toshikazu Jinnai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Mamoru Toyofuku, Yutaka Furukawa, Kenji Ando, Kazushige Kadota, Yukihito Sato, Koichiro Kuwahara, Takeshi Kimura

Source: Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease, Vol 10, Iss 22 (2021)

Subject Terms: acute heart failure, heart failure, infections, mortality, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2047-9980

Access URL: https://doaj.org/article/3349956935b1400fa5e5f5d233e3e337

Association with Controlling Nutritional Status (CONUT) Score and In-hospital Mortality and Infection in Acute Heart Failure

Authors: Takao Kato, Hidenori Yaku, Takeshi Morimoto, Yasutaka Inuzuka, Yodo Tamaki, Erika Yamamoto, Yusuke Yoshikawa, Takeshi Kitai, Ryoji Taniguchi, Moritake Iguchi, Masashi Kato, Mamoru Takahashi, Toshikazu Jinnai, Tomoyuki Ikeda, Kazuya Nagao, Takafumi Kawai, Akihiro Komasa, Ryusuke Nishikawa, Yuichi Kawase, Takashi Morinaga, Kanae Su, Mitsunori Kawato, Yuta Seko, Moriaki Inoko, Mamoru Toyofuku, Yutaka Furukawa, Yoshihisa Nakagawa, Kenji Ando, Kazushige Kadota, Satoshi Shizuta, Koh Ono, Yukihito Sato, Koichiro Kuwahara, Neiko Ozasa, Takeshi Kimura

Source: Scientific Reports, Vol 10, Iss 1, Pp 1-10 (2020)

Subject Terms: Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/fc929cd98982498ab85f9b66f96eecf9

Tracheal extubation of anesthetized pediatric patients with heart disease decreases the incidence of emergence agitation: A retrospective study

Authors: Tatsuya Kunigo, Yuko Nawa, Yusuke Yoshikawa, Michiaki Yamakage

Source: Annals of Cardiac Anaesthesia, Vol 23, Iss 4, Pp 433-438 (2020)

Subject Terms: cardiac catheterization, emergence agitation, general anesthesia, heart disease, pediatric, Anesthesiology, RD78.3-87.3, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: http://www.annals.in/article.asp?issn=0971-9784;year=2020;volume=23;issue=4;spage=433;epage=438;aulast=Kunigo; https://doaj.org/toc/0971-9784

Access URL: https://doaj.org/article/5be1e77f8a4643f48d4984a905cc0d8d