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JaLCDOI 10.18926/AMO/68355
FullText URL 79_1_021.pdf
Author Yamamoto, Yasuhiro| Haraguchi, Takafumi| Matsuda, Kaori| Okazaki, Yoshio| Kimoto, Shin| Tanji, Nozomu| Matsumoto, Atsushi| Kobayashi, Yasuyuki| Mimura, Hidefumi| Hiraki, Takao|
Abstract We developed a machine learning model for predicting prostate cancer (PCa) grades using radiomic features of magnetic resonance imaging. 112 patients diagnosed with PCa based on prostate biopsy between January 2014 and December 2021 were evaluated. Logistic regression was used to construct two prediction models, one using radiomic features and prostate-specific antigen (PSA) values (Radiomics model) and the other Prostate Imaging-Reporting and Data System (PI-RADS) scores and PSA values (PI-RADS model), to differentiate high-grade (Gleason score [GS] ≥ 8) from intermediate or low-grade (GS < 8) PCa. Five imaging features were selected for the Radiomics model using the Gini coefficient. Model performance was evaluated using AUC, sensitivity, and specificity. The models were compared by leave-one-out cross-validation with Ridge regularization. Furthermore, the Radiomics model was evaluated using the holdout method and represented by a nomogram. The AUC of the Radiomics and PI-RADS models differed significantly (0.799, 95% CI: 0.712-0.869; and 0.710, 95% CI: 0.617-0.792, respectively). Using holdout method, the Radiomics model yielded AUC of 0.778 (95% CI: 0.552-0.925), sensitivity of 0.769, and specificity of 0.778. It outperformed the PI-RADS model and could be useful in predicting PCa grades, potentially aiding in determining appropriate treatment approaches in PCa patients.
Keywords prostate cancer machine learning prostate Imaging-Reporting and Data System radiomics Gleason score
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2025-02
Volume volume79
Issue issue1
Publisher Okayama University Medical School
Start Page 21
End Page 30
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders Copyright Ⓒ 2025 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 40012156
Web of Science KeyUT 001440463800003
FullText URL fulltext.pdf
Author Kono, Reika| Hamasaki, Ichiro| Kishimoto, Fumiko| Shibata, Kiyo| Morisawa, Shin| Morizane, Yuki|
Keywords Orbital pulley Sagging eye syndrome Distance esotropia Cyclovertical strabismus Aging
Note The version of record of this article, first published in Japanese Journal of Ophthalmology, is available online at Publisher’s website: http://dx.doi.org/10.1007/s10384-024-01141-8|
Published Date 2025-02-04
Publication Title Japanese Journal of Ophthalmology
Volume volume69
Issue issue1
Publisher Springer Science and Business Media LLC
Start Page 1
End Page 9
ISSN 0021-5155
NCID AA00691177
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © The Author(s) 2024
File Version publisher
PubMed ID 39903417
DOI 10.1007/s10384-024-01141-8
Web of Science KeyUT 001412688900001
Related Url isVersionOf https://doi.org/10.1007/s10384-024-01141-8
FullText URL fulltext20250213-02.pdf suppl20250213-02.pdf
Author Mukohara, Fumiaki| Iwata, Kazuma| Ishino, Takamasa| Inozume, Takashi| Nagasaki, Joji| Ueda, Youki| Suzawa, Ken| Ueno, Toshihide| Ikeda, Hideki| Kawase, Katsushige| Saeki, Yuka| Kawashima, Shusuke| Yamashita, Kazuo| Kawahara, Yu| Nakamura, Yasuhiro| Honobe-Tabuchi, Akiko| Watanabe, Hiroko| Dansako, Hiromichi| Kawamura, Tatsuyoshi| Suzuki, Yutaka| Honda, Hiroaki| Mano, Hiroyuki| Toyooka, Shinichi| Kawazu, Masahito| Togashi, Yosuke|
Keywords cancer immunology somatic mutation T cell tumor-infiltrating lymphocytes
Note This is an Accepted Manuscript of an article published by Proceedings of the National Academy of Sciences.| This fulltext file will be available in Feb. 2025.|
Published Date 2024-08-21
Publication Title Proceedings of the National Academy of Sciences
Volume volume121
Issue issue35
Publisher Proceedings of the National Academy of Sciences
Start Page e2320189121
ISSN 0027-8424
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2024 the Author(s).
File Version author
PubMed ID 39167601
DOI 10.1073/pnas.2320189121
Web of Science KeyUT 001408603100001
Related Url isVersionOf https://doi.org/10.1073/pnas.2320189121
FullText URL fulltext.pdf
Author Kato, Koji| Nakajima, Yoshiki| Xing, Jian| Kumazawa, Minoru| Ogawa, Haruya| Shen, Jian-Ren| Ifuku, Kentaro| Nagao, Ryo|
Published Date 2024-10-31
Publication Title eLife
Volume volume13
Publisher eLife Sciences Publications
Start Page RP99858
ISSN 2050-084X
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © Kato, Nakajima, Xing et al.
File Version publisher
PubMed ID 39480899
DOI 10.7554/eLife.99858
Web of Science KeyUT 001394525300001
Related Url isVersionOf https://doi.org/10.7554/eLife.99858
FullText URL fulltext.pdf
Author Matsumoto, Kazuyuki| Uchida, Daisuke| Takeuchi, Yasuto| Kato, Hironari| Fujii, Yuki| Harada, Kei| Hattori, Nao| Sato, Ryosuke| Obata, Taisuke| Matsumi, Akihiro| Miyamoto, Kazuya| Horiguchi, Shigeru| Tsutsumi, Koichiro| Yasui, Kazuya| Harada, Ryo| Fujii, Masakuni| Otsuka, Motoyuki|
Keywords ablation techniques endosonography neuroendocrine tumors pancreatic neoplasms pilot projects
Published Date 2025-01-29
Publication Title DEN Open
Volume volume5
Issue issue1
Publisher Wiley
Start Page e70073
ISSN 2692-4609
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2025 The Author(s).
File Version publisher
PubMed ID 39885893
DOI 10.1002/deo2.70073
Web of Science KeyUT 001408662000001
Related Url isVersionOf https://doi.org/10.1002/deo2.70073
Title Alternative The List of Published by Members of the Faculty From January to December 2024.
FullText URL srfa_114_027_038.pdf
Publication Title Scientific Reports of the Faculty of Agriculture, Okayama University
Published Date 2025-02-01
Volume volume114
Start Page 27
End Page 38
ISSN 2186-7755
language Japanese
File Version publisher
FullText URL fulltext.pdf
Author Hino, Y.| Abe, K.| Asaka, R.| Han, S.| Harada, M.| Ishitsuka, M.| Ito, H.| Izumiyama, S.| Kanemura, Y.| Koshio, Y.| Nakanishi, F.| Sekiya, H.| Yano, T.|
Published Date 2024-12-26
Publication Title Progress of Theoretical and Experimental Physics
Volume volume2025
Issue issue1
Publisher Oxford University Press
Start Page 013C01
ISSN 2050-3911
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © The Author(s) 2024.
File Version publisher
DOI 10.1093/ptep/ptae193
Web of Science KeyUT 001401960500001
Related Url isVersionOf https://doi.org/10.1093/ptep/ptae193
FullText URL fulltext.pdf
Author Tang, Xiaoyu| Zhang, Xi| Wang, Tingting| Yu, Hongtao| Wang, Aijun| Zhang, Ming|
Keywords cognitive control congruency sequence effect cross-modal conflict adaptation visual dominance
Published Date 2024-12-18
Publication Title Frontiers in Psychology
Volume volume15
Publisher Frontiers Media
Start Page 1504068
ISSN 1664-1078
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2024 Tang, Zhang, Wang, Yu, Wang and Zhang.
File Version publisher
PubMed ID 39744030
DOI 10.3389/fpsyg.2024.1504068
Web of Science KeyUT 001390014600001
Related Url isVersionOf https://doi.org/10.3389/fpsyg.2024.1504068
FullText URL fulltext.pdf
Author Umeda, Tsuyoshi| Otani, Yoshihiro| Fujii, Kentaro| Ishida, Joji| Hirano, Shuichiro| Suruga, Yasuki| Kemmotsu, Naoya| Imoto, Ryoji| Kegoya, Yasuhito| Mizuta, Ryo| Inoue, Yohei| Hokama, Madoka| Makihara, Seiichiro| Hasegawa, Kosei| Inagaki, Kenichi| Otsuka, Fumio| Yasuhara, Takao| Tanaka, Shota|
Keywords Craniopharyngioma Functional prognosis Obesity Tumor size Social participation Hypothalamic involvement
Note The version of record of this article, first published in Journal of Neuro-Oncology, is available online at Publisher’s website: http://dx.doi.org/10.1007/s11060-024-04925-7|
Published Date 2025-01-22
Publication Title Journal of Neuro-Oncology
Volume volume172
Issue issue2
Publisher Springer Science and Business Media LLC
Start Page 471
End Page 479
ISSN 0167-594X
NCID AA10633712
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © The Author(s) 2024
File Version publisher
PubMed ID 39841323
DOI 10.1007/s11060-024-04925-7
Web of Science KeyUT 001401916600001
Related Url isVersionOf https://doi.org/10.1007/s11060-024-04925-7
FullText URL fulltext.pdf
Author Izumi, Mahiro| Hagiya, Hideharu| Otsuka, Yuki| Soejima, Yoshiaki| Fukushima, Shinnosuke| Shibata, Mitsunobu| Hirota, Satoshi| Koyama, Toshihiro| Otsuka, Fumio| Gofuku, Akio|
Keywords Infection prevention and control Medical-engineering collaboration
Published Date 2025-01
Publication Title American Journal of Infection Control
Volume volume53
Issue issue1
Publisher Elsevier BV
Start Page 65
End Page 69
ISSN 0196-6553
NCID AA10617749
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2024 The Author(s).
File Version publisher
PubMed ID 39127185
DOI 10.1016/j.ajic.2024.08.003
Web of Science KeyUT 001402079000001
Related Url isVersionOf https://doi.org/10.1016/j.ajic.2024.08.003
FullText URL fulltext.pdf correction.pdf
Author Habuer| Fujiwara, Takeshi| Vin, Spoann| Chandara, Phat| Tsukiji, Makoto|
Keywords Boathouse waste composition Cambodia Floating villages Perception survey Plastic waste
Note The version of record of this article, first published in Clean Technologies and Environmental Policy, is available online at Publisher’s website: http://dx.doi.org/10.1007/s10098-024-03108-2|
Published Date 2024-12-24
Publication Title Clean Technologies and Environmental Policy
Publisher Springer Science and Business Media LLC
ISSN 1618-954X
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © The Author(s) 2024
File Version publisher
DOI 10.1007/s10098-024-03108-2
Web of Science KeyUT 001382360700001
Related Url isVersionOf https://doi.org/10.1007/s10098-024-03108-2
FullText URL hss_058_contents_e.pdf
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
FullText URL hss_058_colophon.pdf
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68315
Title Alternative Kikusha’s Joshi Shikai and“The Peach Blossom Spring”
FullText URL hss_058_(019).pdf
Author LI, Menghuan|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page (19)
End Page (28)
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68314
Title Alternative Japanese Translation of “Lunyu Jizhu”(7)(Part 4) ―Xi ZHU’s Interpretation of “Confucian Analects”―
FullText URL hss_058_(001).pdf
Author SUN, Luyi|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page (1)
End Page (17)
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68313
Title Alternative Factors and Processes in Recovery from the Experience of the Dissolution of Romantic Relationships through a Review of Domestic and International Literature
FullText URL hss_058_213.pdf
Author KIMURA, Asumi| ANDO, Mikayo|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page 213
End Page 232
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68312
Title Alternative On the Usage Patterns of 'de' in Conversations by Japanese Language Learners: An Analysis Based on the "International Corpus of Japanese as a Second Language(I-JAS)"
FullText URL hss_058_195.pdf
Author LIU, Yang|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page 195
End Page 212
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68311
Title Alternative Testing the Effectiveness of Food Loss Reduction Campaigns. ―A Study from the Analysis of Two Types of Consumer Behaviour Based on Longitudinal Data ―
FullText URL hss_058_175.pdf
Author KANDA, Masashi|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page 175
End Page 193
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68310
Title Alternative The Themes of Poems Recorded in An Anthology of Tang Poems through a Comparison with Guwenzhenbao
FullText URL hss_058_155.pdf
Author MA, Yanyan|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page 155
End Page 173
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher
JaLCDOI 10.18926/68309
Title Alternative Procedural Issues on Creditor Subrogation Litigation under the Chinese Civil Code of 2021
FullText URL hss_058_135.pdf
Author WANG, YANLING|
Publication Title Journal of Humanities and Social Sciences
Published Date 2024-12-27
Volume volume58
Start Page 135
End Page 154
ISSN 1881-1671
language Japanese
Copyright Holders Copyright (c) 2024 岡山大学大学院社会文化科学研究科
File Version publisher