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A multi-site, multi-disorder resting-state magnetic resonance image database
Machine learning classifiers for psychiatric disorders using resting-state functional magnetic resonance imaging (rs-fMRI) have recently attracted attention as a method for directly examining relationships between neural circuits and psychiatric disorders. To develop accurate and generalizable class...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8405782/ https://www.ncbi.nlm.nih.gov/pubmed/34462444 http://dx.doi.org/10.1038/s41597-021-01004-8 |
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author | Tanaka, Saori C. Yamashita, Ayumu Yahata, Noriaki Itahashi, Takashi Lisi, Giuseppe Yamada, Takashi Ichikawa, Naho Takamura, Masahiro Yoshihara, Yujiro Kunimatsu, Akira Okada, Naohiro Hashimoto, Ryuichiro Okada, Go Sakai, Yuki Morimoto, Jun Narumoto, Jin Shimada, Yasuhiro Mano, Hiroaki Yoshida, Wako Seymour, Ben Shimizu, Takeshi Hosomi, Koichi Saitoh, Youichi Kasai, Kiyoto Kato, Nobumasa Takahashi, Hidehiko Okamoto, Yasumasa Yamashita, Okito Kawato, Mitsuo Imamizu, Hiroshi |
author_facet | Tanaka, Saori C. Yamashita, Ayumu Yahata, Noriaki Itahashi, Takashi Lisi, Giuseppe Yamada, Takashi Ichikawa, Naho Takamura, Masahiro Yoshihara, Yujiro Kunimatsu, Akira Okada, Naohiro Hashimoto, Ryuichiro Okada, Go Sakai, Yuki Morimoto, Jun Narumoto, Jin Shimada, Yasuhiro Mano, Hiroaki Yoshida, Wako Seymour, Ben Shimizu, Takeshi Hosomi, Koichi Saitoh, Youichi Kasai, Kiyoto Kato, Nobumasa Takahashi, Hidehiko Okamoto, Yasumasa Yamashita, Okito Kawato, Mitsuo Imamizu, Hiroshi |
author_sort | Tanaka, Saori C. |
collection | PubMed |
description | Machine learning classifiers for psychiatric disorders using resting-state functional magnetic resonance imaging (rs-fMRI) have recently attracted attention as a method for directly examining relationships between neural circuits and psychiatric disorders. To develop accurate and generalizable classifiers, we compiled a large-scale, multi-site, multi-disorder neuroimaging database. The database comprises resting-state fMRI and structural images of the brain from 993 patients and 1,421 healthy individuals, as well as demographic information such as age, sex, and clinical rating scales. To harmonize the multi-site data, nine healthy participants (“traveling subjects”) visited the sites from which the above datasets were obtained and underwent neuroimaging with 12 scanners. All participants consented to having their data shared and analyzed at multiple medical and research institutions participating in the project, and 706 patients and 1,122 healthy individuals consented to having their data disclosed. Finally, we have published four datasets: 1) the SRPBS Multi-disorder Connectivity Dataset 2), the SRPBS Multi-disorder MRI Dataset (restricted), 3) the SRPBS Multi-disorder MRI Dataset (unrestricted), and 4) the SRPBS Traveling Subject MRI Dataset. |
format | Online Article Text |
id | pubmed-8405782 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84057822021-09-16 A multi-site, multi-disorder resting-state magnetic resonance image database Tanaka, Saori C. Yamashita, Ayumu Yahata, Noriaki Itahashi, Takashi Lisi, Giuseppe Yamada, Takashi Ichikawa, Naho Takamura, Masahiro Yoshihara, Yujiro Kunimatsu, Akira Okada, Naohiro Hashimoto, Ryuichiro Okada, Go Sakai, Yuki Morimoto, Jun Narumoto, Jin Shimada, Yasuhiro Mano, Hiroaki Yoshida, Wako Seymour, Ben Shimizu, Takeshi Hosomi, Koichi Saitoh, Youichi Kasai, Kiyoto Kato, Nobumasa Takahashi, Hidehiko Okamoto, Yasumasa Yamashita, Okito Kawato, Mitsuo Imamizu, Hiroshi Sci Data Data Descriptor Machine learning classifiers for psychiatric disorders using resting-state functional magnetic resonance imaging (rs-fMRI) have recently attracted attention as a method for directly examining relationships between neural circuits and psychiatric disorders. To develop accurate and generalizable classifiers, we compiled a large-scale, multi-site, multi-disorder neuroimaging database. The database comprises resting-state fMRI and structural images of the brain from 993 patients and 1,421 healthy individuals, as well as demographic information such as age, sex, and clinical rating scales. To harmonize the multi-site data, nine healthy participants (“traveling subjects”) visited the sites from which the above datasets were obtained and underwent neuroimaging with 12 scanners. All participants consented to having their data shared and analyzed at multiple medical and research institutions participating in the project, and 706 patients and 1,122 healthy individuals consented to having their data disclosed. Finally, we have published four datasets: 1) the SRPBS Multi-disorder Connectivity Dataset 2), the SRPBS Multi-disorder MRI Dataset (restricted), 3) the SRPBS Multi-disorder MRI Dataset (unrestricted), and 4) the SRPBS Traveling Subject MRI Dataset. Nature Publishing Group UK 2021-08-30 /pmc/articles/PMC8405782/ /pubmed/34462444 http://dx.doi.org/10.1038/s41597-021-01004-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) applies to the metadata files associated with this article. |
spellingShingle | Data Descriptor Tanaka, Saori C. Yamashita, Ayumu Yahata, Noriaki Itahashi, Takashi Lisi, Giuseppe Yamada, Takashi Ichikawa, Naho Takamura, Masahiro Yoshihara, Yujiro Kunimatsu, Akira Okada, Naohiro Hashimoto, Ryuichiro Okada, Go Sakai, Yuki Morimoto, Jun Narumoto, Jin Shimada, Yasuhiro Mano, Hiroaki Yoshida, Wako Seymour, Ben Shimizu, Takeshi Hosomi, Koichi Saitoh, Youichi Kasai, Kiyoto Kato, Nobumasa Takahashi, Hidehiko Okamoto, Yasumasa Yamashita, Okito Kawato, Mitsuo Imamizu, Hiroshi A multi-site, multi-disorder resting-state magnetic resonance image database |
title | A multi-site, multi-disorder resting-state magnetic resonance image database |
title_full | A multi-site, multi-disorder resting-state magnetic resonance image database |
title_fullStr | A multi-site, multi-disorder resting-state magnetic resonance image database |
title_full_unstemmed | A multi-site, multi-disorder resting-state magnetic resonance image database |
title_short | A multi-site, multi-disorder resting-state magnetic resonance image database |
title_sort | multi-site, multi-disorder resting-state magnetic resonance image database |
topic | Data Descriptor |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8405782/ https://www.ncbi.nlm.nih.gov/pubmed/34462444 http://dx.doi.org/10.1038/s41597-021-01004-8 |
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