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Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders

Only 50% of patients with depression respond to the first antidepressant drug administered. Thus, biomarkers for prediction of antidepressant responses are needed, as predicting which patients will not respond to antidepressants can optimize selection of alternative therapies. We aimed to identify b...

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Autores principales: Yamagata, Hirotaka, Tsunedomi, Ryouichi, Kamishikiryo, Toshiharu, Kobayashi, Ayumi, Seki, Tomoe, Kobayashi, Masaaki, Hagiwara, Kosuke, Yamada, Norihiro, Chen, Chong, Uchida, Shusaku, Ogihara, Hiroyuki, Hamamoto, Yoshihiko, Okada, Go, Fuchikami, Manabu, Iga, Jun-ichi, Numata, Shusuke, Kinoshita, Makoto, Kato, Takahiro A., Hashimoto, Ryota, Nagano, Hiroaki, Ueno, Shuichi, Okamoto, Yasumasa, Ohmori, Tetsuro, Nakagawa, Shin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9876967/
https://www.ncbi.nlm.nih.gov/pubmed/36711294
http://dx.doi.org/10.1016/j.heliyon.2023.e13059
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author Yamagata, Hirotaka
Tsunedomi, Ryouichi
Kamishikiryo, Toshiharu
Kobayashi, Ayumi
Seki, Tomoe
Kobayashi, Masaaki
Hagiwara, Kosuke
Yamada, Norihiro
Chen, Chong
Uchida, Shusaku
Ogihara, Hiroyuki
Hamamoto, Yoshihiko
Okada, Go
Fuchikami, Manabu
Iga, Jun-ichi
Numata, Shusuke
Kinoshita, Makoto
Kato, Takahiro A.
Hashimoto, Ryota
Nagano, Hiroaki
Ueno, Shuichi
Okamoto, Yasumasa
Ohmori, Tetsuro
Nakagawa, Shin
author_facet Yamagata, Hirotaka
Tsunedomi, Ryouichi
Kamishikiryo, Toshiharu
Kobayashi, Ayumi
Seki, Tomoe
Kobayashi, Masaaki
Hagiwara, Kosuke
Yamada, Norihiro
Chen, Chong
Uchida, Shusaku
Ogihara, Hiroyuki
Hamamoto, Yoshihiko
Okada, Go
Fuchikami, Manabu
Iga, Jun-ichi
Numata, Shusuke
Kinoshita, Makoto
Kato, Takahiro A.
Hashimoto, Ryota
Nagano, Hiroaki
Ueno, Shuichi
Okamoto, Yasumasa
Ohmori, Tetsuro
Nakagawa, Shin
author_sort Yamagata, Hirotaka
collection PubMed
description Only 50% of patients with depression respond to the first antidepressant drug administered. Thus, biomarkers for prediction of antidepressant responses are needed, as predicting which patients will not respond to antidepressants can optimize selection of alternative therapies. We aimed to identify biomarkers that could predict antidepressant responsiveness using a novel data-driven approach based on statistical pattern recognition. We retrospectively divided patients with major depressive disorder into antidepressant responder and non-responder groups. Comprehensive gene expression analysis was performed using peripheral blood without narrowing the genes. We designed a classifier according to our own discrete Bayes decision rule that can handle categorical data. Nineteen genes showed differential expression in the antidepressant non-responder group (n = 15) compared to the antidepressant responder group (n = 15). In the training sample of 30 individuals, eight candidate genes had significantly altered expression according to quantitative real-time polymerase chain reaction. The expression of these genes was examined in an independent test sample of antidepressant responders (n = 22) and non-responders (n = 12). Using the discrete Bayes classifier with the HERC5, IFI6, and IFI44 genes identified in the training set yielded 85% discrimination accuracy for antidepressant responsiveness in the 34 test samples. Pathway analysis of the RNA sequencing data for antidepressant responsiveness identified that hypercytokinemia- and interferon-related genes were increased in non-responders. Disease and biofunction analysis identified changes in genes related to inflammatory and infectious diseases, including coronavirus disease. These results strongly suggest an association between antidepressant responsiveness and inflammation, which may be useful for future treatment strategies for depression.
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spelling pubmed-98769672023-01-27 Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders Yamagata, Hirotaka Tsunedomi, Ryouichi Kamishikiryo, Toshiharu Kobayashi, Ayumi Seki, Tomoe Kobayashi, Masaaki Hagiwara, Kosuke Yamada, Norihiro Chen, Chong Uchida, Shusaku Ogihara, Hiroyuki Hamamoto, Yoshihiko Okada, Go Fuchikami, Manabu Iga, Jun-ichi Numata, Shusuke Kinoshita, Makoto Kato, Takahiro A. Hashimoto, Ryota Nagano, Hiroaki Ueno, Shuichi Okamoto, Yasumasa Ohmori, Tetsuro Nakagawa, Shin Heliyon Research Article Only 50% of patients with depression respond to the first antidepressant drug administered. Thus, biomarkers for prediction of antidepressant responses are needed, as predicting which patients will not respond to antidepressants can optimize selection of alternative therapies. We aimed to identify biomarkers that could predict antidepressant responsiveness using a novel data-driven approach based on statistical pattern recognition. We retrospectively divided patients with major depressive disorder into antidepressant responder and non-responder groups. Comprehensive gene expression analysis was performed using peripheral blood without narrowing the genes. We designed a classifier according to our own discrete Bayes decision rule that can handle categorical data. Nineteen genes showed differential expression in the antidepressant non-responder group (n = 15) compared to the antidepressant responder group (n = 15). In the training sample of 30 individuals, eight candidate genes had significantly altered expression according to quantitative real-time polymerase chain reaction. The expression of these genes was examined in an independent test sample of antidepressant responders (n = 22) and non-responders (n = 12). Using the discrete Bayes classifier with the HERC5, IFI6, and IFI44 genes identified in the training set yielded 85% discrimination accuracy for antidepressant responsiveness in the 34 test samples. Pathway analysis of the RNA sequencing data for antidepressant responsiveness identified that hypercytokinemia- and interferon-related genes were increased in non-responders. Disease and biofunction analysis identified changes in genes related to inflammatory and infectious diseases, including coronavirus disease. These results strongly suggest an association between antidepressant responsiveness and inflammation, which may be useful for future treatment strategies for depression. Elsevier 2023-01-16 /pmc/articles/PMC9876967/ /pubmed/36711294 http://dx.doi.org/10.1016/j.heliyon.2023.e13059 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Article
Yamagata, Hirotaka
Tsunedomi, Ryouichi
Kamishikiryo, Toshiharu
Kobayashi, Ayumi
Seki, Tomoe
Kobayashi, Masaaki
Hagiwara, Kosuke
Yamada, Norihiro
Chen, Chong
Uchida, Shusaku
Ogihara, Hiroyuki
Hamamoto, Yoshihiko
Okada, Go
Fuchikami, Manabu
Iga, Jun-ichi
Numata, Shusuke
Kinoshita, Makoto
Kato, Takahiro A.
Hashimoto, Ryota
Nagano, Hiroaki
Ueno, Shuichi
Okamoto, Yasumasa
Ohmori, Tetsuro
Nakagawa, Shin
Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
title Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
title_full Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
title_fullStr Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
title_full_unstemmed Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
title_short Interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
title_sort interferon signaling and hypercytokinemia-related gene expression in the blood of antidepressant non-responders
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9876967/
https://www.ncbi.nlm.nih.gov/pubmed/36711294
http://dx.doi.org/10.1016/j.heliyon.2023.e13059
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