Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1784878281720332288 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9876967 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT yamagatahirotaka interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT tsunedomiryouichi interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT kamishikiryotoshiharu interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT kobayashiayumi interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT sekitomoe interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT kobayashimasaaki interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT hagiwarakosuke interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT yamadanorihiro interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT chenchong interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT uchidashusaku interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT ogiharahiroyuki interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT hamamotoyoshihiko interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT okadago interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT fuchikamimanabu interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT igajunichi interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT numatashusuke interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT kinoshitamakoto interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT katotakahiroa interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT hashimotoryota interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT naganohiroaki interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT uenoshuichi interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT okamotoyasumasa interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT ohmoritetsuro interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders AT nakagawashin interferonsignalingandhypercytokinemiarelatedgeneexpressioninthebloodofantidepressantnonresponders |