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Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study
Aims: Oral bacteria have been reported to be associated with the pathogenesis of atherosclerosis; however, the relationship between the oral microbiota and atherosclerosis remains unclear. The present study aimed to investigate whether or not salivary microbiota of patients with atherosclerotic card...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Japan Atherosclerosis Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8894113/ https://www.ncbi.nlm.nih.gov/pubmed/33612553 http://dx.doi.org/10.5551/jat.60608 |
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author | Kato-Kogoe, Nahoko Sakaguchi, Shoichi Kamiya, Kuniyasu Omori, Michi Gu, Yan-Hong Ito, Yuri Nakamura, Shota Nakano, Takashi Tamaki, Junko Ueno, Takaaki Hoshiga, Masaaki |
author_facet | Kato-Kogoe, Nahoko Sakaguchi, Shoichi Kamiya, Kuniyasu Omori, Michi Gu, Yan-Hong Ito, Yuri Nakamura, Shota Nakano, Takashi Tamaki, Junko Ueno, Takaaki Hoshiga, Masaaki |
author_sort | Kato-Kogoe, Nahoko |
collection | PubMed |
description | Aims: Oral bacteria have been reported to be associated with the pathogenesis of atherosclerosis; however, the relationship between the oral microbiota and atherosclerosis remains unclear. The present study aimed to investigate whether or not salivary microbiota of patients with atherosclerotic cardiovascular disease (ACVD) differs from that of subjects without ACVD, and to characterize the salivary microbiota of patients with ACVD. Methods: This study included 43 patients with ACVD and 86 age- and sex-matched non-ACVD individuals. 16S rRNA metagenomic analysis were performed using DNA isolated from the saliva samples of the participants. To select unique operational taxonomic unit (OTU) sets of ACVD, we conducted the random forest algorithm in machine learning, followed by confirmation via 10-fold cross-validation Results: There was no difference in richness or evenness between the ACVD and non-ACVD groups (alpha diversity; observed OTU index, p =0.503; Shannon’s index, p =0.478). However, significant differences were found in the overall salivary microbiota structure (beta diversity; unweighted UniFrac distances, p =0.001; weighted UniFrac distances, p =0.001). The Actinobacteria phylum was highly abundant in patients with ACVD, while the Bacteroidetes phylum was less abundant. The random forest classifier identified 43 OTUs as an optimal marker set of ACVD. In a 10-fold cross validation using the validation data, an area under the curve (AUC) of 0.933 (95% CI, 0.855–1.000) was obtained. Conclusions: The salivary microbiota in patients with ACVD was distinct from that of non-ACVD individuals, indicating that the salivary microbiota may be related to ACVD. |
format | Online Article Text |
id | pubmed-8894113 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Japan Atherosclerosis Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-88941132022-03-23 Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study Kato-Kogoe, Nahoko Sakaguchi, Shoichi Kamiya, Kuniyasu Omori, Michi Gu, Yan-Hong Ito, Yuri Nakamura, Shota Nakano, Takashi Tamaki, Junko Ueno, Takaaki Hoshiga, Masaaki J Atheroscler Thromb Original Article Aims: Oral bacteria have been reported to be associated with the pathogenesis of atherosclerosis; however, the relationship between the oral microbiota and atherosclerosis remains unclear. The present study aimed to investigate whether or not salivary microbiota of patients with atherosclerotic cardiovascular disease (ACVD) differs from that of subjects without ACVD, and to characterize the salivary microbiota of patients with ACVD. Methods: This study included 43 patients with ACVD and 86 age- and sex-matched non-ACVD individuals. 16S rRNA metagenomic analysis were performed using DNA isolated from the saliva samples of the participants. To select unique operational taxonomic unit (OTU) sets of ACVD, we conducted the random forest algorithm in machine learning, followed by confirmation via 10-fold cross-validation Results: There was no difference in richness or evenness between the ACVD and non-ACVD groups (alpha diversity; observed OTU index, p =0.503; Shannon’s index, p =0.478). However, significant differences were found in the overall salivary microbiota structure (beta diversity; unweighted UniFrac distances, p =0.001; weighted UniFrac distances, p =0.001). The Actinobacteria phylum was highly abundant in patients with ACVD, while the Bacteroidetes phylum was less abundant. The random forest classifier identified 43 OTUs as an optimal marker set of ACVD. In a 10-fold cross validation using the validation data, an area under the curve (AUC) of 0.933 (95% CI, 0.855–1.000) was obtained. Conclusions: The salivary microbiota in patients with ACVD was distinct from that of non-ACVD individuals, indicating that the salivary microbiota may be related to ACVD. Japan Atherosclerosis Society 2022-03-01 2021-02-19 /pmc/articles/PMC8894113/ /pubmed/33612553 http://dx.doi.org/10.5551/jat.60608 Text en 2022 Japan Atherosclerosis Society https://creativecommons.org/licenses/by-nc-sa/4.0/This article is distributed under the terms of the latest version of CC BY-NC-SA defined by the Creative Commons Attribution License.http://creativecommons.org/licenses/by-nc-sa/4.0/ (https://creativecommons.org/licenses/by-nc-sa/4.0/) |
spellingShingle | Original Article Kato-Kogoe, Nahoko Sakaguchi, Shoichi Kamiya, Kuniyasu Omori, Michi Gu, Yan-Hong Ito, Yuri Nakamura, Shota Nakano, Takashi Tamaki, Junko Ueno, Takaaki Hoshiga, Masaaki Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study |
title | Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study |
title_full | Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study |
title_fullStr | Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study |
title_full_unstemmed | Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study |
title_short | Characterization of Salivary Microbiota in Patients with Atherosclerotic Cardiovascular Disease: A Case-Control Study |
title_sort | characterization of salivary microbiota in patients with atherosclerotic cardiovascular disease: a case-control study |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8894113/ https://www.ncbi.nlm.nih.gov/pubmed/33612553 http://dx.doi.org/10.5551/jat.60608 |
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