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Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis
BACKGROUND: Atherosclerosis is the main cause of many cardiovascular and cerebrovascular diseases (CVDs), and gaining a deeper understanding of the intercellular connections and key central genes which mediate formation of atherosclerotic plaques is required. METHODS: We performed a comprehensive bi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9761163/ https://www.ncbi.nlm.nih.gov/pubmed/36544681 http://dx.doi.org/10.21037/atm-22-4852 |
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author | Liu, Xiaoyang Li, Li Yin, Yiru Zhang, Likui Wang, Wenhao |
author_facet | Liu, Xiaoyang Li, Li Yin, Yiru Zhang, Likui Wang, Wenhao |
author_sort | Liu, Xiaoyang |
collection | PubMed |
description | BACKGROUND: Atherosclerosis is the main cause of many cardiovascular and cerebrovascular diseases (CVDs), and gaining a deeper understanding of the intercellular connections and key central genes which mediate formation of atherosclerotic plaques is required. METHODS: We performed a comprehensive bioinformatics analysis of differential genetic screening, Kyoto Encyclopedia of Genes and Genomes (KEGG) signaling pathway annotation, protein-protein interactions (PPIs), pseudo-timing, intercellular communication, transcription factors on carotid single-cell sequencing data, and aortic bulk transcriptome and metabolomic data. RESULTS: Ten cell types were identified in the data: T cells, monocytes, smooth muscle cells, endothelial cells, B cells, fibroblasts, plasma cells, mast cells, dendritic cells, and natural killer cells. Endothelial, fibroblast, macrophage, and smooth muscle cell subtype differentiation trajectories, interaction networks, and important transcription factors were characterized in detail. Finally, using this information combined with transcriptome and metabolome analyses, we found the key genes and signaling pathways of atherosclerosis, especially the advanced glycation end products and receptor for advanced glycation end products signaling pathway (AGE-RAGE signaling pathway) in diabetic complications, linked the differential metabolites with fibroblasts and atherosclerosis and contributed to it in patients with diabetes. CONCLUSIONS: Collectively, this study provides key genes, signaling pathways, cellular communication, and transcription factors among endothelial cells, fibroblasts, macrophages, and smooth muscle cells for the study of atherosclerotic plaques, and provides a basis for the diagnosis and treatment of atherosclerosis-like sclerosis. |
format | Online Article Text |
id | pubmed-9761163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-97611632022-12-20 Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis Liu, Xiaoyang Li, Li Yin, Yiru Zhang, Likui Wang, Wenhao Ann Transl Med Original Article BACKGROUND: Atherosclerosis is the main cause of many cardiovascular and cerebrovascular diseases (CVDs), and gaining a deeper understanding of the intercellular connections and key central genes which mediate formation of atherosclerotic plaques is required. METHODS: We performed a comprehensive bioinformatics analysis of differential genetic screening, Kyoto Encyclopedia of Genes and Genomes (KEGG) signaling pathway annotation, protein-protein interactions (PPIs), pseudo-timing, intercellular communication, transcription factors on carotid single-cell sequencing data, and aortic bulk transcriptome and metabolomic data. RESULTS: Ten cell types were identified in the data: T cells, monocytes, smooth muscle cells, endothelial cells, B cells, fibroblasts, plasma cells, mast cells, dendritic cells, and natural killer cells. Endothelial, fibroblast, macrophage, and smooth muscle cell subtype differentiation trajectories, interaction networks, and important transcription factors were characterized in detail. Finally, using this information combined with transcriptome and metabolome analyses, we found the key genes and signaling pathways of atherosclerosis, especially the advanced glycation end products and receptor for advanced glycation end products signaling pathway (AGE-RAGE signaling pathway) in diabetic complications, linked the differential metabolites with fibroblasts and atherosclerosis and contributed to it in patients with diabetes. CONCLUSIONS: Collectively, this study provides key genes, signaling pathways, cellular communication, and transcription factors among endothelial cells, fibroblasts, macrophages, and smooth muscle cells for the study of atherosclerotic plaques, and provides a basis for the diagnosis and treatment of atherosclerosis-like sclerosis. AME Publishing Company 2022-11 /pmc/articles/PMC9761163/ /pubmed/36544681 http://dx.doi.org/10.21037/atm-22-4852 Text en 2022 Annals of Translational Medicine. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Liu, Xiaoyang Li, Li Yin, Yiru Zhang, Likui Wang, Wenhao Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
title | Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
title_full | Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
title_fullStr | Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
title_full_unstemmed | Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
title_short | Single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
title_sort | single-cell transcriptomic, transcriptomic, and metabolomic characterization of human atherosclerosis |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9761163/ https://www.ncbi.nlm.nih.gov/pubmed/36544681 http://dx.doi.org/10.21037/atm-22-4852 |
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