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An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes
Schizophrenia (SCZ) is a severe mental disorder that may result in hallucinations, delusions, and extremely disordered thinking. How each cell type in the brain contributes to SCZ occurrence is still unclear. Here, we leveraged the human dorsolateral prefrontal cortex bulk RNA-seq data, then used th...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9569514/ https://www.ncbi.nlm.nih.gov/pubmed/36232882 http://dx.doi.org/10.3390/ijms231911581 |
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author | Cai, Wenxiang Song, Weichen Liu, Zhe Maharjan, Dhruba Tara Liang, Jisheng Lin, Guan Ning |
author_facet | Cai, Wenxiang Song, Weichen Liu, Zhe Maharjan, Dhruba Tara Liang, Jisheng Lin, Guan Ning |
author_sort | Cai, Wenxiang |
collection | PubMed |
description | Schizophrenia (SCZ) is a severe mental disorder that may result in hallucinations, delusions, and extremely disordered thinking. How each cell type in the brain contributes to SCZ occurrence is still unclear. Here, we leveraged the human dorsolateral prefrontal cortex bulk RNA-seq data, then used the RNA-seq deconvolution algorithm CIBERSORTx to generate SCZ brain single-cell RNA-seq data for a comprehensive analysis to understand SCZ-associated brain cell types and gene expression changes. Firstly, we observed that the proportions of brain cell types in SCZ differed from normal samples. Among these cell types, astrocyte, pericyte, and PAX6 cells were found to have a higher proportion in SCZ patients (astrocyte: SCZ = 0.163, control = 0.145, P.adj = 4.9 × 10(−4), effect size = 0.478; pericyte: SCZ = 0.057, control = 0.066, P.adj = 1.1 × 10(−4), effect size = 0.519; PAX6: SCZ = 0.014, control = 0.011, P.adj = 0.014, effect size = 0.377), while the L5/6_IT_CAR3 cells and LAMP5 cells are the exact opposite (L5/6_IT_Car3: SCZ = 0.102, control = 0.108, P.adj = 0.016, effect size = 0.369; LAMP5: SCZ = 0.057, control = 0.066, P.adj = 2.2 × 10(−6), effect size = 0.617). Next, we investigated gene expression in cell types and functional pathways in SCZ. We observed chemical synaptic transmission dysregulation in two types of GABAergic neurons (PVALB and LAMP5), and immune reaction involvement in GABAergic neurons (SST) and non-neuronal cell types (endothelial and oligodendrocyte). Furthermore, we observed that some differential expression genes from bulk RNA-seq displayed cell-type-specific abnormalities in the expression of molecules in SCZ. Finally, the cell types with the SCZ-related transcriptomic changes could be considered to belong to the same module since we observed two major similar coordinated transcriptomic changes across these cell types. Together, our results offer novel insights into cellular heterogeneity and the molecular mechanisms underlying SCZ. |
format | Online Article Text |
id | pubmed-9569514 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95695142022-10-17 An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes Cai, Wenxiang Song, Weichen Liu, Zhe Maharjan, Dhruba Tara Liang, Jisheng Lin, Guan Ning Int J Mol Sci Article Schizophrenia (SCZ) is a severe mental disorder that may result in hallucinations, delusions, and extremely disordered thinking. How each cell type in the brain contributes to SCZ occurrence is still unclear. Here, we leveraged the human dorsolateral prefrontal cortex bulk RNA-seq data, then used the RNA-seq deconvolution algorithm CIBERSORTx to generate SCZ brain single-cell RNA-seq data for a comprehensive analysis to understand SCZ-associated brain cell types and gene expression changes. Firstly, we observed that the proportions of brain cell types in SCZ differed from normal samples. Among these cell types, astrocyte, pericyte, and PAX6 cells were found to have a higher proportion in SCZ patients (astrocyte: SCZ = 0.163, control = 0.145, P.adj = 4.9 × 10(−4), effect size = 0.478; pericyte: SCZ = 0.057, control = 0.066, P.adj = 1.1 × 10(−4), effect size = 0.519; PAX6: SCZ = 0.014, control = 0.011, P.adj = 0.014, effect size = 0.377), while the L5/6_IT_CAR3 cells and LAMP5 cells are the exact opposite (L5/6_IT_Car3: SCZ = 0.102, control = 0.108, P.adj = 0.016, effect size = 0.369; LAMP5: SCZ = 0.057, control = 0.066, P.adj = 2.2 × 10(−6), effect size = 0.617). Next, we investigated gene expression in cell types and functional pathways in SCZ. We observed chemical synaptic transmission dysregulation in two types of GABAergic neurons (PVALB and LAMP5), and immune reaction involvement in GABAergic neurons (SST) and non-neuronal cell types (endothelial and oligodendrocyte). Furthermore, we observed that some differential expression genes from bulk RNA-seq displayed cell-type-specific abnormalities in the expression of molecules in SCZ. Finally, the cell types with the SCZ-related transcriptomic changes could be considered to belong to the same module since we observed two major similar coordinated transcriptomic changes across these cell types. Together, our results offer novel insights into cellular heterogeneity and the molecular mechanisms underlying SCZ. MDPI 2022-09-30 /pmc/articles/PMC9569514/ /pubmed/36232882 http://dx.doi.org/10.3390/ijms231911581 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Cai, Wenxiang Song, Weichen Liu, Zhe Maharjan, Dhruba Tara Liang, Jisheng Lin, Guan Ning An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes |
title | An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes |
title_full | An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes |
title_fullStr | An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes |
title_full_unstemmed | An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes |
title_short | An Integrative Analysis of Identified Schizophrenia-Associated Brain Cell Types and Gene Expression Changes |
title_sort | integrative analysis of identified schizophrenia-associated brain cell types and gene expression changes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9569514/ https://www.ncbi.nlm.nih.gov/pubmed/36232882 http://dx.doi.org/10.3390/ijms231911581 |
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