Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Cai, Wenxiang, Song, Weichen, Liu, Zhe, Maharjan, Dhruba Tara, Liang, Jisheng, Lin, Guan Ning
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784809872891576320
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
work_keys_str_mv AT caiwenxiang anintegrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT songweichen anintegrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT liuzhe anintegrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT maharjandhrubatara anintegrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT liangjisheng anintegrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT linguanning anintegrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT caiwenxiang integrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT songweichen integrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT liuzhe integrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT maharjandhrubatara integrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT liangjisheng integrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges
AT linguanning integrativeanalysisofidentifiedschizophreniaassociatedbraincelltypesandgeneexpressionchanges