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Dalton GD, Siecinski SK, Nikolova VD, Cofer GP, Hornburg KJ, Qi Y, Johnson GA, Jiang YH, Moy SS, Gregory SG. Transcriptome analysis identifies an ASD-Like phenotype in oligodendrocytes and microglia from C58/J amygdala that is dependent on sex and sociability. BEHAVIORAL AND BRAIN FUNCTIONS : BBF 2024; 20:14. [PMID: 38898502 PMCID: PMC11188533 DOI: 10.1186/s12993-024-00240-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Accepted: 05/27/2024] [Indexed: 06/21/2024]
Abstract
BACKGROUND Autism Spectrum Disorder (ASD) is a group of neurodevelopmental disorders with higher incidence in males and is characterized by atypical verbal/nonverbal communication, restricted interests that can be accompanied by repetitive behavior, and disturbances in social behavior. This study investigated brain mechanisms that contribute to sociability deficits and sex differences in an ASD animal model. METHODS Sociability was measured in C58/J and C57BL/6J mice using the 3-chamber social choice test. Bulk RNA-Seq and snRNA-Seq identified transcriptional changes in C58/J and C57BL/6J amygdala within which DMRseq was used to measure differentially methylated regions in amygdala. RESULTS C58/J mice displayed divergent social strata in the 3-chamber test. Transcriptional and pathway signatures revealed immune-related biological processes differ between C58/J and C57BL/6J amygdala. Hypermethylated and hypomethylated genes were identified in C58/J versus C57BL/6J amygdala. snRNA-Seq data in C58/J amygdala identified differential transcriptional signatures within oligodendrocytes and microglia characterized by increased ASD risk gene expression and predicted impaired myelination that was dependent on sex and sociability. RNA velocity, gene regulatory network, and cell communication analysis showed diminished oligodendrocyte/microglia differentiation. Findings were verified using Bulk RNA-Seq and demonstrated oxytocin's beneficial effects on myelin gene expression. LIMITATIONS Our findings are significant. However, limitations can be noted. The cellular mechanisms linking reduced oligodendrocyte differentiation and reduced myelination to an ASD phenotype in C58/J mice need further investigation. Additional snRNA-Seq and spatial studies would determine if effects in oligodendrocytes/microglia are unique to amygdala or if this occurs in other brain regions. Oxytocin's effects need further examination to understand its' potential as an ASD therapeutic. CONCLUSIONS Our work demonstrates the C58/J mouse model's utility in evaluating the influence of sex and sociability on the transcriptome in concomitant brain regions involved in ASD. Our single-nucleus transcriptome analysis elucidates potential pathological roles of oligodendrocytes and microglia in ASD. This investigation provides details regarding regulatory features disrupted in these cell types, including transcriptional gene dysregulation, aberrant cell differentiation, altered gene regulatory networks, and changes to key pathways that promote microglia/oligodendrocyte differentiation. Our studies provide insight into interactions between genetic risk and epigenetic processes associated with divergent affiliative behavior and lack of positive sociability.
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Affiliation(s)
- George D Dalton
- Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, 27701, USA
| | - Stephen K Siecinski
- Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, 27701, USA
| | - Viktoriya D Nikolova
- Department of Psychiatry, The University of North Carolina at Chapel Hill, Chapel Hill, NC, 27516, USA
| | - Gary P Cofer
- Center for In Vivo Microscopy, Duke University, Durham, NC, 27710, USA
| | | | - Yi Qi
- Center for In Vivo Microscopy, Duke University, Durham, NC, 27710, USA
| | - G Allan Johnson
- Center for In Vivo Microscopy, Duke University, Durham, NC, 27710, USA
| | - Yong-Hui Jiang
- Department of Genetics, Neuroscience, and Pediatrics, Yale University School of Medicine, New Haven, CT, 06520, USA
| | - Sheryl S Moy
- Department of Psychiatry, The University of North Carolina at Chapel Hill, Chapel Hill, NC, 27516, USA
| | - Simon G Gregory
- Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, 27701, USA.
- Department of Neurology, Duke University School of Medicine, Durham, NC, 27710, USA.
- Department of Neurology, Molecular Genetics and Microbiology Duke Molecular Physiology Institute, 300 N. Duke Street, DUMC 104775, Durham, NC, 27701, USA.
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Yuan H, Yang S, Han P, Sun M, Zhou C. Drug target genes and molecular mechanism investigation in isoflurane-induced anesthesia based on WGCNA and machine learning methods. Toxicol Mech Methods 2024; 34:319-333. [PMID: 38054380 DOI: 10.1080/15376516.2023.2286619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 11/18/2023] [Indexed: 12/07/2023]
Abstract
PURPOSE This study sought to identify drug target genes and their associated molecular mechanisms during isoflurane-induced anesthesia in clinical applications. METHODS Microarray data (ID: GSE64617; isoflurane-treated vs. normal samples) were downloaded from the Gene Expression Omnibus database. Differentially expressed genes (DEGs) were screened and hub genes were investigated using weighted correlation network analysis (WGCNA). Protein-protein interactions (PPIs) were constructed among the co-DEGs (common genes between DEGs and hub genes), followed by functional enrichment analyses. Then, three machine learning methods were used to reveal drug targets, followed by validation, nomogram analysis, and gene set enrichment analysis. Finally, an miRNA-target network was constructed. RESULTS A total of 686 DEGs were identified between the two groups-of which, 183 DEGs integrated with genes revealed by WCGNA were identified as co-genes. These genes, including contactin-associated protein 1 (CNTNAP1), are mainly involved in functions such as action potentials. PPI network analysis revealed three models, with the machine learning analysis exploring four drug target genes: A2H, FAM155B, SCARF2, and SDR16C5. ROC and nomogram analyses demonstrated the ideal diagnostic value of these target genes. Finally, miRNA-mRNA pairs were constructed based on the four mRNAs and associated 174 miRNAs. CONCLUSION FA2H, FAM155B, SCARF2, and SDR16C5 may be novel drug target genes for isoflurane-induced anesthesia. CNTNAP1 may participate in the progression of isoflurane-induced anesthesia via its action potential function.
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Affiliation(s)
- Honglei Yuan
- Department of Anesthesiology, Taian City Central Hospital, Taian, Shandong, China
| | - Shengqiang Yang
- Department of Anesthesiology, Taian City Central Hospital, Taian, Shandong, China
| | - Peng Han
- Department of Anesthesiology, Taian City Central Hospital, Taian, Shandong, China
| | - Mingya Sun
- Taian City Taishan District Dai Temple Community Health Service Center, Taian, Shandong, China
| | - Chao Zhou
- Department of Anesthesiology, Taian City Central Hospital, Taian, Shandong, China
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Stenroos P, Pirttimäki T, Paasonen J, Paasonen E, Salo RA, Koivisto H, Natunen T, Mäkinen P, Kuulasmaa T, Hiltunen M, Tanila H, Gröhn O. Isoflurane affects brain functional connectivity in rats 1 month after exposure. Neuroimage 2021; 234:117987. [PMID: 33762218 DOI: 10.1016/j.neuroimage.2021.117987] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Revised: 02/16/2021] [Accepted: 03/16/2021] [Indexed: 10/21/2022] Open
Abstract
Isoflurane, the most commonly used preclinical anesthetic, induces brain plasticity and long-term cellular and molecular changes leading to behavioral and/or cognitive consequences. These changes are most likely associated with network-level changes in brain function. To elucidate the mechanisms underlying long-term effects of isoflurane, we investigated the influence of a single isoflurane exposure on functional connectivity, brain electrical activity, and gene expression. Male Wistar rats (n = 22) were exposed to 1.8% isoflurane for 3 h. Control rats (n = 22) spent 3 h in the same room without exposure to anesthesia. After 1 month, functional connectivity was evaluated with resting-state functional magnetic resonance imaging (fMRI; n = 6 + 6) and local field potential measurements (n = 6 + 6) in anesthetized animals. A whole genome expression analysis (n = 10+10) was also conducted with mRNA-sequencing from cortical and hippocampal tissue samples. Isoflurane treatment strengthened thalamo-cortical and hippocampal-cortical functional connectivity. Cortical low-frequency fMRI power was also significantly increased in response to the isoflurane treatment. The local field potential results indicating strengthened hippocampal-cortical alpha and beta coherence were in good agreement with the fMRI findings. Furthermore, altered expression was found in 20 cortical genes, several of which are involved in neuronal signal transmission, but no gene expression changes were noted in the hippocampus. Isoflurane induced prolonged changes in thalamo-cortical and hippocampal-cortical function and expression of genes contributing to signal transmission in the cortex. Further studies are required to investigate whether these changes are associated with the postoperative behavioral and cognitive symptoms commonly observed in patients and animals.
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Affiliation(s)
- Petteri Stenroos
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Tiina Pirttimäki
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Jaakko Paasonen
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Ekaterina Paasonen
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Raimo A Salo
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Hennariikka Koivisto
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Teemu Natunen
- Institute of Biomedicine, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Petra Mäkinen
- Institute of Biomedicine, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Teemu Kuulasmaa
- Institute of Biomedicine, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Heikki Tanila
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
| | - Olli Gröhn
- A.I.Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, FI,-70211 Kuopio, Finland
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Chen Y, Zhou ZF, Wang Y. Prediction and analysis of weighted genes in isoflurane induced general anesthesia based on network analysis. Int J Neurosci 2019; 130:610-620. [PMID: 31801399 DOI: 10.1080/00207454.2019.1701452] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Purpose: Isoflurane is still wildly used in the developing countries and isoflurane-induced general anesthesia gives rise to serious side effects. The aim of the present study was to investigate the molecular mechanism on isoflurane-induced general anesthesia.Materials and methods: The microarray data of GSE64617 dataset was downloaded from Gene Expression Omnibus (GEO) database. A total of 755 DEGs were identified using the limma package in the R programming language. Gene Ontology (GO) enrichment analysis and Kyoto Encyclopedia of Genes, and Genomes (KEGG) pathways enrichment were conducted for DEGs. A protein-protein interaction (PPI) network was constructed for DEGs and sensory perception related genes. A global miRNA-mRNA regulatory network was constructed to reveal the interactions in miRNA and mRNA in isoflurane treated samples. Degree was used to evaluate the importance of a gene in the PPI network and miRNA-mRNA regulatory network.Results and conclusions: HMBOX1, CSNK2A1, PNN, SRRM1, PRPF40A, APCNTRK1, MAPK1, hsa-miR-16-5p, hsa-miR-424-5p, hsa-miR-497-5p and hsa-miR-17-5p were selected as weighted genes. The expression changes were further vitrificated in the rat models by performing quantitative real-time PCR (qPCR) analysis. In conclusion, we find several weighted mRNAs and miRNAs involved in isoflurane induced general anesthesia through bioinformatics analysis.
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Affiliation(s)
- Yue Chen
- Department of Anesthesiology, Zhejiang Provincial People's Hospital, Hangzhou, China.,People's Hospital of Hangzhou Medical College, Hangzhou, China
| | - Zhen-Feng Zhou
- Department of Anesthesiology, Zhejiang Provincial People's Hospital, Hangzhou, China.,People's Hospital of Hangzhou Medical College, Hangzhou, China
| | - Yu Wang
- Department of Anesthesiology, Zhejiang Provincial People's Hospital, Hangzhou, China.,People's Hospital of Hangzhou Medical College, Hangzhou, China
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Alleva R, Tognù A, Tomasetti M, Benassi MS, Pazzaglia L, van Oven H, Viganò E, De Simone N, Pacini I, Giannone S, Gagic S, Borghi R, Picone S, Borghi B. Effect of different anaesthetic techniques on gene expression profiles in patients who underwent hip arthroplasty. PLoS One 2019; 14:e0219113. [PMID: 31344051 PMCID: PMC6657832 DOI: 10.1371/journal.pone.0219113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 06/15/2019] [Indexed: 11/18/2022] Open
Abstract
Objectives To investigate the modulation of genes whose expression level is indicative of stress and toxicity following exposure to three anaesthesia techniques, general anaesthesia (GA), regional anaesthesia (RA), or integrated anaesthesia (IA). Methods Patients scheduled for hip arthroplasty receiving GA, RA and IA were enrolled at Rizzoli Orthopaedic Institute of Bologna, Italy and the expression of genes involved in toxicology were evaluated in peripheral blood mononuclear cells (PBMCs) collected before (T0), immediately after surgery (T1), and on the third day (T2) after surgery in association with biochemical parameters. Results All three anaesthesia methods proved safe and reliable in terms of pain relief and patient recovery. Gene ontology analysis revealed that GA and mainly IA were associated with deregulation of DNA repair system and stress-responsive genes, which was observed even after 3-days from anaesthesia. Conversely, RA was not associated with substantial changes in gene expression. Conclusions Based on the gene expression analysis, RA technique showed the smallest toxicological effect in hip arthroplasty. Trial registration ClinicalTrials.gov number NCT03585647.
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Affiliation(s)
- Renata Alleva
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
- * E-mail:
| | - Andrea Tognù
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Marco Tomasetti
- Department of Clinical and Molecular Sciences, Polytechnic University of Marche, Ancona, Italy
| | - Maria Serena Benassi
- Laboratory of Experimental Oncology, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Laura Pazzaglia
- Laboratory of Experimental Oncology, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Hanna van Oven
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Ettore Viganò
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Nicola De Simone
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Ilaria Pacini
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Sandra Giannone
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Sanjin Gagic
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
- Research Unit of Anaesthesia and Pain Therapy, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Raffaele Borghi
- Department of Anaesthesia and Postoperative Intensive Care, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Sara Picone
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
- Research Unit of Anaesthesia and Pain Therapy, Rizzoli Orthopaedic Institute, Bologna, Italy
| | - Battista Borghi
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
- Research Unit of Anaesthesia and Pain Therapy, Rizzoli Orthopaedic Institute, Bologna, Italy
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Higa KK, Grim A, Kamenski ME, van Enkhuizen J, Zhou X, Li K, Naviaux JC, Wang L, Naviaux RK, Geyer MA, Markou A, Young JW. Nicotine withdrawal-induced inattention is absent in alpha7 nAChR knockout mice. Psychopharmacology (Berl) 2017; 234:1573-1586. [PMID: 28243714 PMCID: PMC5420484 DOI: 10.1007/s00213-017-4572-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Accepted: 02/15/2017] [Indexed: 11/25/2022]
Abstract
RATIONALE Smoking is the leading cause of preventable death in the USA, but quit attempts result in withdrawal-induced cognitive dysfunction and predicts relapse. Greater understanding of the neural mechanism(s) underlying these cognitive deficits is required to develop targeted treatments to aid quit attempts. OBJECTIVES We examined nicotine withdrawal-induced inattention in mice lacking the α7 nicotinic acetylcholine receptor (nAChR) using the five-choice continuous performance test (5C-CPT). METHODS Mice were trained in the 5C-CPT prior to osmotic minipump implantation containing saline or nicotine. Experiment 1 used 40 mg kg-1 day-1 nicotine treatment and tested C57BL/6 mice 4, 28, and 52 h after pump removal. Experiment 2 used 14 and 40 mg kg-1 day-1 nicotine treatment in α7 nAChR knockout (KO) and wildtype (WT) littermates tested 4 h after pump removal. Subsets of WT mice were killed before and after pump removal to assess changes in receptor expression associated with nicotine administration and withdrawal. RESULTS Nicotine withdrawal impaired attention in the 5C-CPT, driven by response inhibition and target detection deficits. The overall attentional deficit was absent in α7 nAChR KO mice despite response disinhibition in these mice. Synaptosomal glutamate mGluR5 and dopamine D4 receptor expression were reduced during chronic nicotine but increased during withdrawal, potentially contributing to cognitive deficits. CONCLUSIONS The α7 nAChR may underlie nicotine withdrawal-induced deficits in target detection but is not required for response disinhibition deficits. Alterations to the glutamatergic and dopaminergic pathways may also contribute to withdrawal-induced attentional deficits, providing novel targets to alleviate the cognitive symptoms of withdrawal during quit attempts.
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Affiliation(s)
- K K Higa
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
| | - A Grim
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
| | - M E Kamenski
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
| | - J van Enkhuizen
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
| | - X Zhou
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
- Research Service, VA San Diego Healthcare System, 3350 La Jolla Village Drive, San Diego, CA, 92037, USA
| | - K Li
- Department of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - J C Naviaux
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
| | - L Wang
- Department of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - R K Naviaux
- Department of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - M A Geyer
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
- Research Service, VA San Diego Healthcare System, 3350 La Jolla Village Drive, San Diego, CA, 92037, USA
| | - A Markou
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA
| | - J W Young
- Department of Psychiatry, University of California San Diego, 9500 Gilman Drive MC 0804, La Jolla, CA, 92093-0804, USA.
- Research Service, VA San Diego Healthcare System, 3350 La Jolla Village Drive, San Diego, CA, 92037, USA.
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