| Literature DB >> 33828448 |
Peter J Attilio1,2, Dustin M Snapper2, Milan Rusnak2, Akira Isaac2, Anthony R Soltis3, Matthew D Wilkerson3,4, Clifton L Dalgard3,4, Aviva J Symes1,2.
Abstract
Traumatic brain injury (TBI) results in complex pathological reactions, where the initial lesion is followed by secondary inflammation and edema. Our laboratory and others have reported that angiotensin receptor blockers (ARBs) have efficacy in improving recovery from traumatic brain injury in mice. Treatment of mice with a subhypotensive dose of the ARB candesartan results in improved functional recovery, and reduced pathology (lesion volume, inflammation and gliosis). In order to gain a better understanding of the molecular mechanisms through which candesartan improves recovery after controlled cortical impact injury (CCI), we performed transcriptomic profiling on brain regions after injury and drug treatment. We examined RNA expression in the ipsilateral hippocampus, thalamus and hypothalamus at 3 or 29 days post injury (dpi) treated with either candesartan (0.1 mg/kg) or vehicle. RNA was isolated and analyzed by bulk mRNA-seq. Gene expression in injured and/or candesartan treated brain region was compared to that in sham vehicle treated mice in the same brain region to identify genes that were differentially expressed (DEGs) between groups. The most DEGs were expressed in the hippocampus at 3 dpi, and the number of DEGs reduced with distance and time from the lesion. Among pathways that were differentially expressed at 3 dpi after CCI, candesartan treatment altered genes involved in angiogenesis, interferon signaling, extracellular matrix regulation including integrins and chromosome maintenance and DNA replication. At 29 dpi, candesartan treatment reduced the expression of genes involved in the inflammatory response. Some changes in gene expression were confirmed in a separate cohort of animals by qPCR. Fewer DEGs were found in the thalamus, and only one in the hypothalamus at 3 dpi. Additionally, in the hippocampi of sham injured mice, 3 days of candesartan treatment led to the differential expression of 384 genes showing that candesartan in the absence of injury had a powerful impact on gene expression specifically in the hippocampus. Our results suggest that candesartan has broad actions in the brain after injury and affects different processes at acute and chronic times after injury. These data should assist in elucidating the beneficial effect of candesartan on recovery from TBI.Entities:
Keywords: RNA seq; angiotensin; candesartan; hippocampus; transcriptomic (RNA-Seq); traumatic brain injury
Year: 2021 PMID: 33828448 PMCID: PMC8019829 DOI: 10.3389/fnins.2021.636259
Source DB: PubMed Journal: Front Neurosci ISSN: 1662-453X Impact factor: 4.677
FIGURE 1Experimental Design. Mice were subjected to controlled cortical impact (CCI) or sham injury and sacrificed at either 3 days post-injury (dpi) (acute) or 29 dpi (chronic). Mice in the acute trial received three 0.1 mg/kg intraperitoneal (IP) injections of candesartan or vehicle at 6, 24, and 48 h post-injury. Mice in the chronic trial received an initial dose of 0.1 mg/kg candesartan or vehicle at 6 h post-injury and then at 1 dpi, were implanted with osmotic pumps with continuous SQ infusion of candesartan or vehicle (0.1 mg/kg/day) until sacrifice. Brains were removed and the hippocampus, thalamus, and hypothalamus dissected, and RNA isolated from these regions.
FIGURE 2Semi-Supervised Hierarchical Clustering of Genes at 3 and 29 dpi. The top 5,000 genes according to median absolute deviation (MAD) of the gene transcripts per million (TPM) across all samples underwent semi-supervised hierarchical clustering (n = 4/group). Samples clustered primarily by brain region at 3 dpi (A) and at 29 dpi (B).
FIGURE 3Principal Component Analysis (PCA) of Differentially Expressed Genes at 3 and 29 dpi. PCA analysis shows the largest differences between brain regions at both (A) 3 dpi and (B) 29 dpi for all conditions. Differences are also seen between TBI and sham in the hippocampus at (C) 3 dpi but not at (D) 29 dpi (n = 4/group).
Total Differentially Expressed Genes.
FIGURE 4Unique gene analysis in the hippocampus at 3 and 29 dpi. Differentially expressed genes (DEGs) that were either upregulated or down-regulated after TBI relative to those in the sham + vehicle group, were compared between vehicle and candesartan treatments at (A) 3 and (B) 29 dpi in the hippocampus. DEGs were identified with a false discovery rate of 0.05 and an absolute log2 fold-change (abs log2 FC) > 0.32.
Gene Ontology Analysis of Unique Genes at 3 dpi in the Hippocampus.
| Up-Regulated | Candesartan | Response to Stress (GO:0006950) | 1.23E-05 |
| Regulation of Cell Adhesion (GO:0030155) | 6.44E-05 | ||
| Response to Chemical (GO:0042221) | 9.95E-04 | ||
| Positive Regulation of Cell Adhesion (GO:0045785) | 1.05E-03 | ||
| Cellular Response to Nitrogen Compound (GO:1901699) | 1.18E-03 | ||
| Cellular Response to Chemical Stimulus (GO:0070887) | 1.34E-03 | ||
| Response to Wounding (GO:0009611) | 1.38E-03 | ||
| Cellular Response to Stress (GO:0033554) | 2.36E-03 | ||
| Response to Stimulus (GO:0050896) | 2.98E-03 | ||
| Circulatory System Development (GO:0072359) | 4.79E-03 | ||
| Tube Development (GO:0035295) | 4.85E-03 | ||
| Wound Healing (GO:0042060) | 4.91E-03 | ||
| Positive Regulation of Biological Process (GO:0048518) | 5.16E-03 | ||
| Regulation of Programmed Cell Death (GO:0043067) | 5.22E-03 | ||
| Regulation of Apoptotic Process (GO:0042981) | 7.02E-03 | ||
| Response to Nitrogen Compound (GO:1901698) | 7.67E-03 | ||
| Blood Vessel Development (GO:0001568) | 7.84E-03 | ||
| Positive Regulation of Cellular Process (GO:0048522) | 7.99E-03 | ||
| Metabolic Process (GO:0008152) | 8.11E-03 | ||
| Regulation of Developmental Process (GO:0050793) | 8.40E-03 | ||
| Vehicle | No GO Families Identified | ||
| Down-Regulated | Candesartan | Cilium Assembly (GO:0060271) | 3.46E-07 |
| Cilium Organization (GO:0044782) | 3.83E-07 | ||
| Microtubule Bundle Formation (GO:0001578) | 4.08E-07 | ||
| Axoneme Assembly (GO:0035082) | 7.29E-07 | ||
| Cilium Movement (GO:0003341) | 3.29E-06 | ||
| Plasma Membrane Bounded Cell Projection Assembly (GO:0120031) | 1.30E-05 | ||
| Cell Projection Assembly (GO:0030031) | 1.96E-05 | ||
| Organelle Assembly (GO:0070925) | 1.79E-04 | ||
| Microtubule-Based Process (GO:0007017) | 2.88E-04 | ||
| Cell Projection Organization (GO:0030030) | 1.42E-03 | ||
| Plasma Membrane Bounded Cell Projection Organization (GO:0120036) | 2.20E-03 | ||
| Microtubule Cytoskeleton Organization (GO:0000226) | 2.74E-03 | ||
| Microtubule-Based Movement (GO:0007018) | 6.10E-03 | ||
| Cilium or Flagellum-Dependent Cell Motility (GO:0001539) | 6.53E-03 | ||
| Cilium-Dependent Cell Motility (GO:0060285) | 6.99E-03 | ||
| Cytoskeleton Organization (GO:0007010) | 7.02E-03 | ||
| Sperm Motility (GO:0097722) | 3.19E-02 | ||
| Vehicle | Anion Transport (GO:0006820) | 2.76E-02 | |
| Reproduction (GO:0000003) | 4.29E-02 | ||
| Organic Anion Transport (GO:0015711) | 4.48E-02 | ||
| Reproductive Process (GO:0022414) | 5.31E-02 | ||
| Multicellular Organismal Homeostasis (GO:0048871) | 6.27E-02 |
Gene Ontology Analysis of Unique Genes at 29 dpi in the Hippocampus.
| Up-regulated | Candesartan | No GO Families Identified | |
| Vehicle | Response to External Stimulus (GO:0009605) | 1.19E-13 | |
| Immune System Process (GO:0002376) | 1.21E-13 | ||
| Defense Response (GO:0006952) | 2.95E-13 | ||
| Response to Stress (GO:0006950) | 3.45E-11 | ||
| Response to External Biotic Stimulus (GO:0043207) | 1.60E-10 | ||
| Response to Other Organism (GO:0051707) | 1.81E-10 | ||
| Interspecies Interaction Between Organisms (GO:0044419) | 1.91E-10 | ||
| Response to Biotic Stimulus (GO:0009607) | 2.17E-10 | ||
| Regulation of Localization (GO:0032879) | 7.18E-10 | ||
| Inflammatory Response (GO:0006954) | 8.79E-10 | ||
| Regulation of Multicellular Organismal Process (GO:0051239) | 1.58E-09 | ||
| Immune Response (GO:0006955) | 3.67E-09 | ||
| Response to Chemical (GO:0042221) | 4.09E-09 | ||
| Regulation of Transport (GO:0051049) | 1.34E-08 | ||
| Regulation of Immune Response (GO:0050776) | 3.10E-08 | ||
| Defense Response to Other Organism (GO:0098542) | 3.93E-08 | ||
| Positive Regulation of Biological Process (GO:0048518) | 4.16E-08 | ||
| Positive Regulation of Cellular Process (GO:0048522) | 1.18E-07 | ||
| Regulation of Cytokine Production (GO:0001817) | 1.27E-07 | ||
| Negative Regulation of Multicellular Organismal Process (GO:0051241) | 1.54E-07 | ||
| Down-regulated | Candesartan | No GO Families Identified | |
| Vehicle | No GO Families Identified |
Pathway Analysis of Unique Up-Regulated Genes at 3 dpi in the Hippocampus.
| Reactome | Extracellular matrix organization | VCAM1, FN1, THBS1, VWF, COL3A1, ITGA1, F11R, COL12A1, ADAM8, MMP2, BMP1, CASP3, FBLN5, LOXL1, BMP4, LRP4 | 7.41E-07 |
| Reactome | Interferon signaling | VCAM1, FLNA, OAS1, ISG15, USP18, SAMHD1, IFI35, ISG20, BST2, DDX58, TRIM21, SP100, TRIM34 | 1.74E-06 |
| Reactome | Chromosome maintenance | PCNA, POLA2, PRIM2, RFC3, LIG1, H2BC14, CENPK, CENPO, CENPX | 8.60E-05 |
| Reactome | Lagging strand synthesis | PCNA, POLA2, PRIM2, RFC3, LIG1 | 1.09E-04 |
| Reactome | Response to elevated platelet cytosolic Ca2+ | FN1, THBS1, VWF, FLNA, F13A1, VCL, PFN1, PF4, LAMP2 | 1.25E-04 |
| PID | Integrin-1 pathway | VCAM1, FN1, THBS1, COL3A1, ITGA1, F13A1, MDK | 1.25E-04 |
| Reactome | Interferon alpha/beta signaling | OAS1, ISG15, USP18, SAMHD1, IFI35, ISG20, BST2 | 1.61E-04 |
| Reactome | Telomere c-strand (lagging strand) synthesis | PCNA, POLA2, PRIM2, RFC3, LIG1 | 3.31E-04 |
| Reactome | Integrin cell surface interactions | VCAM1, FN1, THBS1, VWF, COL3A1, ITGA1, F11R | 4.02E-04 |
| Reactome | Polymerase switching | PCNA, POLA2, PRIM2, RFC3 | 4.02E-04 |
| Reactome | Platelet activation, signaling and aggregation | FN1, THBS1, VWF, FLNA, F13A1, VCL, PFN1, PF4, LAMP2, PIK3R6, GNG10 | 4.02E-04 |
| Reactome | DNA strand elongation | PCNA, POLA2, PRIM2, RFC3, LIG1 | 4.43E-04 |
| Reactome | Processive synthesis on the lagging strand | PCNA, POLA2, PRIM2, LIG1 | 4.53E-04 |
| KEGG | DNA replication | PCNA, POLA2, PRIM2, RFC3, LIG1 | 6.78E-04 |
| Reactome | Polymerase switching on the C-strand of the telomere | PCNA, POLA2, PRIM2, RFC3 | 6.78E-04 |
| Reactome | MAP2K and MAPK activation | FN1, VWF, VCL, ACTG1, NRAS | 1.04E-03 |
| KEGG | Focal adhesion | FN1, THBS1, VWF, COL3A1, ITGA1, FLNA, VCL, ACTG1, ILK | 1.27E-03 |
| PID | Integrins in angiogenesis | FN1, COL3A1, F11R, COL12A1, VCL, ILK | 1.41E-03 |
| Reactome | Extension of telomeres | PCNA, POLA2, PRIM2, RFC3, LIG1 | 1.41E-03 |
| Reactome | Signaling by moderate kinase activity BRAF mutants | FN1, VWF, VCL, ACTG1, NRAS | 1.50E-03 |
Pathway Analysis of Unique Down-Regulated Genes at 3 dpi in the Hippocampus.
| Reactome | Core matrisome | COL9A3, COL8A2, COL14A1, COL18A1, HSPG2, FBN1, NID2, PRELP, FNDC1 | 1.05E-03 |
| Reactome | SLC-mediated transmembrane transport | SLC44A5, SLC31A1, SLC22A8, SLC13A4, SLC4A5, SLC4A2, SLCO2A1, SLC16A2 | 2.75E-03 |
| PID | Integrins in angiogenesis | COL9A3, COL8A2, COL14A1, VEGFA, ADGRA2 | 3.54E-03 |
| Reactome | Degradation of the extracellular matrix | COL9A3, COL8A2, COL14A1, COL18A1, HSPG2, FBN1 | 3.54E-03 |
| Reactome | Extracellular matrix organization | COL9A3, COL8A2, COL14A1, COL18A1, HSPG2, FBN1, NID2, TTR | 3.54E-03 |
| Reactome | Retinoid cycle disease events | TTR, ABCA4, STRA6 | 3.54E-03 |
| Reactome | Integrin cell surface interactions | COL9A3, COL8A2, COL18A1, HSPG2, FBN1 | 3.54E-03 |
| NABA | Collagens | PCOL9A3, COL8A2, COL14A1, COL18A1 | 3.85E-03 |
| Reactome | Collagen chain trimerization | COL9A3, COL8A2, COL14A1, COL18A1 | 3.85E-03 |
| Reactome | Assembly of collagen fibrils and other multimeric structures | COL9A3, COL8A2, COL14A1, COL18A1 | 1.27E-02 |
| Reactome | The canonical retinoid cycle in rods (twilight vision) | TTR, ABCA4, STRA6 | 1.28E-02 |
| Reactome | Collagen degradation | COL9A3, COL8A2, COL14A1, COL18A1 | 1.28E-02 |
| Reactome | Collagen biosynthesis and modifying enzymes | COL9A3, COL8A2, COL14A1, COL18A1 | 1.42E-02 |
| Reactome | Response to elevated platelet cytosolic Ca2+ | VEGFA, F5, ACTN2, IGF2, PHACTR2 | 1.47E-02 |
| Reactome | Laminin interactions | COL18A1, HSPG2, NID2 | 2.16E-02 |
| Reactome | Cargo concentration in the ER | F5, CD59, FOLR1 | 2.69E-02 |
| Reactome | Transport of bile salts and organic acids, metal ions and amine compounds | SLC44A5, SLC31A1, SLC22A8, SLC13A4 | 2.86E-02 |
| Reactome | Collagen formation | COL9A3, COL8A2, COL14A1, COL18A1 | 3.21E-02 |
| NABA | Basement membranes | COL18A1, HSPG2, NID2 | 4.04E-02 |
| Reactome | Visual phototransduction | HSPG2, TTR, ABCA4, STRA6 | 4.32E-02 |
FIGURE 5ReactomeFIViz-Derived Cluster Functional Interaction Network. Functional modules of unique up-regulated DEGs altered by candesartan treatment after TBI at 3 dpi in the hippocampus. Nodes in different network modules are shown in different colors. The modules listed are described in Supplementary Table 5.
FIGURE 6RT-qPCR Verification of Selected Differentially Expressed Genes in the Hippocampus at 3 and 29 dpi. (A) RNA-seq analysis shows highly elevated expression of specific genes in the ipsilateral hippocampus at 3 dpi that is not reduced on candesartan treatment. (B) RT-qPCR of RNA isolated from an independent cohort of injured mice confirmed changes seen in RNA-seq of injured hippocampi at 3 dpi. (C) RNA-seq analysis shows candesartan reduced the TBI mediated induction of RNA expression of these genes at 29 dpi. (D) RT-qPCR confirmed candesartan mediated reduction in expression of elevated gene Vimentin at 29 dpi, but not all investigated genes. C4b (complement C4B), Gpnmb (Glycoprotein Nmb), Lyz2 (Lysozyme 2) Vim (Vimentin) VH, vehicle; CD, candesartan. Mean +/– S.E.M., n = 4 (A–C), n = 8 (D). *p < 0.05, **p < 0.0001.