| Literature DB >> 26546062 |
David Satzer1, Catherine Miller2, Jacob Maxon3, Joseph Voth4, Christina DiBartolomeo5, Rebecca Mahoney6, James R Dutton7, Walter C Low8,9, Ann M Parr10,11.
Abstract
BACKGROUND: T cells undergo autoimmunization following spinal cord injury (SCI) and play both protective and destructive roles during the recovery process. T cell-deficient athymic nude (AN) rats exhibit improved functional recovery when compared to immunocompetent Sprague-Dawley (SD) rats following spinal cord transection.Entities:
Mesh:
Year: 2015 PMID: 26546062 PMCID: PMC4635574 DOI: 10.1186/s12868-015-0212-0
Source DB: PubMed Journal: BMC Neurosci ISSN: 1471-2202 Impact factor: 3.288
Fig. 1Variation in locomotor recovery between AN and SD rats. a Mean BBB locomotor score over time following SCI. Asterisk indicates P < 0.05. N = 8 for AN rats; N = 10 for SD rats. Error bars represent ±1 standard error. b Locomotor difference and T cell infiltration. Mean BBB score difference between AN and SD rats (left axis) and T cell density (T cells/mm2) in injury epicenter of SD rat (right axis). T cell data is used with permission [5]. Error bars represent ±1 standard error
Fig. 2Expression ranges for individual tissue samples. Box-and-whisker plot of log(FPKM) for each animal (3-digit identification number). Whiskers indicate 1st to 99th percentile; values outside this range are not represented. Note that the expression ranges were highly consistent between samples
Read mapping from RNA-seq output
| Phase | Strain | Animal | Total reads | Mapped reads | % Mapped | Genes |
|---|---|---|---|---|---|---|
| Acute | AN | 714 | 51,634,511 | 50,136,688 | 97.1 | 13,574 |
| 715 | 44,269,036 | 43,001,258 | 97.1 | 13,471 | ||
| 717 | 44,842,419 | 43,542,173 | 97.1 | 13,559 | ||
| SD | 618 | 48,194,423 | 46,090,448 | 95.6 | 14,035 | |
| 619 | 39,885,927 | 38,511,046 | 96.6 | 13,610 | ||
| 620 | 45,447,598 | 43,769,395 | 96.3 | 13,745 | ||
| Chronic | AN | 707 | 44,446,497 | 42,956,572 | 96.6 | 13,763 |
| 712 | 45,858,389 | 44,358,919 | 96.7 | 13,653 | ||
| 713 | 43,186,929 | 41,819,751 | 96.8 | 13,632 | ||
| SD | 605 | 49,095,638 | 47,230,803 | 96.2 | 13,861 | |
| 606 | 45,671,290 | 43,873,662 | 96.1 | 13,849 | ||
| 608 | 45,194,438 | 43,242,894 | 95.7 | 13,926 |
Fig. 3Volcano plots for differential gene expression in the acute and chronic phases of SCI. Colors represent Q < 0.05 (red) and Q > 0.05 (black) for differential expression testing. The overall magnitude of differential gene expression was greater in the acute phase, as evidenced by a larger median absolute value of log2FC (1.27 acute versus 0.99 chronic; P < 0.001) for differentially expressed genes. FC fold change (AN FKPM divided by SD FKPM). Q, false discovery rate-adjusted P value
Fig. 4Differential gene expression in the acute and chronic phases of SCI. a Venn diagram depicting number of differentially expressed genes over time. b Plot of gene log2FC values in the acute (horizontal axis) and chronic (vertical axis) phases. Colors represent the phase in which genes are differentially expressed. The dashed line (y = x) has a slope of 1. FC fold change (AN FKPM divided by SD FKPM)
Analysis of cell types via marker genes
| System | Cell type | Marker | Acute | Chronic | ||||
|---|---|---|---|---|---|---|---|---|
| Greater | log2FC | Q | Greater | log2FC | Q | |||
| Innate immune system | Dendritic cell |
| 0.14 | 0.77 | −0.02 | 0.98 | ||
| Macrophage |
| 0.66 | 0.12 | 0.47 | 0.07 | |||
| M1 macrophage |
| 0.50 | 0.16 | −0.18 | 0.68 | |||
| M2 macrophage |
| 0.46 | 0.12 | 0.32 | 0.18 | |||
| Mast cell |
| −0.05 | 0.95 | AN | 0.57 | 0.01 | ||
| Granulocyte |
| 0.19 | 0.91 | 0.26 | 0.87 | |||
| NK cell |
| 0.63 | 0.15 | AN | 1.20 | <0.01 | ||
| Adaptive immune system | T cell |
| SD | −2.37 | 0.02 | −0.88 | 0.17 | |
| Helper T cell |
| SD | −1.20 | <0.01 | −0.25 | 0.36 | ||
| Th1 cell |
| −0.12 | 0.83 | −0.14 | 0.72 | |||
| Th2 cell |
| AN | 0.65 | 0.02 | AN | 0.49 | 0.01 | |
| Cytotoxic T cell |
| AN | 1.39 | <0.01 | −0.37 | 0.16 | ||
| B cell |
| −1.29 | 1.00 | 0.74 | 1.00 | |||
| Central nervous system | Neuron |
| −3.31 | 0.05 | SD | −1.90 | <0.01 | |
| Oligodendrocyte |
| −1.27 | 0.30 | −0.21 | 0.82 | |||
| Astrocyte |
| −1.48 | 0.34 | 0.00 | 1.00 | |||
FC fold change (AN FKPM divided by SD FKPM); Q, false discovery rate-adjusted P value
Gene set enrichment analysis (GSEA) of genes differentially expressed in the acute phase only
| Themea | Gene set | Genes | % Acutely enriched | −log(Q)b | |
|---|---|---|---|---|---|
| AN (FC >1) | SD (FC <1) | ||||
| Immune system | Cell adhesion molecules | 25 | 32 | 68 | Infinite |
| Cell surface interactions at the vascular wall | 17 | 71 | 29 | 10.4 | |
| Hematopoietic cell lineage | 14 | 64 | 36 | 7.6 | |
| Hemostasis | 45 | 67 | 33 | Infinite | |
| Immune system | 51 | 76 | 24 | 10.2 | |
| Leukocyte trans-endothelial migration | 17 | 59 | 41 | 8.7 | |
| Platelet activation, signaling, and aggregation | 21 | 62 | 38 | 8.1 | |
| Neurons and axons | Axon guidance (Kegg gene set) | 17 | 12 | 88 | 8.1 |
| Axon guidance (Reactome gene set) | 29 | 17 | 83 | 12.8 | |
| Neuroactive ligand-receptor interaction | 23 | 22 | 78 | 7.6 | |
| Neuronal system | 32 | 16 | 84 | Infinite | |
| Transmission across chemical synapses | 24 | 17 | 83 | 11.5 | |
| GPCR signaling | Class A1 rhodopsin-like receptors | 24 | 46 | 54 | 7.3 |
| GPCR ligand binding | 32 | 41 | 59 | 9.9 | |
| GPCR signaling | 45 | 42 | 58 | 7.6 | |
| Cell transport | Solute carrier-mediated transmembrane transport | 28 | 36 | 64 | 12.4 |
| Transmembrane transport of small molecules | 44 | 32 | 68 | Infinite | |
| Transport of inorganic cations/anions and amino acids/oligopeptides | 19 | 32 | 68 | 12.4 | |
| Other | Cell cycle | 17 | 94 | 6 | 8.2 |
| Developmental biology | 32 | 22 | 78 | 10.2 | |
FC fold change (AN FKPM divided by SD FKPM), Q false discovery rate-adjusted P value
aThe 20 most highly enriched gene sets have been manually grouped for conceptual purposes
bThe value of −log(Q) is given for the GSEA Q value for each gene set
Differential expression within gene ontologies of interest
| Identifier | Gene ontology | Acute | Chronic | ||||
|---|---|---|---|---|---|---|---|
| Genes | % Enriched | Genes | % Enriched | ||||
| AN (FC >1) | SD (FC <1) | AN (FC >1) | SD (FC <1) | ||||
| GO:0008219 | Cell death | 221 | 39 | 61 | 196 | 57 | 43 |
| Type of cell death | |||||||
| GO:0012501 | Programmed | 202 | 39 | 61 | 179 | 56 | 44 |
| GO:0070265 | Necrotic | 7 | 86 | 14 | 6 | 83 | 17 |
| GO:0010941 | Regulation of cell death | 181 | 39 | 61 | 151 | 58 | 42 |
| GO:0010942 | Positive regulation | 60 | 42 | 58 | 49 | 65 | 35 |
| GO:0060548 | Negative regulation | 100 | 38 | 62 | 86 | 53 | 47 |
| GO:0070997 | Neuron death | 47 | 21 | 79 | 37 | 41 | 59 |
| GO:1901216 | Positive regulation | 11 | 9 | 91 | 5 | 40 | 60 |
| GO:1901215 | Negative regulation | 28 | 21 | 79 | 26 | 42 | 58 |
| Voltage-gated potassium channel | |||||||
| GO:0005249 | Activity | 27 | 4 | 96 | 23 | 4 | 96 |
| GO:0008076 | Complex | 22 | 5 | 95 | 15 | 7 | 93 |
| GO:0045163 | Clustering | 1 | 0 | 100 | 0 | n/a | n/a |
FC fold change (AN FKPM divided by SD FKPM)
Fig. 5Histologic assessment of macrophage infiltrate at the acute time point (1 week post-injury). The percentage of tissue area positively stained for macrophages (CD68), M1 macrophages (CD16), or M2 macrophages (CD163) was compared between AN and SD rats (N = 4 rats per strain). No significant differences were observed (P = 0.19 for CD68, P = 0.85 for CD16, and P = 0.71 for CD163). Error bars represent ±1 standard error