| Literature DB >> 31729981 |
Timothy N Friedman1, Muhammad Saad Yousuf1, Ana Catuneanu2, Mansi Desai2, Camille A Juźwik3, Alyson E Fournier3, Bradley J Kerr4,5,6,7.
Abstract
BACKGROUND: Multiple sclerosis is an autoimmune disease with a distinct female bias, as well as a high prevalence of neuropathic pain in both sexes. The dorsal root ganglia (DRG) contain the primary sensory neurons that give rise to pain, and damage to these neurons may lead to neuropathic pain. Here, we investigate the sex differences of the DRG transcriptome in a mouse model of MS.Entities:
Keywords: DRG; Inflammation; Micro-RNA; Multiple sclerosis; Pain
Mesh:
Substances:
Year: 2019 PMID: 31729981 PMCID: PMC6858636 DOI: 10.1186/s12974-019-1600-7
Source DB: PubMed Journal: J Neuroinflammation ISSN: 1742-2094 Impact factor: 8.322
Fig. 1EAE primarily affects female DRGs over males at the transcriptional level. a Joined volcano plots of DEGs; female DEGs = 3520, male DEGs = 189. Vertical dotted lines represent log10(q = 0.1) as a cutoff threshold for significance. b Principal component analysis suggests separation of the EAE and CFA DRGs when analyzed by all mRNA sequencing data. Top two components are plotted. c Heatmaps of all DEGs in EAE further visualize the clustering of EAE. Values are Reads/Totals Reads normalized to the average of the CFA condition. DEG = differentially expressed gene
Fig. 2Female and male DRGs exhibit unique functional RNA signatures. a Both sexes show similar PANTHER Pathways GO cell compartment terms. b However, REACTOME pathways of female and male DEGs show a distinct profile, suggesting that the function of each set of DEGs may be different. Color legends represent grouped terms under the REACTOME hierarchy. Wedges are scaled to # DEGs in pathway/# genes defined in the respective pathway
GOrilla/REViGO analysis of differentially expressed genes in female EAE. Top 10 non-dispensable terms are reported
| REViGO term | -log( | Dispensability | Frequency (%) |
|---|---|---|---|
| Extracellular region | 23.8069 | 0 | 2.38 |
| Cell surface | 19.1549 | 0 | 0.24 |
| Membrane | 27.0114 | 0 | 61.59 |
| Vesicle | 9.279 | 0 | 1.36 |
| Extracellular region part | 30.5186 | 0 | 1.31 |
| Side of membrane | 20.0101 | 0 | 0.21 |
| Membrane region | 12.4225 | 0.037 | 0.12 |
| External side of plasma membrane | 19.3224 | 0.046 | 0.06 |
| Cell part | 20.251 | 0.087 | 52.39 |
| Cytoplasmic part | 14.284 | 0.214 | 12.66 |
GOrilla/REViGO analysis of differentially expressed genes in male EAE. Top 10 non-dispensable terms are reported
| REViGO term | -log( | Dispensability | Frequency (%) |
|---|---|---|---|
| Membrane | 19.9136 | 0 | 61.59 |
| NADH dehydrogenase complex | 12.2565 | 0 | 0.04 |
| Organelle | 9.8665 | 0 | 20.79 |
| Extracellular region part | 11.5017 | 0 | 1.31 |
| Respiratory chain | 9.8239 | 0.035 | 0.30 |
| Cell surface | 11.9872 | 0.045 | 0.24 |
| Mitochondrial membrane part | 11.4377 | 0.053 | 0.38 |
| Cell part | 17.4437 | 0.093 | 52.39 |
| Receptor complex | 9.9747 | 0.233 | 0.12 |
| Cytoplasmic part | 16.0414 | 0.261 | 12.66 |
Fig. 3Validation of DEGs by qPCR. Bar graphs of a C3, b C5ar1, c Stat1, d Trem2, e Tlr7, and f Tlr8. *p < 0.05, two-way ANOVAs with Sidak’s multiple comparison test. Bars indicate geometric mean with 95% confidence interval
qPCR statistics for DEGs and DEmiRs
| DEG/DEmiR | Female | Male | Main effect | 2° effect | ||||
|---|---|---|---|---|---|---|---|---|
| Fold change | Adjusted | Fold change | Adjusted | |||||
| 2.48 | 0.0029 | 0.17 | < 0.0001 | Sex | < 0.0001 | Disease | 0.0384 | |
| 2.69 | 0.0079 | 1.23 | 0.8121 | Disease | 0.0170 | ~ | ~ | |
| 3.13 | < 0.0001 | 0.33 | 0.0005 | Sex | < 0.0001 | ~ | ~ | |
| 1.80 | 0.0072 | 0.61 | 0.0375 | Sex | 0.0004 | ~ | ~ | |
| 1.85 | 0.0182 | 0.80 | 0.6256 | Sex | 0.0174 | ~ | ~ | |
| 2.82 | < 0.0001 | 0.60 | 0.0478 | Sex | < 0.0001 | ~ | ~ | |
| 3.78 | < 0.0001 | 4.76 | < 0.0001 | Disease | < 0.0001 | ~ | ~ | |
| 4.36 | 0.0232 | 0.22 | 0.1188 | Sex | 0.0037 | ~ | ~ | |
Fig. 4miR-21a-5p is the candidate miR for EAE in females and males. a Joined volcano plots of DEmiRs; female DEmiRs = 29, male DEmiRs = 3. Vertical dotted lines represent log10(q = 0.1) as a cutoff threshold for significance. b Principal component analysis shows minimal separation of EAE and CFA animals by all miR sequencing data. Top two components are plotted. c Heatmaps of all DEmiRs in EAE. Values are Reads / Totals Reads normalized to the average of the CFA condition. d qPCR validation of miR-21a-5p in female and male DRGs. e qPCR validation of miR-122-5p in female and male DRGs. *p < 0.05, two-way ANOVAs with Sidak’s multiple comparison test. Bars indicate geometric mean with 95% confidence interval. DEmiR = differentially expressed miRs
Canonical pathways differentially expressed between female vs. male EAE
| Ingenuity canonical pathways | -log( | Ratio | |
|---|---|---|---|
| LXR/RXR activation | 5.06 | 0.145 | 2.673 |
| Acute phase response signaling | 4.44 | 0.116 | 1.155 |
| Neuroinflammation signaling pathway | 3.57 | 0.0871 | 0.229 |
| Complement system | 3.54 | 0.212 | 1.342 |
| FXR/RXR activation | 3.12 | 0.113 | N/A |
| Phagosome formation | 2.88 | 0.107 | N/A |
| Cytotoxic T lymphocyte-mediated apoptosis of target cells | 2.39 | 0.185 | 1 |
| Hepatic fibrosis/hepatic stellate cell activation | 2.21 | 0.0838 | N/A |
| GP6 signaling pathway | 2.14 | 0.0909 | 0.302 |
| Interferon signaling | 2.12 | 0.161 | 2.236 |
Fig. 5Schematic of a hypothetical DRG in EAE. Although we observe increased miR-21 in both sexes, only females display the increased inflammatory signaling (see reference)