| Literature DB >> 30531681 |
Gui-Dong Shi1,2, Xiao-Lei Zhang1,2, Xin Cheng1,2, Xu Wang1,2, Bao-You Fan1,2, Shen Liu1,2, Yan Hao1,2, Zhi-Jian Wei1,2, Xian-Hu Zhou1,2, Shi-Qing Feng1,2.
Abstract
BACKGROUND Spinal cord injury (SCI) is a serious disease with high disability and mortality rates, with no effective therapeutic strategies available. In SCI, abnormal DNA methylation is considered to be associated with axonal regeneration and cell proliferation. However, the roles of key genes in potential molecular mechanisms of SCI are not clear. MATERIAL AND METHODS Subacute spinal cord injury models were established in Wistar rats. Histological observations and motor function assessments were performed separately. Whole-genome bisulfite sequencing (WGBS) was used to detect the methylation of genes. Gene ontology (GO) term enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were performed using the DAVID database. Protein-protein interaction (PPI) networks were analyzed by Cytoscape software. RESULTS After SCI, many cavities, areas of necrotic tissue, and many inflammatory cells were observed, and motor function scores were low. After the whole-genome bisulfite sequencing, approximately 96 DMGs were screened, of which 50 were hypermethylated genes and 46 were hypomethylated genes. KEGG pathway analysis highlighted the Axon Guidance pathway, Endocytosis pathway, T cell receptor signaling pathway, and Hippo signaling pathway. Expression patterns of hypermethylated genes and hypomethylated genes detected by qRT-PCR were the opposite of WGBS data, and the difference was significant. CONCLUSIONS Abnormal methylated genes and key signaling pathways involved in spinal cord injury were identified through histological observation, behavioral assessment, and bioinformatics analysis. This research can serve as a source of additional information to expand understanding of spinal cord-induced epigenetic changes.Entities:
Mesh:
Year: 2018 PMID: 30531681 PMCID: PMC6295140 DOI: 10.12659/MSM.913141
Source DB: PubMed Journal: Med Sci Monit ISSN: 1234-1010
Figure 1Concise experimental procedure for the whole-genome bisulfite sequencing.
Information on primer sequences.
| Gene | Forward primer 5′ to 3′ | Reverse primer 5′ to 3′ | Annealing temperature (°C) |
|---|---|---|---|
| Csf2 | AATGACATGCGTGCTCTGGAGAAC | TCGTCTGGTAGTGGCTGGCTATC | 54 |
| Fars2 | CCACCTGGCAGAACTTCGATAGC | GTCACGCCGATACACATCACCTAC | 54 |
| Synj2 | TCCATGTCTCGTACCATCCAGTCC | CCGTGTTGTCCAGCAGCATCC | 53 |
| Ppp3cc | TCCGAGGCTGCTCCTACTTCTTC | AGCCAGTTGCTTGGTTCTTCCTG | 54 |
| Stat4 | CAGGACTGGAAGAAGCGGCAAC | AAGCAGTTCTGAAGCTGGTCCAAC | 53 |
| Pcsk2 | CACAGTCAACGCAACCAGGAGAG | ACCTTGGAGTCGTCGTCTCTTGG | 54 |
| Dnm3 | GTCACACCAGCCAACACCGATC | GGTGATAACGCCAATGGTCCTCAG | 54 |
| Hmgcll1 | ACTCCAGGCAGCATGAAGACAATG | TCATGGCAGTGAACAGCAAGAGC | 54 |
Figure 2Histological observation and motor function assessment after spinal cord injury. (A) Hematoxylin-eosin staining of spinal cord sections in the sham group at 8 weeks after reperfusion. (B) Hematoxylin-eosin staining of spinal cord sections in the SCI group at 8 weeks after reperfusion. (C) BBB scores of Wistar rats. Values are means ±SE (* P<0.0001).
Differential methylation in the spinal cord.
| Class | Hypermethylated | Hypomethylated | Total |
|---|---|---|---|
| Differentially methylated genes | 590 | 568 | 1158 (100%) |
| DMG, | 189 | 181 | 370 (31.95%) |
| DMG, | 50 | 46 | 96 (8.29%) |
Complete list of the 50 hypermethylated genes.
| Chr | Symbol | ID | Length | Num. CpGs | DMR. p value | DMR. q value | Mean. meth. diff |
|---|---|---|---|---|---|---|---|
| chr10 | Fbxw11 | NM_001106993_I2_introns | 13 | 3 | 3.97E-13 | 3.71E-11 | 41.39596773 |
| chr1 | Gna14 | NM_001013151_I1_introns | 44 | 3 | 4.18E-10 | 1.02E-08 | 39.78573567 |
| chr2 | Chi3l3 | NM_001191712_I5_introns | 289 | 3 | 6.72E-07 | 5.21E-06 | 39.31869094 |
| chr1 | Vps13a | NM_001100975_E54_exon | 51 | 3 | 4.76E-10 | 1.07E-08 | 38.36766934 |
| chr15 | Adra1a | NM_017191_I1_introns | 203 | 4 | 7.06E-13 | 2.54E-11 | 38.16288829 |
| chr6 | Frmd6 | NM_001271054_I1_introns | 171 | 3 | 7.03E-12 | 2.11E-10 | 37.4625921 |
| chr7 | Palm | NM_130829_I8_introns | 170 | 4 | 0.000442034 | 0.001304001 | 36.40773047 |
| chr6 | Nubpl | NM_001185025_I4_introns | 121 | 3 | 4.52E-07 | 6.02E-06 | 35.86094377 |
| chr17 | Crem | NM_001110860_I3_introns | 105 | 3 | 8.12E-05 | 0.000517023 | 35.7757685 |
| chr7 | Fam227a | NM_001130581_I20_introns | 61 | 3 | 0.000174069 | 0.000641881 | 35.64110942 |
| chr10 | Fstl4 | NM_001107000_I4_introns | 15 | 3 | 1.34E-05 | 0.000156783 | 34.86382548 |
| chr2 | Col11a1 | NM_013117_I49_introns | 226 | 3 | 1.04E-05 | 5.08E-05 | 34.8266253 |
| chr10 | Neurl1b | NM_001142652_I4_introns | 80 | 7 | 9.05E-06 | 0.000120934 | 34.13727909 |
| chr13 | Plxna2 | NM_001105988_I3_introns | 219 | 3 | 3.78E-05 | 0.000184147 | 33.8264037 |
| chr12 | Fry | NM_001170398_I63_introns | 55 | 4 | 8.19E-08 | 3.44E-06 | 33.49560871 |
| chr10 | Snx29 | NM_001109526_I7_introns | 6 | 4 | 2.56E-05 | 0.000217367 | 33.28848981 |
| chr10 | Litaf | NM_001105735_I1_introns | 54 | 5 | 6.91E-10 | 2.59E-08 | 33.03121583 |
| chr1 | Slc22a3 | NM_019230_I1_introns | 28 | 3 | 3.77E-09 | 7.37E-08 | 33.00571733 |
| chr18 | Fbn2 | NM_031826_I10_introns | 202 | 4 | 1.04E-13 | 5.10E-12 | 32.59773088 |
| chr17 | Susd3 | NM_001107341_I1_introns | 228 | 4 | 5.87E-05 | 0.000435361 | 31.38181808 |
| chr15 | Cysltr2 | NR_131894_I4_introns | 390 | 4 | 0.000284111 | 0.000601647 | 30.97831867 |
| chr15 | Fndc3a | NM_001107278_I21_introns | 516 | 5 | 0.000898606 | 0.001586244 | 30.17566608 |
| chr2 | Fat4 | NM_001191705_I1_introns | 449 | 5 | 2.40E-05 | 0.000101298 | 30.11072466 |
| chr1 | Syt3 | NM_019122_I5_introns | 71 | 3 | 2.07E-07 | 2.64E-06 | 29.85324558 |
| chr18 | Ldlrad4 | NM_001271365_I1_introns | 85 | 3 | 0.000175281 | 0.00071573 | 29.56178745 |
| chr19 | Cdh13 | NM_138889_I4_introns | 116 | 10 | 7.40E-08 | 3.11E-06 | 29.18274327 |
| chr10 | Asic2 | NM_001034014_I6_introns | 11 | 4 | 0.000718251 | 0.002857722 | 28.85755303 |
| chr1 | Il4r | NM_133380_I1_introns | 111 | 3 | 0.000835518 | 0.002523782 | 26.43736728 |
| chr8 | Kirrel3 | NM_001048215_I1_introns | 146 | 3 | 0.000935696 | 0.00519023 | 26.2257812 |
| chr1 | Ezr | NM_019357_I12_introns | 86 | 13 | 3.17E-07 | 3.31E-06 | 25.69879184 |
| chr2 | Bank1 | NM_001047918_I10_introns | 696 | 6 | 0.000248188 | 0.000607409 | 25.27410866 |
| chr15 | Ppp3cc | NM_134367_I8_introns | 628 | 3 | 1.49E-09 | 1.79E-08 | 25.22411799 |
| chr10 | Cpped1 | NM_001013963_I3_introns | 45 | 4 | 0.000373298 | 0.001745166 | 25.13311283 |
| chr1 | Ust | NM_001108458_I5_introns | 138 | 3 | 2.52E-11 | 1.23E-09 | 25.06445554 |
| chr9 | Stat4 | NM_001012226_I10_introns | 125 | 3 | 6.22E-06 | 4.71E-05 | 24.88762551 |
| chr10 | Rab11fip4 | NM_001107023_I3_introns | 29 | 3 | 0.000195025 | 0.001022057 | 24.47716696 |
| chr10 | Dexi | NM_001109026_I1_introns | 51 | 4 | 2.70E-09 | 6.48E-08 | 24.31882587 |
| chr17 | Mpp7 | NM_001100575_I12_introns | 128 | 3 | 0.000163608 | 0.000880968 | 24.29724306 |
| chr10 | Zc3h7a | NM_001108262_E23_exon | 50 | 3 | 0.00033137 | 0.001621921 | 23.86498374 |
| chr6 | Slc8a1 | NM_001270773_I6_introns | 151 | 5 | 0.000633381 | 0.001794639 | 23.70245762 |
| chr3 | Tspan18 | NM_001107750_I8_introns | 41 | 3 | 0.000144543 | 0.00100661 | 23.25712602 |
| chr1 | Arntl | NM_024362_I2_introns | 43 | 3 | 3.93E-14 | 2.88E-12 | 22.86236695 |
| chr15 | Ppp2r2a | NM_053999_I7_introns | 205 | 15 | 7.78E-09 | 5.60E-08 | 22.86049685 |
| chr2 | Arsb | NM_033443_I4_introns | 1282 | 21 | 5.69E-14 | 2.65E-12 | 22.42210761 |
| chr5 | Slco5a1 | NM_001107898_I8_introns | 154 | 4 | 0.000156566 | 0.0007552 | 22.36790713 |
| chr8 | Arhgap20 | NM_213629_I9_introns | 59 | 5 | 0.000990502 | 0.00519023 | 21.72558987 |
| chr6 | Arid4a | NM_001108029_I5_introns | 100 | 4 | 0.00047549 | 0.00142647 | 21.4264141 |
| chr1 | Syt17 | NM_138849_I3_introns | 56 | 3 | 1.50E-05 | 6.87E-05 | 21.27406378 |
| chr1 | Synm | NM_001134858_I2_introns | 104 | 5 | 9.91E-07 | 8.06E-06 | 21.19753403 |
| chr6 | Rtn1 | NM_053865_I49_introns | 141 | 3 | 4.75E-05 | 0.000195013 | 21.15397951 |
Complete list of the 46 hypomethylated genes.
| Chr | Symbol | ID | Length | Num. CpGs | DMR. p value | DMR. q value | Mean. meth. diff |
|---|---|---|---|---|---|---|---|
| chr8 | Snx1 | NM_053411_I8_introns | 16 | 3 | 0.000178924 | 0.001674221 | 39.23422802 |
| chr10 | Nubp1 | NM_001009619_I9_introns | 51 | 3 | 2.77E-09 | 6.48E-08 | 38.19511889 |
| chr19 | Atp6v0d1 | NM_001011927_I7_introns | 27 | 3 | 8.97E-07 | 1.88E-05 | 37.45568608 |
| chr8 | Bckdhb | NM_019267_I3_introns | 91 | 6 | 4.56E-11 | 1.99E-09 | 36.09637024 |
| chr6 | Prkch | NM_031085_I10_introns | 130 | 4 | 5.03E-06 | 3.02E-05 | 35.65709264 |
| chr13 | Hmcn1 | NM_001271292_I106_introns | 168 | 3 | 4.14E-08 | 4.04E-07 | 35.19645258 |
| chr1 | Zp2 | NM_031150_E10_exon | 79 | 4 | 0.00049086 | 0.001580462 | 33.48819301 |
| chr2 | Ptpn22 | NM_001106460_I13_introns | 70 | 3 | 5.71E-05 | 0.000202829 | 32.53343885 |
| chr2 | Skiv2l2 | NM_001034093_I2_introns | 95 | 4 | 3.00E-08 | 3.49E-07 | 31.5071179 |
| chr1 | Tulp2 | NM_001012168_I1_introns | 110 | 6 | 9.46E-07 | 7.92E-06 | 31.18947695 |
| chr12 | Fry | NM_001170398_I14_introns | 19 | 3 | 2.19E-05 | 0.000288601 | 30.41340002 |
| chr1 | Slco3a1 | NM_177481_I8_introns | 85 | 3 | 0.000528807 | 0.001684136 | 30.13666411 |
| chr1 | Atp10a | NM_001141935_I3_introns | 27 | 6 | 1.03E-06 | 8.14E-06 | 30.06814676 |
| chr1 | Prkg1 | NM_001105731_I15_introns | 70 | 5 | 0.000356284 | 0.001186265 | 28.94112061 |
| chr4 | Grm7 | NM_031040_I7_introns | 192 | 3 | 0.000245364 | 0.001003763 | 28.53745911 |
| chr10 | Carhsp1 | NM_152790_I2_introns | 102 | 5 | 2.26E-05 | 0.000211468 | 28.25784027 |
| chr2 | Noct | NM_138526_I1_introns | 17 | 3 | 0.000373085 | 0.000889665 | 28.10593157 |
| chr15 | Gpc5 | NM_001107285_I2_introns | 205 | 4 | 2.72E-09 | 2.44E-08 | 27.84298084 |
| chr16 | Nrg1 | NM_001271130_I1_introns | 272 | 4 | 0.000226123 | 0.000621838 | 27.46776641 |
| chr7 | Dmc1 | NM_001130567_I6_introns | 134 | 3 | 0.000623225 | 0.001671375 | 27.18046865 |
| chr8 | Tex264 | NM_001007665_I3_introns | 13 | 4 | 4.67E-12 | 3.06E-10 | 26.94493645 |
| chr1 | Oprm1 | NR_027877_I3_introns | 167 | 4 | 5.98E-05 | 0.000236705 | 26.39509712 |
| chr1 | Ntrk3 | NM_001270655_I14_introns | 19 | 4 | 0.000915163 | 0.00273615 | 26.34513213 |
| chr6 | Psma3l | NM_001004094_I5_introns | 128 | 3 | 1.84E-06 | 1.57E-05 | 26.13483738 |
| chr6 | Psma3 | NM_017280_I5_introns | 128 | 3 | 1.84E-06 | 1.57E-05 | 26.13483738 |
| chr7 | Cpq | NM_031640_I8_introns | 174 | 5 | 0.000464492 | 0.001305002 | 25.03471249 |
| chr1 | Tpd52l1 | NM_001044295_I1_introns | 43 | 4 | 2.22E-06 | 1.41E-05 | 24.99670494 |
| chr1 | RGD1307603 | NM_001134508_E3_exon | 35 | 6 | 6.18E-05 | 0.000241568 | 24.98945466 |
| chr19 | Gfod2 | NM_001107421_I2_introns | 100 | 9 | 4.56E-06 | 6.38E-05 | 24.49436882 |
| chr10 | Cyth1 | NM_053910_E12_exon | 56 | 6 | 2.55E-05 | 0.000217367 | 24.45542274 |
| chr13 | Gpatch2 | NM_001011909_I1_introns | 258 | 3 | 9.48E-05 | 0.000369638 | 23.92339964 |
| chr9 | Myo1b | NM_053986_I3_introns | 136 | 6 | 8.64E-05 | 0.000351935 | 23.4475614 |
| chr18 | Ldlrad4 | NM_001271365_I5_introns | 494 | 14 | 5.50E-07 | 5.39E-06 | 23.43565697 |
| chr6 | Frmd6 | NM_001271054_I1_introns | 304 | 4 | 0.000701646 | 0.001871057 | 23.28083922 |
| chr1 | Plpp4 | NM_001191631_I5_introns | 86 | 3 | 1.05E-05 | 5.31E-05 | 23.22492261 |
| chr1 | Gpr139 | NM_001024241_I1_introns | 38 | 3 | 0.00021821 | 0.000752181 | 22.95290692 |
| chr10 | Ccdc40 | NM_001134688_I1_introns | 38 | 4 | 4.16E-05 | 0.000338144 | 22.84818656 |
| chr13 | Cntnap5b | NM_001047873_I1_introns | 329 | 3 | 1.10E-05 | 6.16E-05 | 22.56555396 |
| chr19 | Zfp612 | NM_001107428_I3_introns | 169 | 5 | 0.000905479 | 0.004444048 | 22.51841655 |
| chr8 | Dpp8 | NM_001108159_I13_introns | 120 | 13 | 0.000326038 | 0.002512407 | 22.4358468 |
| chr9 | Sphkap | NM_001127492_I13_introns | 199 | 4 | 0.000143173 | 0.000508033 | 21.12261507 |
| chr1 | Ipcef1 | NM_001170799_I1_introns | 88 | 4 | 0.000961996 | 0.002847121 | 20.82969003 |
| chr5 | Slco5a1 | NM_001107898_I1_introns | 62 | 3 | 8.67E-05 | 0.000473983 | 20.47392161 |
| chr4 | Prickle2 | NM_001107876_I1_introns | 181 | 7 | 0.000537784 | 0.001861562 | 20.45460701 |
| chr1 | Hddc2 | NM_001108460_I2_introns | 61 | 4 | 2.61E-05 | 0.000112648 | 20.32430339 |
| chr9 | Kcnh8 | NM_145095_I9_introns | 302 | 5 | 3.28E-05 | 0.000150472 | 20.01509207 |
Figure 3Representative heat map of the top 100 differentially methylated genes. Red indicates hypermethylated genes and blue indicates hypomethylated genes.
Gene ontology analysis of aberrantly methylated-differentially expressed genes in spinal cord injury.
| Category | Term | Count | % | P value |
|---|---|---|---|---|
| GOTERM_BP_DIRECT | GO:0007283 spermatogenesis | 6 | 5 | 0.083899175 |
| GOTERM_BP_DIRECT | GO:0008360 regulation of cell shape | 5 | 4.1 | 0.007915904 |
| GOTERM_BP_DIRECT | GO:0022008 neurogenesis | 4 | 3.3 | 0.00873703 |
| GOTERM_BP_DIRECT | GO:0006470 protein dephosphorylation | 4 | 3.3 | 0.032688039 |
| GOTERM_BP_DIRECT | GO:0006897 endocytosis | 4 | 3.3 | 0.046516317 |
| GOTERM_CC_DIRECT | GO:0005886~plasma membrane | 33 | 0.2 | 0.035034848 |
| GOTERM_CC_DIRECT | GO:0070062~extracellular exosome | 27 | 0.1 | 0.005859253 |
| GOTERM_CC_DIRECT | GO:0016020~membrane | 22 | 0.1 | 0.018591495 |
| GOTERM_CC_DIRECT | GO:0005887~integral component of plasma membrane | 14 | 0.1 | 0.003864181 |
| GOTERM_CC_DIRECT | GO:0048471~perinuclear region of cytoplasm | 13 | 0.1 | 0.000430891 |
| GOTERM_MF_DIRECT | GO:0005515~protein binding | 19 | 0.1 | 0.005508607 |
| GOTERM_MF_DIRECT | GO:0046872~metal ion binding | 15 | 0.1 | 0.032965821 |
| GOTERM_MF_DIRECT | GO:0005509~calcium ion binding | 12 | 0.1 | 0.002804787 |
| GOTERM_BP_DIRECT | GO:0007420~brain development | 8 | 6.1 | 0.00348475 |
| GOTERM_BP_DIRECT | GO:0006468~protein phosphorylation | 8 | 6.1 | 0.043342319 |
| GOTERM_BP_DIRECT | GO:0045471~response to ethanol | 6 | 4.6 | 0.008263832 |
| GOTERM_BP_DIRECT | GO:0007399~nervous system development | 6 | 4.6 | 0.009359172 |
| GOTERM_BP_DIRECT | GO:0007613~memory | 5 | 3.8 | 0.002955411 |
| GOTERM_CC_DIRECT | GO:0005737~cytoplasm | 46 | 35.1 | 0.023089945 |
| GOTERM_CC_DIRECT | GO:0070062~extracellular exosome | 34 | 26 | 0.00016196 |
| GOTERM_CC_DIRECT | GO:0016020~membrane | 21 | 16 | 0.084368826 |
| GOTERM_CC_DIRECT | GO:0005829~cytosol | 18 | 13.7 | 0.031630643 |
| GOTERM_CC_DIRECT | GO:0005887~integral component of plasma membrane | 15 | 11.5 | 0.003637411 |
| GOTERM_MF_DIRECT | GO:0005515~protein binding | 22 | 16.8 | 0.001727352 |
| GOTERM_MF_DIRECT | GO:0005509~calcium ion binding | 10 | 7.6 | 0.042887314 |
| GOTERM_MF_DIRECT | GO:0042803~protein homodimerization activity | 10 | 7.6 | 0.088758008 |
| GOTERM_MF_DIRECT | GO:0030165~PDZ domain binding | 4 | 3.1 | 0.043421165 |
| GOTERM_MF_DIRECT | GO:0005516~calmodulin binding | 4 | 3.1 | 0.08759155 |
KEGG pathway analysis of aberrantly methylated-differentially expressed genes in spinal cord injury.
| Pathway name | Gene num | P-value | Genes |
|---|---|---|---|
| Hypermethylation | |||
| Calcium signaling pathway | 7 | 0.001367652 | Htr7, Gna14, Adra1a, Cysltr2, Itpr3, Ppp3cc, Slc8a1 |
| Endocytosis pathway | 6 | 0.041783996 | Acap1, Ehd4, Rab11fip4, Sh3kbp1, Smurf1, Dnm3 |
| T cell receptor signaling pathway | 4 | 0.020396716 | Csf2, Ctla4, Ppp3cc, Vav2 |
| Axon guidance | 4 | 0.053653812 | Dpysl2, Plxna2, Ppp3cc, Robo2 |
| Dopaminergic synapse | 4 | 0.054679627 | Arntl, Itpr3, Ppp2r2a, Ppp3cc |
| Taste transduction | 3 | 0.053663995 | Asic2, Itpr3, Trpm5 |
| Hypomethylation | |||
| Endocytosis pathway | 6 | 0.041783996 | Arfgef1, Flt1, Cyth1, Dnm3, Snx1, Spg21 |
| Hippo signaling pathway | 4 | 0.082043834 | Frmd6, Bmp5, Ctnna2, Dlg2 |
Figure 4PPI network and the Core genes. (A) PPI network of hypermethylated genes. (B) Core genes of hypermethylated genes. (C) PPI network of hypomethylated genes. (D) Core genes of hypomethylated genes.
Figure 5Validation of the differential expression of 8 mRNAs of corresponding methylated genes identified in the WGBS in the SCI group compared with the sham group by qRT-PCR. Values are means ±SE (* P<0.05).