| Literature DB >> 30804258 |
Lei Guo1, Jing Lv2, Yun-Fei Huang1, Ding-Jun Hao1, Ji-Jun Liu1.
Abstract
Gene spectrum analysis has shown that gene expression and signaling pathways change dramatically after spinal cord injury, which may affect the microenvironment of the damaged site. Microarray analysis provides a new opportunity for investigating diagnosis, treatment, and prognosis of spinal cord injury. However, differentially expressed genes are not consistent among studies, and many key genes and signaling pathways have not yet been accurately studied. GSE5296 was retrieved from the Gene Expression Omnibus DataSet. Differentially expressed genes were obtained using R/Bioconductor software (expression changed at least two-fold; P < 0.05). Database for Annotation, Visualization and Integrated Discovery was used for functional annotation of differentially expressed genes and Animal Transcription Factor Database for predicting potential transcription factors. The resulting transcription regulatory protein interaction network was mapped to screen representative genes and investigate their diagnostic and therapeutic value for disease. In total, this study identified 109 genes that were upregulated and 30 that were downregulated at 0.5, 4, and 24 hours, and 3, 7, and 28 days after spinal cord injury. The number of downregulated genes was smaller than the number of upregulated genes at each time point. Database for Annotation, Visualization and Integrated Discovery analysis found that many inflammation-related pathways were upregulated in injured spinal cord. Additionally, expression levels of these inflammation-related genes were maintained for at least 28 days. Moreover, 399 regulation modes and 77 nodes were shown in the protein-protein interaction network of upregulated differentially expressed genes. Among the 10 upregulated differentially expressed genes with the highest degrees of distribution, six genes were transcription factors. Among these transcription factors, ATF3 showed the greatest change. ATF3 was upregulated within 30 minutes, and its expression levels remained high at 28 days after spinal cord injury. These key genes screened by bioinformatics tools can be used as biological markers to diagnose diseases and provide a reference for identifying therapeutic targets.Entities:
Keywords: Visualization and Integrated Discovery analysis; inflammation; Kyoto Encyclopedia of Genes and Genomes pathway; microarray; transcription factors; neural regeneration; nerve regeneration; spinal cord injury; differentially expressed genes; bioinformatics analyses; Database for Annotation
Year: 2019 PMID: 30804258 PMCID: PMC6425843 DOI: 10.4103/1673-5374.251335
Source DB: PubMed Journal: Neural Regen Res ISSN: 1673-5374 Impact factor: 5.135
Differentially expressed genes with consistent directions of variation at each time point after T8 SCI
| Symbols | |
|---|---|
| Up-regulated genes | 1810011010Rik |
| 3930401B19Rik | |
| A130040M12Rik | |
| Ada | |
| Adamts1 | |
| Akr1b8 | |
| Arid5a | |
| Atf3 | |
| Batf3 | |
| Birc3 | |
| C230007H23Rik | |
| C5ar1 | |
| Casp4 | |
| Ccl12 | |
| Ccl2 | |
| Ccl3 | |
| Ccl4 | |
| Ccl9 | |
| Cd14 | |
| Cebpb | |
| Cebpd | |
| Ch25h | |
| Cp | |
| Ctla2a | |
| Ctla2b | |
| Ctse | |
| Cxcl1 | |
| Cxcl10 | |
| Cxcl16 | |
| Cyr61 | |
| Cytip | |
| D17H6S56E-5 | |
| Dusp3 | |
| Dusp6 | |
| Egr2 | |
| Elavil | |
| Fnl | |
| Fos | |
| Fosl2 | |
| Gadd45g | |
| Galnt2 | |
| Galnt7 | |
| Gch1 | |
| Glipr1 | |
| Gm20186 | |
| Gpr65 | |
| Gpr84 | |
| H2-Aa | |
| H2-Ab1 | |
| Hmgb2 | |
| Icam1 | |
| Id1 | |
| Ier2 | |
| Irf2bp2 | |
| Itga5 | |
| Itgam | |
| Jun | |
| Junb | |
| Klf6 | |
| Lasp1 | |
| Lcn2 | |
| Lmna | |
| Lrgl | |
| Maff | |
| Map3k8 | |
| Mcll | |
| Mpzl2 | |
| Ms4a6d | |
| Myc | |
| Nes | |
| Nfkbiz | |
| Nras | |
| Nrros | |
| Ogfr | |
| Peak1 | |
| Plala | |
| Plaur | |
| Plek | |
| Plin4 | |
| Ptbp3 | |
| Ptgs2 | |
| Rab20 | |
| Rap2b | |
| Rgs1 Rhoj | |
| Rrad | |
| S100a10 | |
| Sbno2 | |
| Sdc4 | |
| Sec61a1 | |
| Serpine1 | |
| Sgk1 | |
| Snx18 | |
| Socs3 | |
| Srgn | |
| Stat3 | |
| Stom | |
| Tgifl | |
| Thbsl | |
| Timp3 | |
| Tlrl3 | |
| Tlr2 | |
| Tnfrsf12a | |
| Tribl | |
| Trp53 | |
| Tubb6 | |
| Wwtrl | |
| Xdh | |
| Zfp36 | |
| Down-regulated genes | 1700056N10Rik |
| 4833408G04Rik | |
| 6720422M22Rik | |
| Agbl5 | |
| AI480526 | |
| B830017H08Rik | |
| BC030500 | |
| CdhlO | |
| Cilp | |
| D630023F18Rik | |
| Dgkg | |
| Dnajc21 | |
| Dtxl | |
| Erdrl | |
| Faml63a | |
| Gprl2 | |
| Grin2b | |
| Hemgn | |
| Midi1 | |
| Pdp2 | |
| Pou4f1 | |
| Prr36 | |
| Rhox4b | |
| Smtnl2 | |
| Tfdp2 | |
| Trhde` | |
| Ttc3 | |
| Upp2 | |
| Wwox | |
| Xist |
The 3 KEGG pathway terms with the highest changes in enrichment scores at each SCI sub-group
| Sub-groups | DEGs | KEGG terms | P | Fold Enrichment | Genes |
|---|---|---|---|---|---|
| 0.5 h | Upregulated Genes | TNF signaling pathway | 0.0000 | 8.2443 | CXCL1, ICAM1, IL6, CEBPB, CCL2, TNF, PTGS2, SOCS3, MAP2K3, CXCL2, EDN1, NFKBIA, … |
| Legionellosis | 0.0000 | 7.8827 | CXCL1, IL6, TNF, CXCL2, TLR2, IL1B, NFKBIA, HSPA1A, HSPA1B, ITGAM, CD14 | ||
| Leishmaniasis | 0.0000 | 7.6587 | FOS, TNF, PTGS2, NCF1, JUN, TLR2, IL1B, NFKBIA, H2-AA, H2-AB1, ITGAM, IL1A | ||
| Downregulated Gene | ECM-receptor interaction | 0.0223 | 6.4983 | TNC, COL2A1, COL1A1, SV2C | |
| Amoebiasis | 0.0083 | 6.1095 | RAB7B, ACTN1, GNAS, COL2A1, COL1A1 | ||
| Proteoglycans in cancer | 0.0123 | 4.2255 | LUM, IGF1, COL1A1, FZD2, MMP2, KDR | ||
| 4 h | Upregulated Genes | Glycosaminoglycan degradation | 0.0003 | 4.8513 | GNS, ARSB, NAGLU, HPSE, GUSB, HEXA, HEXB, GALNS, GLB1 |
| Leishmaniasis | 0.0000 | 4.7755 | PTGS2, C3, TLR2, NFKBIA, TLR4, ITGB2, ITGB1, TGFB1, ITGAM, FOS, MYD88, IL1B, IFNGR1, … | ||
| Staphylococcus aureus infection | 0.0000 | 4.7543 | ICAM1, C3AR1, C5AR1, C3, FCGR4, ITGB2, H2-AB1, FCGR1, C1QC, ITGAM, FCGR3, C1QA, … | ||
| Downregulated Genes | Steroid biosynthesis | 0.0000 | 18.8585 | TM7SF2, CYP51, SC5D, MSMO1, SQLE, DHCR7, LSS, HSD17B7, DHCR24, NSDHL, FDFT1 | |
| Terpenoid backbone biosynthesis | 0.0000 | 9.9138 | FNTB, MVD, HMGCR, FDPS, HMGCS1, MVK, IDI1 | ||
| Nicotine addiction | 0.0000 | 8.9578 | SLC32A1, GABRA1, GRIN2B, GABRA3, GABRB2, GRIN2C, GRIN2D, GRIN1, CHRNA4, CHRNA7, … | ||
| 24 h | Upregulated Genes | Malaria | 0.0000 | 6.9027 | CSF3, SELP, ICAM1, IL6, CCL2, MET, TLR2, ACKR1, TLR4, ITGB2, TGFB1, VCAM1, CCL12, … |
| TNF signaling pathway | 0.0000 | 5.9275 | CXCL1, CSF2, CCL2, PTGS2, CSF1, CXCL3, CXCL2, EDN1, NFKBIA, NFKB1, CCL5, CXCL10, … | ||
| Legionellosis | 0.0000 | 5.5222 | CXCL1, IL6, RELA, CXCL3, HBS1L, CXCL2, TLR2, NFKBIA, NFKB1, TLR4, ITGB2, HSPA1A, … | ||
| Downregulated Gene | Hedgehog signaling pathway | 0.0245 | 6.2764 | PTCH1, GAS1, HHIP, GLI2 | |
| Basal cell carcinoma | 0.0001 | 6.1623 | BMP4, WNT5A, WNT4, PTCH1, FZD2, HHIP, GLI2, AXIN2, FZD6 | ||
| Fatty acid elongation | 0.0302 | 5.7936 | HACD4, ACOT2, ELOVL7, ELOVL6 | ||
| 3 d | Upregulated Genes | DNA replication | 0.0000 | 4.7563 | POLE, POLA1, MCM2, MCM3, MCM4, MCM5, MCM6, RFC5, POLD3, DNA2, POLD4, RFC3, … |
| Staphylococcus aureus infection | 0.0000 | 3.9536 | SELP, ICAM1, C3AR1, C5AR1, FCGR4, FPR1, ITGB2, H2-AB1, FPR2, FCGR1, C1QC, ITGAM, … | ||
| Leishmaniasis | 0.0000 | 3.9016 | PTPN6, PTGS2, NCF2, NCF1, NCF4, TLR2, FCGR4, NFKBIA, TLR4, ITGB2, H2-AB1, STAT1, … | ||
| Downregulated Gene | Nicotine addiction | 0.0000 | 7.8355 | GABRG1, GABRG2, GABRA2, GABRA1, GABRA4, GABRB2, GABRB1, GRIN1, GABRA5, … | |
| Cocaine addiction | 0.0000 | 5.0497 | CDK5R1, DRD2, MAOA, ADCY5, MAOB, GRIN1, GRIN3B, GRIN3A, GRM3, GRIA2, GRIN2B, … | ||
| Retrograde endocannabinoid signa | 0.0000 | 4.8046 | ADCY3, GABRB2, GABRB1, ABHD6, ADCY5, GNG13, KCNJ3, RIMS1, GNG8, CNR1, MGLL, … | ||
| 7 d | Upregulated Genes | DNA replication | 0.0000 | 4.1957 | LIG1, POLE, POLA1, MCM2, POLA2, MCM3, MCM4, MCM5, MCM6, PRIM1, RFC5, POLD3, … |
| Other glycan degradation | 0.0020 | 3.4964 | AGA, MAN2B2, HEXA, HEXB, MAN2B1, FUCA1, MANBA, GBA, GLB1 | ||
| Glycosaminoglycan degradation | 0.0014 | 3.3299 | GNS, ARSB, NAGLU, HYAL2, HPSE, GUSB, HEXA, HEXB, GALNS, GLB1 | ||
| Downregulated Genes | Nicotine addiction | 0.0000 | 7.7072 | GABRG2, GABRG3, GABRA1, GABRB3, GABRB2, GABRA3, GABRB1, GRIN1, GABRA5, … | |
| Steroid biosynthesis | 0.0000 | 6.7607 | CYP51, SC5D, MSMO1, SQLE, DHCR7, LSS, HSD17B7, NSDHL, DHCR24, FDFT1 | ||
| Retrograde endocannabinoid signa | 0.0000 | 4.8637 | ADCY1, ADCY2, GABRB3, GABRB2, GNAI1, GABRB1, ADCY5, GNG13, RIMS1, KCNJ3, … | ||
| 28 d | Upregulated Genes | Staphylococcus aureus infection | 0.0000 | 4.3360 | ITGAL, ICAM1, C3AR1, C5AR1, C3, FCGR4, ITGB2, H2-AB1, FCGR1, C1QC, ITGAM, FCGR3, … |
| Leishmaniasis | 0.0000 | 4.2712 | PTGS2, C3, TLR2, TLR4, ITGB2, ITGB1, TGFB1, ITGAM, IRAK4, FOS, MYD88, IFNGR2, … | ||
| Other glycan degradation | 0.0016 | 4.1894 | MAN2B2, HEXA, HEXB, MAN2B1, FUCA1, MANBA, GBA, GLB1 | ||
| Downregulated Genes | Steroid biosynthesis | 0.0000 | 15.2542 | TM7SF2, CYP51, SC5D, MSMO1, SQLE, DHCR7, LSS, HSD17B7, NSDHL, DHCR24, FDFT1 | |
| Nicotine addiction | 0.0000 | 9.8805 | GABRG3, GABRA1, GABRA3, GABRB2, GABRA5, GRIN1, GRIA4, GRIN3A, SLC32A1, … | ||
| Terpenoid backbone biosynthesis | 0.0014 | 6.8734 | MVD, HMGCR, FDPS, HMGCS1, MVK, IDI1 |
The 3 GO terms with the highest changes in enrichment scores at each SCI sub-group
| Sub-groups | DEGs | Category | GO terms | Fold Enrichment | Genes | |
|---|---|---|---|---|---|---|
| 0.5 h | Upregulated Genes | GO_BP | positive regulation of TRAIL-activated apoptotic signaling pathway | 0.0012 | 49.0027 | ATF3, TIMP3, PTEN |
| cellular response to cycloheximide | 0.0012 | 49.0027 | KLF2, MYC, KLF4 | |||
| positive regulation of cell aging | 0.0403 | 49.0027 | TRP53, LMNA | |||
| GO_CC | neuronal cell body membrane | 0.0023 | 8.8052 | ATP2B1, KCNA2, KCNB1, HPCA, CX3CR1 | ||
| microtubule associated complex | 0.0153 | 7.5659 | NDEL1, MAP1B, PAFAH1B1, RANBP2 | |||
| nuclear euchromatin | 0.0203 | 6.8094 | JUN, MYC, KLF4, SMARCA4 | |||
| GO_MF | C-4 methylsterol oxidase activity | 0.0424 | 46.5227 | MSMO1, CH25H | ||
| CCR2 chemokine receptor binding | 0.0027 | 34.8920 | CCL12, CCL2, CCL7 | |||
| MRF binding | 0.0065 | 23.2613 | TSC22D3, CREBBP, BHLHE40 | |||
| Downregulated Genes | GO_BP | intramembranous ossification | 0.0005 | 86.9327 | COL1A1, AXIN2, MMP2 | |
| endothelium development | 0.0282 | 69.5462 | SLC40A1, KDR | |||
| peripheral nervous system axon regeneration | 0.0282 | 69.5462 | TNC, MMP2 | |||
| GO_CC | cytoplasmic microtubule | 0.0360 | 9.9504 | BIRC5, MID1, AXIN2 | ||
| nuclear envelope | 0.0096 | 5.9828 | TRPC2, AGPAT5, CHIL3, RRM2, TFDP2 | |||
| extracellular matrix | 0.0009 | 5.1444 | LPL, LUM, TNC, CILP, COL2A1, COL1A1, MFAP4, … | |||
| GO_MF | tRNA (guanine-N2-)-methyltransferase activity | 0.0171 | 115.1551 | TRMT1L, TRMT11 | ||
| glycine binding | 0.0033 | 34.5465 | GLRA1, GRIN2B, SRR | |||
| integrin binding | 0.0198 | 6.9093 | FAP, IGF1, ACTN1, KDR | |||
| 4 h | Upregulated Genes | GO_BP | antigen processing and presentation of exogenous peptide antigen via MHC class I | 0.0001 | 13.8031 | H2-K1, IFI30, FCER1G, FCGR1, FCGR3 |
| antigen processing and presentation of peptide antigen | 0.0014 | 13.8031 | SLC11A1, H2-AA, H2-AB1, CTSS | |||
| toll-like receptor 7 signaling pathway | 0.0014 | 13.8031 | HAVCR2, UNC93B1, PIK3AP1, TLR7 | |||
| GO_CC | NLRP3 inflammasome complex | 0.0032 | 11.3000 | CASP4, GSDMD, PYCARD, CASP1 | ||
| AIM2 inflammasome complex | 0.0273 | 10.5938 | CASP4, PYCARD, CASP1 | |||
| CD95 death-inducing signaling complex | 0.0273 | 10.5938 | CFLAR, CASP8, FAS | |||
| GO_MF | IgG receptor activity | 0.0153 | 13.6510 | FCGRT, FCGR1, FCGR3 | ||
| peptidase activator activity involved in apoptotic process | 0.0153 | 13.6510 | PYCARD, CTSC, CTSH | |||
| Fc-gamma receptor I complex binding | 0.0153 | 13.6510 | LGALS3, FGR, FLNA | |||
| Downregulated Genes | GO_BP | regulation of synaptic transmission, dopaminergic | 0.0059 | 23.2616 | CNTNAP4, PNKD, CHRNA7 | |
| positive regulation of long term synaptic depression | 0.0097 | 18.6093 | KCNB1, STAU2, IQSEC2 | |||
| regulation of cAMP-mediated signaling | 0.0097 | 18.6093 | PDE4A, PEX5L, RASD2 | |||
| GO_CC | cone cell pedicle | 0.0058 | 23.5944 | SLC32A1, RAPGEF4, PCLO | ||
| synaptic cleft | 0.0016 | 15.7296 | CDH8, DNM3, GRIN2B, GRIN1 | |||
| spectrin-associated cytoskeleton | 0.0139 | 15.7296 | ANK1, ANK3, SPTB | |||
| GO_MF | voltage-gated cation channel activity | 0.0099 | 18.3642 | GRIK1, GRIN2D, GRIN1 | ||
| NMDA glutamate receptor activity | 0.0017 | 15.3035 | GRIN2B, GRIN2C, GRIN2D, GRIN1 | |||
| oxidoreductase activity, acting on the CH-CH group of donors, NAD or NADP as acceptor | 0.0146 | 15.3035 | TM7SF2, DHCR7, DHCR24 | |||
| 24 h | Upregulated Genes | GO_BP | positive regulation of platelet activation | 0.0000 | 20.5477 | PTPRJ, SELP, PLEK, PDPN, TLR4 |
| wound healing involved in inflammatory response | 0.0069 | 20.5477 | CD44, HMOX1, CCR2 | |||
| positive regulation of monocyte aggregation | 0.0069 | 20.5477 | CD44, HAS2, NR4A3 | |||
| GO_CC | CHOP-C/EBP complex | 0.0062 | 21.5356 | CEBPA, CEBPB, DDIT3 | ||
| I-kappaB/NF-kappaB complex | 0.0009 | 17.2285 | RELA, RELB, NFKB1, NFKB2 | |||
| lamin filament | 0.0196 | 12.9214 | EIF6, LMNB1, LMNA | |||
| GO_MF | CCR2 chemokine receptor binding | 0.0141 | 14.9537 | CCL12, CCL2, CCL7 | ||
| C-C chemokine binding | 0.0022 | 13.2922 | ZFP36, CCR5, CCR1, ACKR1 | |||
| interleukin-1 receptor activity | 0.0022 | 13.2922 | IL1R2, IL1R1, IL18RAP, IL1RAP | |||
| Downregulated Genes | GO_BP | intramembranous ossification | 0.0005 | 22.8308 | CTSK, COL1A1, AXIN2, MMP2 | |
| regulation of endothelial cell proliferation | 0.0005 | 22.8308 | BMP4, ALDH1A2, TEK, KDR | |||
| urinary bladder development | 0.0080 | 20.5477 | WNT5A, RBP4, TRP63 | |||
| GO_CC | synaptic cleft | 0.0195 | 13.4059 | CDH8, GRIN2B, C1QL1 | ||
| AP-2 adaptor complex | 0.0246 | 11.9164 | EPS15, TBC1D5, SGIP1 | |||
| microfibril | 0.0362 | 9.7498 | LTBP1, FBN2, MFAP4 | |||
| GO_MF | GPI-linked ephrin receptor activity | 0.0156 | 14.9537 | EPHA5, EPHA7, EPHA3 | ||
| platelet-derived growth factor binding | 0.0003 | 14.5383 | COL3A1, COL1A2, PDGFRB, COL2A1, COL1A1 | |||
| G-protein coupled purinergic nucleotide receptor activity | 0.0054 | 10.7360 | P2RY12, P2RY13, GPR34, P2RY14 | |||
| 3 d | Upregulated Genes | GO_BP | antigen processing and presentation of exogenous peptide antigen via MHC class I | 0.0002 | 12.7159 | H2-K1, IFI30, FCER1G, FCGR1, FCGR3 |
| antigen processing and presentation of peptide antigen | 0.0018 | 12.7159 | SLC11A1, H2-AA, H2-AB1, CTSS | |||
| positive regulation of neutrophil apoptotic process | 0.0175 | 12.7159 | CD44, ANXA1, HCAR2 | |||
| GO_CC | CHOP-C/EBP complex | 0.0162 | 13.2493 | CEBPA, CEBPB, DDIT3 | ||
| interleukin-6 receptor complex | 0.0162 | 13.2493 | IL6, IL6ST, IL6RA | |||
| collagen type V trimer | 0.0162 | 13.2493 | COL5A3, COL5A2, COL5A1 | |||
| GO_MF | Fc-gamma receptor I complex binding | 0.0178 | 12.6146 | LGALS3, FGR, FLNA | ||
| peptidase activator activity involved in apoptotic process | 0.0178 | 12.6146 | PYCARD, CTSC, CTSH | |||
| CCR5 chemokine receptor binding | 0.0001 | 10.8125 | NES, CNIH4, STAT1, CCL5, CCL4, STAT3 | |||
| Downregulated Genes | GO_BP | spontaneous neurotransmitter secretion | 0.0111 | 16.0729 | RIMS2, RIMS1, STX1B | |
| development of primary male sexual characteristics | 0.0111 | 16.0729 | WNT5A, SFRP1, SFRP2 | |||
| positive regulation of protein kinase C activity | 0.0213 | 12.0547 | WNT5A, AGT, CEMIP | |||
| GO_CC | GABA receptor complex | 0.0112 | 16.0114 | GABRG2, GABRA1, GABRB2 | ||
| synaptic cleft | 0.0000 | 12.0086 | CDH8, GRIN2B, GRIN1, C1QL1, GRIA3, ADGRB3 | |||
| kainate selective glutamate receptor complex | 0.0343 | 9.6068 | GRIK1, GRIK5, GRIA4 | |||
| GO_MF | microsatellite binding | 0.0112 | 16.0202 | HEY1, HEY2, HEYL | ||
| neurotransmitter binding | 0.0000 | 12.4602 | GRIN2B, SLC6A11, GRIN2D, SLC6A13, GRIN1, … | |||
| NMDA glutamate receptor activity | 0.0000 | 12.0152 | GRIN2B, GRIN2C, GRIN2D, GRIN1, GRIN3B, … | |||
| 7 d | Upregulated Genes | GO_BP | glycosaminoglycan metabolic process | 0.0001 | 8.2679 | GNS, NDST1, HEXA, HEXB, FOXC1, CLN6 |
| positive regulation of platelet activation | 0.0010 | 8.2679 | PTPRJ, SELP, PLEK, PDPN, TLR4 | |||
| toll-like receptor 7 signaling pathway | 0.0064 | 8.2679 | HAVCR2, UNC93B1, PIK3AP1, TLR7 | |||
| GO_CC | death-inducing signaling complex | 0.0001 | 8.4970 | CFLAR, CASP3, RIPK1, CASP8, FADD, FAS | ||
| ripoptosome | 0.0001 | 8.4970 | CFLAR, RIPK1, TICAM1, CASP8, RIPK3, FADD | |||
| condensin complex | 0.0009 | 8.4970 | NCAPH, NCAPG, SMC2, SMC4, NCAPD2 | |||
| GO_MF | cysteine-type endopeptidase activity involved in execution phase of apoptosis | 0.0398 | 8.3235 | CFLAR, CASP3, CASP7 | ||
| Fc-gamma receptor I complex binding | 0.0398 | 8.3235 | LGALS3, FGR, FLNA | |||
| nicotinate-nucleotide diphosphorylase (carboxylating) activity | 0.0398 | 8.3235 | NAMPT, QPRT, NAPRT | |||
| Downregulated Genes | GO_BP | positive regulation of long term synaptic depression | 0.0002 | 11.6884 | PPP1R9A, MAPT, KCNB1, STAU2, IQSEC2 | |
| regulation of cAMP-mediated signaling | 0.0002 | 11.6884 | GNAI1, PDE4A, PDE10A, PEX5L, RASD2 | |||
| regulation of synaptic transmission, dopaminergic | 0.0023 | 11.6884 | CNTNAP4, PNKD, CHRNB2, CHRNA7 | |||
| GO_CC | GABA receptor complex | 0.0212 | 11.5455 | GABRG2, GABRA1, GABRB2 | ||
| juxtaparanode region of axon | 0.0000 | 9.2364 | EPB41L3, KCNAB2, KCNAB1, KCNA2, KCNA1, … | |||
| synaptic cleft | 0.0002 | 8.6591 | CDH8, DNM3, GRIN2B, GRIN1, GRIA3, ADGRB3 | |||
| GO_MF | netrin receptor activity | 0.0023 | 11.6774 | DCC, UNC5B, UNC5A, UNC5C | ||
| AMPA glutamate receptor activity | 0.0023 | 11.6774 | GRIA2, GRIA1, GRIA3, GRIA4 | |||
| voltage-gated calcium channel activity involved in AV node cell action potential | 0.0207 | 11.6774 | CACNA1G, CACNB2, CACNA1C | |||
| 28 d | Upregulated Genes | GO_BP | response to interferon-beta | 0.0000 | 11.6059 | PLSCR1, IKBKE, IFNAR2, BST2, IFITM1, IFITM2, … |
| positive regulation of apoptotic cell clearance | 0.0024 | 11.6059 | CCL2, C3, MFGE8, C2 | |||
| positive regulation of neutrophil apoptotic process | 0.0210 | 11.6059 | CD44, ANXA1, HCAR2 | |||
| GO_CC | CHOP-C/EBP complex | 0.0200 | 11.9019 | CEBPA, CEBPB, DDIT3 | ||
| ripoptosome | 0.0006 | 9.9183 | CFLAR, RIPK1, TICAM1, CASP8, RIPK3 | |||
| NLRP3 inflammasome complex | 0.0052 | 9.5215 | CASP4, GSDMD, PYCARD, CASP1 | |||
| GO_MF | IgG receptor activity | 0.0212 | 11.5231 | FCGRT, FCGR1, FCGR3 | ||
| epidermal growth factor binding | 0.0212 | 11.5231 | EGFR, SEC61B, SHC1 | |||
| peptidase activator activity involved in apoptotic process | 0.0212 | 11.5231 | PYCARD, CTSC, CTSH | |||
| Downregulated Genes | GO_BP | positive regulation of long term synaptic depression | 0.0006 | 19.9801 | PPP1R9A, KCNB1, STAU2, IQSEC2 | |
| JUN phosphorylation | 0.0091 | 18.7314 | MAPK8, MAPK10, MAPK8IP1 | |||
| regulation of synaptic transmission, dopaminergic | 0.0091 | 18.7314 | CNTNAP4, PNKD, CHRNA7 | |||
| GO_CC | cone cell pedicle | 0.0089 | 18.9058 | SLC32A1, RAPGEF4, PCLO | ||
| potassium channel complex | 0.0000 | 13.7497 | KCNH1, KCNAB2, KCNAB1, KCNA2, KCNA6, … | |||
| NMDA selective glutamate receptor complex | 0.0001 | 12.6038 | DLGAP3, GRIN2B, GRIN2C, GRIN2D, GRIN1, … | |||
| GO_MF | netrin receptor activity | 0.0091 | 18.7457 | DCC, UNC5B, UNC5C | ||
| NMDA glutamate receptor activity | 0.0002 | 15.6214 | GRIN2B, GRIN2C, GRIN2D, GRIN1, GRIN3A | |||
| voltage-gated cation channel activity | 0.0147 | 14.9966 | GRIK1, GRIN2D, GRIN1 |
Top-20 KEGG terms of upregulated differentially expressed genes with the same variation tendency at each time point after spinal cord injury
| KEGG terms | Fold enrichment | Gene symbols | |
|---|---|---|---|
| TNF signaling pathway | 0 | 14.85 | CXCL1, FOS, CCL12, ICAM1, CEBPB, CCL2, PTGS2, SOCS3, JUN, MAP3K8, BIRC3, JUNB, CXCL10 |
| Rheumatoid arthritis | 0 | 13.67 | CCL12, FOS, ICAM1, CCL3, CCL2, JUN, TLR2, H2-AA, H2-AB1 |
| Leishmaniasis | 0 | 13.62 | FOS, PTGS2, JUN, TLR2, H2-AA, H2-AB1, ITGAM |
| Malaria | 0 | 12.97 | CCL12, ICAM1, CCL2, TLR2, THBS1 |
| Thyroid cancer | 0.02 | 12.88 | TRP53, NRAS, MYC |
| Staphylococcus aureus infection | 0 | 12.45 | ICAM1, C5AR1, H2-AA, H2-AB1, ITGAM |
| Bladder cancer | 0 | 12.15 | TRP53, NRAS, THBS1, MYC |
| Inflammatory bowel disease | 0 | 10.55 | JUN, TLR2, H2-AA, H2-AB1, STAT3 |
| Toll-like receptor signaling pathway | 0 | 9.86 | FOS, CCL3, JUN, MAP3K8, TLR2, CCL4, CD14, CXCL10 |
| Salmonella infection | 0 | 9.58 | CXCL1, FOS, CCL3, JUN, CCL4, CD14 |
| Legionellosis | 0.01 | 8.74 | CXCL1, TLR2, ITGAM, CD14 |
| Chagas disease (American trypanosomiasis) | 0 | 8.46 | CCL12, FOS, CCL3, CCL2, JUN, SERPINE1, TLR2 |
| Pertussis | 0 | 8.41 | FOS, ITGA5, JUN, ITGAM, CD14 |
| Colorectal cancer | 0.01 | 7.78 | TRP53, FOS, JUN, MYC |
| p53 signaling pathway | 0.02 | 7.43 | TRP53, SERPINE1, GADD45G, THBS1 |
| Small cell lung cancer | 0 | 7.41 | TRP53, PTGS2, BIRC3, MYC, FN1 |
| Hepatitis B | 0 | 6.82 | TRP53, NRAS, FOS, EGR2, JUN, TLR2, MYC, STAT3 |
| Prolactin signaling pathway | 0.02 | 6.82 | NRAS, FOS, SOCS3, STAT3 |
| mmProteoglycans in cancer | 0 | 6.75 | TRP53, NRAS, ITGA5, TLR2, THBS1, SDC4, MYC, TIMP3, STAT3, FN1, PLAUR |
| Phagosome | 0 | 6.44 | ITGA5, TLR2, TUBB6, H2-AA, H2-AB1, THBS1, ITGAM, SEC61A1, CD14 |
P < 0.05, sorted by fold enrichment scores. KEGG: Kyoto Encyclopedia of Genes and Genomes; TNF: tumor necrosis factor; STAT: signal transducer and activator of transcription.
Top-three GO terms with highest fold enrichment scores of differentially expressed genes with the same variation tendency at each time point after spinal cord injury
| GO terms | Fold enrichment | Gene symbols | |||
|---|---|---|---|---|---|
| Upregulated genes | BP | Response to vitamin b3 | 0.01 | 179.03 | TRP53, CCL2 |
| Positive regulation of cell aging | 0.01 | 179.03 | TRP53, LMNA | ||
| Negative regulation of natural killer cell chemotaxis | 0.02 | 119.35 | CCL12, CCL2 | ||
| CC | Ribonucleoprotein complex | 0.02 | 127.26 | ZFP36, ELAVL1 | |
| Fibrinogen complex | 0.04 | 54.54 | THBS1, FN1 | ||
| Phagocytic vesicle membrane | 0.02 | 12.18 | TLR2, RAB20, SEC61A1 | ||
| MF | Ccr2 chemokine receptor binding | 0.02 | 87.23 | CCL12, CCL2 | |
| Ccr5 chemokine receptor binding | 0 | 74.77 | NES, CCL4, STAT3 | ||
| Lipoteichoic acid binding | 0.03 | 58.15 | TLR2, CD14 | ||
| Downregulated genes | BP | Suckling behavior | 0.02 | 111.96 | GRIN2B, POU4F1 |
| MF | Ligase activity | 0.04 | 8.5 | DTX1, MID1, TTC3 | |
| Zinc ion binding | 0 | 6.68 | TRHDE, GRIN2B, DTX1, AGBL5, DNAJC21, MID1, TTC3 | ||
| Metal ion binding | 0.01 | 2.75 | TRHDE, PDP2, GRIN2B, DTX1, DGKG, AGBL5, MID1, TTC3, CDH10 |
P < 0.05, sorted by fold enrichment score. GO: Gene Ontology; STAT: signal transducer and activator of transcription.