
Laboratory Animal and Comparative Medicine ›› 2024, Vol. 44 ›› Issue (5): 531-542.DOI: 10.12300/j.issn.1674-5817.2024.031
• Animal Models of Human Diseases • Previous Articles Next Articles
QI Longju1(
), CHEN Shiyuan1,3, LIAO Zehua1,3, SHI Yuanhu1,3, SUN Yuyu1, WANG Qinghua2(
)(
)
Received:2024-02-27
Revised:2024-08-06
Online:2024-10-25
Published:2024-10-25
Correspondence to:
WANG Qinghua
CLC Number:
QI Longju,CHEN Shiyuan,LIAO Zehua,et al. Transcriptomic Analysis of Menstrual Blood-Derived Stem Cells Transplantation Combined with Exercise Training in Promoting Spinal Cord Injury Recovery in Rats[J]. Laboratory Animal and Comparative Medicine, 2024, 44(5): 531-542. DOI: 10.12300/j.issn.1674-5817.2024.031.
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URL: https://www.slarc.org.cn/dwyx/EN/10.12300/j.issn.1674-5817.2024.031
Figure 1 Distribution of gene expression and principal component analysis of spinal cord tissue samples in the two groups of rats
表达上调基因 Up-regulated gene | log2(差异倍数) log2 (FoldChange) | t值 t value | P值 P value | 表达下调基因 Down-regulated gene | log2(差异倍数) log2 (FoldChange) | t值 t value | P值 P value | |
|---|---|---|---|---|---|---|---|---|
| Psme3 | 2.542 363 895 | 2.672 366 157 | 0.040 381 267 | Ptpdc1 | -0.941 169 616 | -2.823 151 331 | 0.033 418 310 | |
| Fgd2 | 1.870 409 798 | 5.277 683 881 | 0.002 476 179 | RT1-N2 | -0.961 937 408 | -3.508 946 559 | 0.014 746 432 | |
| Sdc4 | 1.591 559 898 | 2.530 079 050 | 0.048 412 378 | Cd79al | -1.007 349 648 | -3.292 831 274 | 0.018 934 378 | |
| Cthrc1 | 1.259 963 833 | 3.177 793 692 | 0.021 693 595 | Six4 | -1.071 889 332 | -15.482 205 520 | 0.000 009 930 | |
| RGD1302996 | 1.205 943 515 | 12.811 980 370 | 0.000 027 300 | Matn2 | -1.137 472 728 | -3.927 529 073 | 0.009 277 287 | |
| Rabepk | 1.201 118 420 | 2.962 815 910 | 0.028 125 989 | Clec4a3 | -1.273 541 156 | -2.512 270 495 | 0.049 532 946 | |
| Bdnf | 1.141 863 432 | 3.525 110 815 | 0.001 447 754 | AABR07051551.2 | -1.308 692 094 | -2.825 531 707 | 0.033 319 465 | |
| Pkig | 1.036 827 364 | 6.255 767 217 | 0.001 095 780 | Cmtm3 | -1.324 596 882 | -5.371 453 966 | 0.002 279 345 | |
| AABR07065925.1 | 0.970 924 295 | 6.151 591 228 | 0.001 189 396 | Dpy19l3 | -1.623 739 520 | -3.419 084 313 | 0.016 347 174 | |
| Ehmt1 | 0.944 670 184 | 6.578 534 619 | 0.000 855 702 | Cd74 | -2.034 312 055 | -2.712 776 259 | 0.038 372 308 | |
| AABR07062152.1 | 0.939 321 669 | 6.344 499 009 | 0.001 022 741 | Cxcl13 | -2.697 259 120 | -3.378 916 162 | 0.017 124 825 | |
| Ctbp1 | 0.898 198 041 | 5.961 511 123 | 0.001 385 227 | RGD1563231 | -3.151 695 504 | -2.603 665 774 | 0.044 063 014 | |
| Akr1b10 | 0.859 136 478 | 3.868 507 287 | 0.009 887 528 | Jchain | -3.390 915 739 | -2.827 200 269 | 0.033 250 368 | |
| Ssh1 | 0.818 982 469 | 5.813 203 431 | 0.001 564 263 | Ighm | -3.673 986 054 | -3.369 414 954 | 0.017 314 754 | |
| Piga | 0.785 438 853 | 3.303 450 635 | 0.018 700 031 | AABR07060872.1 | -5.052 108 514 | -3.355 872 330 | 0.017 589 546 |
Table 1 Significantly up-regulated and down-regulated genes in spinal cord tissues of spinal cord injury rats after transplantation of menstrual blood-derived stem cells combined with exercise training
表达上调基因 Up-regulated gene | log2(差异倍数) log2 (FoldChange) | t值 t value | P值 P value | 表达下调基因 Down-regulated gene | log2(差异倍数) log2 (FoldChange) | t值 t value | P值 P value | |
|---|---|---|---|---|---|---|---|---|
| Psme3 | 2.542 363 895 | 2.672 366 157 | 0.040 381 267 | Ptpdc1 | -0.941 169 616 | -2.823 151 331 | 0.033 418 310 | |
| Fgd2 | 1.870 409 798 | 5.277 683 881 | 0.002 476 179 | RT1-N2 | -0.961 937 408 | -3.508 946 559 | 0.014 746 432 | |
| Sdc4 | 1.591 559 898 | 2.530 079 050 | 0.048 412 378 | Cd79al | -1.007 349 648 | -3.292 831 274 | 0.018 934 378 | |
| Cthrc1 | 1.259 963 833 | 3.177 793 692 | 0.021 693 595 | Six4 | -1.071 889 332 | -15.482 205 520 | 0.000 009 930 | |
| RGD1302996 | 1.205 943 515 | 12.811 980 370 | 0.000 027 300 | Matn2 | -1.137 472 728 | -3.927 529 073 | 0.009 277 287 | |
| Rabepk | 1.201 118 420 | 2.962 815 910 | 0.028 125 989 | Clec4a3 | -1.273 541 156 | -2.512 270 495 | 0.049 532 946 | |
| Bdnf | 1.141 863 432 | 3.525 110 815 | 0.001 447 754 | AABR07051551.2 | -1.308 692 094 | -2.825 531 707 | 0.033 319 465 | |
| Pkig | 1.036 827 364 | 6.255 767 217 | 0.001 095 780 | Cmtm3 | -1.324 596 882 | -5.371 453 966 | 0.002 279 345 | |
| AABR07065925.1 | 0.970 924 295 | 6.151 591 228 | 0.001 189 396 | Dpy19l3 | -1.623 739 520 | -3.419 084 313 | 0.016 347 174 | |
| Ehmt1 | 0.944 670 184 | 6.578 534 619 | 0.000 855 702 | Cd74 | -2.034 312 055 | -2.712 776 259 | 0.038 372 308 | |
| AABR07062152.1 | 0.939 321 669 | 6.344 499 009 | 0.001 022 741 | Cxcl13 | -2.697 259 120 | -3.378 916 162 | 0.017 124 825 | |
| Ctbp1 | 0.898 198 041 | 5.961 511 123 | 0.001 385 227 | RGD1563231 | -3.151 695 504 | -2.603 665 774 | 0.044 063 014 | |
| Akr1b10 | 0.859 136 478 | 3.868 507 287 | 0.009 887 528 | Jchain | -3.390 915 739 | -2.827 200 269 | 0.033 250 368 | |
| Ssh1 | 0.818 982 469 | 5.813 203 431 | 0.001 564 263 | Ighm | -3.673 986 054 | -3.369 414 954 | 0.017 314 754 | |
| Piga | 0.785 438 853 | 3.303 450 635 | 0.018 700 031 | AABR07060872.1 | -5.052 108 514 | -3.355 872 330 | 0.017 589 546 |
Figure 2 Volcano plot and clustered heatmap of differentially expressed genes in spinal cord tissues between the two groups of rats
Figure 3 GO enrichment and KEGG pathway enrichment analyses of differentially expressed genes in spinal cord tissues of the two groups of rats
信号通路名 Term of signal pathway | 计数 Count | 富集系数 Gene ratio | P值 P value | 基因名 Genes |
|---|---|---|---|---|
| Rap1 signaling pathway | 10 | 2.506 265 664 | 0.010 546 665 | Angpt1, Rassf5、Vegfb、Lpar1、Rapgef6、Efna4、Met、Bcar1、Rap1gap、Adcy6 |
Fluid shear stress and atherosclerosis | 8 | 2.005 012 531 | 0.014 625 259 | Prkaa1、Mef2c、Sdc4、Gsta4、Il1r2、Gstt3、Hmox1 |
PI3K-Akt signaling pathway | 13 | 3.258 145 363 | 0.014 714 234 | Prkaa1、Itga4、Angpt1、Bdnf、 Lama4、Lpar1、Vegfb、Ppp2r3b、Efna4、Gng7、Spp1、Col9a3、Met |
ECM-receptor interaction | 6 | 1.503 759 398 | 0.016 252 600 | Sdc4、Itga4、Rgd1565355、Lama4、Spp1、Col9a3 |
Cytokine-cytokine receptor interaction | 11 | 2.756 892 231 | 0.016 582 561 | Cxcl10、Cntf、Il25、Tnfsf15、Tnfrsf9、Il1r2、Il21r、Ccr7、Ltb、Cxcl13、Ccl17 |
| IL-17 signaling pathway | 6 | 1.503 759 398 | 0.020 227 194 | Cxcl10、Il25、Traf3、Mmp3、Lcn2、Ccl17 |
| Pathways in cancer | 17 | 4.260 651 629 | 0.020 758 687 | Ctbp1、Lama4、Lpar1、Vegfb、Gstt3、Adcy6、Dll4、Gsta4、Peg12、Traf3、Gng7、Rassf5、Ccdc6、Hmox1、E2f3、Met |
Chemical carcinogenesis- DNA adducts | 5 | 1.253 132 832 | 0.040 451 734 | Cyp3a9、Hpgds、Gsta4、Gstt3 |
| Cholesterol metabolism | 4 | 1.002 506 266 | 0.053 168 933 | Rgd1565355、Apoh、Apoc1、Apoc3 |
| Focal adhesion | 8 | 2.005 012 531 | 0.054 767 437 | Itga4、Lama4、Vegfb、Spp1、Col9a3、 Pip5k1c、Met、Bcar1 |
Metabolic pathway | 36 | 9.022 556 391 | 0.068 256 357 | Mtmr2、Gldc、Mtmr14、Pde3b、Gstt3、Hexd、Ehmt1、Adcy6、Abo、Selenbp1、Cyp3a9、Hpgds、Neu4、Spp1、Hmox1、St3gal6、Ca8、Pip5k1c、Csgalnact1、Car1、Uros、Qrsl1、 Coq7、Sirt3、Nt5c3b、Akr1b10、 Cyp2u1、Gsta4、Akr1c15、P4ha3、Piga、Cat、Acot1、Idnk |
| Mineral absorption | 4 | 1.002 506 266 | 0.072 932 376 | Atp7b、Slc40a1、Hmox1、Slc39a4 |
Toll-like receptor signaling pathway | 5 | 1.253 132 832 | 0.074 076 217 | Cxcl10、Irf3、Traf3、Spp1、Tlr3 |
Human papillomavirus infection | 11 | 2.756 892 231 | 0.079 092 324 | Irf3、Itga4、Traf3、Rt1-N2、Lama4、Spp1、Col9a3、Ppp2r3b、Rt1-T24-1、Tlr3、Llgl1 |
Glycosphingolipid biosynthesis | 3 | 0.751 879 699 | 0.081 761 102 | St3gal6、Abo |
Table 2 Results of KEGG pathway enrichment analysis of differentially expressed genes in spinal cord tissues of the two groups of rats
信号通路名 Term of signal pathway | 计数 Count | 富集系数 Gene ratio | P值 P value | 基因名 Genes |
|---|---|---|---|---|
| Rap1 signaling pathway | 10 | 2.506 265 664 | 0.010 546 665 | Angpt1, Rassf5、Vegfb、Lpar1、Rapgef6、Efna4、Met、Bcar1、Rap1gap、Adcy6 |
Fluid shear stress and atherosclerosis | 8 | 2.005 012 531 | 0.014 625 259 | Prkaa1、Mef2c、Sdc4、Gsta4、Il1r2、Gstt3、Hmox1 |
PI3K-Akt signaling pathway | 13 | 3.258 145 363 | 0.014 714 234 | Prkaa1、Itga4、Angpt1、Bdnf、 Lama4、Lpar1、Vegfb、Ppp2r3b、Efna4、Gng7、Spp1、Col9a3、Met |
ECM-receptor interaction | 6 | 1.503 759 398 | 0.016 252 600 | Sdc4、Itga4、Rgd1565355、Lama4、Spp1、Col9a3 |
Cytokine-cytokine receptor interaction | 11 | 2.756 892 231 | 0.016 582 561 | Cxcl10、Cntf、Il25、Tnfsf15、Tnfrsf9、Il1r2、Il21r、Ccr7、Ltb、Cxcl13、Ccl17 |
| IL-17 signaling pathway | 6 | 1.503 759 398 | 0.020 227 194 | Cxcl10、Il25、Traf3、Mmp3、Lcn2、Ccl17 |
| Pathways in cancer | 17 | 4.260 651 629 | 0.020 758 687 | Ctbp1、Lama4、Lpar1、Vegfb、Gstt3、Adcy6、Dll4、Gsta4、Peg12、Traf3、Gng7、Rassf5、Ccdc6、Hmox1、E2f3、Met |
Chemical carcinogenesis- DNA adducts | 5 | 1.253 132 832 | 0.040 451 734 | Cyp3a9、Hpgds、Gsta4、Gstt3 |
| Cholesterol metabolism | 4 | 1.002 506 266 | 0.053 168 933 | Rgd1565355、Apoh、Apoc1、Apoc3 |
| Focal adhesion | 8 | 2.005 012 531 | 0.054 767 437 | Itga4、Lama4、Vegfb、Spp1、Col9a3、 Pip5k1c、Met、Bcar1 |
Metabolic pathway | 36 | 9.022 556 391 | 0.068 256 357 | Mtmr2、Gldc、Mtmr14、Pde3b、Gstt3、Hexd、Ehmt1、Adcy6、Abo、Selenbp1、Cyp3a9、Hpgds、Neu4、Spp1、Hmox1、St3gal6、Ca8、Pip5k1c、Csgalnact1、Car1、Uros、Qrsl1、 Coq7、Sirt3、Nt5c3b、Akr1b10、 Cyp2u1、Gsta4、Akr1c15、P4ha3、Piga、Cat、Acot1、Idnk |
| Mineral absorption | 4 | 1.002 506 266 | 0.072 932 376 | Atp7b、Slc40a1、Hmox1、Slc39a4 |
Toll-like receptor signaling pathway | 5 | 1.253 132 832 | 0.074 076 217 | Cxcl10、Irf3、Traf3、Spp1、Tlr3 |
Human papillomavirus infection | 11 | 2.756 892 231 | 0.079 092 324 | Irf3、Itga4、Traf3、Rt1-N2、Lama4、Spp1、Col9a3、Ppp2r3b、Rt1-T24-1、Tlr3、Llgl1 |
Glycosphingolipid biosynthesis | 3 | 0.751 879 699 | 0.081 761 102 | St3gal6、Abo |
Figure 4 Protein-protein interaction network of differentially expressed genes in spinal cord tissues of the two groups of rats
Figure 5 Menstrual blood-derived stem cells transplantation combined with treadmill training promotes motor function recovery and BDNF expression in spinal cord injury rats
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