| Literature DB >> 35297519 |
Shangren Wang1, Jiaqi Kang1, Yuxuan Song2,3, Aiqiao Zhang4,5, Yang Pan1, Zhexin Zhang1, Yuezheng Li1, Shuai Niu1, Li Liu1, Xiaoqiang Liu1.
Abstract
OBJECTIVES: To evaluate the expression, potential functions and mechanisms of long noncoding RNAs (lncRNAs) in the pathogenesis of varicocele (VC)-induced spermatogenic dysfunction.Entities:
Mesh:
Substances:
Year: 2022 PMID: 35297519 PMCID: PMC9136499 DOI: 10.1111/cpr.13220
Source DB: PubMed Journal: Cell Prolif ISSN: 0960-7722 Impact factor: 8.755
Primer pairs used in this study
| lncRNAs | Primer sequence(5′–3′) | |
|---|---|---|
| NONRATG001060 | Forward | TCCAGTTAAGCAGTTAAGCCTTCCTC |
| Reverse | GTCCTGAGCCTGACTCTGTACCA | |
| NONRATG002949 | Forward | AGAAGCCAGCAGAGTGACGAGAA |
| Reverse | TCACATCAAATGAGGGCTGTAGACAA | |
| NONRATG005667 | Forward | ATGACAGCGTGGTTGACAGTGTT |
| Reverse | CATTCCTGGTTCTGACGAGTAGCC | |
| NONRATG007482 | Forward | TCCTAGCCTGAATAACCGTGAGCAA |
| Reverse | ACTGAGAGATTGTCCACCACCCTTC | |
| NONRATG010686 | Forward | CATTACCTGGCTTCAATCAAGGCATT |
| Reverse | GCAAGACCCAAGAATTTCAGTTCCAA | |
| NONRATG013271 | Forward | TTGCCTCAGGAAGAACAGGTAGAAGA |
| Reverse | CAGGAGATTCGCCACATCGTCAG | |
| NONRATG017183 | Forward | TCTTCTTCTTCCTTCCTGCCTTCCT |
| Reverse | ACACGCTTTAATCCCAACACTGAGAT | |
| NONRATG022879 | Forward | TTCTGCCTTGAAACCGACCAAATACT |
| Reverse | ACTCAGGAAGACTGCTACTGGAAGAT | |
| NONRATG023424 | Forward | CTGCTTGCTGTCTGAGTTCTCTACC |
| Reverse | CAATTCTCCTGCCTCCACCTTCC | |
| NONRATG023747 | Forward | ATCCTCACAACAGTGGTGGCTCTA |
| Reverse | GACTCGGTATCTGCTTCCGCTTAG | |
| NONRATG027523 | Forward | AGGGAGGTGGTATTCAGGACTTTGG |
| Reverse | AGTGGCTGGTAACTAGGAAGAGGAAG | |
| GAPDH | Forward | GGCAAGTTCAACGGCACAG |
| Reverse | CGCCAGTAGACTCCACGACA | |
FIGURE 1Workflow. CeRNA, competing endogenous RNAs; DE lncRNAs, differentially expressed lncRNAs; HE, haematoxylin and eosin; PPI, protein–protein interaction; RT‐PCR, quantitative real‐time polymerase chain reaction; VC, varicocele
Basic parameters and semen analysis in rats
| Group | Sham group | VC group | Surgical treatment group |
|
|
|---|---|---|---|---|---|
| Body weight at 8 weeks (g) | 361.10 ± 2.09 | 362.90 ± 1.43 | 361.70 ± 1.47 | 0.4866 | 0.5660 |
| Lift testicular weight (g) | 1.79 ± 0.04 | 1.63 ± 0.02 | 1.68 ± 0.02 | 0.0036 | 0.1372 |
| Right testicular weight (g) | 1.75 ± 0.04 | 1.65 ± 0.03 | 1.67 ± 0.03 | 0.0602 | 0.5643 |
| Left sperm vein diameter (mm) | 0.372 ± 0.01 | 1.597 ± 0.02 | 0.602 ± 0.02 | <0.0001 | <0.0001 |
| Sperm concentration (×106) | 234.4 ± 9.58 | 201.2 ± 8.39 | 222.8 ± 6.90 | 0.0178 | 0.0623 |
| Progressive motility (PR%) | 44.91 ± 3.10 | 33.39 ± 1.96 | 42.30 ± 1.911 | 0.0057 | 0.0044 |
| Total motility (PR + NP%) | 54.83 ± 3.10 | 43.76 ± 2.36 | 50.29 ± 2.07 | 0.0108 | 0.0519 |
Abbreviations: NP, nonprogressive; PR, progressive; VC, varicocele.
p Value for Sham group vs. VC group.
p Value for VC group vs. surgical treatment group.
FIGURE 2HE staining of rat testicular tissues, basic parameters and semen analysis in rats. (A) Representative HE staining image of rat testicular tissues (×200). (B) Testicular weight of lift, (C) sperm count, (D) sperm total motility, and (D) PR% of sperm. *p <0.05; **p <0.01; HE, haematoxylin and eosin; NS, not significant; PR, sperm progressive motility; surgical treatment, surgical treatment group; sham: sham group; VC, varicocele group
FIGURE 3The expression profiles of lncRNAs in VC rats. (A) Heatmap for sham group versus VC group. (B) Heatmap for surgical treatment group versus VC group. (C) Volcano map for VC group versus sham group. (D) Volcano map for VC group versus surgical treatment group. (E) Venn diagram showing upregulation of eight DE lncRNAs among the surgical treatment group versus VC group and VC group versus sham group comparisons. (F) Venn diagram showing downregulation of three DE lncRNAs among the surgical treatment group vs. VC group and VC group vs. sham group comparisons comparisons. Down, downregulation; NOT, not significant; Sham, sham group; Surgical treatment, surgical treatment group; Up, upregulation; VC, varicocele group
Key lncRNAs in the differential expression analysis
| lncRNAs | VC group vs. Sham group | VC group vs. Surgical treatment group | ||
|---|---|---|---|---|
| logFC | Adjusted | logFC | Adjusted | |
| NONRATG007482.2 | 1.332 | 0.012 | 1.165 | 0.050 |
| NONRATG002949.2 | 1.578 | 0.014 | 2.317 | 0.001 |
| NONRATG001060.2 | 9.918 | 0.001 | 9.752 | 0.004 |
| NONRATG013271.2 | 1.201 | 0.018 | 1.234 | 0.041 |
| NONRATG022879.2 | 1.293 | 0.003 | 1.160 | 0.029 |
| NONRATG023424.2 | 1.650 | 0.003 | 1.798 | 0.003 |
| NONRATG005667.2 | 1.347 | 0.024 | 1.450 | 0.021 |
| NONRATG010686.2 | 1.363 | 0.028 | 1.484 | 0.048 |
| NONRATG027523.1 | −9.253 | <0.001 | −8.369 | 0.004 |
| NONRATG017183.2 | −7.654 | 0.004 | −8.541 | <0.001 |
| NONRATG023747.2 | −1.505 | 0.010 | −2.128 | <0.001 |
Abbreviation: VC, varicocele.
FIGURE 4The regulatory lncRNA–miRNA–mRNA network. Red: lncRNAs, purple: miRNAs, cyan‐blue: targeted genes
FIGURE 5Functional enrichment analysis of target genes
Functional enrichment analysis of target genes
| Category | Term | Description | FDR | InTerm_InList |
|---|---|---|---|---|
| GO biological processes | GO:0002252 | Immune effector process | 1.38E−11 | 53/764 |
| GO biological processes | GO:0001816 | Cytokine production | 2.95E−08 | 46/737 |
| GO biological processes | GO:0045087 | Innate immune response | 8.08E−07 | 40/659 |
| GO biological processes | GO:0002697 | Regulation of immune effector process | 1.74E−06 | 31/434 |
| GO biological processes | GO:0031347 | Regulation of defence response | 1.78E−06 | 36/571 |
| GO biological processes | GO:0051607 | Defence response to virus | 1.45E−05 | 21/236 |
| GO biological processes | GO:0009991 | Response to extracellular stimulus | 2.99E−05 | 39/746 |
| GO biological processes | GO:0050900 | Leukocyte migration | 3.66E−05 | 26/378 |
| GO biological processes | GO:0050865 | Regulation of cell activation | 6.60E−05 | 34/619 |
| KEGG pathway | ko04060 | Cytokine–cytokine receptor interaction | 8.64E−05 | 19/226 |
| GO biological processes | GO:0051384 | Response to glucocorticoid | 8.81E−05 | 22/300 |
| GO biological processes | GO:0044057 | Regulation of system process | 2.96E−04 | 33/647 |
| GO biological processes | GO:0071887 | Leukocyte apoptotic process | 3.43E−04 | 14/140 |
| GO biological processes | GO:0035150 | Regulation of tube size | 5.46E−04 | 15/168 |
| GO biological processes | GO:0048771 | Tissue remodelling | 5.53E−04 | 17/215 |
| GO biological processes | GO:0071346 | Cellular response to interferon‐gamma | 5.53E−04 | 13/127 |
| GO biological processes | GO:0043408 | Regulation of MAPK cascade | 9.64E−04 | 34/729 |
| GO biological processes | GO:0006979 | Response to oxidative stress | 9.75E−04 | 28/538 |
| KEGG pathway | rno05200 | Pathways in cancer | 9.80E−04 | 23/390 |
| GO biological processes | GO:0001906 | Cell killing | 9.80E−04 | 17/229 |
FIGURE 6Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway functional enrichment analysis
Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway functional enrichment analysis
| Term | Description |
| Symbols |
|---|---|---|---|
| rno05200 | Pathways in cancer | 2.82E−06 | Hgf, Cxcl12, Fgfr2, Mitf, Stat1, Pdgfa, Pdgfra, Casp3, F2r, Rock2, Egln3, Fzd1, Kitlg, Gng11, Tgfb2, Rxrg, Gng10, Wnt2b, Wnt11, Fas, Wnt9b, Csf1r, Fos, Tlr4, Pxn, Mapk11, Wls, Osr1, Hnf1a, Jak3, Meis1, Edn1, Tnfrsf11b, Irs1, Rbp4, Hoxd4, Adm |
| rno05162 | Measles | 6.58E−05 | Stat1, Jak3, Tlr4, Eif2ak2, Oas1a, Fas, Mx2, Fcgr2b, Irf7, Ddx58, Ifih1 |
| rno05164 | Influenza A | 9.47E−05 | Stat1, Tlr4, Eif2ak2, Rsad2, Oas1a, Fas, Mx2, Irf7, Ddx58, Il33, Ifih1, Mapk11 |
| rno05161 | Hepatitis B | 3.45E−04 | Stat1, Casp3, Tlr4, Tgfb2, Fas, Irf7, Ddx58, Fos, Ifih1, Creb5 |
| rno05168 | Herpes simplex infection | 2.80E−03 | RT1‐M3‐1, Tap1, Stat1, Casp3, Eif2ak2, Oas1a, Fas, Irf7, Ddx58, Fos, Ifih1 |
| rno04060 | Cytokine–cytokine receptor interaction | 1.07E−07 | Hgf, Il6r, Il9r, Cxcl12, Pdgfa, Pdgfra, Tnfrsf11b, Csf3, Ccl11, Kitlg, Tgfb2, Cx3cl1, Ccr5, Fas, Il13ra1, Ccl21, Il18r1, Csf1r, Il17re |
| rno04640 | Haematopoietic cell lineage | 7.99E−03 | Il6r, Il9r, Mme, Csf3, Kitlg, Csf1r |
| rno04151 | PI3K–Akt signalling pathway | 2.78E−05 | Hgf, Il6r, Fgfr2, Pdgfa, Pdgfra, Jak3, Spp1, F2r, Irs1, Csf3, Itgb7, Tlr4, Kitlg, Gng11, Prkaa2, Gng10, Csf1r, Epha2, Creb5 |
| rno04014 | Ras signalling pathway | 5.39E−03 | Hgf, Fgfr2, Pld1, Pdgfa, Pdgfra, Pla2g5, Kitlg, Gng11, Gng10, Csf1r, Epha2 |
| rno05205 | Proteoglycans in cancer | 6.75E−04 | Hgf, Casp3, Rock2, Tlr4, Fzd1, Tgfb2, Wnt2b, Wnt11, Fas, Wnt9b, Pxn, Mapk11 |
| rno04550 | Signalling pathways regulating the pluripotency of stem cells | 1.51E−03 | Hnf1a, Fgfr2, Jak3, Fzd1, Wnt2b, Wnt11, Wnt9b, Meis1, Mapk11 |
| rno04916 | Melanogenesis | 3.11E−03 | Edn1, Mitf, Fzd1, Kitlg, Wnt2b, Wnt11, Wnt9b |
FIGURE 7Protein–protein interaction network incorporating targeted genes
FIGURE 8Functional enrichment analysis of the 10 hub genes. (A) Top 10 genes with the highest association in the PPI network by the cytoHubba plug‐in. (B) Functional enrichment analysis and pathways significantly related to hub genes. PPI, protein–protein interaction
Top 10 genes with the highest degrees by CytoHubba
| Rank | Name | Full name | Ensembl ID | Score |
|---|---|---|---|---|
| 1 | Tlr4 | Toll‐like receptor 4 | ENSRNOG00000010522 | 41 |
| 2 | Ptprc | Protein tyrosine phosphatase, receptor type, C | ENSRNOG00000000655 | 40 |
| 3 | Stat1 | Signal transducer and activator of transcription 1 | ENSRNOG00000014079 | 38 |
| 4 | Casp3 | Caspase 3 | ENSRNOG00000010475 | 28 |
| 5 | Edn1 | Endothelin 1 | ENSRNOG00000014361 | 28 |
| 6 | Csf3 | Colony stimulating factor 3 | ENSRNOG00000008525 | 25 |
| 7 | Cd68 | Cd68 molecule | ENSRNOG00000037563 | 25 |
| 8 | Irf7 | Interferon regulatory factor 7 | ENSRNOG00000017414 | 22 |
| 9 | Ptafr | Platelet‐activating factor receptor | ENSRNOG00000013231 | 22 |
| 10 | Ccr5 | C‐C motif chemokine receptor 5 | ENSRNOG00000049115 | 22 |
Functional enrichment analysis of the 10 hub genes
| Category | Term | Description |
| Symbols |
|---|---|---|---|---|
| GO biological processes | GO:0032496 | Response to lipopolysaccharide | 1.87368E−11 | Edn1, Stat1, Casp3, Csf3, Tlr4, Ptafr, Ccr5, Cd68 |
| GO biological processes | GO:0001819 | Positive regulation of cytokine production | 5.15929E−08 | Ptprc, Stat1, Tlr4, Ptafr, Ccr5, Irf7, Casp3, Cd68 |
| GO biological processes | GO:0032727 | Positive regulation of interferon‐alpha production | 2.21026E−07 | Stat1, Tlr4, Irf7, Casp3, Ccr5, Ptprc, Edn1, Cd68 |
| GO biological processes | GO:0051767 | Nitric oxide synthase biosynthetic process | 4.08255E−07 | Edn1, Stat1, Tlr4, Ptafr, Casp3, Csf3 |
| GO biological processes | GO:0060759 | Regulation of response to cytokine stimulus | 4.60603E−07 | Edn1, Ptprc, Tlr4, Irf7, Casp3, Ptafr, Ccr5 |
| GO biological processes | GO:0019221 | Cytokine‐mediated signalling pathway | 1.1734E−06 | Edn1, Ptprc, Stat1, Ccr5, Irf7, Csf3, Ptafr, Cd68 |
| GO biological processes | GO:0032103 | Positive regulation of the response to external stimulus | 5.30195E−05 | Edn1, Tlr4, Ccr5, Irf7, Casp3 |
| GO biological processes | GO:0070997 | Neuron death | 7.02504E−05 | Casp3, Csf3, Tlr4, Ccr5, Ptprc, Stat1 |
| KEGG pathway | rno05145 | Toxoplasmosis | 2.75493E−07 | Stat1, Casp3, Tlr4, Ccr5, Csf3 |
| Reactome gene sets | R‐RNO‐168249 | Innate immune system | 0.000453605 | Ptprc, Tlr4, Ptafr, Cd68, Casp3 |
FIGURE 9Validation of DE lncRNAs by RT‐PCR. *p < 0.05; **p < 0.01; ***p < 0.001; ****p < 0.0001. DE lncRNAs, differentially expressed lncRNAs; NS, not significant; RT‐PCR, quantitative real‐time polymerase chain reaction; Sham, sham group; Surgical treatment, surgical treatment group; VC, varicocele group
FIGURE 10Correlation between DE lncRNA expression and sperm count. DE lncRNAs, differentially expressed lncRNAs
FIGURE 11Correlation between DE lncRNA expression and the percentage of PR. DE lncRNAs, differentially expressed lncRNAs; PR, sperm progressive motility
FIGURE 12Spermatogenic cell apoptosis tests by TUNEL staining. (A) Representative TUNEL staining image of rat testicular tissues (×200). (B) The percentage of TUNEL‐positive cells. **p < 0.01; ****p < 0.0001. DAPI, 4′6‐diamidino‐2‐phenylindole; Sham, sham group; Surgical treatment, surgical treatment group; TUNEL, terminal deoxynucleotidyl transferase nick end labeling; VC, varicocele group
FIGURE 13Validation of regulated signalling pathways, spermatogenic cell apoptosis and proliferation, and meiotic spermatocytes by Western blot. Representative Western blot images of PI3K, Akt, p‐Akt, caspase‐9, Bcl‐2, Bax, PCNA, PLZF, REC8, STRA8, and SYCP3. (B) Statistical analysis of band intensity by Student's t‐test. *p < 0.05; **p < 0.01; ***p < 0.001; ****p < 0.0001. NS, not significant; Sham, sham group; Surgical treatment, surgical treatment group; VC, varicocele group
FIGURE 14Long noncoding RNAs are regulated spermatogenesis in varicocele‐induced spermatogenic dysfunction. LncRNAs promote spermatogenic cell apoptosis and inhibit spermatogonia, spermatocyte proliferation, and meiotic spermatocytes by regulating the PI3K–Akt signalling pathway and other mechanisms