| Literature DB >> 27666388 |
Weiwei Fan1, Shuang Chang1, Xiumei Shan1, Dejun Gao1, Steven Qian Zhang1, Jin Zhang2, Nan Jiang2, Duan Ma2, Zuohua Mao1.
Abstract
Toxoplasma rhoptry protein 16 (ROP16) is crucial in the host-pathogen interaction by acting as a virulent factor during invasion. To improve understanding of the molecular function underlying the effect of ROP16 on host cells, the present study analyzed the transcriptional profile of genes in the ROP16‑transfected SH‑SY5Y human neuroblastoma cell line. The transcriptional profile of the SH‑SY5Y human neuroblastoma cell line overexpressing ROP16 were determined by microarray analysis in order to determine the host neural cell response to the virulent factor. Functional analysis was performed using the Protein Analysis Through Evolutionary Relationships classification system. The ToppGene Suite was used to select candidate genes from the differentially expressed genes. A protein‑protein interaction network was constructed using Cytoscape software according to the interaction associations determined using the Search Tool for the Retrieval of Interacting Genes/Proteins. Reverse transcription‑quantitative polymerase chain reaction (RT‑qPCR) analysis of the selected genes confirmed the results of the microarray. The results showed that 383 genes were differentially expressed in response to ROP16 transfection, of which 138 genes were upregulated and 245 genes were downregulated. Functional analysis indicated that the differentially expressed genes (DEGs) were involved in several biological processes, including developmental process, biological regulation and apoptotic process. A total of 15 candidate genes from the DEGs were screened using the ToppGene Suite. No significant differences in expression were observed between the RT‑qPCR data and the microarray data. Transfection with ROP16 resulted in alterations of several biological processes, including nervous system development, apoptosis and transcriptional regulation. Several genes, including CXCL12, BAI1, ZIC2, RBMX, RASSF6, MAGE‑A6 and HOX, were identified as significant DEGs. Taken together, these results may contribute to understanding the mechanisms underlying the functions of ROP16 and provide scope for further investigation of the pathogenesis of Toxoplasma gondii.Entities:
Mesh:
Substances:
Year: 2016 PMID: 27666388 PMCID: PMC5101894 DOI: 10.3892/mmr.2016.5758
Source DB: PubMed Journal: Mol Med Rep ISSN: 1791-2997 Impact factor: 2.952
Primers used in Reverse transcription-quantitative polymerase chain reaction analysis.
| Gene symbol | Forward primer (5′-3′) | Reverse primer (5′-3′) |
|---|---|---|
| ABCA1 | ACCCACCCTATGAACAACATGA | GAGTCGGGTAACGGAAACAGG |
| STAT4 | GCTTAACAGCCTCGATTTCAAGA | GAGCATGGTGTTCATTAACAGGT |
| BMP2 | ACTACCAGAAACGAGTGGGAA | GCATCTGTTCTCGGAAAACCT |
| S1PR5 | GCGCACCTGTCCTGTACTC | SGTTGGTGAGCGTGTAGATGATG |
| TPM2 | AGTTTGCCGAGAGGTCTGTG | TGGTCCAAGGTCTGGTGAATC |
| ISL1 | GCGGAGTGTAATCAGTATTTGGA | GCATTTGATCCCGTACAACCT |
| SDK2 | TCAAGTGGCTCCACAACAACA | GCACGATGCAACGGTAAAAGC |
| SEMA3D | TCAGAGCACTACTGGCTCAAT | ATCGGAGGTACTGCCTTCTTG |
| SP2 | CTCAGCCCCGGCAAGAATAG | TTGATCGGGTCCCTTTGTTGA |
| ACSBG1 | AGTACATCGCTTATGACTGCTGC | TGGGTGTCAATGATGGCGTC |
| GAPDH | ACAACTTTGGTATCGTGGAAGG | GCCATCACGCCACAGTTTC |
Figure 1.Western blot detection of ROP16 in SH-SY5Y-ROP16 and SH-SY5Y cells. ROP16 rhoptry protein 16; GAPDH, glycerldehyde-3-phosphate dehydrogenase.
Figure 2.Transcriptional response of SH-SY5Y transfected with ROP16. Change from red to blue indicates movement from upregulation to downregulation. ROP16 rhoptry protein 16.
Figure 3.Enriched GO terms of differentially expressed genes in terms of biological process. GO, Gene Ontology.
Biological processes categories of differentially expressed genes.
| Biological process | Count | Percentage gene hits, vs. total | Process hits (%) |
|---|---|---|---|
| Upregulated differentially expressed genes | |||
| Cellular component organization or biogenesis (GO:0071840) | 7 | 0.06 | 0.04 |
| Cellular process (GO:0009987) | 28 | 0.24 | 0.17 |
| Localization (GO:0051179) | 16 | 0.14 | 0.10 |
| Apoptotic process (GO:0006915) | 3 | 0.02 | 0.02 |
| Reproduction (GO:0000003) | 5 | 0.04 | 0.03 |
| Biological regulation (GO:0065007) | 23 | 0.20 | 0.14 |
| Response to stimulus (GO:0050896) | 3 | 0.03 | 0.02 |
| Developmental process (GO:0032502) | 17 | 0.15 | 0.10 |
| Multicellular organismal process (GO:0032501) | 11 | 0.10 | 0.07 |
| Biological adhesion (GO:0022610) | 1 | 0.01 | 0.01 |
| Metabolic process (GO:0008152) | 49 | 0.42 | 0.29 |
| Immune system process (GO:0002376) | 6 | 0.06 | 0.04 |
| Downregulated differentially expressed genes | |||
| Cellular component organization or biogenesis (GO:0071840) | 11 | 0.05 | 0.03 |
| Cellular process (GO:0009987) | 66 | 0.30 | 0.18 |
| Localization (GO:0051179) | 26 | 0.12 | 0.07 |
| Apoptotic process (GO:0006915) | 6 | 0.03 | 0.02 |
| Reproduction (GO:0000003) | 14 | 0.06 | 0.04 |
| Biological regulation (GO:0065007) | 40 | 0.18 | 0.11 |
| Response to stimulus (GO:0050896) | 14 | 0.06 | 0.04 |
| Developmental process (GO:0032502) | 37 | 0.17 | 0.10 |
| Multicellular organismal process (GO:0032501) | 33 | 0.15 | 0.09 |
| Biological adhesion (GO:0022610) | 12 | 0.06 | 0.03 |
| Metabolic process (GO:0008152) | 92 | 0.42 | 0.25 |
| Immune system process (GO:0002376) | 14 | 0.06 | 0.04 |
GO, Gene Ontology.
Genes associated with nervous system development, apoptosis and transcriptional regulation.
| Gene symbol | ||
|---|---|---|
| Functional category of interest | Upregulated genes | Downregulated genes |
| Nervous system development | HOXC11, NEURL1B, BNC2, ZIC2, RBM4B, SLITRK1, PCBP3 | HOXB6, SDK2, HOXB5, IGDCC3, SH2D5, HOXD13, SEMA3D, SCG5, HOXB8, TPM2, RASL11A, ATXN2, LINGO1, BAI1, SYT17, RBMX, CDK18, ABLIM1, PHACTR3, EHD2, ISL1, SLC6A15, REM2, NRXN3, HOXA6, DOC2A, LAMA4 |
| Apoptosis | CISH, RASSF6 | MAGEA6, SDK2, IGDCC3, MAGEB2, STAT4, DPF3 |
| Transcriptional regulation | HOXC11, USP24, ZIC2, TFAP2E, PDLIM3, WWTR1, ZMYM1, ZNF582, ANGEL2, ZNF814, POTEB, ZNF99, LDB2, NFIX, GSPT2, MRS2, RBM4B, ELK1, SLITRK1, HDGFL1, SP2, PCBP3 | ZNF566, GNPTAB, BATF3, HOXB6, POU4F3, HOXB5, CUX2, ZSCAN20, SMARCAD1, HOXD13, ZNF613, KHDRBS3, TLE4, HOXB8, POU4F1, RAI1, TSC22D3, PKNOX2, TFB2M, PMS2, LINGO1, RBMX, IRF8, IARS, ISL1, POU1F1, GDAP1, STAT4, PIGM, MLLT6, ANGEL1, HOXA6, SP140, DPF3 |
Figure 4.Training gene set for ToppGene derived from OMIM and GeneCards databases. Searches for the key phrases, ‘Toxoplasma gondii’ OR ‘Toxoplasmosis’ OR ‘Toxoplasma’ OR ‘T. gondii’ in the two databases, led to the detection of 40 genes from OMIM and 270 genes from GeneCards. The 12 genes from the intersection of the two databases were defined as the ‘training gene set’. OMIM, Online Mendelian Inheritance in Man.
Top 30 candidate genes of ToppGene and ToppNet prioritization results.
| ToppGene | ToppNet | ||||||
|---|---|---|---|---|---|---|---|
| Rank | Gene symbol | Average score | Overall P-value | Rank | Gene symbol | Interactant count | Score |
| 1 | CXCL12 | 0.95112 | 4.83E-09 | 1 | STAT4 | 14 | 2.34E-03 |
| 2 | APOE | 0.72009 | 5.09E-07 | 2 | TERF1 | 299 | 7.37E-04 |
| 3 | STAT4 | 0.78586 | 1.08E-05 | 3 | ATXN1 | 255 | 4.48E-04 |
| 4 | ABCA1 | 0.73670 | 1.91E-05 | 4 | CXCL12 | 10 | 3.94E-04 |
| 5 | CISH | 0.70228 | 2.13E-04 | 5 | CISH | 27 | 3.82E-04 |
| 6 | SSTR4 | 0.72088 | 4.10E-04 | 6 | SRGN | 11 | 2.47E-04 |
| 7 | BMP2 | 0.67482 | 4.48E-04 | 7 | RBMX | 89 | 1.61E-04 |
| 8 | ATG16L1 | 0.64074 | 4.59E-04 | 8 | APOE | 54 | 1.56E-04 |
| 9 | CALCA | 0.57179 | 4.87E-04 | 9 | SMARCAD1 | 119 | 1.43E-04 |
| 10 | IRF8 | 0.54026 | 7.56E-04 | 10 | HOXC11 | 13 | 1.27E-04 |
| 11 | PMS2 | 0.58553 | 7.61E-04 | 11 | ABCA1 | 48 | 1.05E-04 |
| 12 | LAMA4 | 0.53700 | 9.43E-04 | 12 | AMOT | 69 | 9.70E-05 |
| 13 | BATF3 | 0.65302 | 0.001017 | 13 | HIST1H1B | 42 | 9.64E-05 |
| 14 | ATXN2 | 0.54901 | 0.001293 | 14 | TPM2 | 35 | 9.59E-05 |
| 15 | ELK1 | 0.45828 | 0.001894 | 15 | ELK1 | 41 | 9.49E-05 |
| 16 | WLS | 0.61716 | 0.002097 | 16 | IARS | 69 | 9.14E-05 |
| 17 | MGAT2 | 0.38112 | 0.002123 | 17 | PTCD3 | 32 | 8.18E-05 |
| 18 | MYO18A | 0.47104 | 0.003082 | 18 | CDC73 | 61 | 8.06E-05 |
| 19 | PSMD9 | 0.43535 | 0.003175 | 19 | PSMD9 | 38 | 7.48E-05 |
| 20 | WWTR1 | 0.53933 | 0.003483 | 20 | SH2D2A | 12 | 6.98E-05 |
| 21 | AMOT | 0.49193 | 0.003639 | 21 | ATG16L1 | 35 | 6.76E-05 |
| 22 | LPAR3 | 0.58023 | 0.003655 | 22 | BMP2 | 19 | 6.06E-05 |
| 23 | IARS | 0.47188 | 0.003673 | 23 | IRF8 | 22 | 6.05E-05 |
| 24 | GFRA3 | 0.69785 | 0.003804 | 24 | RTF1 | 26 | 5.94E-05 |
| 25 | DDR2 | 0.54028 | 0.003883 | 25 | KHDRBS3 | 29 | 5.75E-05 |
| 26 | ISL1 | 0.64497 | 0.003949 | 26 | ATXN2 | 38 | 5.75E-05 |
| 27 | S1PR5 | 0.60005 | 0.004607 | 27 | ISL1 | 20 | 5.30E-05 |
| 28 | EPCAM | 0.51005 | 0.004612 | 28 | MID1 | 30 | 5.27E-05 |
| 29 | VLDLR | 0.53509 | 0.004849 | 29 | PMS2 | 44 | 5.20E-05 |
| 30 | FBXO22 | 0.45987 | 0.005457 | 30 | PDE6G | 8 | 5.04E-05 |
Figure 5.Protein-protein interaction network of DEGs. Nodes represent proteins, edges represent interactions between proteins, diamonds represent upregulated DEGs and circles represent downregulated DEGs. The color of the node, with a gradual change between blue and red, correspond to the variation between downeregulation and upregulation. of the expression of the DEG. DEG, differentially expressed gene.
Figure 6.Validation of the microarray results by comparative RT-qPCR analysis. Data are presented as the mean ± standard deviation. RT-qPCR, reverse transcription-quantitative polymerase chain reaction.