| Literature DB >> 33174043 |
Guofang Guan1, Xiao He2, Jingjing Chen2, Li Bin2, Xuxia Tang2.
Abstract
Sensorineural hearing loss is prevalent in patients receiving cisplatin therapy. Tetramethylpyrazine (Tet) and tanshinone IIA (Tan IIA) have protective roles against hearing impairment or ototoxicity. The present study aimed to investigate the molecular mechanisms underlying cisplatin‑induced ototoxicity and the protective effect of Tet and Tan IIA against it. House Ear Institute‑Organ of Corti 1 auditory cells were treated with titrating doses of Tan IIA, Tet, and cisplatin. In a cell viability assay, cisplatin, Tan IIA and Tet had IC50 values of 42.89 µM, 151.80 and 1.04x103 mg/l, respectively. Tan IIA augmented cisplatin‑induced cytotoxicity. However, Tet concentrations <75 mg/l attenuated cisplatin‑induced cytotoxicity and apoptosis. Moreover, RNA sequencing analysis was carried out on auditory cells treated for 30 h with 30 µM cisplatin alone for 48 h or combined with 37.5 mg/l Tet for 30 h. Differentially expressed genes (DEGs) induced in these conditions were identified and examined using Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway analysis. Cisplatin increased the expression of genes related to the p53 and FoxO pathways, such as Fas, p21/CDKN1A, and Bcl‑2 binding component 3, but decreased the expression of insulin‑like growth factor 1 (IGF1), as well as genes in the histone (Hist)1 and Hist2 clusters. Treatment with Tet downregulated FOXO3 and Bcl‑2 binding component 3, and increased the expression of IGF1. Moreover, Tet upregulated genes associated with Wnt signaling, but not p53‑related genes. Thus, the otoprotective properties of Tet might be mediated by activation of Wnt and IGF1 signaling, and inhibition of FoxO signaling.Entities:
Mesh:
Substances:
Year: 2020 PMID: 33174043 PMCID: PMC7646960 DOI: 10.3892/mmr.2020.11631
Source DB: PubMed Journal: Mol Med Rep ISSN: 1791-2997 Impact factor: 2.952
Figure 1.Cisplatin, Tan IIA and Tet inhibit the viability of HEI-OC1 cells. (A-C) Dose-dependent inhibition of viability of HEI-OC1 cells following 48-h treatment with cisplatin, Tan IIA and Tet. HEI-OC1 cell viability following 30-h treatment with (D) Cisplatin + Tan IIA or (E) Cisplatin + Tet. Differences among groups in panel D and E were analyzed using one-way ANOVA followed by Tukey's post hoc test. Tan IIA, tanshinone IIA; Tet, tetramethylpyrazine.
Figure 2.Apoptosis of HEI-OC1 cells. HEI-OC1 cells were treated with cisplatin alone or combined with Tet. Differences between groups were analyzed using one-way ANOVA followed by Tukey's post hoc test. PI, propidium iodide; FITC, fluorescein isothiocyanate; Tet, tetramethylpyrazine.
Figure 3.The Venn diagram of DEG in HEI-OC1 cells. (A-C) Venn diagram of the (A) total, (B) downregulated, and (C) upregulated DEGs identified following treatment with cisplatin alone or combined with Tet. DEG, differentially expressed gene.
Figure 4.Protein-protein interaction network of the identified DEGs. The protein-protein interaction network consists of 364 nodes (gene products) and 1,268 lines (interaction pairs). DEG, differentially expressed gene.
Top 15 GO biological processes associated with the differentially expressed genes induced by cisplatin vs. control.
| A, Downregulated genes | |||
|---|---|---|---|
| Term | Count | P-value | Gene name |
| GO:0006334, nucleosome assembly | 24 | 3.3010−22 | HIST2H3B, HIST1H2BB, HIST1H1C, HIST1H1B, H1F0, ANP32B, H3F3B, HIST1H3F, HIST1H4I, HIST1H3G, etc. |
| GO:0000183, chromatin silencing at rDNA | 16 | 2.22×10−16 | HIST2H3B, HIST1H2BB, HIST1H1C, HIST1H1B, BEND3, POLR1B, HIST2H4, SAP30, UBTF, HIST1H4A, etc. |
| GO:0032776, DNA methylation on cytosine | 12 | 1.37×10−13 | HIST2H3B, HIST4H4, HIST1H4A, HIST1H4B, HIST1H3A, H3F3B, HIST1H3F, HIST1H4I, HIST1H3G, HIST1H4J, etc. |
| GO:0045815, positive regulation of gene expression, epigenetic | 12 | 2.03×10−13 | HIST2H3B, HIST4H4, HIST1H4A, HIST1H4B, HIST1H3A, H3F3B, HIST1H3F, HIST1H4I, HIST1H3G, HIST1H4J, etc. |
| GO:0006335, DNA replication-dependent nucleosome assembly | 11 | 7.75×10−12 | HIST2H3B, HIST4H4, HIST1H4A, HIST1H4B, HIST1H3A, HIST1H3F, HIST1H4I, HIST1H3G, HIST1H4J, HIST1H4H, etc. |
| GO:0051290, protein heterotetramerization | 11 | 3.70×10−10 | HIST2H3B, HIST4H4, HIST1H4A, HIST1H4B, HIST1H3A, HIST1H3F, HIST1H4I, HIST1H3G, HIST1H4J, HIST1H4H, etc. |
| GO:0006336, DNA replication-inde pendent nucleosome assembly | 8 | 2.19×10−8 | HIST4H4, HIST1H4A, HIST1H4B, H3F3B, HIST1H4I, HIST1H4J, HIST1H4H, HIST2H4 |
| GO:0045653, negative regulation of megakaryocyte differentiation | 7 | 4.84×10−8 | HIST4H4, HIST1H4A, HIST1H4B, HIST1H4I, HIST1H4J, HIST1H4H, HIST2H4 |
| GO:0001649, osteoblast differentiation | 12 | 2.46×10−7 | NOG, IGF1, COL6A1, TWIST2, IGFBP5, SPP1, FHL2, GJA1, H3F3B, MYBBP1A, etc. |
| GO:0043066, negative regulation of apoptotic process | 25 | 3.61×10−7 | TWIST2, THBS1, IL1RN, IGF1, GAS1, SERPINB9, PDGFRB, YBX3, FHL2, AQP1, etc. |
| GO:0001701, in utero embryonic development | 17 | 1.89×10−6 | NOG, EDN1, YBX3, TPM1, HES1, PDGFRB, ANGPT1, PTCH1, GJB3, GJA1, etc. |
| GO:0030324, lung development | 11 | 4.89×10−6 | HES1, MIR92-1, MIR17, MIR18, CCBE1, MIR20A, PTN, IGF1, LOX, MIR19B-1, etc. |
| GO:0006352, DNA-templated transcription, initiation | 7 | 7.32×10−6 | HIST4H4, HIST1H4A, HIST1H4B, HIST1H4I, HIST1H4J, HIST1H4H, HIST2H4 |
| GO:0030336, negative regulation of cell migration | 10 | 9.64×10−6 | NOG, PDGFB, SFRP2, IL1RN, SERPINE1, PTN, CNN2, TPM1, SRGAP1, IGFBP5 |
| GO:0030335, positive regulation of cell migration | 13 | 1.38×10−5 | PDGFB, EDN1, IGF1, AQP1, CXCL12, THBS1, IRS1, CEMIP, SEMA3C, PDGFRB, etc. |
| GO:0006914, autophagy | 9 | 1.97×10−4 | TRP53INP1, ATG9B, ATG12, ATG2A, SESN2, HAP1, ABARAPL1, OPTN, ARSA |
| GO:0006915, apoptotic process | 18 | 2.35×10−4 | ZMAT3, FOXO3, PMAIP1, TRP53INP1, BBC3, PIDD1, FAS, DDIAS, DDIT4, PHLDA3, etc. |
| GO:0072332, intrinsic apoptotic signaling pathway by p53 class mediator | 5 | 3.76×10−4 | PDK2, BBC3, ZMAT3, EDA2R, PMAIP1 |
| GO:0042771, intrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator | 5 | 3.76×10−4 | CDKN1A, BBC3, PMAIP1, PHLDA3, DDIT4 |
| GO:0006919, activation of cysteine-type endopeptidase activity involved in apoptotic process | 6 | 9.12×10−4 | TNFRSF10B, NOD1, BBC3, PMAIP1, APAF1, PIDD1 |
| GO:0006974, cellular response to DNA damage stimulus | 14 | 9.13×10−4 | CDKN1A, BBC3, TRP53INP1, PIDD1, PMAIP1, DDIAS, BTG2, ZMAT3, ERCC5, POLK, etc. |
| GO:0000045, autophagosome assembly | 5 | 1.45×10−3 | ATG9B, GABARAPL1, ATG12, ATG2A, TRP53INP1 |
| GO:0048536, spleen development | 5 | 1.7×10−3 | RIPK3, NFKB2, FAS, CTC1, RC3H1 |
| GO:0007050, cell cycle arrest | 6 | 2.13×10−3 | CDKN1A, AK1, RASSF1, WDR6, TRP53INP1, DDIAS |
| GO:0016236, macroautophagy | 4 | 2.34×10−3 | ATG12, NBR1, OPTN, ZFYVE1 |
| GO:0051607, defense response to virus | 8 | 2.75×10−3 | DDX58, NLRC5, IFIT1, TMEM173, PMAIP1, EIF2AK2, CXCL10, DDIT4 |
| GO:0006977, DNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest | 3 | 4.25×10−3 | CDKN1A, MDM2, PIDD1 |
| GO:0043029, T cell homeostasis | 4 | 4.90×10−3 | RIPK3, PMAIP1, FAS, RC3H1 |
| GO:0000422, mitophagy | 4 | 6.37×10−3 | ATG9B, GABARAPL1, ATG12, ATG2A |
| GO:0070059, intrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress | 4 | 7.48×10−3 | TNFRSF10B, BBC3, PMAIP1, APAF1 |
GO, Gene Ontology.
Kyoto Encyclopedia of Genes and Genomes pathways associated with the differentially expressed genes induced by cisplatin vs. control.
| A, Downregulated genes | |||
|---|---|---|---|
| Term | Count | P-value | Gene name |
| mmu05322, Systemic lupus erythematosus | 26 | 7.48×10−19 | HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H4A, HIST1H2BK, HIST1H4B, HIST1H2BL, HIST2H2AC, HIST1H2BJ, HIST3H2A, etc. |
| mmu05034, Alcoholism | 26 | 2.04×10−15 | HIST1H4A, HIST1H2BK, HIST1H4B, HIST1H2BL, HIST2H2AC, HIST1H2BJ, HIST3H2A, H2AFX, HIST1H4I, HIST1H4J, etc. |
| mmu05203, Viral carcinogenesis | 15 | 2.98×10−5 | HIST1H2BB, HIST4H4, HIST1H2BH, HIST2H4, HIST1H2BM, MRPS18B, HIST1H4A, HIST1H2BK, HIST1H4B, HIST1H2BL, etc. |
| mmu04510, Focal adhesion | 11 | 2.43×10−3 | PDGFB, TLN2, COL1A2, PDGFRB, IGF1, THBS1, COL5A3, SPP1, PDGFC, COL3A1, SPP1, etc. |
| mmu05202, Transcriptional misregulation in cancer | 9 | 6.42×10−3 | MAF, HIST2H3B, HIST1H3A, IGF1, PBX1, HIST1H3G, ID2, H3F3B, HIST1H3F, |
| mmu05206, MicroRNAs in cancer | 12 | 6.50×10−3 | PDGFB, PDGFRB, MARCKS, THBS1, IRS1, TPM1, MIR17, MIR18, MIR20A, etc. |
| mmu04151, PI3K-Akt signaling pathway | 13 | 1.45×10−2 | PDGFB, PDGFRB, IGF1, ANGPT1, THBS1, IRS1, ANGPT4, SPP1, COL5A3, COL3A1, etc. |
| mmu04512, ECM-receptor interaction | 6 | 1.59×10−2 | COL3A1, COL1A2, COL6A1, THBS1, COL5A3, SPP1 |
| mmu04015, Rap1 signaling pathway | 9 | 2.72×10−2 | PDGFB, TLN2, IGF1, ANGPT1, THBS1, ANGPT4, MAGI1, PDGFRB, PDGFC |
| mmu04066, HIF-1 signaling pathway | 6 | 2.81×10−2 | EDN1, SERPINE1, HK2, IGF1, ANGPT1, ANGPT4 |
| mmu04330, Notch signaling pathway | 4 | 4.86×10−2 | DTX4, HES1, MAML3, LFNG |
| mmu04115, p53 signaling pathway | 12 | 1.77×10−10 | CDKN1A, BBC3, ZMAT3, MDM2, PMAIP1, FAS, CCNG1, PIDD1, SESN2, CCNG2, etc. |
| mmu05169, Epstein-Barr virus infection | 8 | 8.93×10−4 | DDX58, CDKN1A, NFKBIE, RELB, NFKBIA, MDM2, NFKB2, EIF2AK2 |
| mmu05164, Influenza A | 8 | 3.32×10−3 | DDX58, TNFRSF10B, NFKBIA, H2-DMB1, FAS, EIF2AK2, NXT2, CXCL10 |
| mmu04068, FoxO signaling pathway | 7 | 4.21×10−3 | CDKN1A, GABARAPL1, ATG12, FBXO25, MDM2, FOXO3, CCNG2 |
| mmu04623, Cytosolic DNA-sensing pathway | 5 | 6.03×10−3 | DDX58, TMEM173, RIPK3, NFKBIA, CXCL10 |
| mmu04622, RIG-I-like receptor signaling pathway | 5 | 7.47×10−3 | DDX58, TMEM173, ATG12, NFKBIA, CXCL10 |
| mmu04142, Lysosome | 6 | 1.27×10−2 | ABCB9, AP3M2, SMPD1, ARSA, SORT1, CTSF |
| mmu05162, Measles | 6 | 1.95×10−2 | DDX58, TNFRSF10B, BBC3, NFKBIA, FAS, EIF2AK2 |
| mmu04064 NF-kappa B signaling pathway | 5 | 2.48×10−2 | DDX58, RELB, NFKBIA, NFKB2, PIDD1 |
| mmu04210, Apoptosis | 4 | 3.10×10−2 | TNFRSF10B, NFKBIA, FAS, APAF1 |
| mmu05206, MicroRNAs in cancer | 8 | 3.82×10−2 | NOTCH3, CDKN1A, RASSF1, MDM2, CCNG1, DDIT4, PDCD4, MIR34A |
| mmu05203, Viral carcinogenesis | 7 | 4.85×10−2 | CDKN1A, KAT2B, NFKBIA, MDM2, PMAIP1, NFKB2, EIF2AK2 |
Figure 5.FPKM values and expression of several DEGs in the three groups. (A-D) FPKM values of several random selected up- or downregulated DEGs with typical expression profiling in response to treatment with cisplatin alone or combined with Tet. (E) Expression of several protein products of DEGs. *P<0.05, vs. control. #P<0.05 vs. Cisplatin. The differences were analyzed by one-way ANOVA followed by Tukey's post hoc test. DEG, differentially expressed gene; FKPM, fragments per kilobase of exon model per million reads mapped.
The top 20 biological processes associated with the differentially expressed genes overlapping between cisplatin vs. control and combination vs. control groups.
| A, Downregulated genes | |||
|---|---|---|---|
| Term | Count | P-value | Gene name |
| GO:0006334, nucleosome assembly | 18 | 4.24×10−18 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0031497, chromatin assembly | 18 | 6.98×10−18 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0034728, nucleosome organization | 18 | 8.89×10−18 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0065004, protein-DNA complex assembly | 18 | 8.89×10−18 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0006323, DNA packaging | 18 | 1.55×10−15 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0006333, chromatin assembly or disassembly | 18 | 5.73×10−15 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0034622, cellular macromolecular complex assembly | 19 | 5.45×10−11 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, CTTNBP2, etc. |
| GO:0034621, cellular macromolecular complex subunit organization | 19 | 4.01×10−10 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, CTTNBP2, etc. |
| GO:0065003, macromolecular complex assembly | 19 | 6.33×10−8 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, CTTNBP2, etc. |
| GO:0006325, chromatin organization | 18 | 1.25×10−7 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0043933, macromolecular complex subunit organization | 19 | 2.18×10−7 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, CTTNBP2, etc. |
| GO:0051276, chromosome organization | 18 | 3.94×10−6 | H1F0, HIST1H2BB, HIST4H4, HIST1H1C, HIST1H2AF, HIST1H1B, HIST1H2AG, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0030855, epithelial cell differentiation | 8 | 5.36×10−4 | SPRR1A, SPRR1B, GJA1, SPRR2G, PTCH1, ID3, FZD2, SPRR2K |
| GO:0007507, heart development | 10 | 1.09×10−3 | NRP2, ID2, EDN1, GJA1, FHL2, PTCH1, ADAMTS1, ID3, MECOM, TPM1 |
| GO:0031424, keratinization | 4 | 3.94×10−3 | SPRR1A, SPRR1B, SPRR2G, SPRR2K |
| GO:0060429, epithelium development | 10 | 4.08×10−3 | SPRR1A, LMO4, SPRR1B, GJA1, SPRR2G, PTCH1, ID3, FZD2, MECOM, SPRR2K |
| GO:0042325, regulation of phosphorylation | 10 | 6.31×10−3 | SPRY1, PDGFB, SOCS3, EDN1, PDGFRB, TRIB3, CD24A, PPP1R14B, IRS1, TRIB1 |
| GO:0019220, regulation of phosphate metabolic process | 10 | 7.97×10−3 | SPRY1, PDGFB, SOCS3, EDN1, PDGFRB, TRIB3, CD24A, PPP1R14B, IRS1, TRIB1 |
| GO:0051174, regulation of phosphorus metabolic process | 10 | 7.97×10−3 | SPRY1, PDGFB, SOCS3, EDN1, PDGFRB, TRIB3, CD24A, PPP1R14B, IRS1, TRIB1 |
| GO:0043009, chordate embryonic development | 12 | 9.30×10−3 | HES1, SFRP2, EDN1, NLE1, PDGFRB, GJA1, PTCH1, GAS1, MECOM, TPM1, etc. |
| GO:0012501, programmed cell death | 16 | 1.95×10−5 | TRP53INP1, FAS, DDIT4, CKAP2, ZMAT3, EDA2R, PMAIP1, PDCD4, TMEM173, NOD1, etc. |
| GO:0008219, cell death | 16 | 4.35×10−5 | TRP53INP1, FAS, DDIT4, CKAP2, ZMAT3, EDA2R, PMAIP1, PDCD4, TMEM173, NOD1, etc. |
| GO:0016265, death | 16 | 5.68×10−5 | TRP53INP1, FAS, DDIT4, CKAP2, ZMAT3, EDA2R, PMAIP1, PDCD4, TMEM173, NOD1, etc. |
| GO:0006915, apoptosis | 15 | 6.61×10−5 | TRP53INP1, APAF1, FAS, CKAP2, ZMAT3, PMAIP1, PDCD4, DDIT4, TMEM173, NOD1, etc. |
| GO:0007049, cell cycle | 16 | 3.41×10−4 | CKAP2, TXNIP, KAT2B, CCNG1, SESN2, CDKN1A, EREG, RASSF1, TRP53INP1, MDM2, etc. |
| GO:0007050, cell cycle arrest | 5 | 1.64×10−3 | CDKN1A, AK1, RASSF1, TRP53INP1, SESN2 |
| GO:0022402, cell cycle process | 11 | 2.67×10−3 | CDKN1A, EREG, AK1, RASSF1, TRP53INP1, MDM2, SESN2, CCNG1, CCNG2, SMC4, etc. |
| GO:0033554, cellular response to stress | 11 | 3.25×10−3 | POLK, CLSPN, CDKN1A, ERCC5, ATG9B, ATG12, BTG2, ZMAT3, PMAIP1, EIF2AK2, etc. |
| GO:0012502, induction of programmed cell death | 7 | 3.78×10−3 | NOD1, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, PHLDA3 |
| GO:0006917, induction of apoptosis | 7 | 3.78×10−3 | NOD1, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, PHLDA3 |
| GO:0043068, positive regulation of programmed cell death | 8 | 7.02×10−3 | CDKN1A, NOD1, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, PHLDA3 |
| GO:0010942, positive regulation of cell death | 8 | 7.32×10−3 | CDKN1A, NOD1, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, PHLDA3 |
| GO:0006974, response to DNA damage stimulus | 8 | 1.43×10−2 | POLK, CLSPN, CDKN1A, ERCC5, BTG2, ZMAT3, PMAIP1, PHLDA3 |
| GO:0045596, negative regulation of cell differentiation | 6 | 2.33×10−2 | NOTCH3, EREG, GDF11, NFKBIA, RC3H1, TOB1 |
| GO:0043065, positive regulation of apoptosis | 7 | 2.35×10−2 | NOD1, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, PHLDA3 |
| GO:0008104, protein localization | 13 | 3.59×10−2 | ARL6IP1, TXNIP, GDI1, ABCB9, CHMP5, ZMAT3, NFKBIA, PMAIP1, OPTN, CXCL10, etc. |
| GO:0007033, vacuole organization | 3 | 3.67×10−2 | ATG9B, ATG12, CHMP5 |
| GO:0009411, response to UV | 3 | 3.87×10−2 | CDKN1A, ERCC5, PMAIP1 |
GO, Gene Ontology.
Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways associated with the differentially expressed genes overlapping between cisplatin vs. control and combination vs. control groups.
| A, Downregulated genes | |||
|---|---|---|---|
| Term | Count | P-value | Gene name |
| mmu05322, Systemic lupus erythematosus | 14 | 3.29×10−10 | HIST1H2BB, HIST4H4, HIST1H2AF, HIST1H2AG, HIST1H2BH, HIST2H4, HIST1H2BM, HIST1H4A, H3F3B, H2AFX, etc. |
| mmu04510, Focal adhesion | 9 | 3.42×10−3 | GM12715, PDGFB, COL3A1, COL1A2, PDGFRB, COL6A1, THBS1, COL5A3, SPP1 |
| mmu04512, ECM-receptor interaction | 6 | 3.90×10−3 | COL3A1, COL1A2, COL6A1, THBS1, COL5A3, SPP1 |
| mmu04330, Notch signaling pathway | 4 | 2.53×10−2 | DTX4, HES1, MAML3, LFNG |
| mmu04115, p53 signaling pathway | 10 | 6.27×10−9 | CDKN1A, ZMAT3, MDM2, PMAIP1, FAS, APAF1, SESN2, CCNG1, CCNG2, GTSE1 |
| mmu04623, Cytosolic DNA-sensing pathway | 5 | 1.35×10−3 | DDX58, TMEM173, RIPK3, NFKBIA, CXCL10 |
| mmu04622, RIG-I-like receptor signaling pathway | 5 | 2.97×10−3 | DDX58, TMEM173, ATG12, NFKBIA, CXCL10 |
| mmu04210, Apoptosis | 4 | 4.16×10−2 | TNFRSF10B, NFKBIA, FAS, APAF1 |
The top 20 biological processes associated with the differentially expressed genes induced by combination treatment compared with control.
| Downregulated genes | |||
|---|---|---|---|
| Term | Count | P-value | Gene name |
| GO:0006334, nucleosome assembly | 19 | 3.03×10−14 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| GO:0031497, chromatin assembly | 19 | 5.06×10−14 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| GO:0065004, protein-DNA complex assembly | 19 | 6.50×10−14 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| GO:0034728, nucleosome organization | 19 | 6.50×10−14 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| GO:0034622, cellular macromo lecular complex assembly | 28 | 6.42×10−13 | EIF6, FKBP4, WNT2, HIST1H2BM, HIST1H4A, PRMT5, TUBA1C, NIP7, HIST1H1A, HIST1H2BH, FLNA, etc. |
| GO:0042254, ribosome biogenesis | 20 | 7.62×10−12 | EIF6, NAF1, EXOSC4, NIP7, BOP1, IMP3, CDKN2A, NPM1, RRS1, NHP2, etc. |
| GO:0034470, ncRNA processing | 23 | 9.92×10−12 | NAF1, BOP1, RRP9, QTRT1, EXOSC1, TRMT61A, FBL, IMP3, NOP2, CDKN2A, etc. |
| GO:0006323, DNA packaging | 19 | 1.16×10−11 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| GO:0034621, cellular macromolecular complex subunit organization | 28 | 1.17×10−11 | HIST1H2AB, EIF6, FKBP4, WNT2, CTTNBP2, NIP7, FLNA, HIST2H4, HIST1H3A, CACNA1A, etc. |
| GO:0022613, ribonucleoprotein complex biogenesis | 21 | 3.69×10−11 | EIF6, NAF1, RRP9, FBL, IMP3, NOP2, CDKN2A, PRMT5, NPM1, RRS1, etc. |
| GO:0006333, chromatin assembly or disassembly | 19 | 4.39×10−11 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| GO:0034660, ncRNA metabolic process | 24 | 2.17×10−10 | NAF1, PUS1, EXOSC4, BOP1, QTRT1, EXOSC1, TRMT61A, IMP3, CDKN2A, METTL1, etc. |
| GO:0065003, macromolecular complex assembly | 30 | 8.60×10−10 | HIST4H4, FKBP4, WNT2, CTTNBP2, PRMT5, NPM1, MYC, TUBA1C, NIP7, FLNA, etc. |
| GO:0043933, macromolecular complex subunit organization | 30 | 5.71×10−9 | HIST1H2AB, EIF6, FKBP4, WNT2, CTTNBP2, PRMT5, NPM1, MYC, NIP7, etc. |
| GO:0006364, rRNA processing | 13 | 9.96×10−8 | NAF1, EXOSC4, EXOSC1, BOP1, FBL, RCL1, IMP3, NOP2, CDKN2A, NHP2, etc. |
| GO:0016072, rRNA metabolic process | 13 | 1.16×10−7 | NAF1, EXOSC4, EXOSC1, BOP1, FBL, RCL1, IMP3, NOP2, CDKN2A, NHP2, etc. |
| GO:0006396, RNA processing | 29 | 8.47×10−7 | NAF1, BOP1, QTRT1, IMP3, CDKN2A, METTL1, PRMT5, TSEN2, EXOSC4, RPP40, etc. |
| GO:0008033, tRNA processing | 11 | 3.90×10−6 | PUS7L, ELAC2, PUS1, METTL1, WDR4, QTRT1, TSEN2, TRMT61A, NSUN2, FBL, etc. |
| GO:0006399, tRNA metabolic process | 12 | 5.36×10−5 | PUS7L, ELAC2, PUS1, METTL1, WDR4, QTRT1, TSEN2, TRMT61A, RPP40, FBL, etc. |
| GO:0006325, chromatin organization | 20 | 1.14×10−4 | HIST1H2AB, PRMT5, H2AFZ, H1F0, HIST1H2BB, HIST1H1C, HIST1H1B, HIST1H1A, HIST1H2BH, HIST2H4, etc. |
| GO:0012501, programmed cell death | 21 | 1.23×10−5 | CKAP2, ZMAT3, PMAIP1, BCL2L11, DDIT4, TMEM173, CASP3, TRP53INP1, FAS, PHLDA3, etc. |
| GO:0007049, cell cycle | 24 | 1.75×10−5 | TXNIP, CKAP2, NUSAP1, CCNG1, NCAPD3, BRCA1, CDKN1A, RASSF1, TRP53INP1, MDM2, etc. |
| GO:0012502, induction of programmed cell death | 12 | 2.50×10−5 | SERINC3, CASP3, CASP4, NOD1, IL18, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, etc. |
| GO:0006917, induction of apoptosis | 12 | 2.50×10−5 | SERINC3, CASP3, CASP4, NOD1, IL18, RIPK3, TRP53INP1, PMAIP1, FAS, APAF1, etc. |
| GO:0006915, apoptosis | 20 | 3.28×10−5 | CKAP2, ZMAT3, PMAIP1, PDCD4, DDIT4, CASP3, TMEM173, TRP53INP1, JAK2, FAS, etc. |
| GO:0008219, cell death | 21 | 3.32×10−5 | JAK2, FAS, CKAP2, ZMAT3, EDA2R, PMAIP1, DDIT4, TMEM173, CASP3, TRP53INP1, etc. |
| GO:0022402, cell cycle process | 18 | 4.28×10−5 | NUSAP1, CCNG1, SESN2, CCNG2, NCAPD3, BRCA1, CDKN1A, RASSF1, TRP53INP1, MDM2, etc. |
| GO:0016265, death | 21 | 4.61×10−5 | TRP53INP1, JAK2, FAS, CKAP2, ZMAT3, PMAIP1, PDCD4, TAX1BP1, BCL2L11, DDIT4, etc. |
| GO:0043068, positive regulation of programmed cell death | 14 | 5.61×10−5 | PMAIP1, BCL2L11, BRCA1, SERINC3, CDKN1A, CASP3, CASP4, NOD1, TRP53INP1, FAS, etc. |
| GO:0010942, positive regulation of cell death | 14 | 6.06×10−5 | PMAIP1, BCL2L11, BRCA1, SERINC3, CDKN1A, CASP3, CASP4, NOD1, TRP53INP1, FAS, etc. |
| GO:0043065, positive regulation of apoptosis | 13 | 2.13×10−4 | PMAIP1, BCL2L11, BRCA1, SERINC3, CASP3, RIPK3, TRP53INP1, APAF1, FAS, PHLDA3, etc. |
| GO:0007050, cell cycle arrest | 6 | 1.23×10−3 | GAS2L3, CDKN1A, AK1, RASSF1, TRP53INP1, SESN2 |
| GO:0042981, regulation of apoptosis | 18 | 2.19×10−3 | IL18, PMAIP1, TAX1BP1, BRCA1, SERINC3, CASP3, CDKN1A, BTG2, TRP53INP1, FAS, etc. |
| GO:0043067, regulation of programmed cell death | 18 | 2.49×10−3 | IL18, PMAIP1, TAX1BP1, BRCA1, SERINC3, CASP3, CDKN1A, BTG2, TRP53INP1, FAS, etc. |
| GO:0010941, regulation of cell death | 18 | 2.63×10−3 | IL18, PMAIP1, TAX1BP1, BRCA1, SERINC3, CASP3, CDKN1A, BTG2, TRP53INP1, FAS, etc. |
| GO:0007076, mitotic chromosome condensation | 3 | 3.98×10−3 | NUSAP1, NCAPD3, SMC4 |
| GO:0033554, cellular response to stress | 14 | 4.91×10−3 | POLK, ATG9B, ATG12, NEIL3, ZMAT3, PMAIP1, BRCA1, CASP3, CDKN1A, BTG2, etc. |
| GO:0007067, mitosis | 9 | 5.62×10−3 | SPC25, KNTC1, NUSAP1, NDC80, CEP55, CCNG1, CCNG2, NCAPD3, SMC4 |
| GO:0000280, nuclear division | 9 | 5.62×10−3 | SPC25, KNTC1, NUSAP1, NDC80, CEP55, CCNG1, CCNG2, NCAPD3, SMC4 |
| GO:0000087, M phase of mitotic cell cycle | 9 | 6.38×10−3 | SPC25, KNTC1, NUSAP1, NDC80, CEP55, CCNG1, CCNG2, NCAPD3, SMC4 |
GO, Gene Ontology.
Kyoto Encyclopedia of Genes and Genomes pathways associated with the differentially expressed genes induced by combination treatment compared with control.
| A, Downregulated genes | |||
|---|---|---|---|
| Term | Count | P-value | Gene name |
| mmu05322, Systemic lupus erythematosus | 15 | 1.94×10−7 | HIST1H2AB, HIST4H4, HIST1H4K, HIST1H2AF, HIST1H2AG, HIST1H2BM, HIST1H2BK, HIST1H4A, HIST1H4B, HIST2H2AC, etc. |
| mmu03010, Ribosome | 10 | 3.36×10−4 | RPS19, RPL41, RPLP1, GM10020, RPL26, RPL3, RPL10, RPL36, RPL37, RPS5 |
| mmu04510, Focal adhesion | 15 | 3.76×10−4 | PDGFB, COL3A1, COL2A1, COL5A3, FLNA, CCND1, COL1A2, PDGFRB, THBS1, SPP1, etc. |
| mmu00670, One carbon pool by folate | 4 | 6.69×10−3 | SHMT2, ATIC, MTHFD1L, GART |
| mmu00100, Steroid biosynthesis | 4 | 7.98×10−3 | CYP51, SQLE, LSS, DHCR24 |
| mmu04512, ECM-receptor interaction | 7 | 1.69×10−2 | COL3A1, COL1A2, COL6A1, COL2A1, THBS1, COL5A3, SPP1 |
| mmu04115, p53 signaling pathway | 11 | 3.09×10−8 | CDKN1A, CASP3, ZMAT3, MDM2, PMAIP1, FAS, APAF1, SESN2, CCNG1, CCNG2, etc. |
| mmu04623, Cytosolic DNA-sensing pathway | 7 | 1.10×10−4 | DDX58, TMEM173, IL18, RIPK3, NFKBIA, CHUK, CXCL10 |
| mmu05200, Pathways in cancer | 13 | 1.74×10−3 | NFKBIA, TCF7L1, FZD6, CTNNA2, CASP3, CDKN1A, RASSF1, MDM2, WNT9A, FAS, etc. |
| mmu04622, RIG-I-like receptor signaling pathway | 6 | 2.57×10−3 | DDX58, TMEM173, ATG12, NFKBIA, CHUK, CXCL10 |
| mmu04210, Apoptosis | 6 | 7.41×10−3 | CASP3, TNFRSF10B, NFKBIA, FAS, APAF1, CHUK |
| mmu04621, NOD-like receptor signaling pathway | 5 | 1.11×10−2 | NOD1, IL18, NFKBIA, TAB2, CHUK |
| mmu04920, Adipocytokine signaling pathway | 5 | 1.44×10−2 | CPT1C, NFKBIE, NFKBIA, JAK2, CHUK |
| mmu04142, Lysosome | 6 | 2.59×10−2 | SGSH, ABCB9, AP3M2, IGF2R, SORT1, CTSF |
| mmu05215, Prostate cancer | 5 | 3.77×10−2 | CDKN1A, MDM2, NFKBIA, TCF7L1, CHUK |