| Literature DB >> 31655798 |
Sheng Zhong1,2, Bo Wu2,3, Jiahui Li4, Xinhui Wang2,5, Shanshan Jiang4, Fangfei Hu4, Gaojing Dou2, Yuan Zhang2, Chunjia Sheng2, Gang Zhao1,2, Yunqian Li1,2, Yong Chen1,2.
Abstract
We tested whether the drugs T5224, RSPO2, and AZD5363 exert therapeutic effects against functioning pituitary adenoma (FPA). We analysed the gene expression profiles of four FPA mRNA microarray datasets (GSE2175, GSE26966, GSE36314, and GSE37153) from the Gene Expression Omnibus database and identified genes differentially expressed in FPA vs control tissues. We then carried out Gene Ontology, Kyoto Encyclopedia of Genes and Genomes (KEGG), and protein-protein interaction network analyses. We also measured the difference in expression of hub genes between human normal pituitary cells and FPA cells using qRT-PCR. Our in vitro colony-formation and MTT assays showed that cell viability, number, and the size of clonogenicities were all lower in the presence of T5224, RSPO2, or AZD536 than in controls. Moreover, flow cytometry experiments showed that the incidence of apoptosis was higher in the presence of T5224, RSPO2, or AZD5363 than among controls, and was increased by increasing the doses of the drugs. This suggests these drugs could be used as therapeutic agents to treat FPA. Finally, we found that cFos, WNT5A, NCAM1, JUP, AKT3, and ADCY1 are abnormally expressed in FPA cells compared to controls, which highlights these genes as potential prognostic and/or therapeutic targets.Entities:
Keywords: bioinformatics; brain science; drug treatment; functional pituitary adenomas; prognosis
Year: 2019 PMID: 31655798 PMCID: PMC6834428 DOI: 10.18632/aging.102372
Source DB: PubMed Journal: Aging (Albany NY) ISSN: 1945-4589 Impact factor: 5.682
Figure 1(A) Venn diagrams for DEGs. (B) Results of q-PCR analysis. (C) Functional and pathway enrichment analysis of up- regulated genes. (B) Expression heat map of hub genes. (D) Functional and pathway enrichment analysis of down-regulated genes. (E–G) Expression heat map of hub genes.
Functional and pathway enrichment analysis of up-regulated and down-regulated genes among four datasets.
| up-regulated | GOTERM_BP_DIRECT | GO:0007067~mitotic nuclear division | 18 | 38.29787234 | 1.28E-20 |
| GOTERM_BP_DIRECT | GO:0051301~cell division | 17 | 36.17021277 | 1.39E-16 | |
| GOTERM_BP_DIRECT | GO:0007062~sister chromatid cohesion | 9 | 19.14893617 | 1.85E-10 | |
| GOTERM_BP_DIRECT | GO:0000086~G2/M transition of mitotic cell cycle | 9 | 19.14893617 | 1.82E-09 | |
| GOTERM_BP_DIRECT | GO:0007059~chromosome segregation | 7 | 14.89361702 | 1.91E-08 | |
| GOTERM_CC_DIRECT | GO:0005819~spindle | 11 | 23.40425532 | 2.99E-13 | |
| GOTERM_CC_DIRECT | GO:0030496~midbody | 10 | 21.27659574 | 2.40E-11 | |
| GOTERM_CC_DIRECT | GO:0005874~microtubule | 11 | 23.40425532 | 3.41E-09 | |
| GOTERM_CC_DIRECT | GO:0000775~chromosome, centromeric region | 7 | 14.89361702 | 5.29E-09 | |
| GOTERM_CC_DIRECT | GO:0000776~kinetochore | 7 | 14.89361702 | 4.53E-08 | |
| GOTERM_MF_DIRECT | GO:0005515~protein binding | 41 | 87.23404255 | 9.05E-10 | |
| GOTERM_MF_DIRECT | GO:0005524~ATP binding | 18 | 38.29787234 | 3.45E-08 | |
| GOTERM_MF_DIRECT | GO:0003777~microtubule motor activity | 7 | 14.89361702 | 4.29E-08 | |
| GOTERM_MF_DIRECT | GO:0008017~microtubule binding | 8 | 17.0212766 | 7.29E-07 | |
| GOTERM_MF_DIRECT | GO:0004674~protein serine/threonine kinase activity | 8 | 17.0212766 | 3.54E-05 | |
| KEGG_PATHWAY | hsa04110:Cell cycle | 6 | 12.76595745 | 1.97E-06 | |
| KEGG_PATHWAY | hsa04114:Oocyte meiosis | 4 | 8.510638298 | 9.73E-04 | |
| KEGG_PATHWAY | hsa04115:p53 signaling pathway | 3 | 6.382978723 | 0.00674313 | |
| KEGG_PATHWAY | hsa04914:Progesterone-mediated oocyte maturation | 3 | 6.382978723 | 0.01117001 | |
| KEGG_PATHWAY | hsa05203:Viral carcinogenesis | 3 | 6.382978723 | 0.05510903 | |
| down-regulated | GOTERM_BP_DIRECT | GO:0007268~chemical synaptic transmission | 16 | 14.15929204 | 1.58E-11 |
| GOTERM_BP_DIRECT | GO:0007269~neurotransmitter secretion | 6 | 5.309734513 | 1.41E-05 | |
| GOTERM_BP_DIRECT | GO:0006836~neurotransmitter transport | 5 | 4.424778761 | 1.73E-05 | |
| GOTERM_BP_DIRECT | GO:1902476~chloride transmembrane transport | 7 | 6.194690265 | 2.15E-05 | |
| GOTERM_BP_DIRECT | GO:0006811~ion transport | 7 | 6.194690265 | 1.24E-04 | |
| GOTERM_CC_DIRECT | GO:0030054~cell junction | 25 | 22.12389381 | 1.97E-16 | |
| GOTERM_CC_DIRECT | GO:0030672~synaptic vesicle membrane | 10 | 8.849557522 | 3.25E-11 | |
| GOTERM_CC_DIRECT | GO:0005886~plasma membrane | 52 | 46.01769912 | 1.47E-08 | |
| GOTERM_CC_DIRECT | GO:0048786~presynaptic active zone | 6 | 5.309734513 | 7.06E-07 | |
| GOTERM_CC_DIRECT | GO:0008021~synaptic vesicle | 8 | 7.079646018 | 1.22E-06 | |
| GOTERM_MF_DIRECT | GO:0004890~GABA-A receptor activity | 4 | 3.539823009 | 1.88E-04 | |
| GOTERM_MF_DIRECT | GO:0005509~calcium ion binding | 14 | 12.38938053 | 3.42E-04 | |
| GOTERM_MF_DIRECT | GO:0005230~extracellular ligand-gated ion channel activity | 4 | 3.539823009 | 9.96E-04 | |
| GOTERM_MF_DIRECT | GO:0044325~ion channel binding | 5 | 4.424778761 | 0.00472253 | |
| GOTERM_MF_DIRECT | GO:0048306~calcium-dependent protein binding | 4 | 3.539823009 | 0.00505404 | |
| KEGG_PATHWAY | hsa05033:Nicotine addiction | 7 | 6.194690265 | 2.30E-07 | |
| KEGG_PATHWAY | hsa04723:Retrograde endocannabinoid signaling | 9 | 7.96460177 | 3.09E-07 | |
| KEGG_PATHWAY | hsa04727:GABAergic synapse | 8 | 7.079646018 | 1.40E-06 | |
| KEGG_PATHWAY | hsa05032:Morphine addiction | 7 | 6.194690265 | 3.07E-05 | |
| KEGG_PATHWAY | hsa04721:Synaptic vesicle cycle | 6 | 5.309734513 | 6.13E-05 |
Detailed information of the hub genes among four datasets.
| cFos | 22 | 0.3840231 | GH1 | 6 | 0.01536337 |
| MYC | 20 | 0.3150368 | CCND2 | 6 | 0.02628263 |
| WNT5A | 18 | 0.1803458 | TSHB | 6 | 0.01756622 |
| BCL2 | 17 | 0.37660255 | GHRHR | 6 | 0.00112801 |
| NCAM1 | 13 | 0.24487191 | PPP2R5A | 6 | 0.11767315 |
| JUP | 12 | 0.0401026 | BCR | 6 | 0.03518683 |
| POMC | 11 | 0.05597786 | CAMK2G | 6 | 0.03972707 |
| AKT3 | 10 | 0.03310717 | ATP2A2 | 6 | 0.12136994 |
| ADCY1 | 9 | 0.00765123 | APC | 5 | 0.02201292 |
| FGFR2 | 7 | 0.0745872 | MAD2L1 | 5 | 0.07012635 |
Figure 2Top 3 modules from the protein-protein interaction network.
Functional and pathway enrichment analysis of the modules genes.
| module 1 | GO:0008283~cell proliferation (BP) | 3 | 2.76E-03 | 3.48761792 | BCL2, ALK, MYC |
| GO:0043234~protein complex (CC) | 3 | 2.97E-03 | 2.382996199 | BCR, ALK, MYC | |
| GO:0043066~negative regulation of apoptotic process (BP) | 3 | 4.24E-03 | 5.307949002 | CCND2, BCL2, MYC | |
| module 2 | GO:0007190~activation of adenylate cyclase activity(BP) | 3 | 3.31E-05 | 3.62E-02 | ADCY1, GNAS, GHRHR |
| GO:0007189~adenylate cyclase-activating G-protein coupled receptor signaling pathway(BP) | 3 | 5.19E-05 | 5.67E-02 | ADCY1, GNAS, GHRHR | |
| hsa04923:Regulation of lipolysis in adipocytes(KEGG) | 3 | 3.83E-04 | 3.72E-01 | ADCY1, TSHB, GNAS | |
| module 3 | GO:0001948~glycoprotein binding(MF) | 2 | 7.69E-03 | 3.89981344 | CNTN2, CNTN1 |
| GO:0031225~anchored component of membrane(CC) | 2 | 1.24E-02 | 8.45522442 | CNTN2, CNTN1 | |
| GO:0043209~myelin sheath(CC) | 2 | 1.66E-02 | 11.21564142 | CNTN2, CNTN1 |
Figure 3Cellular viability of glioblastoma cells treated with T5224, Genipin and STO-609.
Figure 4Cellular viability of glioblastoma cells treated with RSPO2 and AZD5363.
Figure 5Clonogenicities in Petri dishes with different dose of T5224, RSPO2, AZD5363, Geinpin, and STO-609.
Figure 6The distribution of cells in apoptosis with different doses of (A) STO-609 and (B) T5224.
Figure 7The distribution of cells in apoptosis with different dose of (A) Genipin, (B) RSPO2, and (C) AZD5363.
Hub genes and related cancers.
| c-Fos | breast cancer, osteosarcoma, endometrial carcinoma, bladder cancer, prostate cancer, hepatoma cancer, et al. |
| WNT5A | prostate cancer, melanoma, gastric carcinoma, breast cancer, prostate cancer, lung metastasis of sarcoma cells, et al. |
| NCAM1 | ovarian carcinoma, gastric cancer, melanoma, Wilms tumor (WT), et al. |
| JUP | colorectal cancer, oral intraepithelial neoplasms, breast cancer, serous ovarian cancer, testicular cancer, et al. |
| AKT3 | glioma, breast cancer, leukemia, colon cancer and prostate cancer, et al. |
| ADCY1 | esophageal carcinoma, pancreatic cancer, rectal adenocarcinoma, et al. |