Identification of Novel Hub Genes Associated with Psoriasis Using Integrated Bioinformatics Analysis
Abstract
:1. Introduction
2. Results
2.1. Information of Expression Profiling Data
2.2. Analysis of the Functional Characteristics of Common DEGs
2.3. PPI Network Construction and Hub Genes Identification
2.4. The Candidate miRNA–Hub Gene Regulatory Network
2.5. Immune Cell Infiltration Results
2.6. Analysis of the Transcriptional Factor Signaling Pathways for a Selected Group of Genes
2.7. Drug–Hub Gene Interaction
2.8. Expression of Hub Genes in HaCaT Cells
3. Discussion
4. Materials and Methods
4.1. Differentially Expressed Gene (DEG) Selection
4.2. Data Preprocessing and Screening of Differentially Expressed Genes
4.3. Gene Ontology and Pathway Enrichment Analysis
4.4. Protein–Protein Interaction (PPI) and Establishment and Identification of Hub Genes
4.5. Evaluation of Immune Cell Infiltration
4.6. The Network of miRNAs Associated with Hub Genes
4.7. TF Regulatory Network Construction
4.8. Drug–Hub Gene Interaction
4.9. Cell Line and Treatment
4.10. Western Blot Analysis
4.11. Statistical Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Gene Symbol | Degrees | Full Name | Location | Highest Median Expression | Function | Ensembl Gene ID |
---|---|---|---|---|---|---|
TOP2A | 18 | Gene topoisomerase IIαaa | hg38 chr17:40388516-40417950 | 150.75 TPM in Cells-EBV-transformed lymphocytes | Not only can this gene encode DNA topoisomerases, but it can also control and alter the topological states of DNA during transcription. | ENSG00000131747.14 |
CDKN3 | 16 | Cyclin-dependent kinase inhibitor-3 | hg38 chr14:54396849-54420218 | 176.20 TPM in Testis | The CDKN3 gene encodes a dual-specificity protein phosphatase that has a positive role in regulating cell proliferation. | ENSG00000100526.19 |
MCM10 | 16 | Minichromosome maintenance protein 10 | hg38 chr10:13161554-13211104 | 17.44 TPM in Cells-EBV-transformed lymphocytes | In order to encourage DNA replication and prevent replication stress, MCM10 acts as a crucial scaffold. | ENSG00000065328.16 |
PBK | 16 | PDZ-binding kinase | hg38 chr8:27809620-27838095 | 81.37 TPM in Testis | The protein that controls how cells proliferate and how the cell cycle develops. | ENSG00000168078.9 |
HMMR | 16 | Hyaluronan mediated motility receptor | hg38 chr5:163460203-163491945 | 56.76 TPM in Cells-EBV-transformed lymphocytes | It is an intracellular, microtubule-associated, spindle assembly factor that localizes protein complexes to augment the activities of mitotic kinases and control dynein and kinesin motor activities. | ENSG00000072571.19 |
CEP55 | 16 | Centrosomal protein 55 kDa | hg38 chr10:93496632-93529092 | 54.03 TPM in Cells-EBV-transformed lymphocytes | It is a crucial regulator of cytokinesis, the final stage of mitotic cell division. | ENSG00000138180.15 |
ASPM | 16 | Abnormal spindle-like microcephaly-associated | hg38 chr1:197084128-197146694 | 25.05 TPM in Cells-EBV-transformed lymphocytes | Abnormal spindle-like microcephaly-associated (ASPM) gene encodes a spindle protein that is commonly implicated in primary microcephaly. | ENSG00000066279.17 |
KIAA0101 | 16 | Proliferating cell nuclear antigen binding factor | hg38 chr15:64364311-64387687 | 29.71 TPM in Cells-EBV-transformed lymphocytes | The protein regulates DNA synthesis and cell cycle progression. | ENSG00000166803.11 |
ESCO2 | 14 | Establishment of cohesion 1 homolog 2 | hg38 chr8:27771949-27812640 | 17.01 TPM in Cells-EBV-transformed lymphocytes | It is an evolutionarily conserved cohesion acetyltransferase that exerts essential functions in the establishment of sister chromatid cohesion. | ENSG00000171320.14 |
IL-1β | 6 | Interleukin 1 beta | hg38 chr2:112829751-112836903 | 24.53 TPM in Whole Blood | IL-1β are important proinflammatory cytokines, as it has powerful proinflammatory activities and can promote the secretion of a variety of proinflammatory mediators. | ENSG00000125538.11 |
ID | mi-RNA | Degree |
---|---|---|
MIMAT0000255 | hsa-mir-34a-5p | 9 |
MIMAT0004605 | hsa-mir-129-2-3p | 9 |
MIMAT0000101 | hsa-mir-103a-3p | 8 |
MIMAT0000422 | hsa-mir-124-3p | 8 |
MIMAT0000251 | hsa-mir-147a | 8 |
MIMAT0000416 | hsa-mir-1-3p | 7 |
MIMAT0000104 | hsa-mir-107 | 7 |
MIMAT0000445 | hsa-mir-126-3p | 7 |
MIMAT0000069 | hsa-mir-16-5p | 7 |
MIMAT0000266 | hsa-mir-205-5p | 7 |
MIMAT0000646 | hsa-mir-155-5p | 7 |
MIMAT0000686 | hsa-mir-34c-5p | 6 |
MIMAT0000222 | hsa-mir-192-5p | 6 |
MIMAT0000461 | hsa-mir-195-5p | 6 |
MIMAT0000418 | hsa-mir-23b-3p | 6 |
MIMAT0000259 | hsa-mir-182-5p | 6 |
MIMAT0003327 | hsa-mir-449b-5p | 6 |
MIMAT0000264 | hsa-mir-203a-3p | 6 |
MIMAT0000424 | hsa-mir-128-3p | 5 |
MIMAT0001541 | hsa-mir-449a | 5 |
MIMAT0000082 | hsa-mir-26a-5p | 5 |
ID | Drug Trial Phase | Drug | Interaction Types | Indications |
---|---|---|---|---|
DB00218 | Clinical phase iii | RTA-744 | Inhibitor | Glioblastoma Meningeal carcinomatosis Meningitis |
DB00276 | Termination | ZEN-012 | Inhibitor | - |
DB00380 | Approved | NORFLOXACI | Inhibitor | Gonorrhea Prostatitis Typhoid Urinary tract infection |
DB00385 | Approved | IDARUBICIN | - | Breast Cancer Acute lymphoblastic leukemia Acute myeloid leukemia |
DB00444 | Approved | PODOFILOX | Inhibitor | Condyloma acuminatum |
DB00445 | Approved | SPARFLOXACIN | - | Pneumonia Respiratory infections Bacterial infections |
DB00467 | Termination | LUCANTHONE | - | - |
DB00487 | Approved | PEFLOXACIN | Inhibitor | Infectious Diseases |
DB00537 | Approved | ENOXACIN | Inhibitor | Bacterial Infections |
DB00685 | Approved | CIPROFLOXACIN | - | Pseudomonas infection Staphylococcal infections Otitis externa Otitis media Plague |
DB00694 | Approved | LOMEFLOXACIN | Inhibitor | Conjunctivitis Bacterial infections Bronchial infections Surgical wound infection Urinary tract infection |
DB00773 | Approved | TENIPOSIDE | Inhibitor | Acute lymphocytic leukemia Astrocytoma Bladder cancer Glioma Lymphoma |
DB00970 | Approved | VALRUBICIN | Inhibitor | Carcinoma in situ Bladder cancer |
DB00978 | Approved | AMRUBICIN | Inhibitor | Non-small cell lung cancer Small cell lung cancer |
DB00997 | Clinical phase iii | DOXORUBICIN | Inhibitor | Liver Cancer Small cell lung cancer |
DB01059 | Approved | OFLOXACIN | Inhibitor | Conjunctivitis Corneal ulcers Otitis externa Otitis media Bacterial infections |
DB01137 | Approved | LEVOFLOXACIN | Inhibitor | Chronic bronchitis Cellulitis Corneal ulcers |
DB01165 | Approved | AMSACRINE | Inhibitor | Leukemia |
DB01177 | Approved | EPIRUBICIN | Inhibitor | Alveolar soft tissue sarcoma Colorectal cancer Esophageal cancer Melanoma Pancreatic Cancer |
DB01179 | Approved | FINAFLOXACIN | Inhibitor | Abdominal infection Pneumonia Blepharitis |
DB01204 | Approved | MITOXANTRONE | Inhibitor | Peripheral T-cell lymphoma Multiple sclerosis Small cell lung cancer Breast cancer |
DB01208 | Approved | MOXIFLOXACIN | - | Abdominal infection Pneumonia Blepharitis |
DB01645 | Clinical phase ii | GENISTEIN | Inhibitor | Lung Injury Pulmonary fibrosis Bladder Cancer Prostate cancer Non-small cell lung cancer |
DB04576 | Approved | FLEROXACIN | - | Bacterial Infections |
DB04967 | Approved | DACTINOMYCIN | - | Choriocarcinoma Hodgkin’s lymphoma Neuroblastoma Ewing Sarcoma |
DB04975 | Termination | BANOXANTRONE | Inhibitor | - |
DB04978 | Termination | ELSAMITRUCIN | Inhibitor | - |
DB05022 | - | SP1049C | - | - |
DB05129 | Approved | TROVAFLOXACIN | - | Bacterial Infections Reproductive tract infections |
DB05920 | Approved | DAUNORUBICIN | Inhibitor | Acute myelogenous leukemia Myelodysplastic syndrome Acute lymphocytic leukemia |
DB06042 | Approved | ETOPOSIDE | Inhibitor | Ovarian Cancer Uterine Cancer Bladder Cancer Leukemia Lung Cancer |
DB06263 | Approved | DEXRAZOXANE | - | Cytoprotective adjuvants Cardiotoxicity A |
DB09047 | Termination | AMONAFIDE | - | - |
Dataset | Platform | Samples | Last Update Date | Reference |
---|---|---|---|---|
GSE166388 | GPL570 | 4 PP and 4 H | 24 August 2021 | Qiu et al., 2021 [26] |
GSE50790 | GPL570 | 4 PP and 4 PN | 25 March 2019 | Swindell et al., 2012 [27] |
GSE42632 | GPL13497 | 6 PP and 6 PN | 9 January 2018 | Niu and Zhang, 2016 [28] |
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Yue, Q.; Li, Z.; Zhang, Q.; Jin, Q.; Zhang, X.; Jin, G. Identification of Novel Hub Genes Associated with Psoriasis Using Integrated Bioinformatics Analysis. Int. J. Mol. Sci. 2022, 23, 15286. https://doi.org/10.3390/ijms232315286
Yue Q, Li Z, Zhang Q, Jin Q, Zhang X, Jin G. Identification of Novel Hub Genes Associated with Psoriasis Using Integrated Bioinformatics Analysis. International Journal of Molecular Sciences. 2022; 23(23):15286. https://doi.org/10.3390/ijms232315286
Chicago/Turabian StyleYue, Qi, Zhaoxiang Li, Qi Zhang, Quanxin Jin, Xinyuan Zhang, and Guihua Jin. 2022. "Identification of Novel Hub Genes Associated with Psoriasis Using Integrated Bioinformatics Analysis" International Journal of Molecular Sciences 23, no. 23: 15286. https://doi.org/10.3390/ijms232315286