1
|
Chen B, Sun D, Qin X, Gao XH. Screening and identification of potential biomarkers and therapeutic drugs in melanoma via integrated bioinformatics analysis. Invest New Drugs 2021; 39:928-948. [PMID: 33501609 DOI: 10.1007/s10637-021-01072-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Accepted: 01/19/2021] [Indexed: 12/15/2022]
Abstract
Melanoma is a highly aggressive malignant skin tumor with a high rate of metastasis and mortality. In this study, a comprehensive bioinformatics analysis was used to clarify the hub genes and potential drugs. Download the GSE3189, GSE22301, and GSE35388 microarray datasets from the Gene Expression Omnibus (GEO), which contains a total of 33 normal samples and 67 melanoma samples. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) approach analyze DEGs based on the DAVID. Use STRING to construct protein-protein interaction network, and use MCODE and cytoHubba plug-ins in Cytoscape to perform module analysis and identified hub genes. Use Gene Expression Profile Interactive Analysis (GEPIA) to assess the prognosis of genes in tumors. Finally, use the Drug-Gene Interaction Database (DGIdb) to screen targeted drugs related to hub genes. A total of 140 overlapping DEGs were identified from the three microarray datasets, including 59 up-regulated DEGs and 81 down-regulated DEGs. GO enrichment analysis showed that these DEGs are mainly involved in the biological process such as positive regulation of gene expression, positive regulation of cell proliferation, positive regulation of MAP kinase activity, cell migration, and negative regulation of the apoptotic process. The cellular components are concentrated in the membrane, dendritic spine, the perinuclear region of cytoplasm, extracellular exosome, and membrane raft. Molecular functions include protein homodimerization activity, calmodulin-binding, transcription factor binding, protein binding, and cytoskeletal protein binding. KEGG pathway analysis shows that these DEGs are mainly related to protein digestion and absorption, PPAR signaling pathway, signaling pathways regulating stem cells' pluripotency, and Retinol metabolism. The 23 most closely related DEGs were identified from the PPI network and combined with the GEPIA prognostic analysis, CDH3, ESRP1, FGF2, GBP2, KCNN4, KIT, SEMA4D, and ZEB1 were selected as hub genes, which are considered to be associated with poor prognosis of melanoma closely related. Besides, ten related drugs that may have therapeutic effects on melanoma were also screened. These newly discovered genes and drugs provide new ideas for further research on melanoma.
Collapse
Affiliation(s)
- Bo Chen
- Department of Pediatrics, Shengjing Hospital of China Medical University, Shenyang, China
- Medical Research Center, Liaoning Key Laboratory of Research and Application of Animal Models for Environmental and Metabolic Diseases, Shengjing Hospital of China Medical University, Shenyang, China
| | - Donghong Sun
- Department of Dermatology, The First Hospital of China Medical University, No. 155 Nanjing North Street, Shenyang, 110001, Liaoning Province, China
| | - Xiuni Qin
- Department of Pediatrics, Shengjing Hospital of China Medical University, Shenyang, China
- Medical Research Center, Liaoning Key Laboratory of Research and Application of Animal Models for Environmental and Metabolic Diseases, Shengjing Hospital of China Medical University, Shenyang, China
| | - Xing-Hua Gao
- Department of Dermatology, The First Hospital of China Medical University, No. 155 Nanjing North Street, Shenyang, 110001, Liaoning Province, China.
| |
Collapse
|
2
|
Chen LH, Cai F, Zhang DJ, Zhang L, Zhu P, Gao S. Large-scale purification and characterization of recombinant human stem cell factor in Escherichia coli. Biotechnol Appl Biochem 2017; 64:509-518. [PMID: 27301759 DOI: 10.1002/bab.1517] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Accepted: 06/06/2016] [Indexed: 11/07/2022]
Abstract
The pharmacological importance of recombinant human stem cell factor (rhSCF) has increased the demand to establish effective and large-scale production and purification processes. A good source of bioactive recombinant protein with capability of being scaled-up without losing activity has always been a challenge. The objectives of the study were the rapid and efficient pilot-scale expression and purification of rhSCF. The gene encoding stem cell factor (SCF) was cloned into pBV220 and transformed into Escherichia coli. The recombinant SCF was expressed and isolated using a procedure consisting of isolation of inclusion bodies (IBs), denaturation, and refolding followed by chromatographic steps toward purification. The yield of rhSCF reached 835.6 g/20 L, and the expression levels of rhSCF were about 33.9% of the total E. coli protein content. rhSCF was purified by isolation of IBs, denaturation, and refolding, followed by SP-Sepharose chromatography, Source 30 reversed-phase chromatography, and Q-Sepharose chromatography. This procedure was developed to isolate 5.5 g of rhSCF (99.5% purity) with specific activity at 0.96 × 106 IU/mg, endotoxin levels of pyrogen at 1.0 EU/mg, and bacterial DNA at 10 ng/mg. Pilot-scale fermentations and purifications were set up for the production of rhSCF that can be upscaled for industry.
Collapse
Affiliation(s)
- Liang-Hua Chen
- Institute of Ecological Forestry, Faculty of Forestry, Sichuan Agricultural University, Chengdu, Sichuan, People's Republic of China
| | - Feng Cai
- College of Life Sciences, Sichuan University, Chengdu, People's Republic of China
| | - Dan-Ju Zhang
- Institute of Ecological Forestry, Faculty of Forestry, Sichuan Agricultural University, Chengdu, Sichuan, People's Republic of China
| | - Li Zhang
- Institute of Ecological Forestry, Faculty of Forestry, Sichuan Agricultural University, Chengdu, Sichuan, People's Republic of China
| | - Peng Zhu
- Institute of Ecological Forestry, Faculty of Forestry, Sichuan Agricultural University, Chengdu, Sichuan, People's Republic of China
| | - Shun Gao
- Institute of Ecological Forestry, Faculty of Forestry, Sichuan Agricultural University, Chengdu, Sichuan, People's Republic of China.,State Key Laboratory of Hydraulics and Mountain River Engineering, Sichuan University, Chengdu, People's Republic of China
| |
Collapse
|
3
|
Domingues MJ, Nilsson SK, Cao B. New agents in HSC mobilization. Int J Hematol 2016; 105:141-152. [PMID: 27905003 DOI: 10.1007/s12185-016-2156-2] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Accepted: 11/22/2016] [Indexed: 12/22/2022]
Abstract
Mobilized peripheral blood (PB) is the most common source of hematopoietic stem cells (HSC) for autologous transplantation. Granulocyte colony stimulating factor (G-CSF) is the most commonly used mobilization agent, yet despite its widespread use, a considerable number of patients still fail to mobilize. Recently, a greater understanding of the interactions that regulate HSC homeostasis in the bone marrow (BM) microenvironment has enabled the development of new molecules that mobilize HSC through specific inhibition, modulation or perturbation of these interactions. AMD3100 (plerixafor), a small molecule that selectively inhibits the chemokine receptor CXCR4 is approved for mobilization in combination with G-CSF in patients with Non-Hodgkin's lymphoma and multiple myeloma. Nevertheless, identifying mobilization strategies that not only enhance HSC number, but are rapid and generate an optimal "mobilized product" for improved transplant outcomes remains an area of clinical importance. In recent times, new agents based on recombinant proteins, peptides and small molecules have been identified as potential candidates for therapeutic HSC mobilization. In this review, we describe the most recent developments in HSC mobilization agents and their potential impact in HSC transplantation.
Collapse
Affiliation(s)
- Mélanie J Domingues
- CSIRO Manufacturing, Commonwealth Scientific and Industrial Research Organisation, Bag 10, Clayton South, VIC, 3169, Australia.,Australian Regenerative Medicine Institute, Monash University, Clayton, VIC, 3800, Australia
| | - Susan K Nilsson
- CSIRO Manufacturing, Commonwealth Scientific and Industrial Research Organisation, Bag 10, Clayton South, VIC, 3169, Australia.,Australian Regenerative Medicine Institute, Monash University, Clayton, VIC, 3800, Australia
| | - Benjamin Cao
- CSIRO Manufacturing, Commonwealth Scientific and Industrial Research Organisation, Bag 10, Clayton South, VIC, 3169, Australia. .,Australian Regenerative Medicine Institute, Monash University, Clayton, VIC, 3800, Australia.
| |
Collapse
|
4
|
Melve GK, Ersvssr E, Kittang AO, Bruserud O. The chemokine system in allogeneic stem-cell transplantation: a possible therapeutic target? Expert Rev Hematol 2012; 4:563-76. [PMID: 21939423 DOI: 10.1586/ehm.11.54] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Further improvements in allogeneic stem-cell transplantation will probably depend on a better balance between immunosuppression to control graft-versus-host disease and immunological reconstitution sufficient to ensure engraftment, reduction of infection-related mortality and maintenance of post-transplant antileukemic immune reactivity. The chemokine network is an important part of the immune system, and, in addition, CXCL12/CXCR4 seem to be essential for granulocyte colony-stimulating factor-induced stem-cell mobilization. Partial ex vivo graft T-cell depletion based on the expression of specific chemokine receptors involved in T-cell recruitment to graft-versus-host disease target organs may also become a future therapeutic strategy; an alternative approach could be pharmacological inhibition (single-receptor inhibitors or dual-receptor inhibitors) in vivo of specific chemokine receptors involved in this T-cell recruitment. Future clinical studies should therefore be based on a better characterization of various immunocompetent cells, including their chemokine receptor profile, both in the allografts and during post-transplant reconstitution.
Collapse
Affiliation(s)
- Guro Kristin Melve
- Department of Immunology and Transfusion Medicine, Haukeland University Hospital, Bergen, Norway
| | | | | | | |
Collapse
|
5
|
Marquez-Curtis LA, Turner AR, Sridharan S, Ratajczak MZ, Janowska-Wieczorek A. The ins and outs of hematopoietic stem cells: studies to improve transplantation outcomes. Stem Cell Rev Rep 2011; 7:590-607. [PMID: 21140298 DOI: 10.1007/s12015-010-9212-8] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Deciphering the mechanisms of hematopoietic stem/progenitor cell (HSPC) mobilization and homing is important for the development of strategies to enhance the efficacy of HSPC transplantation and achieve the full potential of HSPC-based cellular therapy. Investigation of these mechanisms has revealed interdependence among the various molecules, pathways and cellular components involved, and underscored the complex nature of these two processes. This review summarizes recent progress in identifying the specific factors implicated in HSPC mobilization and homing, with emphasis on our own work. Particularly, we will discuss our studies on stromal cell-derived factor-1 and its interaction with its receptor CXCR4, proteases (matrix metalloproteinases and carboxypeptidase M), complement proteins (C1q, C3a, C5a, membrane attack complex), sphingosine-1-phosphate, and pharmacologic agents such as the histone deacetylase inhibitor valproic acid and hyaluronic acid.
Collapse
Affiliation(s)
- Leah A Marquez-Curtis
- Research & Development, Canadian Blood Services, CBS Edmonton Centre, 8249-114 St. NW, Edmonton, T6G 2R8, Alberta, Canada
| | | | | | | | | |
Collapse
|
6
|
Kamionka M. Engineering of therapeutic proteins production in Escherichia coli. Curr Pharm Biotechnol 2011; 12:268-74. [PMID: 21050165 PMCID: PMC3179032 DOI: 10.2174/138920111794295693] [Citation(s) in RCA: 100] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2010] [Accepted: 06/04/2010] [Indexed: 11/22/2022]
Abstract
Low cost and simplicity of cultivating bacteria make the E. coli expression system a preferable choice for production of therapeutic proteins both on a lab scale and in industry. In addition straightforward recombinant DNA technology offers engineering tools to produce protein molecules with modified features. The lack of posttranslational modification mechanisms in bacterial cells such as glycosylation, proteolytic protein maturation or limited capacity for formation of disulfide bridges may, to a certain extent, be overcome with protein engineering. Protein engineering is also often employed to improve protein stability or to modulate its biological action. More sophisticated modifications may be achieved by genetic fusions of two proteins. This article presents a variety of examples of genetic engineering of therapeutic proteins. It emphasizes the importance of designing a construct without any unnecessary amino acid residues.
Collapse
Affiliation(s)
- Mariusz Kamionka
- School of Pharmacy and Pharmaceutical Sciences, Trinity College, University of Dublin, Dublin 2, Ireland.
| |
Collapse
|
7
|
Füreder W, Valent P. Treatment of refractory or relapsed acquired aplastic anemia: review of established and experimental approaches. Leuk Lymphoma 2011; 52:1435-45. [DOI: 10.3109/10428194.2011.568646] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
|
8
|
Abstract
New advances in effective mobilization of peripheral blood stem cells have permitted a greater proportion of patients to benefit from autologous stem cell transplantation. In this review, the relative merits of peripheral blood and mobilized bone marrow are discussed. All available agents are reviewed. A critical assessment of the appropriate dosing and frequency of available growth factors is undertaken, and the most commonly used chemotherapy plus growth factor combinations are covered. Specific recommendations for patients who are poor mobilizers are dealt with including the role of plerixafor.
Collapse
Affiliation(s)
- Morie A Gertz
- Department of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
| |
Collapse
|