( An ISO 9001:2015 Certified International Journal )

An International Peer Reviewed Journal for Pharmaceutical, Medical & Biological Sciences

An Official Publication of Society for Advance Healthcare Research (Reg. No. : 01/01/01/31674/16)

European Journal of Pharmaceutical and Medical Research (EJPMR) has indexed with various reputed international bodies like : Google Scholar , Indian Science Publications , InfoBase Index (In Process) , SOCOLAR, China , Research Bible, Fuchu, Tokyo. JAPAN , International Society for Research activity (ISRA) , Scientific Indexing Services (SIS) , Polish Scholarly Bibliography , Global Impact Factor (GIF) (Under Process) , Universal Impact Factor , International Scientific Indexing (ISI), UAE  , Index Copernicus , CAS (A Division of American Chemical Society) USA (Under Process) , Directory of Open Access Journal (DOAJ, Sweden, in process) , UDLedge Science Citation Index , CiteFactor , Directory Of Research Journal Indexing (DRJI) , Indian citation Index (ICI) , Journal Index (JI, Under Process) , Directory of abstract indexing for Journals (DAIJ) , Open Access Journals (Under Process) , Impact Factor Services For International Journals (IFSIJ) , Cosmos Impact Factor , Jour Informatics (Under Process) , Eurasian Scientific Journal Index (ESJI) , International Innovative Journal Impact Factor (IIJIF) , Science Library Index, Dubai, United Arab Emirates , Pubmed Database [NLM ID: 101669306] (Under Process) , IP Indexing (IP Value 2.40) , Web of Science Group (Under Process) , Directory of Research Journals Indexing , Scholar Article Journal Index (SAJI) , International Scientific Indexing ( ISI ) , Scope Database , Academia , 

 ISSN 2394-3211

Impact Factor: 7.065

 ICV - 79.57



Mubeen Hussein Arawker, Li Zhen Nan*, Shantanu Baral, Mohammad Said Jalloh and Kashif Ali


Objective- The goal of this study is to use bioinformatics to investigate important genes and pathways linked to pancreatic ductal adenocarcinoma (PDAC) in order to better understand the underlying processes. Our discovery sheds fresh light on the pathophysiology of PDAC. Methods: GSE28735, GSE15471, and GSE101448 gene expression profiles were acquired from the Gene Expression Omnibus collection, which included 108 pancreatic ductal adenocarcinoma samples and 97 precancerous tissues. DEGs were evaluated with the help of the R programmes limma and impute. The gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were carried out using the online analytic tools DAVID. STRING was used to create a protein-protein interaction network, which was then displayed using Cytoscape software. The Molecular Complex Detection (MCODE) plugin was used to identify the hub genes. Results: A total of 161 DEGs with overlap were identified, including 54 up-regulated genes and 107 down-regulated genes (| log2 fold-change (FC) | > 2, P 0. 05). Extracellular exosome, extracellular space, and extracellular matrix structure were all substantially enriched in DEGs. In addition, three KEGG pathways, including pancreatic secretion, protein digestion and absorption, and ECM - receptor interaction, were substantially enriched. Conclusion: The hub genes ALB, COL1 1 A1, COL3 A1, FN1, EGF, COL1 A1, MMP9, COL5A2, ITGA2, and COL6A3 might be used as biomarkers or therapeutic targets for PDAC. Furthermore, protein digestion and absorption, as well as ECM-receptor interaction pathways, play important roles in PDAC development. Our discovery sheds fresh light on the pathophysiology of PDAC. Summary: To analyze pancreatic ductal adenocarcinoma utilizing bioinformatics approaches (PDAC) and screen important genes. Gene Expression Database from a Public Database was used as the approach (GEO) PDAC Gene Expression Profiling Chip (PDAC) may be downloaded here. GSE28735, GSE15471, GSE101448. 108 example PDAC Sample and 97 sample of tissue adjacent to cancer. R Code Language limma Package was used in screening of differentially expressed genes. DAVID Database and online analysis tools were used to carry out differential genes separately GO Functional enrichment analysis and KEGG Pathway enrichment analysis. We created a differential protein interaction network and further screened important genes using the STRING Database and Cytoscape tools. the outcome: 3 All gene expression profiling chips have this feature. 54 Up-regulated genes and 107 Down-regulated genes are among the 164 differentially expressed genes (| log2 fold - change (FC) | > 2,P 0.05). GO Functional enrichment analysis showed that the differential gene and extracellular exosome, extracellular space, extracellular matrix organization closely related. KEGG Pathway analysis shows that differential genes are mainly enriched in protein digestion and absorption, ECM - receptor interaction with focal adhesion. The protein interaction network diagram shows the most nodes 10 The pivot genes are ALB, COL11A1, COL3A1, FN1, EGF, COL1A1, MMP9, COL5A2, ITGA2, COL6A3. Conclusion: These 10 Key genes may be Play an important role in the occurrence and development, and is expected to become PDAC Biological targets for diagnosis and treatment, for further research PDAC The molecular mechanism of development provides a theoretical basis.

Keywords: PDAC, Bioinformatics, Microarray, Gene, Gene Chip, Cancer, Prognosis.

[Full Text Article] [Download Certificate]


  All Since 2019
 Citation  3086  2560
 h-index  18  17
 i10-index  64  44



  • New Issue Published

    Its Our pleasure to inform you that, EJPMR 1 June 2024 Issue has been Published, Kindly check it on


    JUNE 2024 issue has been successfully launched on JUNE 2024.

  • EJPMR New Impact Factor

    EJPMR Impact Factor has been Increased to 7.065 for Year 2024.

  • Index Copernicus Value

    EJPMR Received Index Copernicus Value 79.57, due to High Quality Publication in EJPMR at International Level

  • Journal web site support Internet Explorer, Google Chrome, Mozilla Firefox, Opera, Saffari for easy download of article without any trouble.


  • Article Invited for Publication

    Article are invited for publication in EJPMR Coming Issue

Google Scholar Indian Science Publications InfoBase Index (In Process) SOCOLAR, China Research Bible, Fuchu, Tokyo. JAPAN International Society for Research activity (ISRA) Scientific Indexing Services (SIS) Polish Scholarly Bibliography Global Impact Factor (GIF) (Under Process) Universal Impact Factor International Scientific Indexing (ISI), UAE Index Copernicus CAS (A Division of American Chemical Society) USA (Under Process) Directory of Open Access Journal (DOAJ, Sweden, in process) UDLedge Science Citation Index CiteFactor Directory Of Research Journal Indexing (DRJI) Indian citation Index (ICI) Journal Index (JI, Under Process) Directory of abstract indexing for Journals (DAIJ) Open Access Journals (Under Process) Impact Factor Services For International Journals (IFSIJ) Cosmos Impact Factor Jour Informatics (Under Process) Eurasian Scientific Journal Index (ESJI) International Innovative Journal Impact Factor (IIJIF) Science Library Index, Dubai, United Arab Emirates Pubmed Database [NLM ID: 101669306] (Under Process) IP Indexing (IP Value 2.40) Web of Science Group (Under Process) Directory of Research Journals Indexing Scholar Article Journal Index (SAJI) International Scientific Indexing ( ISI ) Scope Database Academia