Uncovering the anti-breast cancer activity potential of east Kalimantan propolis by In vitro and bioinformatics analysis
Numerous side effects of breast cancer drugs have prompted researchers to explore more into new therapeutic approaches derived from natural substances. In this context, our study focused on uncovering the potential of East Kalimantan propolis from Trigona apicalis for breast cancer treatment includi...
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creator | Mariana Kustiawan, Paula Siregar, Khalish Arsy Al Khairy Syaifie, Putri Hawa Zein Muttaqin, Fauzan Ibadillah, Delfritama Miftah Jauhar, Muhammad Djamas, Nailulkamal Mardliyati, Etik Taufiqu Rochman, Nurul |
description | Numerous side effects of breast cancer drugs have prompted researchers to explore more into new therapeutic approaches derived from natural substances. In this context, our study focused on uncovering the potential of East Kalimantan propolis from Trigona apicalis for breast cancer treatment including the underlying mechanisms through bioinformatics approached. We conducted integrated in vitro and bioinformatics analysis of network pharmacology, molecular docking, molecular dynamics and MM-GBSA analysis. Initially, in vitro cytotoxic assay demonstrated the anti-breast cancer activity potential of ethanol extract of East Kalimantan propolis, particularly its ethyl acetate fraction, which exhibited similar activity to doxorubicin, as indicated by their IC50 value. This study revealed eight propolis compounds, consisting of flavonoids and phenolic acids, in East Kalimantan propolis. By integrating microarray datasets (GSE29431, GSE36295, and GSE42568) analysis with potential targets derived from propolis compounds, 39 shared target genes were identified. Subsequently, GO and KEGG pathway, protein–protein interaction (PPI) network, core hub genes and gene expression analysis revealed three major targets, namely, PTGS2, CXCL2, and MMP9. Among them, only MMP9 was highly expressed in breast cancer than normal. Moreover, molecular docking revealed the six of propolis compounds which exhibited pronounced binding affinity towards MMP-9, better than marimastat as control drug. Dynamic simulation confirmed the stability of chrysin and quercetin as best compounds. Additionally, MM-GBSA analysis revealed a relative binding energy for chrysin (−25.6403 kcal/mol) that was comparable to marimastat (−27.3827 kcal/mol). In conclusion, this study reveals how East Kalimantan Propolis affect breast cancer and emphasizes MMP9 as a key target for future therapeutics. |
doi_str_mv | 10.1016/j.heliyon.2024.e33636 |
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In this context, our study focused on uncovering the potential of East Kalimantan propolis from Trigona apicalis for breast cancer treatment including the underlying mechanisms through bioinformatics approached. We conducted integrated in vitro and bioinformatics analysis of network pharmacology, molecular docking, molecular dynamics and MM-GBSA analysis. Initially, in vitro cytotoxic assay demonstrated the anti-breast cancer activity potential of ethanol extract of East Kalimantan propolis, particularly its ethyl acetate fraction, which exhibited similar activity to doxorubicin, as indicated by their IC50 value. This study revealed eight propolis compounds, consisting of flavonoids and phenolic acids, in East Kalimantan propolis. By integrating microarray datasets (GSE29431, GSE36295, and GSE42568) analysis with potential targets derived from propolis compounds, 39 shared target genes were identified. Subsequently, GO and KEGG pathway, protein–protein interaction (PPI) network, core hub genes and gene expression analysis revealed three major targets, namely, PTGS2, CXCL2, and MMP9. Among them, only MMP9 was highly expressed in breast cancer than normal. Moreover, molecular docking revealed the six of propolis compounds which exhibited pronounced binding affinity towards MMP-9, better than marimastat as control drug. Dynamic simulation confirmed the stability of chrysin and quercetin as best compounds. Additionally, MM-GBSA analysis revealed a relative binding energy for chrysin (−25.6403 kcal/mol) that was comparable to marimastat (−27.3827 kcal/mol). In conclusion, this study reveals how East Kalimantan Propolis affect breast cancer and emphasizes MMP9 as a key target for future therapeutics.</description><identifier>ISSN: 2405-8440</identifier><identifier>EISSN: 2405-8440</identifier><identifier>DOI: 10.1016/j.heliyon.2024.e33636</identifier><identifier>PMID: 39071605</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>bioinformatics ; Borneo ; Breast cancer ; breast neoplasms ; cancer therapy ; chrysin ; cytotoxicity ; data collection ; doxorubicin ; energy ; ethanol ; ethyl acetate ; gene expression ; microarray technology ; MM-GBSA ; MMP9 ; Molecular docking ; Molecular dynamic ; molecular dynamics ; pharmacology ; Propolis ; protein-protein interactions ; quercetin ; Trigona</subject><ispartof>Heliyon, 2024-07, Vol.10 (13), p.e33636, Article e33636</ispartof><rights>2024 The Authors</rights><rights>2024 The Authors. Published by Elsevier Ltd.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c393t-f0d4dacda538ce490238220450dde5e0dbebe547a8df79f4e694916f52ccf5d13</cites><orcidid>0000-0001-8566-7960 ; 0000-0002-7977-488X ; 0000-0002-1933-9974 ; 0009-0003-5979-9574 ; 0000-0001-8761-4723</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,860,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39071605$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Mariana Kustiawan, Paula</creatorcontrib><creatorcontrib>Siregar, Khalish Arsy Al Khairy</creatorcontrib><creatorcontrib>Syaifie, Putri Hawa</creatorcontrib><creatorcontrib>Zein Muttaqin, Fauzan</creatorcontrib><creatorcontrib>Ibadillah, Delfritama</creatorcontrib><creatorcontrib>Miftah Jauhar, Muhammad</creatorcontrib><creatorcontrib>Djamas, Nailulkamal</creatorcontrib><creatorcontrib>Mardliyati, Etik</creatorcontrib><creatorcontrib>Taufiqu Rochman, Nurul</creatorcontrib><title>Uncovering the anti-breast cancer activity potential of east Kalimantan propolis by In vitro and bioinformatics analysis</title><title>Heliyon</title><addtitle>Heliyon</addtitle><description>Numerous side effects of breast cancer drugs have prompted researchers to explore more into new therapeutic approaches derived from natural substances. In this context, our study focused on uncovering the potential of East Kalimantan propolis from Trigona apicalis for breast cancer treatment including the underlying mechanisms through bioinformatics approached. We conducted integrated in vitro and bioinformatics analysis of network pharmacology, molecular docking, molecular dynamics and MM-GBSA analysis. Initially, in vitro cytotoxic assay demonstrated the anti-breast cancer activity potential of ethanol extract of East Kalimantan propolis, particularly its ethyl acetate fraction, which exhibited similar activity to doxorubicin, as indicated by their IC50 value. This study revealed eight propolis compounds, consisting of flavonoids and phenolic acids, in East Kalimantan propolis. By integrating microarray datasets (GSE29431, GSE36295, and GSE42568) analysis with potential targets derived from propolis compounds, 39 shared target genes were identified. Subsequently, GO and KEGG pathway, protein–protein interaction (PPI) network, core hub genes and gene expression analysis revealed three major targets, namely, PTGS2, CXCL2, and MMP9. Among them, only MMP9 was highly expressed in breast cancer than normal. Moreover, molecular docking revealed the six of propolis compounds which exhibited pronounced binding affinity towards MMP-9, better than marimastat as control drug. Dynamic simulation confirmed the stability of chrysin and quercetin as best compounds. Additionally, MM-GBSA analysis revealed a relative binding energy for chrysin (−25.6403 kcal/mol) that was comparable to marimastat (−27.3827 kcal/mol). In conclusion, this study reveals how East Kalimantan Propolis affect breast cancer and emphasizes MMP9 as a key target for future therapeutics.</description><subject>bioinformatics</subject><subject>Borneo</subject><subject>Breast cancer</subject><subject>breast neoplasms</subject><subject>cancer therapy</subject><subject>chrysin</subject><subject>cytotoxicity</subject><subject>data collection</subject><subject>doxorubicin</subject><subject>energy</subject><subject>ethanol</subject><subject>ethyl acetate</subject><subject>gene expression</subject><subject>microarray technology</subject><subject>MM-GBSA</subject><subject>MMP9</subject><subject>Molecular docking</subject><subject>Molecular dynamic</subject><subject>molecular dynamics</subject><subject>pharmacology</subject><subject>Propolis</subject><subject>protein-protein interactions</subject><subject>quercetin</subject><subject>Trigona</subject><issn>2405-8440</issn><issn>2405-8440</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNqFkU2PFCEQhonRuJt1f4KGo5cei-aju0_GbPzYuIkX90xoKFwmPTACM7H_vawzGm97gsDzVlXqIeQ1gw0Dpt5tNw-4hDXFTQ-92CDniqtn5LIXILtRCHj-3_2CXJeyBQAmRzUN_CW54BMMTIG8JL_uo01HzCH-oPUBqYk1dHNGUyq1JlrM1NgajqGudJ8qtm-z0OTpH-KrWcKuRUyk-5z2aQmFziu9jbQFcmrVHJ1DCtGnvDM12NKezLKWUF6RF94sBa_P5xW5__Tx-82X7u7b59ubD3ed5ROvnQcnnLHOSD5aFBP0fOx7EBKcQ4ngZpxRisGMzg-TF6gmMTHlZW-tl47xK_L2VLcN-POApepdKBaXxURMh6I5a5XlwCV_GoVRqnEEBQ2VJ9TmVEpGr_e5bSKvmoF-VKS3-qxIPyrSJ0Ut9-bc4jDv0P1L_RXSgPcnANtOjgGzLjZg8-BCRlu1S-GJFr8Bu_unwg</recordid><startdate>20240715</startdate><enddate>20240715</enddate><creator>Mariana Kustiawan, Paula</creator><creator>Siregar, Khalish Arsy Al Khairy</creator><creator>Syaifie, Putri Hawa</creator><creator>Zein Muttaqin, Fauzan</creator><creator>Ibadillah, Delfritama</creator><creator>Miftah Jauhar, Muhammad</creator><creator>Djamas, Nailulkamal</creator><creator>Mardliyati, Etik</creator><creator>Taufiqu Rochman, Nurul</creator><general>Elsevier Ltd</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7S9</scope><scope>L.6</scope><orcidid>https://orcid.org/0000-0001-8566-7960</orcidid><orcidid>https://orcid.org/0000-0002-7977-488X</orcidid><orcidid>https://orcid.org/0000-0002-1933-9974</orcidid><orcidid>https://orcid.org/0009-0003-5979-9574</orcidid><orcidid>https://orcid.org/0000-0001-8761-4723</orcidid></search><sort><creationdate>20240715</creationdate><title>Uncovering the anti-breast cancer activity potential of east Kalimantan propolis by In vitro and bioinformatics analysis</title><author>Mariana Kustiawan, Paula ; Siregar, Khalish Arsy Al Khairy ; Syaifie, Putri Hawa ; Zein Muttaqin, Fauzan ; Ibadillah, Delfritama ; Miftah Jauhar, Muhammad ; Djamas, Nailulkamal ; Mardliyati, Etik ; Taufiqu Rochman, Nurul</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c393t-f0d4dacda538ce490238220450dde5e0dbebe547a8df79f4e694916f52ccf5d13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>bioinformatics</topic><topic>Borneo</topic><topic>Breast cancer</topic><topic>breast neoplasms</topic><topic>cancer therapy</topic><topic>chrysin</topic><topic>cytotoxicity</topic><topic>data collection</topic><topic>doxorubicin</topic><topic>energy</topic><topic>ethanol</topic><topic>ethyl acetate</topic><topic>gene expression</topic><topic>microarray technology</topic><topic>MM-GBSA</topic><topic>MMP9</topic><topic>Molecular docking</topic><topic>Molecular dynamic</topic><topic>molecular dynamics</topic><topic>pharmacology</topic><topic>Propolis</topic><topic>protein-protein interactions</topic><topic>quercetin</topic><topic>Trigona</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mariana Kustiawan, Paula</creatorcontrib><creatorcontrib>Siregar, Khalish Arsy Al Khairy</creatorcontrib><creatorcontrib>Syaifie, Putri Hawa</creatorcontrib><creatorcontrib>Zein Muttaqin, Fauzan</creatorcontrib><creatorcontrib>Ibadillah, Delfritama</creatorcontrib><creatorcontrib>Miftah Jauhar, Muhammad</creatorcontrib><creatorcontrib>Djamas, Nailulkamal</creatorcontrib><creatorcontrib>Mardliyati, Etik</creatorcontrib><creatorcontrib>Taufiqu Rochman, Nurul</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>Heliyon</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mariana Kustiawan, Paula</au><au>Siregar, Khalish Arsy Al Khairy</au><au>Syaifie, Putri Hawa</au><au>Zein Muttaqin, Fauzan</au><au>Ibadillah, Delfritama</au><au>Miftah Jauhar, Muhammad</au><au>Djamas, Nailulkamal</au><au>Mardliyati, Etik</au><au>Taufiqu Rochman, Nurul</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Uncovering the anti-breast cancer activity potential of east Kalimantan propolis by In vitro and bioinformatics analysis</atitle><jtitle>Heliyon</jtitle><addtitle>Heliyon</addtitle><date>2024-07-15</date><risdate>2024</risdate><volume>10</volume><issue>13</issue><spage>e33636</spage><pages>e33636-</pages><artnum>e33636</artnum><issn>2405-8440</issn><eissn>2405-8440</eissn><abstract>Numerous side effects of breast cancer drugs have prompted researchers to explore more into new therapeutic approaches derived from natural substances. In this context, our study focused on uncovering the potential of East Kalimantan propolis from Trigona apicalis for breast cancer treatment including the underlying mechanisms through bioinformatics approached. We conducted integrated in vitro and bioinformatics analysis of network pharmacology, molecular docking, molecular dynamics and MM-GBSA analysis. Initially, in vitro cytotoxic assay demonstrated the anti-breast cancer activity potential of ethanol extract of East Kalimantan propolis, particularly its ethyl acetate fraction, which exhibited similar activity to doxorubicin, as indicated by their IC50 value. This study revealed eight propolis compounds, consisting of flavonoids and phenolic acids, in East Kalimantan propolis. By integrating microarray datasets (GSE29431, GSE36295, and GSE42568) analysis with potential targets derived from propolis compounds, 39 shared target genes were identified. Subsequently, GO and KEGG pathway, protein–protein interaction (PPI) network, core hub genes and gene expression analysis revealed three major targets, namely, PTGS2, CXCL2, and MMP9. Among them, only MMP9 was highly expressed in breast cancer than normal. Moreover, molecular docking revealed the six of propolis compounds which exhibited pronounced binding affinity towards MMP-9, better than marimastat as control drug. Dynamic simulation confirmed the stability of chrysin and quercetin as best compounds. Additionally, MM-GBSA analysis revealed a relative binding energy for chrysin (−25.6403 kcal/mol) that was comparable to marimastat (−27.3827 kcal/mol). In conclusion, this study reveals how East Kalimantan Propolis affect breast cancer and emphasizes MMP9 as a key target for future therapeutics.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>39071605</pmid><doi>10.1016/j.heliyon.2024.e33636</doi><orcidid>https://orcid.org/0000-0001-8566-7960</orcidid><orcidid>https://orcid.org/0000-0002-7977-488X</orcidid><orcidid>https://orcid.org/0000-0002-1933-9974</orcidid><orcidid>https://orcid.org/0009-0003-5979-9574</orcidid><orcidid>https://orcid.org/0000-0001-8761-4723</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | bioinformatics Borneo Breast cancer breast neoplasms cancer therapy chrysin cytotoxicity data collection doxorubicin energy ethanol ethyl acetate gene expression microarray technology MM-GBSA MMP9 Molecular docking Molecular dynamic molecular dynamics pharmacology Propolis protein-protein interactions quercetin Trigona |
title | Uncovering the anti-breast cancer activity potential of east Kalimantan propolis by In vitro and bioinformatics analysis |
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