Discovery of potential mTOR inhibitors from Cichorium intybus to find new candidate drugs targeting the pathological protein related to the breast cancer: an integrated computational approach
Breast cancer is the most common malignancy among women. It is a complex condition with many subtypes based on the hormone receptor. The mammalian target of the rapamycin (mTOR) pathway regulates cell survival, metabolism, growth, and protein synthesis in response to upstream signals in both normal...
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Veröffentlicht in: | Molecular diversity 2023-06, Vol.27 (3), p.1141-1162 |
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description | Breast cancer is the most common malignancy among women. It is a complex condition with many subtypes based on the hormone receptor. The mammalian target of the rapamycin (mTOR) pathway regulates cell survival, metabolism, growth, and protein synthesis in response to upstream signals in both normal physiological and pathological situations, primarily in cancer. The objective of this study was to screen for a potential target to inhibit the mTOR using a variety of inhibitors derived from
Cichorium intybus
and to identify the one with the highest binding affinity for the receptor protein. Initially, AutoDock Vina was used to perform structure-based virtual screening, as protein-like interactions are critical in drug development. For the comparative analysis, 110 components of
Cichorium intybus
were employed and ten FDA-approved anticancer medicines, including everolimus, an mTOR inhibitor. Further, the drug-likeness and ADMET properties were investigated to evaluate the anti-breast cancer activity by applying Lipinski's rule of five to the selected molecules. The promising candidates were then subjected to three replica molecular dynamics simulations run for 100 ns, followed by binding free energy estimation using MM-GBSA. The data were analyzed using root-mean-square deviation (RMSD), root-mean-square fluctuation (RMSF), and protein–ligand interactions to determine the stability of the protein–ligand complex. Based on the results, taraxerone (98) revealed optimum binding affinities with mTOR, followed by stigmasterol (110) and rutin (104), which compared favorably to the control compounds. Subsequently, bioactive compounds derived from
Cichorium intybus
may serve as lead molecules for developing potent and effective mTOR inhibitors to treat breast cancer.
Graphical abstract |
doi_str_mv | 10.1007/s11030-022-10475-9 |
format | Article |
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Cichorium intybus
and to identify the one with the highest binding affinity for the receptor protein. Initially, AutoDock Vina was used to perform structure-based virtual screening, as protein-like interactions are critical in drug development. For the comparative analysis, 110 components of
Cichorium intybus
were employed and ten FDA-approved anticancer medicines, including everolimus, an mTOR inhibitor. Further, the drug-likeness and ADMET properties were investigated to evaluate the anti-breast cancer activity by applying Lipinski's rule of five to the selected molecules. The promising candidates were then subjected to three replica molecular dynamics simulations run for 100 ns, followed by binding free energy estimation using MM-GBSA. The data were analyzed using root-mean-square deviation (RMSD), root-mean-square fluctuation (RMSF), and protein–ligand interactions to determine the stability of the protein–ligand complex. Based on the results, taraxerone (98) revealed optimum binding affinities with mTOR, followed by stigmasterol (110) and rutin (104), which compared favorably to the control compounds. Subsequently, bioactive compounds derived from
Cichorium intybus
may serve as lead molecules for developing potent and effective mTOR inhibitors to treat breast cancer.
Graphical abstract</description><identifier>ISSN: 1381-1991</identifier><identifier>EISSN: 1573-501X</identifier><identifier>DOI: 10.1007/s11030-022-10475-9</identifier><identifier>PMID: 35737256</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Biochemistry ; Biomedical and Life Sciences ; Breast cancer ; Breast Neoplasms - drug therapy ; Cichorium intybus ; Drug development ; Female ; Humans ; Life Sciences ; Ligands ; Molecular Docking Simulation ; Molecular Dynamics Simulation ; MTOR Inhibitors ; Organic Chemistry ; Original Article ; Pharmacy ; Polymer Sciences ; Proteins ; Sirolimus - therapeutic use ; TOR Serine-Threonine Kinases</subject><ispartof>Molecular diversity, 2023-06, Vol.27 (3), p.1141-1162</ispartof><rights>The Author(s), under exclusive licence to Springer Nature Switzerland AG 2022</rights><rights>2022. The Author(s), under exclusive licence to Springer Nature Switzerland AG.</rights><rights>The Author(s), under exclusive licence to Springer Nature Switzerland AG 2022.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-4bb96968b6ce91664374e230af3c5f6161f9ba70ebf253d9914628e1ff69e6d53</citedby><cites>FETCH-LOGICAL-c375t-4bb96968b6ce91664374e230af3c5f6161f9ba70ebf253d9914628e1ff69e6d53</cites><orcidid>0000-0001-5250-003X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11030-022-10475-9$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11030-022-10475-9$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35737256$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Rasul, Hezha O.</creatorcontrib><creatorcontrib>Aziz, Bakhtyar K.</creatorcontrib><creatorcontrib>Ghafour, Dlzar D.</creatorcontrib><creatorcontrib>Kivrak, Arif</creatorcontrib><title>Discovery of potential mTOR inhibitors from Cichorium intybus to find new candidate drugs targeting the pathological protein related to the breast cancer: an integrated computational approach</title><title>Molecular diversity</title><addtitle>Mol Divers</addtitle><addtitle>Mol Divers</addtitle><description>Breast cancer is the most common malignancy among women. It is a complex condition with many subtypes based on the hormone receptor. The mammalian target of the rapamycin (mTOR) pathway regulates cell survival, metabolism, growth, and protein synthesis in response to upstream signals in both normal physiological and pathological situations, primarily in cancer. The objective of this study was to screen for a potential target to inhibit the mTOR using a variety of inhibitors derived from
Cichorium intybus
and to identify the one with the highest binding affinity for the receptor protein. Initially, AutoDock Vina was used to perform structure-based virtual screening, as protein-like interactions are critical in drug development. For the comparative analysis, 110 components of
Cichorium intybus
were employed and ten FDA-approved anticancer medicines, including everolimus, an mTOR inhibitor. Further, the drug-likeness and ADMET properties were investigated to evaluate the anti-breast cancer activity by applying Lipinski's rule of five to the selected molecules. The promising candidates were then subjected to three replica molecular dynamics simulations run for 100 ns, followed by binding free energy estimation using MM-GBSA. The data were analyzed using root-mean-square deviation (RMSD), root-mean-square fluctuation (RMSF), and protein–ligand interactions to determine the stability of the protein–ligand complex. Based on the results, taraxerone (98) revealed optimum binding affinities with mTOR, followed by stigmasterol (110) and rutin (104), which compared favorably to the control compounds. Subsequently, bioactive compounds derived from
Cichorium intybus
may serve as lead molecules for developing potent and effective mTOR inhibitors to treat breast cancer.
Graphical abstract</description><subject>Biochemistry</subject><subject>Biomedical and Life Sciences</subject><subject>Breast cancer</subject><subject>Breast Neoplasms - drug therapy</subject><subject>Cichorium intybus</subject><subject>Drug development</subject><subject>Female</subject><subject>Humans</subject><subject>Life Sciences</subject><subject>Ligands</subject><subject>Molecular Docking Simulation</subject><subject>Molecular Dynamics Simulation</subject><subject>MTOR Inhibitors</subject><subject>Organic Chemistry</subject><subject>Original Article</subject><subject>Pharmacy</subject><subject>Polymer Sciences</subject><subject>Proteins</subject><subject>Sirolimus - therapeutic use</subject><subject>TOR Serine-Threonine Kinases</subject><issn>1381-1991</issn><issn>1573-501X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><recordid>eNp9kcuKFDEUhoMozkVfwIUEXNeYS1Wq407aKwwMyAjuQpI6qcrQlZRJSumn89VMTY-6c5XA-c73h_wIvaDkihLSv86UEk4awlhDSdt3jXyEzmnX86Yj9Nvjeuc72lAp6Rm6yPmOkLpG-VN0xivUs06co1_vfLbxB6Qjjg4vsUAoXh_wfHvzBfsweeNLTBm7FGe893aKya9znZSjWTMuETsfBhzgJ7Y6DH7QBfCQ1rHOdBqh-DDiMgFedJniIY7eVvuSapAPOMGh8sOm2RiTQOeyiSykN1iHLQfGdM_YOC9r0cXHUA16qQ5tp2foidOHDM8fzkv09cP72_2n5vrm4-f92-vG8r4rTWuMFFLsjLAgqRAt71tgnGjHbecEFdRJo3sCxrGOD_XLWsF2QJ0TEsTQ8Uv06uStsd9XyEXdxTXVl2TFdqwnRLQtrxQ7UTbFnBM4tSQ_63RUlKitM3XqTNXO1H1nStallw_q1cww_F35U1IF-AnIdRRGSP-y_6P9DV0tppk</recordid><startdate>20230601</startdate><enddate>20230601</enddate><creator>Rasul, Hezha O.</creator><creator>Aziz, Bakhtyar K.</creator><creator>Ghafour, Dlzar D.</creator><creator>Kivrak, Arif</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>88I</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>M2P</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><orcidid>https://orcid.org/0000-0001-5250-003X</orcidid></search><sort><creationdate>20230601</creationdate><title>Discovery of potential mTOR inhibitors from Cichorium intybus to find new candidate drugs targeting the pathological protein related to the breast cancer: an integrated computational approach</title><author>Rasul, Hezha O. ; Aziz, Bakhtyar K. ; Ghafour, Dlzar D. ; Kivrak, Arif</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-4bb96968b6ce91664374e230af3c5f6161f9ba70ebf253d9914628e1ff69e6d53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Biochemistry</topic><topic>Biomedical and Life Sciences</topic><topic>Breast cancer</topic><topic>Breast Neoplasms - drug therapy</topic><topic>Cichorium intybus</topic><topic>Drug development</topic><topic>Female</topic><topic>Humans</topic><topic>Life Sciences</topic><topic>Ligands</topic><topic>Molecular Docking Simulation</topic><topic>Molecular Dynamics Simulation</topic><topic>MTOR Inhibitors</topic><topic>Organic Chemistry</topic><topic>Original Article</topic><topic>Pharmacy</topic><topic>Polymer Sciences</topic><topic>Proteins</topic><topic>Sirolimus - therapeutic use</topic><topic>TOR Serine-Threonine Kinases</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rasul, Hezha O.</creatorcontrib><creatorcontrib>Aziz, Bakhtyar K.</creatorcontrib><creatorcontrib>Ghafour, Dlzar D.</creatorcontrib><creatorcontrib>Kivrak, Arif</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Science Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><jtitle>Molecular diversity</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rasul, Hezha O.</au><au>Aziz, Bakhtyar K.</au><au>Ghafour, Dlzar D.</au><au>Kivrak, Arif</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Discovery of potential mTOR inhibitors from Cichorium intybus to find new candidate drugs targeting the pathological protein related to the breast cancer: an integrated computational approach</atitle><jtitle>Molecular diversity</jtitle><stitle>Mol Divers</stitle><addtitle>Mol Divers</addtitle><date>2023-06-01</date><risdate>2023</risdate><volume>27</volume><issue>3</issue><spage>1141</spage><epage>1162</epage><pages>1141-1162</pages><issn>1381-1991</issn><eissn>1573-501X</eissn><abstract>Breast cancer is the most common malignancy among women. It is a complex condition with many subtypes based on the hormone receptor. The mammalian target of the rapamycin (mTOR) pathway regulates cell survival, metabolism, growth, and protein synthesis in response to upstream signals in both normal physiological and pathological situations, primarily in cancer. The objective of this study was to screen for a potential target to inhibit the mTOR using a variety of inhibitors derived from
Cichorium intybus
and to identify the one with the highest binding affinity for the receptor protein. Initially, AutoDock Vina was used to perform structure-based virtual screening, as protein-like interactions are critical in drug development. For the comparative analysis, 110 components of
Cichorium intybus
were employed and ten FDA-approved anticancer medicines, including everolimus, an mTOR inhibitor. Further, the drug-likeness and ADMET properties were investigated to evaluate the anti-breast cancer activity by applying Lipinski's rule of five to the selected molecules. The promising candidates were then subjected to three replica molecular dynamics simulations run for 100 ns, followed by binding free energy estimation using MM-GBSA. The data were analyzed using root-mean-square deviation (RMSD), root-mean-square fluctuation (RMSF), and protein–ligand interactions to determine the stability of the protein–ligand complex. Based on the results, taraxerone (98) revealed optimum binding affinities with mTOR, followed by stigmasterol (110) and rutin (104), which compared favorably to the control compounds. Subsequently, bioactive compounds derived from
Cichorium intybus
may serve as lead molecules for developing potent and effective mTOR inhibitors to treat breast cancer.
Graphical abstract</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>35737256</pmid><doi>10.1007/s11030-022-10475-9</doi><tpages>22</tpages><orcidid>https://orcid.org/0000-0001-5250-003X</orcidid></addata></record> |
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source | MEDLINE; SpringerNature Journals |
subjects | Biochemistry Biomedical and Life Sciences Breast cancer Breast Neoplasms - drug therapy Cichorium intybus Drug development Female Humans Life Sciences Ligands Molecular Docking Simulation Molecular Dynamics Simulation MTOR Inhibitors Organic Chemistry Original Article Pharmacy Polymer Sciences Proteins Sirolimus - therapeutic use TOR Serine-Threonine Kinases |
title | Discovery of potential mTOR inhibitors from Cichorium intybus to find new candidate drugs targeting the pathological protein related to the breast cancer: an integrated computational approach |
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