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Comparative Metabolomics and Network Pharmacology Analysis Reveal Shared Neuroprotective Mechanisms of Bacopa monnieri (L.) Wettst and Centella asiatica (L.) Urb
Bacopa monnieri (L.) Wettst and Centella asiatica (L.) Urb., two nootropics, are recognized in Indian Ayurvedic texts. Studies have attempted to understand their action as memory enhancers and neuroprotectants, but many molecular aspects remain unknown. We propose that Bacopa monnieri (L.) Wettst an...
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Published in: | Molecular neurobiology 2024-12, Vol.61 (12), p.10956-10978 |
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creator | Parate, Sakshi Sanjay Upadhyay, Shubham Sukerndeo S., Amrutha Karthikkeyan, Gayathree Pervaje, Ravishankar Abhinand, Chandran S. Modi, Prashant Kumar Prasad, Thottethodi Subrahmanya Keshava |
description | Bacopa
monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., two nootropics, are recognized in Indian Ayurvedic texts. Studies have attempted to understand their action as memory enhancers and neuroprotectants, but many molecular aspects remain unknown. We propose that
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb. share common neuroprotective mechanisms. Mass spectrometry–based untargeted metabolomics and network pharmacology approach were used to identify potential protein targets for the metabolites from each extract. Phytochemical analyses and cell culture validation studies were also used to assess apoptosis and ROS activity using aqueous extracts prepared from both herbal powders. Further, docking studies were also performed using the LibDock protocol. Untargeted metabolomics and network pharmacology approach unveiled 2751 shared metabolites and 3439 and 2928 non-redundant metabolites from
Bacopa monnieri
and
Centella asiatica
extracts, respectively, suggesting a potential common neuroprotective mechanism among these extracts. Protein-target prediction highlighted 92.4% similarity among the proteins interacting with metabolites for these extracts. Among them, kinases mapped to MAPK, mTOR, and PI3K-AKT signaling pathways represented a predominant population. Our results highlight a significant similarity in the metabolome of
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., and their potential protein targets may be attributed to their common neuroprotective functions.
Graphical Abstract
Workflow employed for phytochemical assays, mass spectrometry-based metabolomics, protein-target identification, cell culture validations, and docking studies. Comparison of
Bacopa monnieri
and
Centella asiatica
non-redundant metabolite identification at MS level,as well as at MS/MS level |
doi_str_mv | 10.1007/s12035-024-04223-3 |
format | article |
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monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., two nootropics, are recognized in Indian Ayurvedic texts. Studies have attempted to understand their action as memory enhancers and neuroprotectants, but many molecular aspects remain unknown. We propose that
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb. share common neuroprotective mechanisms. Mass spectrometry–based untargeted metabolomics and network pharmacology approach were used to identify potential protein targets for the metabolites from each extract. Phytochemical analyses and cell culture validation studies were also used to assess apoptosis and ROS activity using aqueous extracts prepared from both herbal powders. Further, docking studies were also performed using the LibDock protocol. Untargeted metabolomics and network pharmacology approach unveiled 2751 shared metabolites and 3439 and 2928 non-redundant metabolites from
Bacopa monnieri
and
Centella asiatica
extracts, respectively, suggesting a potential common neuroprotective mechanism among these extracts. Protein-target prediction highlighted 92.4% similarity among the proteins interacting with metabolites for these extracts. Among them, kinases mapped to MAPK, mTOR, and PI3K-AKT signaling pathways represented a predominant population. Our results highlight a significant similarity in the metabolome of
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., and their potential protein targets may be attributed to their common neuroprotective functions.
Graphical Abstract
Workflow employed for phytochemical assays, mass spectrometry-based metabolomics, protein-target identification, cell culture validations, and docking studies. Comparison of
Bacopa monnieri
and
Centella asiatica
non-redundant metabolite identification at MS level,as well as at MS/MS level</description><identifier>ISSN: 0893-7648</identifier><identifier>ISSN: 1559-1182</identifier><identifier>EISSN: 1559-1182</identifier><identifier>DOI: 10.1007/s12035-024-04223-3</identifier><identifier>PMID: 38814535</identifier><language>eng</language><publisher>New York: Springer US</publisher><subject>1-Phosphatidylinositol 3-kinase ; AKT protein ; Animals ; Apoptosis ; Apoptosis - drug effects ; Bacopa - chemistry ; Bacopa monnieri ; Biomedical and Life Sciences ; Biomedicine ; Cell Biology ; Cell culture ; Centella - chemistry ; Centella asiatica ; Kinases ; MAP kinase ; Mass spectrometry ; Mass spectroscopy ; Metabolites ; Metabolome - drug effects ; Metabolomics ; Metabolomics - methods ; Molecular Docking Simulation ; Network Pharmacology ; Neurobiology ; Neurology ; Neuroprotection ; Neuroprotective Agents - pharmacology ; Neurosciences ; Original Article ; PC12 Cells ; Pharmacology ; Phytochemicals ; Plant Extracts - pharmacology ; Proteins ; Rats ; Reactive Oxygen Species - metabolism ; Scientific imaging ; TOR protein ; Triterpenes - metabolism ; Triterpenes - pharmacology</subject><ispartof>Molecular neurobiology, 2024-12, Vol.61 (12), p.10956-10978</ispartof><rights>The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2024. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><rights>2024. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c256t-768c923d4aa232e6be9bf35dde65484dbb315356c17eb35ccf4316b98bc155b33</cites><orcidid>0000-0002-4817-3379</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38814535$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Parate, Sakshi Sanjay</creatorcontrib><creatorcontrib>Upadhyay, Shubham Sukerndeo</creatorcontrib><creatorcontrib>S., Amrutha</creatorcontrib><creatorcontrib>Karthikkeyan, Gayathree</creatorcontrib><creatorcontrib>Pervaje, Ravishankar</creatorcontrib><creatorcontrib>Abhinand, Chandran S.</creatorcontrib><creatorcontrib>Modi, Prashant Kumar</creatorcontrib><creatorcontrib>Prasad, Thottethodi Subrahmanya Keshava</creatorcontrib><title>Comparative Metabolomics and Network Pharmacology Analysis Reveal Shared Neuroprotective Mechanisms of Bacopa monnieri (L.) Wettst and Centella asiatica (L.) Urb</title><title>Molecular neurobiology</title><addtitle>Mol Neurobiol</addtitle><addtitle>Mol Neurobiol</addtitle><description>Bacopa
monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., two nootropics, are recognized in Indian Ayurvedic texts. Studies have attempted to understand their action as memory enhancers and neuroprotectants, but many molecular aspects remain unknown. We propose that
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb. share common neuroprotective mechanisms. Mass spectrometry–based untargeted metabolomics and network pharmacology approach were used to identify potential protein targets for the metabolites from each extract. Phytochemical analyses and cell culture validation studies were also used to assess apoptosis and ROS activity using aqueous extracts prepared from both herbal powders. Further, docking studies were also performed using the LibDock protocol. Untargeted metabolomics and network pharmacology approach unveiled 2751 shared metabolites and 3439 and 2928 non-redundant metabolites from
Bacopa monnieri
and
Centella asiatica
extracts, respectively, suggesting a potential common neuroprotective mechanism among these extracts. Protein-target prediction highlighted 92.4% similarity among the proteins interacting with metabolites for these extracts. Among them, kinases mapped to MAPK, mTOR, and PI3K-AKT signaling pathways represented a predominant population. Our results highlight a significant similarity in the metabolome of
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., and their potential protein targets may be attributed to their common neuroprotective functions.
Graphical Abstract
Workflow employed for phytochemical assays, mass spectrometry-based metabolomics, protein-target identification, cell culture validations, and docking studies. Comparison of
Bacopa monnieri
and
Centella asiatica
non-redundant metabolite identification at MS level,as well as at MS/MS level</description><subject>1-Phosphatidylinositol 3-kinase</subject><subject>AKT protein</subject><subject>Animals</subject><subject>Apoptosis</subject><subject>Apoptosis - drug effects</subject><subject>Bacopa - chemistry</subject><subject>Bacopa monnieri</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedicine</subject><subject>Cell Biology</subject><subject>Cell culture</subject><subject>Centella - chemistry</subject><subject>Centella asiatica</subject><subject>Kinases</subject><subject>MAP kinase</subject><subject>Mass spectrometry</subject><subject>Mass spectroscopy</subject><subject>Metabolites</subject><subject>Metabolome - drug effects</subject><subject>Metabolomics</subject><subject>Metabolomics - methods</subject><subject>Molecular Docking Simulation</subject><subject>Network Pharmacology</subject><subject>Neurobiology</subject><subject>Neurology</subject><subject>Neuroprotection</subject><subject>Neuroprotective Agents - pharmacology</subject><subject>Neurosciences</subject><subject>Original Article</subject><subject>PC12 Cells</subject><subject>Pharmacology</subject><subject>Phytochemicals</subject><subject>Plant Extracts - pharmacology</subject><subject>Proteins</subject><subject>Rats</subject><subject>Reactive Oxygen Species - metabolism</subject><subject>Scientific imaging</subject><subject>TOR protein</subject><subject>Triterpenes - metabolism</subject><subject>Triterpenes - pharmacology</subject><issn>0893-7648</issn><issn>1559-1182</issn><issn>1559-1182</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp9kc9u1DAQxq0KRLeFF-CALHFpDyn-EyfOsaygIC20AqoeLduZtC5JvNhOq32cvmm9zQISB05zmN98M998CL2m5IQSUr-LlBEuCsLKgpSM8YLvoQUVoikolewZWhDZ8KKuSrmPDmK8JYQxSuoXaJ9LSUvBxQI9LP2w1kEndwf4CyRtfO8HZyPWY4u_Qrr34Se-uNFh0Da3rjf4dNT9JrqIv8Ed6B5_z03YslPw6-AT2J2YvdGji0PEvsPv8_Ra48GPo4Pg8NHq5BhfQUoxPW1awpig7zXW0eVjrJ6Jy2Beoued7iO82tVDdPnxw4_lp2J1fvZ5eboqLBNVyjalbRhvS60ZZ1AZaEzHRdtCJUpZtsZwmh1XltZguLC2KzmtTCONzS8znB-io1k3e_g1QUxqcNFubxrBT1FxUjHB8kdlRt_-g976KeS3ZIpyRmpa1U2m2EzZ4GMM0Kl1cIMOG0WJ2gao5gBVDlA9Bai2V7zZSU9mgPbPyO_EMsBnIObWeA3h7-7_yD4CmVynAg</recordid><startdate>20241201</startdate><enddate>20241201</enddate><creator>Parate, Sakshi Sanjay</creator><creator>Upadhyay, Shubham Sukerndeo</creator><creator>S., Amrutha</creator><creator>Karthikkeyan, Gayathree</creator><creator>Pervaje, Ravishankar</creator><creator>Abhinand, Chandran S.</creator><creator>Modi, Prashant Kumar</creator><creator>Prasad, Thottethodi Subrahmanya Keshava</creator><general>Springer US</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>7QR</scope><scope>7TK</scope><scope>8FD</scope><scope>FR3</scope><scope>K9.</scope><scope>P64</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-4817-3379</orcidid></search><sort><creationdate>20241201</creationdate><title>Comparative Metabolomics and Network Pharmacology Analysis Reveal Shared Neuroprotective Mechanisms of Bacopa monnieri (L.) Wettst and Centella asiatica (L.) Urb</title><author>Parate, Sakshi Sanjay ; Upadhyay, Shubham Sukerndeo ; S., Amrutha ; Karthikkeyan, Gayathree ; Pervaje, Ravishankar ; Abhinand, Chandran S. ; Modi, Prashant Kumar ; Prasad, Thottethodi Subrahmanya Keshava</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c256t-768c923d4aa232e6be9bf35dde65484dbb315356c17eb35ccf4316b98bc155b33</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>1-Phosphatidylinositol 3-kinase</topic><topic>AKT protein</topic><topic>Animals</topic><topic>Apoptosis</topic><topic>Apoptosis - drug effects</topic><topic>Bacopa - chemistry</topic><topic>Bacopa monnieri</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedicine</topic><topic>Cell Biology</topic><topic>Cell culture</topic><topic>Centella - chemistry</topic><topic>Centella asiatica</topic><topic>Kinases</topic><topic>MAP kinase</topic><topic>Mass spectrometry</topic><topic>Mass spectroscopy</topic><topic>Metabolites</topic><topic>Metabolome - drug effects</topic><topic>Metabolomics</topic><topic>Metabolomics - methods</topic><topic>Molecular Docking Simulation</topic><topic>Network Pharmacology</topic><topic>Neurobiology</topic><topic>Neurology</topic><topic>Neuroprotection</topic><topic>Neuroprotective Agents - pharmacology</topic><topic>Neurosciences</topic><topic>Original Article</topic><topic>PC12 Cells</topic><topic>Pharmacology</topic><topic>Phytochemicals</topic><topic>Plant Extracts - pharmacology</topic><topic>Proteins</topic><topic>Rats</topic><topic>Reactive Oxygen Species - metabolism</topic><topic>Scientific imaging</topic><topic>TOR protein</topic><topic>Triterpenes - metabolism</topic><topic>Triterpenes - pharmacology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Parate, Sakshi Sanjay</creatorcontrib><creatorcontrib>Upadhyay, Shubham Sukerndeo</creatorcontrib><creatorcontrib>S., Amrutha</creatorcontrib><creatorcontrib>Karthikkeyan, Gayathree</creatorcontrib><creatorcontrib>Pervaje, Ravishankar</creatorcontrib><creatorcontrib>Abhinand, Chandran S.</creatorcontrib><creatorcontrib>Modi, Prashant Kumar</creatorcontrib><creatorcontrib>Prasad, Thottethodi Subrahmanya Keshava</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Molecular neurobiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Parate, Sakshi Sanjay</au><au>Upadhyay, Shubham Sukerndeo</au><au>S., Amrutha</au><au>Karthikkeyan, Gayathree</au><au>Pervaje, Ravishankar</au><au>Abhinand, Chandran S.</au><au>Modi, Prashant Kumar</au><au>Prasad, Thottethodi Subrahmanya Keshava</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Comparative Metabolomics and Network Pharmacology Analysis Reveal Shared Neuroprotective Mechanisms of Bacopa monnieri (L.) Wettst and Centella asiatica (L.) Urb</atitle><jtitle>Molecular neurobiology</jtitle><stitle>Mol Neurobiol</stitle><addtitle>Mol Neurobiol</addtitle><date>2024-12-01</date><risdate>2024</risdate><volume>61</volume><issue>12</issue><spage>10956</spage><epage>10978</epage><pages>10956-10978</pages><issn>0893-7648</issn><issn>1559-1182</issn><eissn>1559-1182</eissn><abstract>Bacopa
monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., two nootropics, are recognized in Indian Ayurvedic texts. Studies have attempted to understand their action as memory enhancers and neuroprotectants, but many molecular aspects remain unknown. We propose that
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb. share common neuroprotective mechanisms. Mass spectrometry–based untargeted metabolomics and network pharmacology approach were used to identify potential protein targets for the metabolites from each extract. Phytochemical analyses and cell culture validation studies were also used to assess apoptosis and ROS activity using aqueous extracts prepared from both herbal powders. Further, docking studies were also performed using the LibDock protocol. Untargeted metabolomics and network pharmacology approach unveiled 2751 shared metabolites and 3439 and 2928 non-redundant metabolites from
Bacopa monnieri
and
Centella asiatica
extracts, respectively, suggesting a potential common neuroprotective mechanism among these extracts. Protein-target prediction highlighted 92.4% similarity among the proteins interacting with metabolites for these extracts. Among them, kinases mapped to MAPK, mTOR, and PI3K-AKT signaling pathways represented a predominant population. Our results highlight a significant similarity in the metabolome of
Bacopa monnieri
(L.) Wettst and
Centella asiatica
(L.) Urb., and their potential protein targets may be attributed to their common neuroprotective functions.
Graphical Abstract
Workflow employed for phytochemical assays, mass spectrometry-based metabolomics, protein-target identification, cell culture validations, and docking studies. Comparison of
Bacopa monnieri
and
Centella asiatica
non-redundant metabolite identification at MS level,as well as at MS/MS level</abstract><cop>New York</cop><pub>Springer US</pub><pmid>38814535</pmid><doi>10.1007/s12035-024-04223-3</doi><tpages>23</tpages><orcidid>https://orcid.org/0000-0002-4817-3379</orcidid></addata></record> |
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subjects | 1-Phosphatidylinositol 3-kinase AKT protein Animals Apoptosis Apoptosis - drug effects Bacopa - chemistry Bacopa monnieri Biomedical and Life Sciences Biomedicine Cell Biology Cell culture Centella - chemistry Centella asiatica Kinases MAP kinase Mass spectrometry Mass spectroscopy Metabolites Metabolome - drug effects Metabolomics Metabolomics - methods Molecular Docking Simulation Network Pharmacology Neurobiology Neurology Neuroprotection Neuroprotective Agents - pharmacology Neurosciences Original Article PC12 Cells Pharmacology Phytochemicals Plant Extracts - pharmacology Proteins Rats Reactive Oxygen Species - metabolism Scientific imaging TOR protein Triterpenes - metabolism Triterpenes - pharmacology |
title | Comparative Metabolomics and Network Pharmacology Analysis Reveal Shared Neuroprotective Mechanisms of Bacopa monnieri (L.) Wettst and Centella asiatica (L.) Urb |
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