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Systems Approach to Discovery of Therapeutic Targets for Vein Graft Disease: PPARα Pivotally Regulates Metabolism, Activation, and Heterogeneity of Macrophages and Lesion Development
Vein graft failure remains a common clinical challenge. We applied a systems approach in mouse experiments to discover therapeutic targets for vein graft failure. Global proteomics and high-dimensional clustering on multiple vein graft tissues were used to identify potential pathogenic mechanisms. T...
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Published in: | Circulation (New York, N.Y.) N.Y.), 2021-06, Vol.143 (25), p.2454-2470 |
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creator | Decano, Julius L. Singh, Sasha A. Gasparotto Bueno, Cauê Ho Lee, Lang Halu, Arda Chelvanambi, Sarvesh Matamalas, Joan T. Zhang, Hengmin Mlynarchik, Andrew K. Qiao, Jiao Sharma, Amitabh Mukai, Shin Wang, Jianguo Anderson, Daniel G. Ozaki, C. Keith Libby, Peter Aikawa, Elena Aikawa, Masanori |
description | Vein graft failure remains a common clinical challenge. We applied a systems approach in mouse experiments to discover therapeutic targets for vein graft failure.
Global proteomics and high-dimensional clustering on multiple vein graft tissues were used to identify potential pathogenic mechanisms. The PPARs (peroxisome proliferator-activated receptors) pathway served as an example to substantiate our discovery platform. In vivo mouse experiments with macrophage-targeted PPARα small interfering RNA, or the novel, selective activator pemafibrate demonstrate the role of PPARα in the development and inflammation of vein graft lesions. In vitro experiments further included metabolomic profiling, quantitative polymerase chain reaction, flow cytometry, metabolic assays, and single-cell RNA sequencing on primary human and mouse macrophages.
We identified changes in the vein graft proteome associated with immune responses, lipid metabolism regulated by the PPARs, fatty acid metabolism, matrix remodeling, and hematopoietic cell mobilization. PPARα agonism by pemafibrate retarded the development and inflammation of vein graft lesions in mice, whereas gene silencing worsened plaque formation. Pemafibrate also suppressed arteriovenous fistula lesion development. Metabolomics/lipidomics, functional metabolic assays, and single-cell analysis of cultured human macrophages revealed that PPARα modulates macrophage glycolysis, citrate metabolism, mitochondrial membrane sphingolipid metabolism, and heterogeneity.
This study explored potential drivers of vein graft inflammation and identified PPARα as a novel potential pharmacological treatment for this unmet medical need. |
doi_str_mv | 10.1161/CIRCULATIONAHA.119.043724 |
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Global proteomics and high-dimensional clustering on multiple vein graft tissues were used to identify potential pathogenic mechanisms. The PPARs (peroxisome proliferator-activated receptors) pathway served as an example to substantiate our discovery platform. In vivo mouse experiments with macrophage-targeted PPARα small interfering RNA, or the novel, selective activator pemafibrate demonstrate the role of PPARα in the development and inflammation of vein graft lesions. In vitro experiments further included metabolomic profiling, quantitative polymerase chain reaction, flow cytometry, metabolic assays, and single-cell RNA sequencing on primary human and mouse macrophages.
We identified changes in the vein graft proteome associated with immune responses, lipid metabolism regulated by the PPARs, fatty acid metabolism, matrix remodeling, and hematopoietic cell mobilization. PPARα agonism by pemafibrate retarded the development and inflammation of vein graft lesions in mice, whereas gene silencing worsened plaque formation. Pemafibrate also suppressed arteriovenous fistula lesion development. Metabolomics/lipidomics, functional metabolic assays, and single-cell analysis of cultured human macrophages revealed that PPARα modulates macrophage glycolysis, citrate metabolism, mitochondrial membrane sphingolipid metabolism, and heterogeneity.
This study explored potential drivers of vein graft inflammation and identified PPARα as a novel potential pharmacological treatment for this unmet medical need.</description><identifier>ISSN: 0009-7322</identifier><identifier>EISSN: 1524-4539</identifier><identifier>DOI: 10.1161/CIRCULATIONAHA.119.043724</identifier><identifier>PMID: 33821665</identifier><language>eng</language><publisher>United States: Lippincott Williams & Wilkins</publisher><subject>Animals ; Graft Survival - physiology ; Humans ; Leukocytes, Mononuclear - metabolism ; Macrophages - metabolism ; Mice ; Mice, Inbred C57BL ; Mice, Knockout ; Original s ; PPAR alpha - metabolism ; Proteomics - methods ; Systems Analysis ; Vascular Grafting - adverse effects ; Vascular Grafting - methods ; Vena Cava, Inferior - diagnostic imaging ; Vena Cava, Inferior - metabolism ; Vena Cava, Inferior - transplantation</subject><ispartof>Circulation (New York, N.Y.), 2021-06, Vol.143 (25), p.2454-2470</ispartof><rights>Lippincott Williams & Wilkins</rights><rights>2021 The Authors. 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4686-1247b153045b48add40c3b1cc420c60c414c4e4f6a38d1802cca3861e6f532793</citedby><cites>FETCH-LOGICAL-c4686-1247b153045b48add40c3b1cc420c60c414c4e4f6a38d1802cca3861e6f532793</cites><orcidid>0000-0003-0388-3585 ; 0000-0002-1502-502X ; 0000-0001-7835-2135 ; 0000-0002-7563-9269 ; 0000-0001-9906-6218 ; 0000-0002-9275-2079 ; 0000-0001-6217-790X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27923,27924</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33821665$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Decano, Julius L.</creatorcontrib><creatorcontrib>Singh, Sasha A.</creatorcontrib><creatorcontrib>Gasparotto Bueno, Cauê</creatorcontrib><creatorcontrib>Ho Lee, Lang</creatorcontrib><creatorcontrib>Halu, Arda</creatorcontrib><creatorcontrib>Chelvanambi, Sarvesh</creatorcontrib><creatorcontrib>Matamalas, Joan T.</creatorcontrib><creatorcontrib>Zhang, Hengmin</creatorcontrib><creatorcontrib>Mlynarchik, Andrew K.</creatorcontrib><creatorcontrib>Qiao, Jiao</creatorcontrib><creatorcontrib>Sharma, Amitabh</creatorcontrib><creatorcontrib>Mukai, Shin</creatorcontrib><creatorcontrib>Wang, Jianguo</creatorcontrib><creatorcontrib>Anderson, Daniel G.</creatorcontrib><creatorcontrib>Ozaki, C. Keith</creatorcontrib><creatorcontrib>Libby, Peter</creatorcontrib><creatorcontrib>Aikawa, Elena</creatorcontrib><creatorcontrib>Aikawa, Masanori</creatorcontrib><title>Systems Approach to Discovery of Therapeutic Targets for Vein Graft Disease: PPARα Pivotally Regulates Metabolism, Activation, and Heterogeneity of Macrophages and Lesion Development</title><title>Circulation (New York, N.Y.)</title><addtitle>Circulation</addtitle><description>Vein graft failure remains a common clinical challenge. We applied a systems approach in mouse experiments to discover therapeutic targets for vein graft failure.
Global proteomics and high-dimensional clustering on multiple vein graft tissues were used to identify potential pathogenic mechanisms. The PPARs (peroxisome proliferator-activated receptors) pathway served as an example to substantiate our discovery platform. In vivo mouse experiments with macrophage-targeted PPARα small interfering RNA, or the novel, selective activator pemafibrate demonstrate the role of PPARα in the development and inflammation of vein graft lesions. In vitro experiments further included metabolomic profiling, quantitative polymerase chain reaction, flow cytometry, metabolic assays, and single-cell RNA sequencing on primary human and mouse macrophages.
We identified changes in the vein graft proteome associated with immune responses, lipid metabolism regulated by the PPARs, fatty acid metabolism, matrix remodeling, and hematopoietic cell mobilization. PPARα agonism by pemafibrate retarded the development and inflammation of vein graft lesions in mice, whereas gene silencing worsened plaque formation. Pemafibrate also suppressed arteriovenous fistula lesion development. Metabolomics/lipidomics, functional metabolic assays, and single-cell analysis of cultured human macrophages revealed that PPARα modulates macrophage glycolysis, citrate metabolism, mitochondrial membrane sphingolipid metabolism, and heterogeneity.
This study explored potential drivers of vein graft inflammation and identified PPARα as a novel potential pharmacological treatment for this unmet medical need.</description><subject>Animals</subject><subject>Graft Survival - physiology</subject><subject>Humans</subject><subject>Leukocytes, Mononuclear - metabolism</subject><subject>Macrophages - metabolism</subject><subject>Mice</subject><subject>Mice, Inbred C57BL</subject><subject>Mice, Knockout</subject><subject>Original s</subject><subject>PPAR alpha - metabolism</subject><subject>Proteomics - methods</subject><subject>Systems Analysis</subject><subject>Vascular Grafting - adverse effects</subject><subject>Vascular Grafting - methods</subject><subject>Vena Cava, Inferior - diagnostic imaging</subject><subject>Vena Cava, Inferior - metabolism</subject><subject>Vena Cava, Inferior - transplantation</subject><issn>0009-7322</issn><issn>1524-4539</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNpVkt1u0zAUxyMEYmXwCsjccbEMf-WLC6Sog7VSx6rScWu57kkTcOLMdjL1sbjiLXgm3HVM7Mr28e98_k8UvSP4nJCUfJjOV9ObRbmeX38tZ2WwFeeYs4zyZ9GEJJTHPGHF82iCMS7ijFF6Er1y7kd4pixLXkYnjOWUpGkyiX5_2zsPrUNl31sjVY28QReNU2YEu0emQusarOxh8I1Ca2l34B2qjEXfoenQpZWVP_AgHXxEy2W5-vMLLZvReKn1Hq1gN2jpwaEr8HJjdOPaM1Qq34zSN6Y7Q7Lbohl4sGYHHTT-PueVVNb0tdwFxwOwABdgdAEjaNO30PnX0YtKagdvHs7T6ObL5_V0Fi-uL-fTchErnuZpTCjPNiRhmCcbnsvtlmPFNkQpTrFKseKEKw68SiXLtyTHVKlwSwmkVcJoVrDT6NMxbj9sWtiqkNpKLXrbtNLuhZGNePrTNbXYmVGEAdM8xyHA-4cA1twO4Lxow3RBa9mBGZygCS5oRkONAS2OaGjeOQvVYxqCxUF48VT4YCvEUfjg-_b_Oh89_ykdAH4E7owO03Y_9XAHVtQgta9FWA3MMMliiinBKaU4xvfr8hcJvL-I</recordid><startdate>20210622</startdate><enddate>20210622</enddate><creator>Decano, Julius L.</creator><creator>Singh, Sasha A.</creator><creator>Gasparotto Bueno, Cauê</creator><creator>Ho Lee, Lang</creator><creator>Halu, Arda</creator><creator>Chelvanambi, Sarvesh</creator><creator>Matamalas, Joan T.</creator><creator>Zhang, Hengmin</creator><creator>Mlynarchik, Andrew K.</creator><creator>Qiao, Jiao</creator><creator>Sharma, Amitabh</creator><creator>Mukai, Shin</creator><creator>Wang, Jianguo</creator><creator>Anderson, Daniel G.</creator><creator>Ozaki, C. Keith</creator><creator>Libby, Peter</creator><creator>Aikawa, Elena</creator><creator>Aikawa, Masanori</creator><general>Lippincott Williams & Wilkins</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>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-0388-3585</orcidid><orcidid>https://orcid.org/0000-0002-1502-502X</orcidid><orcidid>https://orcid.org/0000-0001-7835-2135</orcidid><orcidid>https://orcid.org/0000-0002-7563-9269</orcidid><orcidid>https://orcid.org/0000-0001-9906-6218</orcidid><orcidid>https://orcid.org/0000-0002-9275-2079</orcidid><orcidid>https://orcid.org/0000-0001-6217-790X</orcidid></search><sort><creationdate>20210622</creationdate><title>Systems Approach to Discovery of Therapeutic Targets for Vein Graft Disease: PPARα Pivotally Regulates Metabolism, Activation, and Heterogeneity of Macrophages and Lesion Development</title><author>Decano, Julius L. ; Singh, Sasha A. ; Gasparotto Bueno, Cauê ; Ho Lee, Lang ; Halu, Arda ; Chelvanambi, Sarvesh ; Matamalas, Joan T. ; Zhang, Hengmin ; Mlynarchik, Andrew K. ; Qiao, Jiao ; Sharma, Amitabh ; Mukai, Shin ; Wang, Jianguo ; Anderson, Daniel G. ; Ozaki, C. 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Keith</creatorcontrib><creatorcontrib>Libby, Peter</creatorcontrib><creatorcontrib>Aikawa, Elena</creatorcontrib><creatorcontrib>Aikawa, Masanori</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Circulation (New York, N.Y.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Decano, Julius L.</au><au>Singh, Sasha A.</au><au>Gasparotto Bueno, Cauê</au><au>Ho Lee, Lang</au><au>Halu, Arda</au><au>Chelvanambi, Sarvesh</au><au>Matamalas, Joan T.</au><au>Zhang, Hengmin</au><au>Mlynarchik, Andrew K.</au><au>Qiao, Jiao</au><au>Sharma, Amitabh</au><au>Mukai, Shin</au><au>Wang, Jianguo</au><au>Anderson, Daniel G.</au><au>Ozaki, C. Keith</au><au>Libby, Peter</au><au>Aikawa, Elena</au><au>Aikawa, Masanori</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Systems Approach to Discovery of Therapeutic Targets for Vein Graft Disease: PPARα Pivotally Regulates Metabolism, Activation, and Heterogeneity of Macrophages and Lesion Development</atitle><jtitle>Circulation (New York, N.Y.)</jtitle><addtitle>Circulation</addtitle><date>2021-06-22</date><risdate>2021</risdate><volume>143</volume><issue>25</issue><spage>2454</spage><epage>2470</epage><pages>2454-2470</pages><issn>0009-7322</issn><eissn>1524-4539</eissn><abstract>Vein graft failure remains a common clinical challenge. We applied a systems approach in mouse experiments to discover therapeutic targets for vein graft failure.
Global proteomics and high-dimensional clustering on multiple vein graft tissues were used to identify potential pathogenic mechanisms. The PPARs (peroxisome proliferator-activated receptors) pathway served as an example to substantiate our discovery platform. In vivo mouse experiments with macrophage-targeted PPARα small interfering RNA, or the novel, selective activator pemafibrate demonstrate the role of PPARα in the development and inflammation of vein graft lesions. In vitro experiments further included metabolomic profiling, quantitative polymerase chain reaction, flow cytometry, metabolic assays, and single-cell RNA sequencing on primary human and mouse macrophages.
We identified changes in the vein graft proteome associated with immune responses, lipid metabolism regulated by the PPARs, fatty acid metabolism, matrix remodeling, and hematopoietic cell mobilization. PPARα agonism by pemafibrate retarded the development and inflammation of vein graft lesions in mice, whereas gene silencing worsened plaque formation. Pemafibrate also suppressed arteriovenous fistula lesion development. Metabolomics/lipidomics, functional metabolic assays, and single-cell analysis of cultured human macrophages revealed that PPARα modulates macrophage glycolysis, citrate metabolism, mitochondrial membrane sphingolipid metabolism, and heterogeneity.
This study explored potential drivers of vein graft inflammation and identified PPARα as a novel potential pharmacological treatment for this unmet medical need.</abstract><cop>United States</cop><pub>Lippincott Williams & Wilkins</pub><pmid>33821665</pmid><doi>10.1161/CIRCULATIONAHA.119.043724</doi><tpages>17</tpages><orcidid>https://orcid.org/0000-0003-0388-3585</orcidid><orcidid>https://orcid.org/0000-0002-1502-502X</orcidid><orcidid>https://orcid.org/0000-0001-7835-2135</orcidid><orcidid>https://orcid.org/0000-0002-7563-9269</orcidid><orcidid>https://orcid.org/0000-0001-9906-6218</orcidid><orcidid>https://orcid.org/0000-0002-9275-2079</orcidid><orcidid>https://orcid.org/0000-0001-6217-790X</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Animals Graft Survival - physiology Humans Leukocytes, Mononuclear - metabolism Macrophages - metabolism Mice Mice, Inbred C57BL Mice, Knockout Original s PPAR alpha - metabolism Proteomics - methods Systems Analysis Vascular Grafting - adverse effects Vascular Grafting - methods Vena Cava, Inferior - diagnostic imaging Vena Cava, Inferior - metabolism Vena Cava, Inferior - transplantation |
title | Systems Approach to Discovery of Therapeutic Targets for Vein Graft Disease: PPARα Pivotally Regulates Metabolism, Activation, and Heterogeneity of Macrophages and Lesion Development |
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