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Slijkhuis N, Towers M, Claude E, van Soest G. MALDI versus DESI mass spectrometry imaging of lipids in atherosclerotic plaque. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2025; 39:e9927. [PMID: 39435741 DOI: 10.1002/rcm.9927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 10/02/2024] [Accepted: 10/02/2024] [Indexed: 10/23/2024]
Abstract
Mass spectrometry imaging (MSI) is a powerful tool for detecting lipids in tissue sections, with matrix-assisted laser desorption/ionization (MALDI) and desorption electrospray ionization (DESI) as its key ionization techniques. In this study, we examine how MALDI compares with state-of-the-art DESI ionization in identifying lipids in heterogeneous samples, specifically atherosclerotic plaques. Carotid plaques (n = 4) from patients undergoing endarterectomy were snap-frozen, stored at -80°C, and then sectioned for MSI analysis and H&E staining. Measurements were conducted using a SYNAPT XS mass spectrometer in positive ion mode, employing MALDI with a 2,5-dihydroxybenzoic acid (DHB) matrix and DESI with a methanol: water (98:2) (v/v) solvent. Our comparison covered spectral profiles, sensitivity, and image quality generated by these two techniques. We found that both MALDI and DESI are highly suitable techniques for detecting a wide range of lipids in atherosclerotic plaque sections. DESI-MSI exhibited higher ion counts for most lipid classes than MALDI-MSI and provided sharper images. MALDI detected larger amounts of ceramide and hexosylceramide species, possibly due to its efficient generation of dehydrated ions. In contrast, DESI showed greater peak intensities of cholesteryl ester and triacylglyceride species than MALDI, consistent with reduced fragmentation. These findings establish the relative merits of DESI and MALDI and demonstrate their complementarity as techniques for lipid research in MSI.
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Affiliation(s)
- Nuria Slijkhuis
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
| | | | | | - Gijs van Soest
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
- Department of Precision and Microsystems Engineering, Delft University of Technology, Delft, The Netherlands
- Wellman Center for Photomedicine, Massachusetts General Hospital, Boston, Massachusetts, USA
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Busnelli M, Manzini S, Colombo A, Franchi E, Lääperi M, Laaksonen R, Chiesa G. Effect of diet and genotype on the lipidome of mice with altered lipoprotein metabolism. iScience 2024; 27:111051. [PMID: 39568621 PMCID: PMC11577568 DOI: 10.1016/j.isci.2024.111051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 07/31/2024] [Accepted: 09/24/2024] [Indexed: 11/22/2024] Open
Abstract
The present study describes and compares the impact of PCSK9 and LDLR, two pivotal players in cholesterol metabolism, on the whole lipidome of plasma, liver and aorta in different dietary conditions. This issue is relevant, since several lipid species, circulating at very low concentrations, have the ability to impair lipid metabolism and promote atherosclerosis development. To this aim, wild-type, hypercholesterolemic Ldlr-KO, and hypocholesterolemic Pcsk9-KO mice were fed a standard chow or a Western-type diet up to 30 and 16 weeks of age, respectively. 42 lipids including cholesterol, cholesteryl esters, several sphingolipids, phospholipids, and lysophospholipids, accumulated uniquely in the atherosclerotic aorta of Western-type diet-fed Ldlr-KO mice. In addition, multiple organ/tissue comparisons allowed us to identify 16 lipids whose plasma and hepatic patterns mirrored the lipidome of the atherosclerotic aorta. These lipid species, belonging to cholesteryl esters, glucosyl/galactosylceramide, lactosylceramide, globotriaosylceramide, sphingomyelin, and phosphatidylcholine could be further investigated as circulating biomarkers or therapeutic targets.
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Affiliation(s)
- Marco Busnelli
- Department of Pharmacological and Biomolecular Sciences "Rodolfo Paoletti", Università degli Studi di Milano, via Balzaretti, 9, Milan, Italy
| | - Stefano Manzini
- Department of Pharmacological and Biomolecular Sciences "Rodolfo Paoletti", Università degli Studi di Milano, via Balzaretti, 9, Milan, Italy
| | - Alice Colombo
- Department of Pharmacological and Biomolecular Sciences "Rodolfo Paoletti", Università degli Studi di Milano, via Balzaretti, 9, Milan, Italy
| | - Elsa Franchi
- Department of Pharmacological and Biomolecular Sciences "Rodolfo Paoletti", Università degli Studi di Milano, via Balzaretti, 9, Milan, Italy
| | | | - Reijo Laaksonen
- Zora Biosciences Oy, 02150 Espoo, Finland
- Finnish Cardiovascular Research Center, University of Tampere, 33520 Tampere, Finland
| | - Giulia Chiesa
- Department of Pharmacological and Biomolecular Sciences "Rodolfo Paoletti", Università degli Studi di Milano, via Balzaretti, 9, Milan, Italy
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3
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Cao J, Martin-Lorenzo M, van Kuijk K, Wieland EB, Gijbels MJ, Claes BSR, Heredero A, Aldamiz-Echevarria G, Heeren RMA, Goossens P, Sluimer JC, Balluff B, Alvarez-Llamas G. Spatial Metabolomics Identifies LPC(18:0) and LPA(18:1) in Advanced Atheroma With Translation to Plasma for Cardiovascular Risk Estimation. Arterioscler Thromb Vasc Biol 2024; 44:741-754. [PMID: 38299357 DOI: 10.1161/atvbaha.123.320278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 01/16/2024] [Indexed: 02/02/2024]
Abstract
BACKGROUND The metabolic alterations occurring within the arterial architecture during atherosclerosis development remain poorly understood, let alone those particular to each arterial tunica. We aimed first to identify, in a spatially resolved manner, the specific metabolic changes in plaque, media, adventitia, and cardiac tissue between control and atherosclerotic murine aortas. Second, we assessed their translatability to human tissue and plasma for cardiovascular risk estimation. METHODS In this observational study, mass spectrometry imaging (MSI) was applied to identify region-specific metabolic differences between atherosclerotic (n=11) and control (n=11) aortas from low-density lipoprotein receptor-deficient mice, via histology-guided virtual microdissection. Early and advanced plaques were compared within the same atherosclerotic animals. Progression metabolites were further analyzed by MSI in 9 human atherosclerotic carotids and by targeted mass spectrometry in human plasma from subjects with elective coronary artery bypass grafting (cardiovascular risk group, n=27) and a control group (n=27). RESULTS MSI identified 362 local metabolic alterations in atherosclerotic mice (log2 fold-change ≥1.5; P≤0.05). The lipid composition of cardiac tissue is altered during atherosclerosis development and presents a generalized accumulation of glycerophospholipids, except for lysolipids. Lysolipids (among other glycerophospholipids) were found at elevated levels in all 3 arterial layers of atherosclerotic aortas. LPC(18:0) (lysophosphatidylcholine; P=0.024) and LPA(18:1) (lysophosphatidic acid; P=0.025) were found to be significantly elevated in advanced plaques as compared with mouse-matched early plaques. Higher levels of both lipid species were also observed in fibrosis-rich areas of advanced- versus early-stage human samples. They were found to be significantly reduced in human plasma from subjects with elective coronary artery bypass grafting (P<0.001 and P=0.031, respectively), with LPC(18:0) showing significant association with cardiovascular risk (odds ratio, 0.479 [95% CI, 0.225-0.883]; P=0.032) and diagnostic potential (area under the curve, 0.778 [95% CI, 0.638-0.917]). CONCLUSIONS An altered phospholipid metabolism occurs in atherosclerosis, affecting both the aorta and the adjacent heart tissue. Plaque-progression lipids LPC(18:0) and LPA(18:1), as identified by MSI on tissue, reflect cardiovascular risk in human plasma.
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Affiliation(s)
- Jianhua Cao
- Maastricht MultiModal Molecular Imaging institute, M4i, Maastricht University, the Netherlands (J.C., B.S.R.C., R.M.A.H., B.B.)
| | - Marta Martin-Lorenzo
- Immunology Department, IIS-Fundación Jiménez Díaz-UAM, Madrid, Spain (M.M.-L., G.A.-L.)
| | - Kim van Kuijk
- Department of Pathology, CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, the Netherlands (K.v.K., E.B.W., M.J.G., P.G., J.C.S.)
| | - Elias B Wieland
- Department of Pathology, CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, the Netherlands (K.v.K., E.B.W., M.J.G., P.G., J.C.S.)
| | - Marion J Gijbels
- Department of Pathology, CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, the Netherlands (K.v.K., E.B.W., M.J.G., P.G., J.C.S.)
- Department of Medical Biochemistry, Experimental Vascular Biology, Amsterdam Cardiovascular Sciences, Amsterdam Infection and Immunity, Amsterdam UMC, the Netherlands (M.J.G.)
| | - Britt S R Claes
- Maastricht MultiModal Molecular Imaging institute, M4i, Maastricht University, the Netherlands (J.C., B.S.R.C., R.M.A.H., B.B.)
| | - Angeles Heredero
- Cardiac Surgery Service, Fundación Jiménez Díaz University Hospital-UAM, Madrid, Spain (A.H., G.A.-E.)
| | | | - Ron M A Heeren
- Maastricht MultiModal Molecular Imaging institute, M4i, Maastricht University, the Netherlands (J.C., B.S.R.C., R.M.A.H., B.B.)
| | - Pieter Goossens
- Department of Pathology, CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, the Netherlands (K.v.K., E.B.W., M.J.G., P.G., J.C.S.)
| | - Judith C Sluimer
- Department of Pathology, CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, the Netherlands (K.v.K., E.B.W., M.J.G., P.G., J.C.S.)
- Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (J.C.S.)
| | - Benjamin Balluff
- Maastricht MultiModal Molecular Imaging institute, M4i, Maastricht University, the Netherlands (J.C., B.S.R.C., R.M.A.H., B.B.)
| | - Gloria Alvarez-Llamas
- Immunology Department, IIS-Fundación Jiménez Díaz-UAM, Madrid, Spain (M.M.-L., G.A.-L.)
- RICORS2040, IIS-Fundación Jiménez Díaz, Madrid, Spain (G.A.-L.)
- Biochemistry and Molecular Biology Department, Complutense University, Madrid, Spain (G.A.-L.)
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Slijkhuis N, Razzi F, Korteland SA, Heijs B, van Gaalen K, Duncker DJ, van der Steen AFW, van Steijn V, van Beusekom HMM, van Soest G. Spatial lipidomics of coronary atherosclerotic plaque development in a familial hypercholesterolemia swine model. J Lipid Res 2024; 65:100504. [PMID: 38246237 PMCID: PMC10879031 DOI: 10.1016/j.jlr.2024.100504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 12/22/2023] [Accepted: 01/09/2024] [Indexed: 01/23/2024] Open
Abstract
Coronary atherosclerosis is caused by plaque build-up, with lipids playing a pivotal role in its progression. However, lipid composition and distribution within coronary atherosclerosis remain unknown. This study aims to characterize lipids and investigate differences in lipid composition across disease stages to aid in the understanding of disease progression. Matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) was used to visualize lipid distributions in coronary artery sections (n = 17) from hypercholesterolemic swine. We performed histology on consecutive sections to classify the artery segments and to investigate colocalization between lipids and histological regions of interest in advanced plaque, including necrotic core and inflammatory cells. Segments were classified as healthy (n = 6), mild (n = 6), and advanced disease (n = 5) artery segments. Multivariate data analysis was employed to find differences in lipid composition between the segment types, and the lipids' spatial distribution was investigated using non-negative matrix factorization (NMF). Through this process, MALDI-MSI detected 473 lipid-related features. NMF clustering described three components in positive ionization mode: triacylglycerides (TAG), phosphatidylcholines (PC), and cholesterol species. In negative ionization mode, two components were identified: one driven by phosphatidylinositol(PI)(38:4), and one driven by ceramide-phosphoethanolamine(36:1). Multivariate data analysis showed the association between advanced disease and specific lipid signatures like PC(O-40:5) and cholesterylester(CE)(18:2). Ether-linked phospholipids and LysoPC species were found to colocalize with necrotic core, and mostly CE, ceramide, and PI species colocalized with inflammatory cells. This study, therefore, uncovers distinct lipid signatures correlated with plaque development and their colocalization with necrotic core and inflammatory cells, enhancing our understanding of coronary atherosclerosis progression.
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Affiliation(s)
- Nuria Slijkhuis
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
| | - Francesca Razzi
- Department of Experimental Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands; Department of Chemical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Suze-Anne Korteland
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
| | - Bram Heijs
- Center for Proteomics and Metabolomics, Leiden University Medical Center, Leiden, The Netherlands
| | - Kim van Gaalen
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
| | - Dirk J Duncker
- Department of Experimental Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
| | - Antonius F W van der Steen
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands; Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China; Department of Imaging Science and Technology, Delft University of Technology, Delft, The Netherlands
| | - Volkert van Steijn
- Department of Chemical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Heleen M M van Beusekom
- Department of Experimental Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands
| | - Gijs van Soest
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, The Netherlands; Department of Precision and Microsystems Engineering, Delft University of Technology, Delft, The Netherlands; Wellman Center for Photomedicine, Massachusetts General Hospital, Boston, MA, USA.
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5
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Cai Z, Deng L, Fan Y, Ren Y, Ling Y, Tu J, Cai Y, Xu X, Chen M. Dysregulation of Ceramide Metabolism Is Linked to Iron Deposition and Activation of Related Pathways in the Aorta of Atherosclerotic Miniature Pigs. Antioxidants (Basel) 2023; 13:4. [PMID: 38275624 PMCID: PMC10812416 DOI: 10.3390/antiox13010004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 12/07/2023] [Accepted: 12/16/2023] [Indexed: 01/27/2024] Open
Abstract
The miniature pig is a suitable animal model for investigating human cardiovascular diseases. Nevertheless, the alterations in lipid metabolism within atherosclerotic plaques of miniature pigs, along with the underlying mechanisms, remain to be comprehensively elucidated. In this study, we aim to examine the alterations in lipid composition and associated pathways in the abdominal aorta of atherosclerotic pigs induced by a high-fat, high-cholesterol, and high-fructose (HFCF) diet using lipidomics and RNA-Seq methods. The results showed that the content and composition of aortic lipid species, particularly ceramide, hexosyl ceramide, lysophosphatidylcholine, and triglyceride, were significantly altered in HFCF-fed pigs. Meanwhile, the genes governing sphingolipid metabolism, iron ion homeostasis, apoptosis, and the inflammatory response were significantly regulated by the HFCF diet. Furthermore, C16 ceramide could promote iron deposition in RAW264.7 cells, leading to increased intracellular reactive oxygen species (ROS) production, apoptosis, and activation of the toll-like receptor 4 (TLR4)/nuclear Factor-kappa B (NF-қB) inflammatory pathway, which could be mitigated by deferoxamine. Our study demonstrated that dysregulated ceramide metabolism could increase ROS production, apoptosis, and inflammatory pathway activation in macrophages by inducing iron overload, thus playing a vital role in the pathogenesis of atherosclerosis. This discovery could potentially provide a new target for pharmacological therapy of cardiovascular diseases such as atherosclerosis.
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Affiliation(s)
- Zhaowei Cai
- Laboratory Animal Research Center, Academy of Chinese Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China; (Y.L.); (J.T.); (Y.C.); (X.X.)
- School of Pharmacy, Zhejiang Chinese Medical University, Hangzhou 310053, China; (L.D.); (Y.F.); (Y.R.)
- Key Laboratory of Blood-Stasis-Toxin Syndrome of Zhejiang Province, Hangzhou 310053, China
| | - Liqun Deng
- School of Pharmacy, Zhejiang Chinese Medical University, Hangzhou 310053, China; (L.D.); (Y.F.); (Y.R.)
| | - Yingying Fan
- School of Pharmacy, Zhejiang Chinese Medical University, Hangzhou 310053, China; (L.D.); (Y.F.); (Y.R.)
| | - Yujie Ren
- School of Pharmacy, Zhejiang Chinese Medical University, Hangzhou 310053, China; (L.D.); (Y.F.); (Y.R.)
| | - Yun Ling
- Laboratory Animal Research Center, Academy of Chinese Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China; (Y.L.); (J.T.); (Y.C.); (X.X.)
| | - Jue Tu
- Laboratory Animal Research Center, Academy of Chinese Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China; (Y.L.); (J.T.); (Y.C.); (X.X.)
- Key Laboratory of Blood-Stasis-Toxin Syndrome of Zhejiang Province, Hangzhou 310053, China
| | - Yueqin Cai
- Laboratory Animal Research Center, Academy of Chinese Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China; (Y.L.); (J.T.); (Y.C.); (X.X.)
| | - Xiaoping Xu
- Laboratory Animal Research Center, Academy of Chinese Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China; (Y.L.); (J.T.); (Y.C.); (X.X.)
| | - Minli Chen
- Laboratory Animal Research Center, Academy of Chinese Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China; (Y.L.); (J.T.); (Y.C.); (X.X.)
- School of Pharmacy, Zhejiang Chinese Medical University, Hangzhou 310053, China; (L.D.); (Y.F.); (Y.R.)
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6
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Slijkhuis N, Towers M, Mirzaian M, Korteland SA, Heijs B, van Gaalen K, Nieuwenhuizen I, Nigg A, van der Heiden K, de Rijke YB, van der Lugt A, Sijbrands EJG, Claude E, van Soest G. Identifying lipid traces of atherogenic mechanisms in human carotid plaque. Atherosclerosis 2023; 385:117340. [PMID: 37913561 DOI: 10.1016/j.atherosclerosis.2023.117340] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 10/05/2023] [Accepted: 10/10/2023] [Indexed: 11/03/2023]
Abstract
BACKGROUND AND AIMS Lipids play an important role in atherosclerotic plaque development and are interesting candidate predictive biomarkers. However, the link between circulating lipids, accumulating lipids in the vessel wall, and plaque destabilization processes in humans remains largely unknown. This study aims to provide new insights into the role of lipids in atherosclerosis using lipidomics and mass spectrometry imaging to investigate lipid signatures in advanced human carotid plaque and plasma samples. METHODS We used lipidomics and desorption electrospray ionization mass spectrometry imaging (DESI-MSI) to investigate lipid signatures of advanced human carotid plaque and plasma obtained from patients who underwent carotid endarterectomy (n = 14 out of 17 whose plaque samples were analyzed by DESI-MSI). Multivariate data analysis and unsupervised clustering were applied to identify lipids that were the most discriminative species between different patterns in plaque and plasma. These patterns were interpreted by quantitative comparison with conventional histology. RESULTS Lipidomics detected more than 300 lipid species in plasma and plaque, with markedly different relative abundances. DESI-MSI visualized the spatial distribution of 611 lipid-related m/z features in plaques, of which 330 m/z features could be assigned based on exact mass, comparison to the lipidomic data, and high mass resolution MSI. Matching spatial lipid patterns to histological areas of interest revealed several molecular species that were colocalized with pertinent disease processes in plaque including specific sphingomyelin and ceramide species with calcification, phospholipids and free fatty acids with inflammation, and triacylglycerols and phosphatidylinositols with fibrin-rich areas. CONCLUSIONS By comparing lipid species in plaque and plasma, we identified those circulating species that were also prominently present in plaque. Quantitative comparison of lipid spectral patterns with histology revealed the presence of specific lipid species in destabilized plaque areas, corroborating previous in vitro and animal studies.
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Affiliation(s)
- Nuria Slijkhuis
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Mark Towers
- Waters Corporation, Wilmslow, United Kingdom
| | - Mina Mirzaian
- Department of Clinical Chemistry, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Suze-Anne Korteland
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Bram Heijs
- Center for Proteomics and Metabolomics, Leiden University Medical Center, Leiden, the Netherlands
| | - Kim van Gaalen
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Ingeborg Nieuwenhuizen
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Alex Nigg
- Optical Imaging Center, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Kim van der Heiden
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Yolanda B de Rijke
- Department of Clinical Chemistry, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Aad van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | - Eric J G Sijbrands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, the Netherlands
| | | | - Gijs van Soest
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, the Netherlands; Department of Precision and Microsystems Engineering, Faculty of Mechanical Engineering, Delft University of Technology, Delft, the Netherlands.
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7
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Integrating multiplex immunofluorescent and mass spectrometry imaging to map myeloid heterogeneity in its metabolic and cellular context. Cell Metab 2022; 34:1214-1225.e6. [PMID: 35858629 DOI: 10.1016/j.cmet.2022.06.012] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 02/28/2022] [Accepted: 06/23/2022] [Indexed: 12/24/2022]
Abstract
Cells often adopt different phenotypes, dictated by tissue-specific or local signals such as cell-cell and cell-matrix contacts or molecular micro-environment. This holds in extremis for macrophages with their high phenotypic plasticity. Their broad range of functions, some even opposing, reflects their heterogeneity, and a multitude of subsets has been described in different tissues and diseases. Such micro-environmental imprint cannot be adequately studied by single-cell applications, as cells are detached from their context, while histology-based assessment lacks the phenotypic depth due to limitations in marker combination. Here, we present a novel, integrative approach in which 15-color multispectral imaging allows comprehensive cell classification based on multi-marker expression patterns, followed by downstream analysis pipelines to link their phenotypes to contextual, micro-environmental cues, such as their cellular ("community") and metabolic ("local lipidome") niches in complex tissue. The power of this approach is illustrated for myeloid subsets and associated lipid signatures in murine atherosclerotic plaque.
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8
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Karshovska E, Mohibullah R, Zhu M, Zahedi F, Thomas D, Magkrioti C, Geissler C, Megens RTA, Bianchini M, Nazari-Jahantigh M, Ferreirós N, Aidinis V, Schober A. ENPP2 (Endothelial Ectonucleotide Pyrophosphatase/Phosphodiesterase 2) Increases Atherosclerosis in Female and Male Mice. Arterioscler Thromb Vasc Biol 2022; 42:1023-1036. [PMID: 35708027 DOI: 10.1161/atvbaha.122.317682] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Maladapted endothelial cells (ECs) secrete ENPP2 (ectonucleotide pyrophosphatase/phosphodiesterase 2; autotaxin)-a lysophospholipase D that generates lysophosphatidic acids (LPAs). ENPP2 derived from the arterial wall promotes atherogenic monocyte adhesion induced by generating LPAs, such as arachidonoyl-LPA (LPA20:4), from oxidized lipoproteins. Here, we aimed to determine the role of endothelial ENPP2 in the production of LPAs and atherosclerosis. METHODS We quantified atherosclerosis in mice harboring loxP-flanked Enpp2 alleles crossed with Apoe-/- mice expressing tamoxifen-inducible Cre recombinase under the control of the EC-specific bone marrow X kinase promoter after 12 weeks of high-fat diet feeding. RESULTS A tamoxifen-induced EC-specific Enpp2 knockout decreased atherosclerosis, accumulation of lesional macrophages, monocyte adhesion, and expression of endothelial CXCL (C-X-C motif chemokine ligand) 1 in male and female Apoe-/- mice. In vitro, ENPP2 mediated the mildly oxidized LDL (low-density lipoprotein)-induced expression of CXCL1 in aortic ECs by generating LPA20:4, palmitoyl-LPA (LPA16:0), and oleoyl-LPA (LPA18:1). ENPP2 and its activity were detected on the endothelial surface by confocal imaging. The expression of endothelial Enpp2 established a strong correlation between the plasma levels of LPA16:0, stearoyl-LPA (LPA18:0), and LPA18:1 and plaque size and a strong negative correlation between the LPA levels and ENPP2 activity in the plasma. Moreover, endothelial Enpp2 knockout increased the weight of high-fat diet-fed male Apoe-/- mice. CONCLUSIONS We demonstrated that the expression of ENPP2 in ECs promotes atherosclerosis and endothelial inflammation in a sex-independent manner. This might be due to the generation of LPA20:4, LPA16:0, and LPA18:1 from mildly oxidized lipoproteins on the endothelial surface.
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Affiliation(s)
- Ela Karshovska
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.)
| | - Rokia Mohibullah
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.)
| | - Mengyu Zhu
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.).,Cardiovascular Research Institute Maastricht, Maastricht University, the Netherlands (M.Z., R.T.A.M.)
| | - Farima Zahedi
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.).,Now with Department of Biomedical Science and Mari Lowe Center for Comparative Oncology, University of Pennsylvania, Philadelphia (F.Z.)
| | - Dominique Thomas
- Institute of Clinical Pharmacology, Johann Wolfgang Goethe-University, Frankfurt, Germany (D.T., N.F.).,Fraunhofer Institute for Translational Medicine and Pharmacology, Frankfurt, Germany (D.T.)
| | - Christiana Magkrioti
- Division of Immunology, Biomedical Science Research, Center Alexander Fleming, Athens, Greece (C.M., V.A.)
| | - Claudia Geissler
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.)
| | - Remco T A Megens
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.).,Cardiovascular Research Institute Maastricht, Maastricht University, the Netherlands (M.Z., R.T.A.M.)
| | - Mariaelvy Bianchini
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.)
| | - Maliheh Nazari-Jahantigh
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.).,German Centre for Cardiovascular Research, Partner Site Munich Heart Alliance, Germany (M.N.-J., A.S.)
| | - Nerea Ferreirós
- Institute of Clinical Pharmacology, Johann Wolfgang Goethe-University, Frankfurt, Germany (D.T., N.F.)
| | - Vassilis Aidinis
- Division of Immunology, Biomedical Science Research, Center Alexander Fleming, Athens, Greece (C.M., V.A.)
| | - Andreas Schober
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-University, Munich, Germany (E.K., R.M., M.Z., F.Z., C.G., R.T.A.M., M.B., M.N.-J., A.S.).,German Centre for Cardiovascular Research, Partner Site Munich Heart Alliance, Germany (M.N.-J., A.S.)
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9
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Vermeulen I, Isin EM, Barton P, Cillero-Pastor B, Heeren RM. Multimodal molecular imaging in drug discovery and development. Drug Discov Today 2022; 27:2086-2099. [DOI: 10.1016/j.drudis.2022.04.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 03/03/2022] [Accepted: 04/08/2022] [Indexed: 02/06/2023]
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10
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Worthmann A, Bartelt A. MALDI MSI for a fresh view on atherosclerotic plaque lipids. Pflugers Arch 2021; 474:185-186. [PMID: 34928417 PMCID: PMC8766381 DOI: 10.1007/s00424-021-02654-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 12/07/2021] [Accepted: 12/08/2021] [Indexed: 11/25/2022]
Affiliation(s)
- Anna Worthmann
- Department of Biochemistry and Molecular Cell Biology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Alexander Bartelt
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany.
- Institute for Diabetes and Cancer (IDC), Helmholtz Center Munich, Neuherberg, Germany.
- German Center for Cardiovascular Research, Partner Site Munich Heart Alliance, Munich, Germany.
- Department of Molecular Metabolism & Sabri Ülker Center for Metabolic Research, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
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11
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Xu K, Shao Y, Saaoud F, Gillespie A, Drummer C, Liu L, Lu Y, Sun Y, Xi H, Tükel Ç, Pratico D, Qin X, Sun J, Choi ET, Jiang X, Wang H, Yang X. Novel Knowledge-Based Transcriptomic Profiling of Lipid Lysophosphatidylinositol-Induced Endothelial Cell Activation. Front Cardiovasc Med 2021; 8:773473. [PMID: 34912867 PMCID: PMC8668339 DOI: 10.3389/fcvm.2021.773473] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Accepted: 10/04/2021] [Indexed: 12/14/2022] Open
Abstract
To determine whether pro-inflammatory lipid lysophosphatidylinositols (LPIs) upregulate the expressions of membrane proteins for adhesion/signaling and secretory proteins in human aortic endothelial cell (HAEC) activation, we developed an EC biology knowledge-based transcriptomic formula to profile RNA-Seq data panoramically. We made the following primary findings: first, G protein-coupled receptor 55 (GPR55), the LPI receptor, is expressed in the endothelium of both human and mouse aortas, and is significantly upregulated in hyperlipidemia; second, LPIs upregulate 43 clusters of differentiation (CD) in HAECs, promoting EC activation, innate immune trans-differentiation, and immune/inflammatory responses; 72.1% of LPI-upregulated CDs are not induced in influenza virus-, MERS-CoV virus- and herpes virus-infected human endothelial cells, which hinted the specificity of LPIs in HAEC activation; third, LPIs upregulate six types of 640 secretomic genes (SGs), namely, 216 canonical SGs, 60 caspase-1-gasdermin D (GSDMD) SGs, 117 caspase-4/11-GSDMD SGs, 40 exosome SGs, 179 Human Protein Atlas (HPA)-cytokines, and 28 HPA-chemokines, which make HAECs a large secretory organ for inflammation/immune responses and other functions; fourth, LPIs activate transcriptomic remodeling by upregulating 172 transcription factors (TFs), namely, pro-inflammatory factors NR4A3, FOS, KLF3, and HIF1A; fifth, LPIs upregulate 152 nuclear DNA-encoded mitochondrial (mitoCarta) genes, which alter mitochondrial mechanisms and functions, such as mitochondrial organization, respiration, translation, and transport; sixth, LPIs activate reactive oxygen species (ROS) mechanism by upregulating 18 ROS regulators; finally, utilizing the Cytoscape software, we found that three mechanisms, namely, LPI-upregulated TFs, mitoCarta genes, and ROS regulators, are integrated to promote HAEC activation. Our results provide novel insights into aortic EC activation, formulate an EC biology knowledge-based transcriptomic profile strategy, and identify new targets for the development of therapeutics for cardiovascular diseases, inflammatory conditions, immune diseases, organ transplantation, aging, and cancers.
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Affiliation(s)
- Keman Xu
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
| | - Ying Shao
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
| | - Fatma Saaoud
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
| | - Aria Gillespie
- Neural Sciences, Temple University Lewis Katz School of Medicine, Philadelphia, PA, United States
| | - Charles Drummer
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
| | - Lu Liu
- Departments of Cardiovascular Sciences, Metabolic Disease Research, Thrombosis Research, Philadelphia, PA, United States
| | - Yifan Lu
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
| | - Yu Sun
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
| | - Hang Xi
- Departments of Cardiovascular Sciences, Metabolic Disease Research, Thrombosis Research, Philadelphia, PA, United States
| | - Çagla Tükel
- Center for Microbiology & Immunology, Temple University Lewis Katz School of Medicine, Philadelphia, PA, United States
| | - Domenico Pratico
- Alzheimer's Center, Temple University Lewis Katz School of Medicine, Philadelphia, PA, United States
| | - Xuebin Qin
- National Primate Research Center, Tulane University, Covington, LA, United States
| | - Jianxin Sun
- Department of Medicine, Center for Translational Medicine, Thomas Jefferson University, Philadelphia, PA, United States
| | - Eric T. Choi
- Surgery (Division of Vascular and Endovascular Surgery), Temple University Lewis Katz School of Medicine, Philadelphia, PA, United States
| | - Xiaohua Jiang
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
- Departments of Cardiovascular Sciences, Metabolic Disease Research, Thrombosis Research, Philadelphia, PA, United States
| | - Hong Wang
- Departments of Cardiovascular Sciences, Metabolic Disease Research, Thrombosis Research, Philadelphia, PA, United States
| | - Xiaofeng Yang
- Centers of Cardiovascular Research, Inflammation and Lung Research, Philadelphia, PA, United States
- Departments of Cardiovascular Sciences, Metabolic Disease Research, Thrombosis Research, Philadelphia, PA, United States
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12
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Comparative lipid profiling of murine and human atherosclerotic plaques using high-resolution MALDI MSI. Pflugers Arch 2021; 474:231-242. [PMID: 34797426 PMCID: PMC8766400 DOI: 10.1007/s00424-021-02643-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 10/19/2021] [Accepted: 11/06/2021] [Indexed: 11/20/2022]
Abstract
The distribution of atherosclerotic lesions in the aorta and its branches of ApoE knockout (ApoE−/−) mice is like that of patients with atherosclerosis. By using high-resolution MALDI mass spectrometry imaging (MSI), we aimed at characterizing universally applicable physiological biomarkers by comparing the murine lipid marker profile with that of human atherosclerotic arteries. Therefore, the aorta or carotid artery of male ApoE−/− mice at different ages, human arteries with documented atherosclerotic changes originated from amputated limbs, and corresponding controls were analysed. Obtained data were subjected to multivariate statistical analysis to identify potential biomarkers. Thirty-one m/z values corresponding to individual lipid species of cholesterol esters, lysophosphatidylcholines, lysophosphatidylethanolamines, and cholesterol derivatives were found to be specific in aortic atherosclerotic plaques of old ApoE−/− mice. The lipid composition at related vessel positions of young ApoE−/− mice was more comparable with wild-type mice. Twenty-six m/z values of the murine lipid markers were found in human atherosclerotic peripheral arteries but also control vessels and showed a more patient-dependent diverse distribution. Extensive data analysis without marker preselection based on mouse data revealed lysophosphatidylcholine and glucosylated cholesterol species, the latter not being detected in the murine atherosclerotic tissue, as specific potential novel human atherosclerotic vessel markers. Despite the heterogeneous lipid profile of atherosclerotic peripheral arteries derived from human patients, we identified lipids specifically colocalized to atherosclerotic human tissue and plaques in ApoE−/− mice. These data highlight species-dependent differences in lipid profiles between peripheral artery disease and aortic atherosclerosis.
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13
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Status of biomarkers for the identification of stable or vulnerable plaques in atherosclerosis. Clin Sci (Lond) 2021; 135:1981-1997. [PMID: 34414413 DOI: 10.1042/cs20210417] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 08/04/2021] [Accepted: 08/09/2021] [Indexed: 01/18/2023]
Abstract
Atherosclerosis is a systemic inflammation of the arteries characterized by atherosclerotic plaque due to the accumulation of lipids, inflammatory cells, apoptotic cells, calcium and extracellular matrix (ECM) proteins. Stable plaques present a chronic inflammatory infiltration, whereas vulnerable plaques present an 'active' inflammation involved in the thinning of the fibrous cap that predisposes to plaque rupture. Several complex biological cellular processes lead plaques to evolve from stable to vulnerable predisposing them to rupture and thrombosis. In this review, we analyze some emerging circulating biomarkers related to inflammation, ECM and lipid infiltration, angiogenesis, metalloproteinases and microRNA (miRNA), as possible diagnostic and prognostic indicators of plaque vulnerability.
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14
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Greco F, Quercioli L, Pucci A, Rocchiccioli S, Ferrari M, Recchia FA, McDonnell LA. Mass Spectrometry Imaging as a Tool to Investigate Region Specific Lipid Alterations in Symptomatic Human Carotid Atherosclerotic Plaques. Metabolites 2021; 11:250. [PMID: 33919525 PMCID: PMC8073208 DOI: 10.3390/metabo11040250] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 04/09/2021] [Accepted: 04/15/2021] [Indexed: 12/01/2022] Open
Abstract
Atherosclerosis is characterized by fatty plaques in large and medium sized arteries. Their rupture can causes thrombi, occlusions of downstream vessels and adverse clinical events. The investigation of atherosclerotic plaques is made difficult by their highly heterogeneous nature. Here we propose a spatially resolved approach based on matrix-assisted laser desorption/ionization (MALDI) mass spectrometry imaging to investigate lipids in specific regions of atherosclerotic plaques. The method was applied to a small dataset including symptomatic and asymptomatic human carotid atherosclerosis plaques. Tissue sections of symptomatic and asymptomatic human carotid atherosclerotic plaques were analyzed by MALDI mass spectrometry imaging (MALDI MSI) of lipids, and adjacent sections analyzed by histology and immunofluorescence. These multimodal datasets were used to compare the lipid profiles of specific histopathological regions within the plaque. The lipid profiles of macrophage-rich regions and intimal vascular smooth muscle cells exhibited the largest changes associated with plaque outcome. Macrophage-rich regions from symptomatic lesions were found to be enriched in sphingomyelins, and intimal vascular smooth muscle cells of symptomatic plaques were enriched in cholesterol and cholesteryl esters. The proposed method enabled the MALDI MSI analysis of specific regions of the atherosclerotic lesion, confirming MALDI MSI as a promising tool for the investigation of histologically heterogeneous atherosclerotic plaques.
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Affiliation(s)
- Francesco Greco
- Institute of Life Sciences, Sant’Anna School of Advanced Studies, 56127 Pisa, Italy; (F.G.); (F.A.R.)
- Fondazione Pisana per la Scienza ONLUS, 56017 San Giuliano Terme (PI), Italy
| | - Laura Quercioli
- Department of Vascular Surgery, Azienda Ospedaliero Universitaria Pisana, 56124 Pisa, Italy; (L.Q.); (M.F.)
| | - Angela Pucci
- Department of Histopathology, University Hospital, 56124 Pisa, Italy;
| | - Silvia Rocchiccioli
- Institute of Clinical Physiology, National Research Council, 56124 Pisa, Italy;
| | - Mauro Ferrari
- Department of Vascular Surgery, Azienda Ospedaliero Universitaria Pisana, 56124 Pisa, Italy; (L.Q.); (M.F.)
| | - Fabio A. Recchia
- Institute of Life Sciences, Sant’Anna School of Advanced Studies, 56127 Pisa, Italy; (F.G.); (F.A.R.)
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, PA 19140, USA
| | - Liam A. McDonnell
- Fondazione Pisana per la Scienza ONLUS, 56017 San Giuliano Terme (PI), Italy
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