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Gangwar A, Deodhar SS, Saldanha S, Melander O, Abbasi F, Pearce RW, Collier TS, McPhaul MJ, Furtado JD, Sacks FM, Merrill NJ, McDermott JE, Melchior JT, Rohatgi A. Proteomic Determinants of Variation in Cholesterol Efflux: Observations from the Dallas Heart Study. Int J Mol Sci 2023; 24:15526. [PMID: 37958510 PMCID: PMC10648649 DOI: 10.3390/ijms242115526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 10/12/2023] [Accepted: 10/20/2023] [Indexed: 11/15/2023] Open
Abstract
High-density lipoproteins (HDLs) are promising targets for predicting and treating atherosclerotic cardiovascular disease (ASCVD), as they mediate removal of excess cholesterol from lipid-laden macrophages that accumulate in the vasculature. This functional property of HDLs, termed cholesterol efflux capacity (CEC), is inversely associated with ASCVD. HDLs are compositionally diverse, associating with >250 different proteins, but their relative contribution to CEC remains poorly understood. Our goal was to identify and define key HDL-associated proteins that modulate CEC in humans. The proteomic signature of plasma HDL was quantified in 36 individuals in the multi-ethnic population-based Dallas Heart Study (DHS) cohort that exhibited persistent extremely high (>=90th%) or extremely low CEC (<=10th%) over 15 years. Levels of apolipoprotein (Apo)A-I associated ApoC-II, ApoC-III, and ApoA-IV were differentially correlated with CEC in high (r = 0.49, 0.41, and -0.21 respectively) and low (r = -0.46, -0.41, and 0.66 respectively) CEC groups (p for heterogeneity (pHet) = 0.03, 0.04, and 0.003 respectively). Further, we observed that levels of ApoA-I with ApoC-III, complement C3 (CO3), ApoE, and plasminogen (PLMG) were inversely associated with CEC in individuals within the low CEC group (r = -0.11 to -0.25 for subspecies with these proteins vs. r = 0.58 to 0.65 for subspecies lacking these proteins; p < 0.05 for heterogeneity). These findings suggest that enrichment of specific proteins on HDLs and, thus, different subspecies of HDLs, differentially modulate the removal of cholesterol from the vasculature.
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Affiliation(s)
- Anamika Gangwar
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; (A.G.); (S.S.D.); (S.S.)
| | - Sneha S. Deodhar
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; (A.G.); (S.S.D.); (S.S.)
| | - Suzanne Saldanha
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; (A.G.); (S.S.D.); (S.S.)
| | - Olle Melander
- Department of Clinical Sciences, Lund University, 221 00 Malmö, Sweden;
| | - Fahim Abbasi
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA;
| | - Ryan W. Pearce
- Quest Diagnostics Cardiometabolic Center of Excellence, Cleveland HeartLab, Cleveland, OH 44103, USA; (R.W.P.); (T.S.C.)
| | - Timothy S. Collier
- Quest Diagnostics Cardiometabolic Center of Excellence, Cleveland HeartLab, Cleveland, OH 44103, USA; (R.W.P.); (T.S.C.)
| | - Michael J. McPhaul
- Quest Diagnostics Nichols Institute, San Juan Capistrano, CA 92675, USA;
| | - Jeremy D. Furtado
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; (J.D.F.); (F.M.S.)
- Biogen Inc., Cambridge, MA 02115, USA
| | - Frank M. Sacks
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; (J.D.F.); (F.M.S.)
| | - Nathaniel J. Merrill
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (N.J.M.); (J.E.M.); (J.T.M.)
| | - Jason E. McDermott
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (N.J.M.); (J.E.M.); (J.T.M.)
| | - John T. Melchior
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (N.J.M.); (J.E.M.); (J.T.M.)
- Center for Lipid and Arteriosclerosis Science, Department of Pathology and Laboratory Medicine, University of Cincinnati, Cincinnati, OH 45237, USA
- Department of Neurology, Oregon Health and Science University, Portland, OR 97239, USA
| | - Anand Rohatgi
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; (A.G.); (S.S.D.); (S.S.)
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Hunter WG, Smith AG, Pinto RC, Saldanha S, Gangwar A, Pahlavani M, Deodhar S, Wilkins J, Pandey A, Herrington D, Greenland P, Tzoulaki I, Rohatgi A. Metabolomic Profiling of Cholesterol Efflux Capacity in a Multiethnic Population: Insights From MESA. Arterioscler Thromb Vasc Biol 2023; 43:2030-2041. [PMID: 37615111 PMCID: PMC10521786 DOI: 10.1161/atvbaha.122.318222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 07/07/2023] [Indexed: 08/25/2023]
Abstract
BACKGROUND Impaired cholesterol efflux capacity (CEC) is a novel lipid metabolism trait associated with atherosclerotic cardiovascular disease. Mechanisms underlying CEC variation are unknown. We evaluated associations of circulating metabolites with CEC to advance understanding of metabolic pathways involved in cholesterol efflux regulation. METHODS Participants enrolled in the MESA (Multi-Ethnic Study of Atherosclerosis) who underwent nuclear magnetic resonance metabolome profiling and CEC measurement (N=3543) at baseline were included. Metabolite associations with CEC were evaluated using standard linear regression analyses. Repeated ElasticNet and multilayer perceptron regression were used to assess metabolite profile predictive performance for CEC. Features important for CEC prediction were identified using Shapley Additive Explanations values. RESULTS Greater CEC was significantly associated with metabolite clusters composed of the largest-sized particle subclasses of VLDL (very-low-density lipoprotein) and HDL (high-density lipoprotein), as well as their constituent apo A1, apo A2, phospholipid, and cholesterol components (β=0.072-0.081; P<0.001). Metabolite profiles had poor accuracy for predicting in vitro CEC in linear and nonlinear analyses (R2<0.02; Spearman ρ<0.18). The most important feature for CEC prediction was race, with Black participants having significantly lower CEC compared with other races. CONCLUSIONS We identified independent associations among CEC, the largest-sized particle subclasses of VLDL and HDL, and their constituent apolipoproteins and lipids. A large proportion of variation in CEC remained unexplained by metabolites and traditional clinical risk factors, supporting further investigation into genomic, proteomic, and phospholipidomic determinants of CEC.
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Affiliation(s)
- Wynn G. Hunter
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
| | - Alexander G. Smith
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health (A.G.S., R.C.P., I.T.), Imperial College London, United Kingdom
| | - Rui C. Pinto
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health (A.G.S., R.C.P., I.T.), Imperial College London, United Kingdom
- UK Dementia Research Institute (R.C.P), Imperial College London, United Kingdom
| | - Suzanne Saldanha
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
| | - Anamika Gangwar
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
| | - Mandana Pahlavani
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
| | - Sneha Deodhar
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
| | - John Wilkins
- Division of Cardiology, Department of Medicine, and Department of Preventive Medicine, Feinberg School of Medicine, Chicago, IL (J.W., P.G.)
| | - Ambarish Pandey
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
| | - David Herrington
- Department of Medicine, Wake Forest School of Medicine, Winston-Salem, NC (D.H.)
| | - Philip Greenland
- Division of Cardiology, Department of Medicine, and Department of Preventive Medicine, Feinberg School of Medicine, Chicago, IL (J.W., P.G.)
| | - Ioanna Tzoulaki
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health (A.G.S., R.C.P., I.T.), Imperial College London, United Kingdom
- BHF Centre of Excellence (I.T.), Imperial College London, United Kingdom
- Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Greece (I.T.)
| | - Anand Rohatgi
- Division of Cardiology, Department of Medicine, University of Texas Southwestern School of Medicine, Dallas (W.G.H., S.S., A.G., M.P., S.D., A.P., A.R.)
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Miyakoshi T, Mutsuda Y, Horiuchi Y, Kameda T, Tozuka M, Ohkawa R. Improvement in bilirubin influence on cholesterol efflux capacity evaluation using the immobilized liposome-bound gel beads method. Biosci Rep 2023; 43:BSR20230393. [PMID: 37259987 PMCID: PMC10807951 DOI: 10.1042/bsr20230393] [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: 03/03/2023] [Revised: 05/02/2023] [Accepted: 05/31/2023] [Indexed: 06/02/2023] Open
Abstract
INTRODUCTION High-density lipoprotein (HDL) has a cholesterol efflux capacity (CEC) that protects against atherosclerosis. Recently, we developed an assay for CEC evaluation, named the immobilized liposome-bound gel beads (ILG) method, which is a highly accurate, simple, and safe method for CEC evaluation because it uses liposomes and BODIPY-labeled cholesterol instead of cultured cells and radioactive substances, respectively. Although the ILG method can be implemented in clinical settings, our previous study revealed that bilirubin causes a positive error in the CEC value. Therefore, in the present study, we attempted to improve the influence of bilirubin levels on the ILG method. METHODS To investigate why bilirubin caused a positive error in CEC values when using the ILG method, 3D fluorescence spectra of BODIPY-labeled cholesterol and bilirubin were measured. To avoid the fluorescence emitted by bilirubin, CEC was measured using the ILG method with shifting of excitation wavelength for BODIPY-labeled cholesterol quantification. In addition, we used bilirubin oxidase to oxidize bilirubin during the incubation time of the ILG method to weaken bilirubin fluorescence. RESULTS We found that bilirubin emitted fluorescence at the measurement setting of the ILG method. By shifting the excitation wavelength, the positive error caused by bilirubin was improved by approximately 70%. Furthermore, by utilizing bilirubin oxidase, the false-high values of CEC were improved by approximately 80%. CONCLUSIONS Bilirubin interferes with CEC assay using BODIPY-cholesterol, but we successfully improved the influence of bilirubin on CEC evaluation using the ILG method. These improvements will promote the clinical application of the ILG method.
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Affiliation(s)
- Tsunehiro Miyakoshi
- Department of Analytical Laboratory Chemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Yume Mutsuda
- Department of Analytical Laboratory Chemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Yuna Horiuchi
- Department of Analytical Laboratory Chemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
- Department of Clinical Laboratory Technology, Faculty of Medical Sciences, Juntendo University, 6-8-1, Hinode, Urayasu, Chiba 279-0013, Japan
| | - Takahiro Kameda
- Department of Analytical Laboratory Chemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Minoru Tozuka
- Life Science Research Center, Nagano Children’s Hospital, Nagano, Japan
| | - Ryunosuke Ohkawa
- Department of Analytical Laboratory Chemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
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Denimal D, Benanaya S, Monier S, Simoneau I, Pais de Barros JP, Le Goff W, Bouillet B, Vergès B, Duvillard L. Normal HDL Cholesterol Efflux and Anti-Inflammatory Capacities in Type 2 Diabetes Despite Lipidomic Abnormalities. J Clin Endocrinol Metab 2022; 107:e3816-e3823. [PMID: 35647758 PMCID: PMC9387699 DOI: 10.1210/clinem/dgac339] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Indexed: 12/27/2022]
Abstract
OBJECTIVE To assess whether, in type 2 diabetes (T2D) patients, lipidomic abnormalities in high-density lipoprotein (HDL) are associated with impaired cholesterol efflux capacity and anti-inflammatory effect, 2 pro-atherogenic abnormalities. DESIGN AND METHODS This is a secondary analysis of the Lira-NAFLD study, including 20 T2D patients at T0 and 25 control subjects. Using liquid chromatography/tandem mass spectrometry, we quantified 110 species of the main HDL phospholipids and sphingolipids. Cholesterol efflux capacity was measured on THP-1 macrophages. The anti-inflammatory effect of HDL was measured as their ability to inhibit the tumor necrosis factor α (TNFα)-induced expression of vascular cell adhesion molecule-1 (VCAM-1) and intercellular cell adhesion molecule-1 (ICAM-1) on human vascular endothelial cells (HUVECs). RESULTS The cholesterol-to-triglyceride ratio was decreased in HDL from T2D patients compared with controls (-46%, P = 0.00008). As expressed relative to apolipoprotein AI, the amounts of phosphatidylcholines, sphingomyelins, and sphingosine-1-phosphate were similar in HDL from T2D patients and controls. Phosphatidylethanolamine-based plasmalogens and ceramides (Cer) were, respectively, 27% (P = 0.038) and 24% (P = 0.053) lower in HDL from T2D patients than in HDL from controls, whereas phosphatidylethanolamines were 41% higher (P = 0.026). Cholesterol efflux capacity of apoB-depleted plasma was similar in T2D patients and controls (36.2 ± 4.3 vs 35.5 ± 2.8%, P = 0.59). The ability of HDL to inhibit the TNFα-induced expression of both VCAM-1 and ICAM-1 at the surface of HUVECs was similar in T2D patients and controls (-70.6 ± 16.5 vs -63.5 ± 18.7%, P = 0.14; and -62.1 ± 13.2 vs -54.7 ± 17.7%, P = 0.16, respectively). CONCLUSION Despite lipidomic abnormalities, the cholesterol efflux and anti-inflammatory capacities of HDL are preserved in T2D patients.
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Affiliation(s)
- Damien Denimal
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
- Department of Biochemistry, CHU Dijon Bourgogne, 21070 Dijon, France
| | - Sara Benanaya
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
| | - Serge Monier
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
- Flow Cytometry Platform, Fédération de Recherche Santé STIC/DIMACELL, Université Bourgogne-Franche Comté, 21000 Dijon, France
| | - Isabelle Simoneau
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
- Department of Endocrinology and Metabolic Diseases, CHU Dijon Bourgogne, 21070 Dijon, France
| | - Jean-Paul Pais de Barros
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
- Lipidomic Analytical Platform, Université Bourgogne-Franche Comté, 21000 Dijon, France
| | - Wilfried Le Goff
- Institute of Cardiometabolism and Nutrition, INSERM-UMR_S1166, Sorbonne Université, 75013 Paris, France
| | - Benjamin Bouillet
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
- Department of Endocrinology and Metabolic Diseases, CHU Dijon Bourgogne, 21070 Dijon, France
| | - Bruno Vergès
- INSERM LNC UMR1231, Université Bourgogne-Franche Comté, 21000 Dijon, France
- Department of Endocrinology and Metabolic Diseases, CHU Dijon Bourgogne, 21070 Dijon, France
| | - Laurence Duvillard
- Correspondence: Laurence Duvillard, MD, PhD, Biochimie Médicale, Plateau Technique de Biologie, 2, rue Angélique Ducoudray, BP 37013, 21070 Dijon Cédex, France.
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Sirtori CR, Corsini A, Ruscica M. The Role of High-Density Lipoprotein Cholesterol in 2022. Curr Atheroscler Rep 2022; 24:365-377. [PMID: 35274229 PMCID: PMC8913032 DOI: 10.1007/s11883-022-01012-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/31/2022] [Indexed: 12/23/2022]
Abstract
PURPOSE OF THE REVIEW High-density lipoproteins (HDL) are responsible for the transport in plasma of a large fraction of circulating lipids, in part from tissue mobilization. The evaluation of HDL-associated cholesterol (HDL-C) has provided a standard method for assessing cardiovascular (CV) risk, as supported by many contributions on the mechanism of this arterial benefit. The present review article will attempt to investigate novel findings on the role and mechanism of HDL in CV risk determination. RECENT FINDINGS The most recent research has been aimed to the understanding of how a raised functional capacity of HDL, rather than elevated levels per se, may be responsible for the postulated CV protection. Markedly elevated HDL-C levels appear instead to be associated to a raised coronary risk, indicative of a U-shaped relationship. While HDL-C reduction is definitely related to a raised CV risk, HDL-C elevations may be linked to non-vascular diseases, such as age-related macular disease. The description of anti-inflammatory, anti-oxidative and anti-infectious properties has indicated potential newer areas for diagnostic and therapeutic approaches. In the last two decades inconclusive data have arisen from clinical trials attempting to increase HDL-C pharmacologically or by way of recombinant protein infusions (most frequently with the mutant A-I Milano); prevention of stent occlusion or heart failure treatment have shown instead significant promise. Targeted clinical studies are still ongoing.
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Affiliation(s)
- Cesare R Sirtori
- Department of Pharmacological and Biomolecular Sciences, Università Degli Studi Di Milano, Milan, Italy.
| | - Alberto Corsini
- Department of Pharmacological and Biomolecular Sciences, Università Degli Studi Di Milano, Milan, Italy
| | - Massimiliano Ruscica
- Department of Pharmacological and Biomolecular Sciences, Università Degli Studi Di Milano, Milan, Italy.
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Tall AR, Thomas DG, Gonzalez-Cabodevilla AG, Goldberg IJ. Addressing dyslipidemic risk beyond LDL-cholesterol. J Clin Invest 2022; 132:148559. [PMID: 34981790 PMCID: PMC8718149 DOI: 10.1172/jci148559] [Citation(s) in RCA: 51] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Despite the success of LDL-lowering drugs in reducing cardiovascular disease (CVD), there remains a large burden of residual disease due in part to persistent dyslipidemia characterized by elevated levels of triglyceride-rich lipoproteins (TRLs) and reduced levels of HDL. This form of dyslipidemia is increasing globally as a result of the rising prevalence of obesity and metabolic syndrome. Accumulating evidence suggests that impaired hepatic clearance of cholesterol-rich TRL remnants leads to their accumulation in arteries, promoting foam cell formation and inflammation. Low levels of HDL may associate with reduced cholesterol efflux from foam cells, aggravating atherosclerosis. While fibrates and fish oils reduce TRL, they have not been uniformly successful in reducing CVD, and there is a large unmet need for new approaches to reduce remnants and CVD. Rare genetic variants that lower triglyceride levels via activation of lipolysis and associate with reduced CVD suggest new approaches to treating dyslipidemia. Apolipoprotein C3 (APOC3) and angiopoietin-like 3 (ANGPTL3) have emerged as targets for inhibition by antibody, antisense, or RNAi approaches. Inhibition of either molecule lowers TRL but respectively raises or lowers HDL levels. Large clinical trials of such agents in patients with high CVD risk and elevated levels of TRL will be required to demonstrate efficacy of these approaches.
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Affiliation(s)
- Alan R Tall
- Division of Molecular Medicine, Department of Medicine, Columbia University, New York, New York, USA
| | - David G Thomas
- Division of Molecular Medicine, Department of Medicine, Columbia University, New York, New York, USA
| | - Ainara G Gonzalez-Cabodevilla
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, New York University Grossman School of Medicine, New York, New York, USA
| | - Ira J Goldberg
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, New York University Grossman School of Medicine, New York, New York, USA
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