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Saba L, Cau R, Vergallo R, Kooi ME, Staub D, Faa G, Congiu T, Ntaios G, Wasserman BA, Benson J, Nardi V, Kawakami R, Lanzino G, Virmani R, Libby P. Carotid artery atherosclerosis: mechanisms of instability and clinical implications. Eur Heart J 2025:ehae933. [PMID: 39791527 DOI: 10.1093/eurheartj/ehae933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 08/25/2024] [Accepted: 12/19/2024] [Indexed: 01/12/2025] Open
Abstract
Cardiovascular disease remains a prominent cause of disability and premature death worldwide. Within this spectrum, carotid artery atherosclerosis is a complex and multifaceted condition, and a prominent precursor of acute ischaemic stroke and other cardiovascular events. The intricate interplay among inflammation, oxidative stress, endothelial dysfunction, lipid metabolism, and immune responses participates in the development of lesions, leading to luminal stenosis and potential plaque instability. Even non-stenotic plaques can precipitate a sudden cerebrovascular event, regardless of the degree of luminal encroachment. In this context, carotid imaging modalities have proved their efficacy in providing in vivo characterization of plaque features, contributing substantially to patient risk stratification and clinical management. This review emphasizes the importance of identifying high-risk individuals by use of current imaging modalities, biomarkers, and risk stratification tools. Such approaches inform early intervention and the implementation of personalized therapeutic strategies, ultimately enhancing patient outcomes in the realm of cardiovascular disease management.
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Affiliation(s)
- Luca Saba
- Department of Radiology, University of Cagliari, Via Università, 40, 09124 Cagliari, Italy
| | - Riccardo Cau
- Department of Radiology, University of Cagliari, Via Università, 40, 09124 Cagliari, Italy
| | - Rocco Vergallo
- Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy
| | - M Eline Kooi
- Department of Radiology and Nuclear Medicine, CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Daniel Staub
- Vascular Medicine/Angiology, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Gavino Faa
- Department of Pathology, University of Cagliari, Cagliari, Italy
| | - Terenzio Congiu
- Department of Pathology, University of Cagliari, Cagliari, Italy
| | - George Ntaios
- Department of Internal Medicine, School of Health Sciences, University of Thessaly, Larissa University Hospital, Larissa 41132, Greece
| | - Bruce A Wasserman
- The Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins Hospital, 367 East Park building, 600 N Wolfe St, Baltimore, MD 21287, USA
| | - John Benson
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Valentina Nardi
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Rika Kawakami
- Department of Cardiovascular Pathology, CVPath Institute, Inc., Gaithersburg, MD, USA
| | | | - Renu Virmani
- Department of Cardiovascular Pathology, CVPath Institute, Gaithersburg, MD, USA
| | - Peter Libby
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
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Bao A, Karalis DG. Statin Therapy for Primary and Secondary Prevention in Older Adults. Curr Atheroscler Rep 2024; 27:11. [PMID: 39585440 PMCID: PMC11588824 DOI: 10.1007/s11883-024-01257-9] [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] [Accepted: 09/29/2024] [Indexed: 11/26/2024]
Abstract
PURPOSE OF REVIEW Although statin therapy is well established to prevent atherosclerotic vascular disease (ASCVD) events in adults 40 to 75 years of age, it is less clear whether older adults benefit from statin therapy. The purpose of this review is to summarize the current evidence and guidelines on statin use for primary and secondary prevention in older patients. RECENT FINDINGS Moderate to high intensity statin therapy decreases cardiovascular event rates in older patients with or at risk for ASCVD. Cardiac biomarkers and coronary calcium scoring can identify older patients at higher ASCVD risk who may benefit from statin therapy. Age alone should not be a deterrent to statin therapy in older patients. The decision to initiate statin therapy should occur after a patient to clinician discussion based on the patient's overall ASCVD risk and weighed against other clinical factors that influence the patient's life expectancy and quality of life.
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Affiliation(s)
- Alicia Bao
- Department of Cardiology, Jefferson University Hospital, Sidney Kimmel Medical College, 227 North Broad Street, Suite 200, Philadelphia, PA, 19107, USA
| | - Dean G Karalis
- Department of Cardiology, Jefferson University Hospital, Sidney Kimmel Medical College, 227 North Broad Street, Suite 200, Philadelphia, PA, 19107, USA.
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3
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Mitsis A, Khattab E, Christodoulou E, Myrianthopoulos K, Myrianthefs M, Tzikas S, Ziakas A, Fragakis N, Kassimis G. From Cells to Plaques: The Molecular Pathways of Coronary Artery Calcification and Disease. J Clin Med 2024; 13:6352. [PMID: 39518492 PMCID: PMC11545949 DOI: 10.3390/jcm13216352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2024] [Revised: 10/19/2024] [Accepted: 10/21/2024] [Indexed: 11/15/2024] Open
Abstract
Coronary artery calcification (CAC) is a hallmark of atherosclerosis and a critical factor in the development and progression of coronary artery disease (CAD). This review aims to address the complex pathophysiological mechanisms underlying CAC and its relationship with CAD. We examine the cellular and molecular processes that drive the formation of calcified plaques, highlighting the roles of inflammation, lipid accumulation, and smooth muscle cell proliferation. Additionally, we explore the genetic and environmental factors that contribute to the heterogeneity in CAC and CAD presentation among individuals. Understanding these intricate mechanisms is essential for developing targeted therapeutic strategies and improving diagnostic accuracy. By integrating current research findings, this review provides a comprehensive overview of the pathways linking CAC to CAD, offering insights into potential interventions to mitigate the burden of these interrelated conditions.
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Affiliation(s)
- Andreas Mitsis
- Cardiology Department, Nicosia General Hospital, State Health Services Organization, Nicosia 2029, Cyprus; (A.M.); (E.K.); (K.M.); (M.M.)
| | - Elina Khattab
- Cardiology Department, Nicosia General Hospital, State Health Services Organization, Nicosia 2029, Cyprus; (A.M.); (E.K.); (K.M.); (M.M.)
| | - Evi Christodoulou
- Cardiology Department, Limassol General Hospital, State Health Services Organization, Limassol 3304, Cyprus;
| | - Kimon Myrianthopoulos
- Cardiology Department, Nicosia General Hospital, State Health Services Organization, Nicosia 2029, Cyprus; (A.M.); (E.K.); (K.M.); (M.M.)
| | - Michael Myrianthefs
- Cardiology Department, Nicosia General Hospital, State Health Services Organization, Nicosia 2029, Cyprus; (A.M.); (E.K.); (K.M.); (M.M.)
| | - Stergios Tzikas
- Third Department of Cardiology, Aristotle University of Thessaloniki, 54636 Thessaloniki, Greece;
| | - Antonios Ziakas
- First Department of Cardiology, AHEPA University Hospital, Aristotle University of Thessaloniki, 54636 Thessaloniki, Greece;
| | - Nikolaos Fragakis
- Second Department of Cardiology, Aristotle University of Thessaloniki, 54642 Thessaloniki, Greece;
| | - George Kassimis
- Second Department of Cardiology, Aristotle University of Thessaloniki, 54642 Thessaloniki, Greece;
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4
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Krittayaphong R, Jirataiporn K, Yindeengam A, Songsangjinda T. Cardiac Magnetic Resonance Left Atrial Strain in the Prediction of Death, Ischemic Stroke, and Heart Failure. J Am Heart Assoc 2024; 13:e034336. [PMID: 39190599 PMCID: PMC11646542 DOI: 10.1161/jaha.124.034336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 05/30/2024] [Indexed: 08/29/2024]
Abstract
BACKGROUND To determine the prognostic value of left atrial strain (LAS) using cardiac magnetic resonance for predicting death, heart failure, and ischemic stroke in patients with known or suspected coronary artery disease with preserved left ventricular systolic function and no prior history of ischemic stroke, heart failure, or atrial fibrillation. METHODS AND RESULTS This retrospective cohort analysis included patients referred for stress cardiac magnetic resonance or myocardial viability studies between September 2017 and December 2019. Patients with impaired left ventricular systolic function (<50%) or a history of atrial fibrillation, stroke, or heart failure were excluded. A multivariable Cox model assessed the prognostic value of LAS, with the primary outcomes being the composite outcomes of all-cause death, ischemic stroke, and heart failure. A total of 2030 participants were included in the study. The average LAS was 24.1±8.5%; 928 had LAS <23%, and 1102 had LAS ≥23%. The mean follow-up duration was 39.9±13.6 months. There were 49 deaths (2.4%), 32 ischemic strokes (1.6%), and 34 heart failure events (1.7%). Patients with LAS <23% were at greater risk for composite outcome, with an adjusted hazard ratio of 2.31 (95% CI, 1.50-3.55). CONCLUSIONS LAS by cardiac magnetic resonance has an independent and incremental prognostic value for death, ischemic stroke, and heart failure in patients with preserved left ventricular systolic function. This prognostic value is observed after adjusting for clinical and cardiac magnetic resonance parameters, including left ventricular systolic function, late gadolinium enhancement, and left atrial volume index.
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Affiliation(s)
- Rungroj Krittayaphong
- Division of Cardiology, Department of Medicine, Faculty of Medicine Siriraj HospitalMahidol UniversityBangkokThailand
| | - Kanchalaporn Jirataiporn
- Her Majesty’s Cardiac Center, Faculty of Medicine Siriraj HospitalMahidol UniversityBangkokThailand
| | - Ahthit Yindeengam
- Her Majesty’s Cardiac Center, Faculty of Medicine Siriraj HospitalMahidol UniversityBangkokThailand
| | - Thammarak Songsangjinda
- Cardiology Unit, Division of Internal Medicine, Faculty of MedicinePrince of Songkla UniversitySongkhlaThailand
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5
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Welsh P, Kimenai DM, Shah ASV, Gadd DA, Marioni RE, Woodward M, Sudlow CLM, Campbell A, Cleland JGF, Pellicori P, Hayward C, Mills NL, Sattar N. Multiple Cardiac Biomarkers to Improve Prediction of Cardiovascular Events: Findings from the Generation Scotland Scottish Family Health Study. Clin Chem 2024; 70:403-413. [PMID: 38069915 DOI: 10.1093/clinchem/hvad205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 10/27/2023] [Indexed: 01/04/2024]
Abstract
BACKGROUND Many studies have investigated whether single cardiac biomarkers improve cardiovascular risk prediction for primary prevention but whether a combined approach could further improve risk prediction is unclear. We aimed to test a sex-specific, combined cardiac biomarker approach for cardiovascular risk prediction. METHODS In the Generation Scotland Scottish Family Health Study, N-terminal pro-B-type natriuretic peptide (NT-proBNP), growth differentiation factor-15 (GDF-15), cardiac troponin I (cTnI), cardiac troponin T (cTnT), and C-reactive protein (CRP) were measured in stored serum using automated immunoassays. Sex-specific Cox models that included SCORE2 risk factors evaluated addition of single and combined biomarkers for prediction of major adverse cardiovascular events (MACE). Combined biomarker models were compared to a baseline model that included SCORE2 risk factors. RESULTS The study population comprised 18 383 individuals (58.9% women, median age of 48 years [25th-75th percentile, 35-58 years]). During the median follow up of 11.6 (25th-75th percentile, 10.8-13.0) years, MACE occurred in 942 (5.1%) individuals. The greatest increase in discrimination with addition of individual biomarkers to the base model was for women GDF-15 and for men NT-proBNP (change in c-index: + 0.010 for women and +0.005 for men). For women, combined biomarker models that included GDF-15 and NT-proBNP (+0.012) or GDF-15 and cTnI (+0.013), but not CRP or cTnT, further improved discrimination. For men, combined biomarker models that included NT-proBNP and GDF-15 (+0.007), NT-proBNP and cTnI (+0.006), or NT-proBNP and CRP (+0.008), but not cTnT, further improved discrimination. CONCLUSIONS A combined biomarker approach, particularly the use of GDF-15, NT-proBNP and cTnI, further refined cardiovascular risk estimates.
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Affiliation(s)
- Paul Welsh
- School of Cardiovascular & Metabolic Health, University of Glasgow, Glasgow, United Kingdom
| | - Dorien M Kimenai
- BHF Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, United Kingdom
| | - Anoop S V Shah
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Danni A Gadd
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom
| | - Riccardo E Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom
| | - Mark Woodward
- The George Institute for Global Health, School of Public Health, Imperial College London, London, United Kingdom
- The George Institute for Global Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Cathie L M Sudlow
- British Heart Foundation Data Science Centre, Health Data Research UK, London, United Kingdom
- Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom
| | - John G F Cleland
- School of Cardiovascular & Metabolic Health, University of Glasgow, Glasgow, United Kingdom
| | - Pierpaolo Pellicori
- School of Cardiovascular & Metabolic Health, University of Glasgow, Glasgow, United Kingdom
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom
| | - Nicholas L Mills
- BHF Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, United Kingdom
- Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Naveed Sattar
- School of Cardiovascular & Metabolic Health, University of Glasgow, Glasgow, United Kingdom
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6
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Khan SS, Matsushita K, Sang Y, Ballew SH, Grams ME, Surapaneni A, Blaha MJ, Carson AP, Chang AR, Ciemins E, Go AS, Gutierrez OM, Hwang SJ, Jassal SK, Kovesdy CP, Lloyd-Jones DM, Shlipak MG, Palaniappan LP, Sperling L, Virani SS, Tuttle K, Neeland IJ, Chow SL, Rangaswami J, Pencina MJ, Ndumele CE, Coresh J. Development and Validation of the American Heart Association's PREVENT Equations. Circulation 2024; 149:430-449. [PMID: 37947085 PMCID: PMC10910659 DOI: 10.1161/circulationaha.123.067626] [Citation(s) in RCA: 102] [Impact Index Per Article: 102.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 11/03/2023] [Indexed: 11/12/2023]
Abstract
BACKGROUND Multivariable equations are recommended by primary prevention guidelines to assess absolute risk of cardiovascular disease (CVD). However, current equations have several limitations. Therefore, we developed and validated the American Heart Association Predicting Risk of CVD EVENTs (PREVENT) equations among US adults 30 to 79 years of age without known CVD. METHODS The derivation sample included individual-level participant data from 25 data sets (N=3 281 919) between 1992 and 2017. The primary outcome was CVD (atherosclerotic CVD and heart failure). Predictors included traditional risk factors (smoking status, systolic blood pressure, cholesterol, antihypertensive or statin use, and diabetes) and estimated glomerular filtration rate. Models were sex-specific, race-free, developed on the age scale, and adjusted for competing risk of non-CVD death. Analyses were conducted in each data set and meta-analyzed. Discrimination was assessed using the Harrell C-statistic. Calibration was calculated as the slope of the observed versus predicted risk by decile. Additional equations to predict each CVD subtype (atherosclerotic CVD and heart failure) and include optional predictors (urine albumin-to-creatinine ratio and hemoglobin A1c), and social deprivation index were also developed. External validation was performed in 3 330 085 participants from 21 additional data sets. RESULTS Among 6 612 004 adults included, mean±SD age was 53±12 years, and 56% were women. Over a mean±SD follow-up of 4.8±3.1 years, there were 211 515 incident total CVD events. The median C-statistics in external validation for CVD were 0.794 (interquartile interval, 0.763-0.809) in female and 0.757 (0.727-0.778) in male participants. The calibration slopes were 1.03 (interquartile interval, 0.81-1.16) and 0.94 (0.81-1.13) among female and male participants, respectively. Similar estimates for discrimination and calibration were observed for atherosclerotic CVD- and heart failure-specific models. The improvement in discrimination was small but statistically significant when urine albumin-to-creatinine ratio, hemoglobin A1c, and social deprivation index were added together to the base model to total CVD (ΔC-statistic [interquartile interval] 0.004 [0.004-0.005] and 0.005 [0.004-0.007] among female and male participants, respectively). Calibration improved significantly when the urine albumin-to-creatinine ratio was added to the base model among those with marked albuminuria (>300 mg/g; 1.05 [0.84-1.20] versus 1.39 [1.14-1.65]; P=0.01). CONCLUSIONS PREVENT equations accurately and precisely predicted risk for incident CVD and CVD subtypes in a large, diverse, and contemporary sample of US adults by using routinely available clinical variables.
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Affiliation(s)
- Sadiya S Khan
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL (S.S.K.)
| | - Kunihiro Matsushita
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD (K.M., Y.S., S.H.B., J.C.)
| | - Yingying Sang
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD (K.M., Y.S., S.H.B., J.C.)
- Department of Population Health, New York University Grossman School of Medicine, New York, NY (Y.S., S.H.B., J.C.)
| | - Shoshana H Ballew
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD (K.M., Y.S., S.H.B., J.C.)
- Department of Population Health, New York University Grossman School of Medicine, New York, NY (Y.S., S.H.B., J.C.)
| | - Morgan E Grams
- Department of Medicine, Division of Precision Medicine, New York University Grossman School of Medicine, New York, NY (M.E.G., A.S.)
| | - Aditya Surapaneni
- Department of Medicine, Division of Precision Medicine, New York University Grossman School of Medicine, New York, NY (M.E.G., A.S.)
| | - Michael J Blaha
- Johns Hopkins Ciccarone Center for Prevention of Cardiovascular Disease, Baltimore, MD (M.J.B.)
| | - April P Carson
- University of Mississippi Medical Center, Jackson (A.P.C.)
| | - Alexander R Chang
- Departments of Nephrology and Population Health Sciences, Geisinger Health, Danville, PA (A.R.C.)
| | | | - Alan S Go
- Division of Research, Kaiser Permanente Northern California, Oakland; Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA; Departments of Epidemiology, Biostatistics and Medicine, University of California, San Francisco; Department of Medicine (Nephrology), Stanford University School of Medicine, Palo Alto, CA (A.S,G.)
| | - Orlando M Gutierrez
- Departments of Epidemiology and Medicine, University of Alabama at Birmingham (O.M.G.)
| | - Shih-Jen Hwang
- National Heart, Lung, and Blood Institute, Framingham, MA (S.-J.H.)
| | - Simerjot K Jassal
- Division of General Internal Medicine, University of California, San Diego and VA San Diego Healthcare, CA (S.K.J.)
| | - Csaba P Kovesdy
- Medicine-Nephrology, Memphis Veterans Affairs Medical Center and University of Tennessee Health Science Center, Memphis (C.P.K.)
| | - Donald M Lloyd-Jones
- Department of Preventive Medicine, Northwestern University, Chicago, IL (D.M.L.-J.)
| | - Michael G Shlipak
- Department of Medicine, Epidemiology, and Biostatistics, University of California, San Francisco, and San Francisco VA Medical Center (M.G.S.)
| | - Latha P Palaniappan
- Center for Asian Health Research and Education and the Department of Medicine, Stanford University School of Medicine, CA (L.P.P.)
| | | | - Salim S Virani
- Department of Medicine, The Aga Khan University, Karachi, Pakistan; Texas Heart Institute and Baylor College of Medicine, Houston (S.S.V.)
| | - Katherine Tuttle
- Providence Medical Research Center, Providence Inland Northwest Health, Spokane, WA; Kidney Research Institute and Institute of Translational Health Sciences, University of Washington, Seattle (K.T.)
| | - Ian J Neeland
- UH Center for Cardiovascular Prevention, Translational Science Unit, Center for Integrated and Novel Approaches in Vascular-Metabolic Disease (CINEMA), Harrington Heart and Vascular Institute, University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, OH (I.J.N.)
| | - Sheryl L Chow
- Department of Pharmacy Practice and Administration, College of Pharmacy, Western University of Health Sciences, Pomona, CA (S.L.C.)
| | - Janani Rangaswami
- Washington DC VA Medical Center and George Washington University School of Medicine (J.R.)
| | - Michael J Pencina
- Department of Biostatistics, Duke University Medical Center, Durham, NC (M.J.P.)
| | - Chiadi E Ndumele
- Division of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD (C.E.N.)
| | - Josef Coresh
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD (K.M., Y.S., S.H.B., J.C.)
- Department of Population Health, New York University Grossman School of Medicine, New York, NY (Y.S., S.H.B., J.C.)
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Zambrano Chaves JM, Wentland AL, Desai AD, Banerjee I, Kaur G, Correa R, Boutin RD, Maron DJ, Rodriguez F, Sandhu AT, Rubin D, Chaudhari AS, Patel BN. Opportunistic assessment of ischemic heart disease risk using abdominopelvic computed tomography and medical record data: a multimodal explainable artificial intelligence approach. Sci Rep 2023; 13:21034. [PMID: 38030716 PMCID: PMC10687235 DOI: 10.1038/s41598-023-47895-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 11/20/2023] [Indexed: 12/01/2023] Open
Abstract
Current risk scores using clinical risk factors for predicting ischemic heart disease (IHD) events-the leading cause of global mortality-have known limitations and may be improved by imaging biomarkers. While body composition (BC) imaging biomarkers derived from abdominopelvic computed tomography (CT) correlate with IHD risk, they are impractical to measure manually. Here, in a retrospective cohort of 8139 contrast-enhanced abdominopelvic CT examinations undergoing up to 5 years of follow-up, we developed multimodal opportunistic risk assessment models for IHD by automatically extracting BC features from abdominal CT images and integrating these with features from each patient's electronic medical record (EMR). Our predictive methods match and, in some cases, outperform clinical risk scores currently used in IHD risk assessment. We provide clinical interpretability of our model using a new method of determining tissue-level contributions from CT along with weightings of EMR features contributing to IHD risk. We conclude that such a multimodal approach, which automatically integrates BC biomarkers and EMR data, can enhance IHD risk assessment and aid primary prevention efforts for IHD. To further promote research, we release the Opportunistic L3 Ischemic heart disease (OL3I) dataset, the first public multimodal dataset for opportunistic CT prediction of IHD.
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Affiliation(s)
- Juan M Zambrano Chaves
- Department of Biomedical Data Science, Stanford University, 1265 Welch Road, MSOB West Wing, Third Floor, Stanford, CA, 94305, USA
| | - Andrew L Wentland
- Department of Radiology, University of Wisconsin-Madison, 600 Highland Ave, Madison, WI, 53792, USA
| | - Arjun D Desai
- Department of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
- Department of Electrical Engineering, Stanford University, 350 Jane Stanford Way, Stanford, CA, 94305, USA
| | - Imon Banerjee
- Department of Radiology, Mayo Clinic, 13400 East Shea Blvd, Scottsdale, AZ, 85259, USA
| | - Gurkiran Kaur
- Department of Radiology, Mayo Clinic, 13400 East Shea Blvd, Scottsdale, AZ, 85259, USA
| | - Ramon Correa
- Department of Radiology, Mayo Clinic, 13400 East Shea Blvd, Scottsdale, AZ, 85259, USA
| | - Robert D Boutin
- Department of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - David J Maron
- Division of Cardiovascular Medicine, Department of Medicine, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
- Department of Medicine, Stanford Prevention Research Center, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - Fatima Rodriguez
- Division of Cardiovascular Medicine, Department of Medicine, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - Alexander T Sandhu
- Division of Cardiovascular Medicine, Department of Medicine, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - Daniel Rubin
- Department of Biomedical Data Science, Stanford University, 1265 Welch Road, MSOB West Wing, Third Floor, Stanford, CA, 94305, USA
- Department of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - Akshay S Chaudhari
- Department of Biomedical Data Science, Stanford University, 1265 Welch Road, MSOB West Wing, Third Floor, Stanford, CA, 94305, USA
- Department of Radiology, School of Medicine, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
- Cardiovascular Institute, Stanford University, 300 Pasteur Drive, Stanford, CA, 94305, USA
| | - Bhavik N Patel
- Department of Radiology, Mayo Clinic, 13400 East Shea Blvd, Scottsdale, AZ, 85259, USA.
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8
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Ihle‐Hansen H, Vigen T, Berge T, Walle‐Hansen MM, Hagberg G, Ihle‐Hansen H, Thommessen B, Ariansen I, Røsjø H, Rønning OM, Tveit A, Lyngbakken M. Carotid Plaque Score for Stroke and Cardiovascular Risk Prediction in a Middle-Aged Cohort From the General Population. J Am Heart Assoc 2023; 12:e030739. [PMID: 37609981 PMCID: PMC10547315 DOI: 10.1161/jaha.123.030739] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Accepted: 07/27/2023] [Indexed: 08/24/2023]
Abstract
Background We aimed to explore the predictive value of the carotid plaque score, compared with the Systematic Coronary Risk Evaluation 2 (SCORE2) risk prediction algorithm, on incident ischemic stroke and major adverse cardiovascular events and establish a prognostic cutoff of the carotid plaque score. Methods and Results In the prospective ACE 1950 (Akershus Cardiac Examination 1950 study), carotid plaque score was calculated with ultrasonography at inclusion in 2012 to 2015. The largest plaque diameter in each extracranial segment of the carotid artery on both sides was scored from 0 to 3 points. The sum of points in all segments provided the carotid plaque score. The cohort was followed up by linkage to national registries for incident ischemic stroke and major adverse cardiovascular events (nonfatal ischemic stroke, nonfatal myocardial infarction, and cardiovascular death) throughout 2020. Carotid plaque score was available in 3650 (98.5%) participants, with mean±SD age of 63.9±0.64 years at inclusion. Only 462 (12.7%) participants were free of plaque, and and 970 (26.6%) had a carotid plaque score of >3. Carotid plaque score predicted ischemic stroke (hazard ratio [HR], 1.25 [95% CI, 1.15-1.36]) and major adverse cardiovascular events (HR, 1.21 [95% CI, 1.14-1.27]) after adjustment for SCORE2 and provided strong incremental prognostic information to SCORE2. The best cutoff value of carotid plaque score for ischemic stroke was >3, with positive predictive value of 2.5% and negative predictive value of 99.3%. Conclusions The carotid plaque score is a strong predictor of ischemic stroke and major adverse cardiovascular events, and it provides incremental prognostic information to SCORE2 for risk prediction. A cutoff score of >3 seems to be suitable to discriminate high-risk subjects. Registration Information clinicaltrials.gov. Identifier: NCT01555411.
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Affiliation(s)
- Håkon Ihle‐Hansen
- Department of Medical ResearchBærum Hospital, Vestre Viken Hospital TrustGjettumNorway
| | - Thea Vigen
- Division of Medicine, Department of NeurologyAkershus University HospitalLørenskogNorway
| | - Trygve Berge
- Department of Medical ResearchBærum Hospital, Vestre Viken Hospital TrustGjettumNorway
| | - Marte M. Walle‐Hansen
- Department of Medical ResearchBærum Hospital, Vestre Viken Hospital TrustGjettumNorway
| | - Guri Hagberg
- Department of Medical ResearchBærum Hospital, Vestre Viken Hospital TrustGjettumNorway
- Stroke Unit, Department of NeurologyOslo University HospitalOsloNorway
| | - Hege Ihle‐Hansen
- Department of Medical ResearchBærum Hospital, Vestre Viken Hospital TrustGjettumNorway
- Stroke Unit, Department of NeurologyOslo University HospitalOsloNorway
| | - Bente Thommessen
- Division of Medicine, Department of NeurologyAkershus University HospitalLørenskogNorway
| | - Inger Ariansen
- Department of Chronic DiseasesNorwegian Institute of Public HealthOsloNorway
| | - Helge Røsjø
- K.G. Jebsen Center for Cardiac Biomarkers, Institute of Clinical Medicine, Faculty of MedicineUniversity of OsloOsloNorway
- Division of Research and InnovationAkershus University HospitalLørenskogNorway
| | - Ole Morten Rønning
- Division of Medicine, Department of NeurologyAkershus University HospitalLørenskogNorway
- Institute of Clinical Medicine, Faculty of MedicineUniversity of OsloOsloNorway
| | - Arnljot Tveit
- Department of Medical ResearchBærum Hospital, Vestre Viken Hospital TrustGjettumNorway
- Institute of Clinical Medicine, Faculty of MedicineUniversity of OsloOsloNorway
| | - Magnus Lyngbakken
- K.G. Jebsen Center for Cardiac Biomarkers, Institute of Clinical Medicine, Faculty of MedicineUniversity of OsloOsloNorway
- Division of Medicine, Department of CardiologyAkershus University HospitalLørenskogNorway
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9
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Genkel V, Kuznetsova A, Lebedev E, Salashenko A, Savochkina A, Nikushkina K, Pykhova L, Sumerkina V, Shaposhnik I. Carotid total plaque area as an independent predictor of short-term subclinical polyvascular atherosclerosis progression and major adverse cardiac and cerebrovascular events. Ther Adv Cardiovasc Dis 2023; 17:17539447231194861. [PMID: 37655749 PMCID: PMC10475231 DOI: 10.1177/17539447231194861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 07/28/2023] [Indexed: 09/02/2023] Open
Abstract
BACKGROUND The use of ultrasound-based methods for imaging of subclinical atherosclerosis, including measurement of carotid plaque burden (cPB), is a promising direction for further improvement of major adverse cardiac and cerebrovascular events (MACCE) prediction. OBJECTIVES The aim of the study was to research the prognostic values' significance of cPB indicators with regard to the short-term progression of polyvascular subclinical atherosclerosis and the long-term onset of MACCE. DESIGN Single-center prospective cohort study. METHODS The study included patients 40-64 years of age. All patients underwent duplex scanning (DS) of the carotid and lower limb arteries. The following cPB indicators were determined: carotid plaque score (cPS), maximum carotid plaque thickness (cPTmax), and carotid total plaque area (cTPA). The combined endpoint included the following components: cardiovascular death; nonfatal myocardial infarction; nonfatal stroke or transient ischemic attack (TIA); revascularization of the coronary and/or peripheral arteries. RESULTS The study included 387 patients, among whom 142 (36.7%) patients underwent repeated DS after 12-24 months. The median follow-up time was 20.0 (13.0; 36.5) months. MACCE were recorded in 33 (8.52%) of patients. cTPA and cPTmax, but not cPS, were independently associated with the progression of subclinical polyvascular atherosclerosis over a period of 13.9 months of follow-up. cTPA, but not cPTmax and cPS, was independently associated with the development of MACCE over a period of 20.0 months of follow-up. Only a cTPA > 42.0 mm2 proved to be an independent predictor of both the progression of subclinical polyvascular atherosclerosis and MACCE. CONCLUSION In patients from 40 to 64 years of age with various cardiovascular risks, among the indicators of the cPB, only an increase in cTPA > 42.0 mm2 was shown to be independently associated with an increase in the relative risk (RR) of progression of subclinical polyvascular atherosclerosis by 2.38 (1.08-5.25) times, as well as with the development of MACCE by 3.10 (1.54-6.26) times.
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Affiliation(s)
- Vadim Genkel
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Vorovskogo street 64, Chelyabinsk 454092, Russia
| | - Alla Kuznetsova
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
| | - Evgeniy Lebedev
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
- State Autonomous Health Care Institution Order of the Red Banner of Labor 'City Clinical Hospital No. 1 of Chelyabinsk', Chelyabinsk, Russia
| | - Alexey Salashenko
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
| | - Albina Savochkina
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
| | - Karina Nikushkina
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
| | - Lubov Pykhova
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
| | - Veronika Sumerkina
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
| | - Igor Shaposhnik
- Federal State Budgetary Educational Institution of Higher Education 'South-Ural State Medical University' of the Ministry of Healthcare of the Russian Federation, Chelyabinsk, Russia
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10
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Levine BD, Nicol ED, Davos CH. Space: The Final Frontier? Eur J Prev Cardiol 2022; 29:1396-1398. [PMID: 35711101 DOI: 10.1093/eurjpc/zwac125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Benjamin D Levine
- Institute for Exercise and Environmental Medicine, Texas Health Presbyterian Dallas and The University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Edward D Nicol
- Department of Cardiology, Royal Brompton and Harefield NHS Foundation Trust, London, UK.,National Heart and Lung Institute, Imperial College, London, UK
| | - Constantinos H Davos
- Cardiovascular Research Laboratory, Biomedical Research Foundation, Academy of Athens, Athens, Greece
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11
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Huff JL, Plante I, Blattnig SR, Norman RB, Little MP, Khera A, Simonsen LC, Patel ZS. Cardiovascular Disease Risk Modeling for Astronauts: Making the Leap From Earth to Space. Front Cardiovasc Med 2022; 9:873597. [PMID: 35665268 PMCID: PMC9161032 DOI: 10.3389/fcvm.2022.873597] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 04/26/2022] [Indexed: 11/24/2022] Open
Abstract
NASA has recently completed several long-duration missions to the International Space Station and is solidifying plans to return to the Moon, with an eye toward Mars and beyond. As NASA pushes the boundaries of human space exploration, the hazards of spaceflight, including space radiation, levy an increasing burden on astronaut health and performance. The cardiovascular system may be especially vulnerable due to the combined impacts of space radiation exposure, lack of gravity, and other spaceflight hazards. On Earth, the risk for cardiovascular disease (CVD) following moderate to high radiation doses is well-established from clinical, environmental, and occupational exposures (largely from gamma- and x-rays). Less is known about CVD risks associated with high-energy charged ions found in space and increasingly used in radiotherapy applications on Earth, making this a critical area of investigation for occupational radiation protection. Assessing CVD risk is complicated by its multifactorial nature, where an individual's risk is strongly influenced by factors such as family history, blood pressure, and lipid profiles. These known risk factors provide the basis for development of a variety of clinical risk prediction models (CPMs) that inform the likelihood of medical outcomes over a defined period. These tools improve clinical decision-making, personalize care, and support primary prevention of CVD. They may also be useful for individualizing risk estimates for CVD following radiation exposure both in the clinic and in space. In this review, we summarize unique aspects of radiation risk assessment for astronauts, and we evaluate the most widely used CVD CPMs for their use in NASA radiation risk assessment applications. We describe a comprehensive dual-use risk assessment framework that supports both clinical care and operational management of space radiation health risks using quantitative metrics. This approach is a first step in using personalized medicine for radiation risk assessment to support safe and productive spaceflight and long-term quality of life for NASA astronauts.
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Affiliation(s)
- Janice L. Huff
- National Aeronautics and Space Administration, Langley Research Center, Hampton, VA, United States
- *Correspondence: Janice L. Huff
| | - Ianik Plante
- KBR, Houston, TX, United States
- National Aeronautics and Space Administration, Johnson Space Center, Houston, TX, United States
| | - Steve R. Blattnig
- National Aeronautics and Space Administration, Langley Research Center, Hampton, VA, United States
| | - Ryan B. Norman
- National Aeronautics and Space Administration, Langley Research Center, Hampton, VA, United States
| | - Mark P. Little
- Division of Cancer Epidemiology and Genetics, Department of Health and Human Services (DHHS), Radiation Epidemiology Branch, National Cancer Institute, National Institutes of Health (NIH), Bethesda, MD, United States
| | - Amit Khera
- Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Lisa C. Simonsen
- National Aeronautics and Space Administration, NASA Headquarters, Washington, DC, United States
| | - Zarana S. Patel
- KBR, Houston, TX, United States
- National Aeronautics and Space Administration, Johnson Space Center, Houston, TX, United States
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12
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Automating and Improving Cardiovascular Disease Prediction Using Machine Learning and EMR Data Features from a Regional Healthcare System. Int J Med Inform 2022; 163:104786. [DOI: 10.1016/j.ijmedinf.2022.104786] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 04/23/2022] [Accepted: 04/25/2022] [Indexed: 02/05/2023]
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13
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The impact of antimalarial agents on traditional and non-traditional subclinical atherosclerosis biomarkers in systemic lupus erythematosus: A systematic review and meta-analysis. Autoimmun Rev 2021; 20:102887. [PMID: 34237422 DOI: 10.1016/j.autrev.2021.102887] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 04/19/2021] [Indexed: 12/14/2022]
Abstract
OBJECTIVE Cardiovascular (CV) morbidity is a well-established problem in systemic lupus erythematosus (SLE). Antimalarial (AM) therapy has been seen as a potential atheroprotective agent. The aim was to assess the impact of AM therapy on traditional and novel atherosclerosis (AT) biomarkers in patients with SLE. METHODS A search of MEDLINE, EMbase, and Cochrane library for studies evaluating the impact of AM on AT biomarkers in SLE was conducted. Data extraction included serum, functional and structural traditional and novel biomarkers. A narrative synthesis of the findings and a meta-analysis with random effects was conducted estimating mean differences (MD), OR, HR and 95% CIs. RESULTS The search strategy produced 148 articles, of which 64 were extracted for analysis. The MD in VLDL-cholesterol (-10.29, 95% CI -15.35, 5.24), triglycerides (-15.68, 95% CI -27.51, -3.86), and diastolic BP (-3.42, 95% CI -5.62, -1.23) differed significantly in patients on AM therapy compared with those without AM therapy. Patients on AM had a lower prevalence and incidence of diabetes mellitus than patients not on AM (HR: 0.39, 95% CI 0.17, 0.88). HCQ use was associated with lower blood pressure (BP) variability. Structural markers like carotid intima-media thickness (IMT), carotid plaque (CP) and coronary artery calcification (CAC) were not influenced by AM. For functional markers like endothelial and arterial stiffness the benefit was unclear. The GRADE approach showed a very low-to-low quality of evidence (QoE) per outcome. CONCLUSIONS There is some evidence on the associations between AM therapy and some AT markers. However, the data on which this conclusion was based was of low to very low evidence.
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14
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Karpouzas GA, Bui VL, Ronda N, Hollan I, Ormseth SR. Biologics and atherosclerotic cardiovascular risk in rheumatoid arthritis: a review of evidence and mechanistic insights. Expert Rev Clin Immunol 2021; 17:355-374. [PMID: 33673792 DOI: 10.1080/1744666x.2021.1899809] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Introduction: Cardiovascular disease is a leading comorbidity in rheumatoid arthritis. Timely introduction of biologic therapies in a treat-to-target approach has optimized disease-related outcomes and attenuated accrual of comorbidities, including cardiovascular risk.Areas covered: A literature search in MEDLINE (via PubMed) was performed between January 2009 and November 2020. This manuscript explores recent developments in atherosclerotic cardiovascular risk in RA compared with non-RA individuals; it synopsizes differences in vascular function and inflammation, prevalence, burden, vulnerability, and progression of atherosclerotic plaque and their underlying cellular and molecular mechanisms. Finally, it reviews the recent literature on cardioprotective benefits of biologics and draws mechanistic links with inhibition of new plaque formation, stabilization of high-risk lesions and improvement in endothelial function, arterial stiffness, lipid metabolism, and traditional cardiac risk factors.Expert opinion: Increasing evidence points to a solid cardioprotective influence of earlier, longer, and ongoing use of biologic treatments in RA. Nevertheless, the precise mechanistic effects of plaque progression and remodeling, vascular stiffness, endothelial dysfunction, lipid metabolism, and traditional cardiac risk factors are less rigorously characterized.
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Affiliation(s)
- George A Karpouzas
- Division of Rheumatology, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Viet L Bui
- Division of Rheumatology, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Nicoletta Ronda
- Department of Food and Drug, University of Parma, Parma, Italy
| | - Ivana Hollan
- The Norwegian University of Science and Technology, Gjøvik, Norway.,Beitostølen Sport and Health Centre, Beitostølen, Norway
| | - Sarah R Ormseth
- Division of Rheumatology, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
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15
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Osei AD, Blaha MJ. Combining Biomarkers and Imaging for Short‐Term Assessment of Cardiovascular Disease Risk in Apparently Healthy Adults: A Paradigm‐Shifting Approach? J Am Heart Assoc 2020; 9:e017790. [PMID: 32698709 PMCID: PMC7792256 DOI: 10.1161/jaha.120.017790] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Affiliation(s)
- Albert D. Osei
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease Johns Hopkins University Baltimore MD
- Department of Medicine MedStar Union Memorial Hospital Baltimore MD
| | - Michael J. Blaha
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease Johns Hopkins University Baltimore MD
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16
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Gore MO, Ayers CR, Khera A, deFilippi CR, Wang TJ, Seliger SL, Nambi V, Selvin E, Berry JD, Hundley WG, Budoff M, Greenland P, Drazner MH, Ballantyne CM, Levine BD, de Lemos JA. Combining Biomarkers and Imaging for Short-Term Assessment of Cardiovascular Disease Risk in Apparently Healthy Adults. J Am Heart Assoc 2020; 9:e015410. [PMID: 32698652 PMCID: PMC7792258 DOI: 10.1161/jaha.119.015410] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Accepted: 05/08/2020] [Indexed: 12/30/2022]
Abstract
Background Current strategies for cardiovascular disease (CVD) risk assessment focus on 10-year or longer timeframes. Shorter-term CVD risk is also clinically relevant, particularly for high-risk occupations, but is under-investigated. Methods and Results We pooled data from participants in the ARIC (Atherosclerosis Risk in Communities study), MESA (Multi-Ethnic Study of Atherosclerosis), and DHS (Dallas Heart Study), free from CVD at baseline (N=16 581). Measurements included N-terminal pro-B-type natriuretic peptide (>100 pg/mL prospectively defined as abnormal); high-sensitivity cardiac troponin T (abnormal >5 ng/L); high-sensitivity C-reactive protein (abnormal >3 mg/L); left ventricular hypertrophy by ECG (abnormal if present); carotid intima-media thickness, and plaque (abnormal >75th percentile for age and sex or presence of plaque); and coronary artery calcium (abnormal >10 Agatston U). Each abnormal test result except left ventricular hypertrophy by ECG was independently associated with increased 3-year risk of global CVD (myocardial infarction, stroke, coronary revascularization, incident heart failure, or atrial fibrillation), even after adjustment for traditional CVD risk factors and the other test results. When a simple integer score counting the number of abnormal tests was used, 3-year multivariable-adjusted global CVD risk was increased among participants with integer scores of 1, 2, 3, and 4, by ≈2-, 3-, 4.5- and 8-fold, respectively, when compared with those with a score of 0. Qualitatively similar results were obtained for atherosclerotic CVD (fatal or non-fatal myocardial infarction or stroke). Conclusions A strategy incorporating multiple biomarkers and atherosclerosis imaging improved assessment of 3-year global and atherosclerotic CVD risk compared with a standard approach using traditional risk factors.
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Affiliation(s)
- Maria Odette Gore
- Department of MedicineUniversity of Colorado Anschutz Medical CampusAuroraCO
- Department of MedicineDenver Health and Hospital AuthorityDenverCO
- Community Health DepartmentColorado Prevention CenterAuroraCO
| | - Colby R. Ayers
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
| | - Amit Khera
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
| | | | - Thomas J. Wang
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
| | - Stephen L. Seliger
- Department of MedicineUniversity of Maryland School of MedicineBaltimoreMD
| | - Vijay Nambi
- Department of MedicineBaylor College of MedicineHoustonTX
- Houston Methodist DeBakey Heart and Vascular CenterHoustonTX
- Department of MedicineMichael E. DeBakey Veterans Affairs HospitalHoustonTX
| | - Elizabeth Selvin
- Department of EpidemiologyJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Jarett D. Berry
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
| | - W. Gregory Hundley
- Departments of Medicine and Radiological SciencesWake Forest Health SciencesWinston‐SalemNC
| | | | - Philip Greenland
- Department of Preventive MedicineFeinberg School of Medicine, Northwestern UniversityChicagoIL
| | - Mark H. Drazner
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
| | - Christie M. Ballantyne
- Department of MedicineBaylor College of MedicineHoustonTX
- Houston Methodist DeBakey Heart and Vascular CenterHoustonTX
| | - Benjamin D. Levine
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
| | - James A. de Lemos
- Department of MedicineUniversity of Texas Southwestern Medical CenterDallasTX
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