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Zhou G, Lin Z, Miao Q, Lin L, Wang S, Lu K, Zhang Y, Chu Q, Kong W, Wu K, Liu P, Wu W, Peng R, Luo C. Mechanisms of QingRe HuoXue Formula in atherosclerosis Treatment: An integrated approach using Bioinformatics, Machine Learning, and experimental validation. Int Immunopharmacol 2024; 141:112890. [PMID: 39137627 DOI: 10.1016/j.intimp.2024.112890] [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: 02/24/2024] [Revised: 08/04/2024] [Accepted: 08/04/2024] [Indexed: 08/15/2024]
Abstract
BACKGROUND Atherosclerosis (AS) is the main cause of coronary heart disease, cerebral infarction, and peripheral vascular disease. QingRe HuoXue Formula (QRHXF), a common prescription of traditional Chinese medicine, has a definite effect on the clinical treatment of AS, but its mechanism remains to be further explored. PURPOSE The current study aimed to demonstrate the effectiveness of the QRHXF in the treatment of AS and further reveal its potential pharmacological mechanisms. METHODS Explore the potential mechanisms of QRHXF in treating AS through network pharmacology, machine learning, transcriptome analysis, and molecular docking, then validate them through animal experiments and PCR experiments. RESULTS The results indicate that through network pharmacology and machine learning methods, 10 genes including COL1A1 and CCR7 have been identified as potential candidate genes for QRHXF treatment of atherosclerosis. Molecular docking indicates that the key active compounds of QRHXF have good binding affinity with the predicted genes. Two key genes, COL1A1 and CCR7, were identified through transcriptome sequencing analysis of the aortic tissue of APOE-/- mice in the AS model. Finally, the animal and PCR experiment found that QRHXF can effectively reduce the formation of aortic plaques in APOE-/- mice of the AS model, lower blood lipid levels in mice, and upregulate the mRNA expression level of COL1A1, promoting the formation of fibrosis within plaques. CONCLUSIONS We revealed the inflammatory and immune pathways underlying QRHXF treatment for AS, and verified through transcriptome sequencing and experiments that QRHXF can promote the expression of COL1A1, thereby increasing the stability of AS plaques.
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Affiliation(s)
- Guiting Zhou
- Department of Cardiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, China; First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Zhichao Lin
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Qing Miao
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Liwen Lin
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Shushu Wang
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Kachun Lu
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yuling Zhang
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Qingmin Chu
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China; Cardiology Center, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China; Guangdong Clinical Research Academy of Chinese Medicine, Guangzhou, China
| | - Wanwen Kong
- Department of Cardiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, China
| | - Kunsheng Wu
- Department of Cardiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, China
| | - Peijian Liu
- Department of Cardiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, China
| | - Wei Wu
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China; Cardiology Center, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
| | - Rui Peng
- Department of Cardiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, China; First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China; Guangdong Clinical Research Academy of Chinese Medicine, Guangzhou, China.
| | - Chuanjin Luo
- First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China; Cardiology Center, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China; Guangdong Clinical Research Academy of Chinese Medicine, Guangzhou, China.
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Wang CW, Huang CF, Yeh ML, Chen SC, Hung CH, Kuo CH, Huang JF, Dai CY, Chuang WL, Lung-Yu M. Hepatitis C virus infection associated with coronary and thoracic aortic atherosclerosis. Am J Med Sci 2024; 368:203-213. [PMID: 38368945 DOI: 10.1016/j.amjms.2024.02.004] [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: 01/27/2023] [Revised: 01/30/2024] [Accepted: 02/12/2024] [Indexed: 02/20/2024]
Abstract
BACKGROUND Coronary and thoracic aortic calcification was associated with stroke, coronary heart, and peripheral vascular disease. Hepatitis C virus (HCV) infection is significantly associated with insulin resistance, diabetes mellitus and hepatic steatosis. We aimed to investigate the relationship between HCV infection and coronary, thoracic aortic atherosclerosis. MATERIALS AND METHODS Calcification was detected by chest computed tomography and defined as any Agatston score greater than zero. Metabolic syndrome was based on the modified Adult Treatment Panel III criteria. Fibrosis-4 (FIB-4) and AST-to-platelet ratio (APRI) was calculated. The anti-HCV signal-to-cutoff (S/CO) ratio was determined by the third generation ELISA kit. Atherosclerosis risk was estimated by using multiple logistic regression modeling. RESULTS Being positive for both metabolic syndrome and HCV infection (OR = 2.65, 95% CI: 1.26-5.59, p = 0.007), negative for metabolic syndrome and positive for HCV infection (OR = 2.75, 95% CI: 1.48-5.30, p = 0.001), and positive for metabolic syndrome and negative for HCV infection (OR = 2.42, 95% CI: 1.92-3.07, p < 0.001) were associated with atherosclerosis compared with being negative for both metabolic syndrome and HCV infection (Ptrend< 0.001). HCV infection with liver fibrosis (HCVFIB4>1.4; OR = 2.16, 95% CI: 1.22-3.82, p = 0.008), or (HCVAPRI>0.5; OR = 3.40, 95% CI: 1.28-9.06, p = 0.014) and elevated anti-HCV S/CO ratio (anti-HCVS/CO>10.0; OR = 1.72, 95% CI: 1.01-2.93, p = 0.045) was associated with atherosclerosis. CONCLUSIONS HCV infection with metabolic syndrome, liver fibrosis and elevated anti-HCV S/CO ratio was associated with atherosclerosis.
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Affiliation(s)
- Chih-Wen Wang
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan; Department of Internal Medicine, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Chung-Feng Huang
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Ming-Lun Yeh
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Szu-Chia Chen
- Department of Internal Medicine, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan; Research Center for Environmental Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan; Division of Nephrology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Chih-Hsing Hung
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan; Department of Pediatrics, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Chao-Hung Kuo
- Department of Internal Medicine, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan; Division of Gastroenterology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Jee-Fu Huang
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Chia-Yen Dai
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Wan-Long Chuang
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Ming Lung-Yu
- Division of Hepatobiliary, Department of Internal Medicine, Kaohsiung Medical University Hospital; School of Medicine and Hepatitis Research Center, College of Medicine and Center for Liquid Biopsy and Cohort Research, Kaohsiung Medical University, Kaohsiung, Taiwan; School of Medicine and Doctoral Program of Clinical and Experimental Medicine, College of Medicine and Center of Excellence for Metabolic Associated Fatty Liver Disease, National Sun Yat-sen University, Kaohsiung, Taiwan.
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Chlorogiannis DD, Pargaonkar S, Apostolos A, Vythoulkas-Biotis N, Kokkinidis DG, Nagraj S. The Predictive Value of Aortic Calcification on Computed Tomography for Major Cardiovascular Events. J Clin Med 2024; 13:4019. [PMID: 39064058 PMCID: PMC11277087 DOI: 10.3390/jcm13144019] [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: 05/31/2024] [Revised: 06/28/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024] Open
Abstract
As the prevalence of cardiovascular disease continues to increase, early identification of patients at high risk of major adverse cardiovascular events (MACE) using reliable diagnostic modalities is important. Transcatheter aortic valve implantation (TAVI) is a minimally invasive percutaneous procedure used to replace the aortic valve with a bioprosthetic one, often without the need for surgery. Extra coronary calcification in the ascending and/or descending thoracic aorta, aortic arch, and abdominal aorta has recently been identified as a method to quantify the extent of atherosclerotic cardiovascular disease. However, its definitive role in the prediction of MACE remains unclear. We performed a comprehensive review to summarize the current literature on the diagnostic and predictive value of thoracic and abdominal aortic calcification, as quantified in computed tomography, for the association, risk stratification, and prediction of MACE and after TAVI procedures. Despite increasing evidence, the predictive role of thoracic calcification still remains unproven, with a need for carefully tailored studies to confirm these findings.
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Affiliation(s)
| | - Sumant Pargaonkar
- Division of Hospital Medicine, Jacobi Medical Center, NYC H+H, Albert Einstein College of Medicine, New York, NY 10461, USA
| | - Anastasios Apostolos
- 1st Department of Cardiology, School of Medicine, National and Kapodistrian University of Athens, Hippokrateion General Hospital of Athens, 11527 Athens, Greece
| | - Nikolaos Vythoulkas-Biotis
- 3rd Department of Cardiology, School of Medicine, National and Kapodistrian University of Athens, Thoracic Diseases Hospital of Athens “Sotiria”, 11527 Athens, Greece
| | - Damianos G. Kokkinidis
- Section of Cardiovascular Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Sanjana Nagraj
- Division of Cardiology, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY 10467, USA
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Ichikawa K, Wang R, McClelland RL, Manubolu VS, Susarla S, Lee D, Pourafkari L, Fazlalizadeh H, Bitar JA, Robin R, Kinninger A, Roy S, Post WS, Budoff M. Thoracic versus coronary calcification for atherosclerotic cardiovascular disease events prediction. Heart 2024; 110:947-953. [PMID: 38627022 PMCID: PMC11199114 DOI: 10.1136/heartjnl-2023-323838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Accepted: 03/26/2024] [Indexed: 04/25/2024] Open
Abstract
This study compared the prognostic value of quantified thoracic artery calcium (TAC) including aortic arch on chest CT and coronary artery calcium (CAC) score on ECG-gated cardiac CT. METHODS A total of 2412 participants who underwent both chest CT and ECG-gated cardiac CT at the same period were included in the Multi-Ethnic Study of Atherosclerosis Exam 5. All participants were monitored for incident atherosclerotic cardiovascular disease (ASCVD) events. TAC is defined as calcification in the ascending aorta, aortic arch and descending aorta on chest CT. The quantification of TAC was measured using the Agatston method. Time-dependent receiver-operating characteristic (ROC) curves were used to compare the prognostic value of TAC and CAC scores. RESULTS Participants were 69±9 years of age and 47% were male. The Spearman correlation between TAC and CAC scores was 0.46 (p<0.001). During the median follow-up period of 8.8 years, 234 participants (9.7%) experienced ASCVD events. In multivariable Cox regression analysis, TAC score was independently associated with increased risk of ASCVD events (HR 1.31, 95% CI 1.09 to 1.58) as well as CAC score (HR 1.82, 95% CI 1.53 to 2.17). However, the area under the time-dependent ROC curve for CAC score was greater than that for TAC score in all participants (0.698 and 0.641, p=0.031). This was particularly pronounced in participants with borderline/intermediate and high 10-year ASCVD risk scores. CONCLUSION Our study demonstrated a significant association between TAC and CAC scores but a superior prognostic value of CAC score for ASCVD events. These findings suggest TAC on chest CT provides supplementary data to estimate ASCVD risk but does not replace CAC on ECG-gated cardiac CT.
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Affiliation(s)
| | - Rui Wang
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Robyn L McClelland
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | | | | | - Duo Lee
- The Lundquist Institute, Torrance, California, USA
| | | | | | | | - Rick Robin
- The Lundquist Institute, Torrance, California, USA
| | | | - Sion Roy
- The Lundquist Institute, Torrance, California, USA
| | - Wendy S Post
- Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, Maryland, USA
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Fornasari A, Kuntz S, Martini C, Perini P, Cabrini E, Freyrie A, Lejay A, Chakfé N. Objective Methods to Assess Aorto-Iliac Calcifications: A Systematic Review. Diagnostics (Basel) 2024; 14:1053. [PMID: 38786352 PMCID: PMC11119820 DOI: 10.3390/diagnostics14101053] [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: 03/12/2024] [Revised: 05/12/2024] [Accepted: 05/16/2024] [Indexed: 05/25/2024] Open
Abstract
Vascular calcifications in aorto-iliac arteries are emerging as crucial risk factors for cardiovascular diseases (CVDs) with profound clinical implications. This systematic review, following PRISMA guidelines, investigated methodologies for measuring these calcifications and explored their correlation with CVDs and clinical outcomes. Out of 698 publications, 11 studies met the inclusion criteria. In total, 7 studies utilized manual methods, while 4 studies utilized automated technologies, including artificial intelligence and deep learning for image analyses. Age, systolic blood pressure, serum calcium, and lipoprotein(a) levels were found to be independent risk factors for aortic calcification. Mortality from CVDs was correlated with abdominal aorta calcification. Patients requiring reintervention after endovascular recanalization exhibited a significantly higher volume of calcification in their iliac arteries. Conclusions: This review reveals a diverse landscape of measurement methods for aorto-iliac calcifications; however, they lack a standardized reproducibility assessment. Automatic methods employing artificial intelligence appear to offer broader applicability and are less time-consuming. Assessment of calcium scoring could be routinely employed during preoperative workups for risk stratification and detailed surgical planning. Additionally, its correlation with clinical outcomes could be useful in predicting the risk of reinterventions and amputations.
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Affiliation(s)
- Anna Fornasari
- Vascular Surgery, Cardio-Thoracic and Vascular Department, Parma University Hospital, 43126 Parma, Italy; (A.F.); (P.P.); (A.F.)
| | - Salomé Kuntz
- Vascular Surgery, Kidney Transplantation and Innovation, Department of Vascular Surgery, University Hospital of Strasbourg, 67085 Strasbourg, France (A.L.)
- Gepromed, Medical Device Hub for Patient Safety, 67085 Strasbourg, France
| | - Chiara Martini
- Department of Diagnostic, Parma University Hospital, 43126 Parma, Italy
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
| | - Paolo Perini
- Vascular Surgery, Cardio-Thoracic and Vascular Department, Parma University Hospital, 43126 Parma, Italy; (A.F.); (P.P.); (A.F.)
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
| | - Elisa Cabrini
- Vascular Surgery, Cardio-Thoracic and Vascular Department, Parma University Hospital, 43126 Parma, Italy; (A.F.); (P.P.); (A.F.)
| | - Antonio Freyrie
- Vascular Surgery, Cardio-Thoracic and Vascular Department, Parma University Hospital, 43126 Parma, Italy; (A.F.); (P.P.); (A.F.)
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
| | - Anne Lejay
- Vascular Surgery, Kidney Transplantation and Innovation, Department of Vascular Surgery, University Hospital of Strasbourg, 67085 Strasbourg, France (A.L.)
- Gepromed, Medical Device Hub for Patient Safety, 67085 Strasbourg, France
| | - Nabil Chakfé
- Vascular Surgery, Kidney Transplantation and Innovation, Department of Vascular Surgery, University Hospital of Strasbourg, 67085 Strasbourg, France (A.L.)
- Gepromed, Medical Device Hub for Patient Safety, 67085 Strasbourg, France
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Yang J, Wang T, Li K, Wāng Y. Associations between per- and polyfluoroalkyl chemicals and abdominal aortic calcification in middle-aged and older adults. J Adv Res 2024:S2090-1232(24)00165-6. [PMID: 38705256 DOI: 10.1016/j.jare.2024.04.022] [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: 01/31/2024] [Revised: 03/11/2024] [Accepted: 04/24/2024] [Indexed: 05/07/2024] Open
Abstract
INTRODUCTION Per- and polyfluoroalkyl substances (PFAS) have infiltrated countless everyday products, raising concerns about potential effects on human health, specifically on the cardiovascular system and the development of abdominal aortic calcification (AAC). However, our understanding of this relationship is still limited. OBJECTIVES This study aims to investigate the effects of PFAS on AAC using machine learning algorithms. METHODS Leveraging the power of machine learning technique, extreme gradient boosting (XGBoost), we assessed the relationship between PFAS exposure and AAC risk. We focused on three PFAS compounds, perfluorodecanoic acid (PFDeA), perfluorohexane sulfonic acid (PFHxS), and perfluorononanoic acid (PFNA) through multiple logistic regression, restricted cubic spline (RCS), and quantile g-computation (QGC) models. To get more insight into the underlying mechanisms, mediation analyses are used to investigate the potential mediating role of fatty acids and blood cell fractions in AAC. RESULTS Our findings indicate that elevated serum levels of PFHxS and PFDeA are associated with the increased risk of AAC. The QGC analyses underscore the overall positive association between the PFAS mixture and AAC risk, with PFHxS carrying the greatest weight, followed by PFDeA. The RCS analyses reveal a dose-dependent increase between serum PFHxS concentration and AAC risk in an inverted V-shape way. Moreover, age and PFHxS exposure are identified as the primary factors contributing to abdominal aortic calcification risk in SHapley Additive exPlanation (SHAP) summary plot combined with XGBoost technique. Although PFAS significantly change the profile of fatty acids, we do not find any mediating roles of them in AAC. Despite strong associations between PFAS exposure and hematological indicators, our analysis does not find evidence that these indicators mediate the development of AAC. CONCLUSIONS In summary, our study highlights the detrimental impact of PFAS on abdominal aortic health and emphasizes the need for further research to understand the underlying mechanisms involved.
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Affiliation(s)
- Jijingru Yang
- Research Center for Translational Medicine, the Second Affiliated Hospital of Anhui Medical University, Hefei 230601, China; The Second School of Clinical Medicine, Anhui Medical University, Hefei, 230032, China
| | - Tian Wang
- Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, 210009, China
| | - Kai Li
- School of Public Health, Shanxi Medical University, Taiyuan 030001, China
| | - Yán Wāng
- Research Center for Translational Medicine, the Second Affiliated Hospital of Anhui Medical University, Hefei 230601, China; Key Laboratory of Environmental Medicine Engineering, Ministry of Education, School of Public Health, Southeast University, Nanjing, 210009, China; Department of Toxicology, School of Public Health, Anhui Medical University, Hefei 230032, China.
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Homma S, Kato K. Validity of Atherosclerotic Calcified Lesions Observed on Low-Dose Computed Tomography and Cardio-Ankle Vascular Index as Surrogate Markers of Atherosclerosis Progression. Angiology 2024; 75:349-358. [PMID: 36787785 DOI: 10.1177/00033197231155963] [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] [Indexed: 02/16/2023]
Abstract
The significance of atherosclerotic calcified lesions observed on low-dose computed tomography (LDCT) performed during general checkups was investigated. The coronary arteries (CA), ascending aorta and aortic arch (AAAA), descending thoracic aorta (DTA), and abdominal aorta (AA) were examined. Semiquantitative calcified index analysis of the DTA and AA in terms of atherosclerosis risk factors and cardio-ankle vascular index (CAVI) measurements was also performed. We included 1594 participants (mean age: 59.2 years; range: 31-91 years). The prevalence of calcified lesions was 71.0%, 66.6%, 57.2%, and 37.9% in the AA, CA, AAAA, and DTA, respectively. Age-related advances in calcification among participants with no major risk factors, revealed that calcification appeared earliest in the AA, followed by the CA, AAAA, and DTA. Participants with calcified lesions in all arteries had a significantly greater CAVI than those without calcification. The CAVI was negatively correlated with low-density lipoprotein cholesterol levels, particularly in participants without calcified lesions in the DTA. Calcified lesions on LDCT could indicate the end stage of atherosclerotic lesions. The CAVI can be used to assess atherosclerotic changes at all stages of disease progression. A combination of LDCT and CAVI could be used as a routine non-invasive assessment of atherosclerosis.
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Affiliation(s)
- Satoki Homma
- Health Care Center in Saitama Medical Center of the Japan Community Health Care Organization, Saitama, Japan
- Faculty of Nursing and Medical Care, Keio University & Keio Research Institute at SFC (Shonan Fujisawa Campus), Fujisawa, Japan
| | - Kiyoe Kato
- Center of General Health Check-Up, Saiseikai Central Hospital, Tokyo, Japan
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Guilenea FN, Casciaro ME, Soulat G, Mousseaux E, Craiem D. Automatic thoracic aorta calcium quantification using deep learning in non-contrast ECG-gated CT images. Biomed Phys Eng Express 2024; 10:035007. [PMID: 38437732 DOI: 10.1088/2057-1976/ad2ff2] [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: 10/06/2023] [Accepted: 03/04/2024] [Indexed: 03/06/2024]
Abstract
Thoracic aorta calcium (TAC) can be assessed from cardiac computed tomography (CT) studies to improve cardiovascular risk prediction. The aim of this study was to develop a fully automatic system to detect TAC and to evaluate its performance for classifying the patients into four TAC risk categories. The method started by segmenting the thoracic aorta, combining three UNets trained with axial, sagittal and coronal CT images. Afterwards, the surrounding lesion candidates were classified using three combined convolutional neural networks (CNNs) trained with orthogonal patches. Image datasets included 1190 non-enhanced ECG-gated cardiac CT studies from a cohort of cardiovascular patients (age 57 ± 9 years, 80% men, 65% TAC > 0). In the test set (N = 119), the combination of UNets was able to successfully segment the thoracic aorta with a mean volume difference of 0.3 ± 11.7 ml (<6%) and a median Dice coefficient of 0.947. The combined CNNs accurately classified the lesion candidates and 87% of the patients (N = 104) were accurately placed in their corresponding risk categories (Kappa = 0.826, ICC = 0.9915). TAC measurement can be estimated automatically from cardiac CT images using UNets to isolate the thoracic aorta and CNNs to classify calcified lesions.
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Affiliation(s)
- Federico N Guilenea
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina
| | - Mariano E Casciaro
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina
| | - Gilles Soulat
- Cardiovascular Imaging Unit, Hôpital Européen Georges Pompidou, INSERM U970, 75015 Paris, France
| | - Elie Mousseaux
- Cardiovascular Imaging Unit, Hôpital Européen Georges Pompidou, INSERM U970, 75015 Paris, France
| | - Damian Craiem
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina
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Ejiri K, Ding N, Kim E, Honda Y, Cainzos‐Achirica M, Tanaka H, Howard‐Claudio CM, Butler KR, Hughes TM, Van't Hof JR, Meyer ML, Blaha MJ, Matsushita K. Association of Segment-Specific Pulse Wave Velocity With Vascular Calcification: The ARIC (Atherosclerosis Risk in Communities) Study. J Am Heart Assoc 2024; 13:e031778. [PMID: 38214278 PMCID: PMC10926832 DOI: 10.1161/jaha.123.031778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 12/06/2023] [Indexed: 01/13/2024]
Abstract
BACKGROUND Pulse wave velocity (PWV) is a noninvasive measure of arterial stiffness and predictor of cardiovascular disease. However, the association between PWV and vascular calcification across different vascular beds has not been fully investigated. This study aimed to quantify the association between PWV and multiterritory calcification and to explore whether PWV can identify individuals with vascular calcification beyond traditional risk factors. METHODS AND RESULTS Among 1351 older adults (mean age, 79.2 years [SD, 4.1]) from the ARIC (Atherosclerosis Risk in Communities) study, we measured segment-specific PWVs: heart-carotid, heart-femoral, carotid-femoral, heart-ankle, brachial-ankle, and femoral-ankle. Dependent variables were high calcium score (≥75th percentile of Agatston score) across different vascular beds: coronary arteries, aortic valve ring, aortic valve, mitral valve, ascending aorta, and descending aorta. Quartiles of carotid-femoral, heart-femoral, heart-ankle, and brachial-ankle PWV were significantly associated with coronary artery calcium (eg, adjusted odds ratio [OR] for the highest versus lowest quartile of carotid-femoral PWV, 1.84 [95% CI, 1.24-2.74]). Overall, PWVs were most strongly associated with descending aorta calcification, with significant results for carotid-femoral, heart-femoral, heart-ankle, and brachial-ankle PWV (eg, adjusted OR for the highest versus lowest quartile of carotid-femoral PWV, 3.99 [95% CI, 2.61-6.17]). In contrast, femoral-ankle PWV was inversely associated with descending aorta calcification. Some PWVs improved the discrimination of coronary artery calcium and descending aorta calcification beyond traditional risk factors. CONCLUSIONS The associations of PWV with vascular calcification varied substantially across segments, with descending aorta calcification most closely linked to PWVs. Our study suggests that some PWVs, especially carotid-femoral PWV, are helpful to identify individuals with coronary artery calcium and descending aorta calcification.
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Affiliation(s)
- Kentaro Ejiri
- Department of EpidemiologyJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Ning Ding
- Yale New Haven Health Bridgeport HospitalNew HavenCT
| | | | - Yasuyuki Honda
- Department of EpidemiologyJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | | | - Hirofumi Tanaka
- University of Texas at Austin, Kinesiology and Health EducationAustinTX
| | | | - Kenneth R. Butler
- Department of MedicineUniversity of Mississippi Medical CenterJacksonMS
| | - Timothy M. Hughes
- Department of Internal MedicineWake Forest University School of MedicineWinston‐SalemNC
| | | | | | - Michael J. Blaha
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular DiseaseBaltimoreMD
| | - Kunihiro Matsushita
- Department of EpidemiologyJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
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10
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Brodov Y, Massalha E, Shemesh J, Chodick G, Shalev V, Guindy M, Goitein O. Calcium score of the entire thoracic aorta is an independent predictor of all-cause mortality in patients referred to chest computed tomography. THE INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING 2024; 40:177-183. [PMID: 37812261 DOI: 10.1007/s10554-023-02971-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Accepted: 09/24/2023] [Indexed: 10/10/2023]
Abstract
BACKGROUND Thoracic arterial calcifications (TAC) are not routinely reported or quantified in chest CT scans. We aimed to evaluate the association between TAC of the entire thoracic aorta and all-cause mortality (ACM) in patients referred to standard chest CT. METHODS A retrospective analysis of consecutive standard chest CT scans (non-gated, non-contrast) for the quantification of TAC, CAC and aortic valve calcification. TAC was divided into 4 sample-derived categories (TAC 1 = 0, TAC 2 = 1-65, TAC 3 = 66-439 and TAC 4 ≥ 440). Data regarding ACM was retrieved from the health care provider database. Multivariate Cox proportional regression models were used to assess associations between the TAC categories and ACM. RESULTS The study cohort included 415 patients (mean age 67 years, 52% male); 107 ACM events were recorded during a median follow-up of 9 years (inter-quartile range: 7.4-10.4). The rate of ACM was 13%, 25%, 32%, 41% according to TAC category (p < 0.001). The highest TAC category (≥ 440) was a strong and independent predictor of ACM [HR = 1.69 (1.13-2.52; 0.01)] in multivariate analysis. Other independent predictors of ACM included age [HR = 1.07 (1.04-1.10; p < 0.001)], male sex [HR = 2.27 (1.49-3.46; 0.001)] and malignancy [HR = 2.21 (1.49-3.23; < 0.001)]. CONCLUSIONS Severe TAC (≥ 440) was found to be an independent predictor of ACM. Thus, we suggest that documenting and quantifying TAC should be routinely incorporated into standard chest CT reports.
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Affiliation(s)
- Yafim Brodov
- Assuta Medical Center, Tel Aviv, affiliated with Ben Gurion University of Negev, Faculty of Medicine, Beer Sheva, Israel.
- Faculty of Medicine, Tel-Aviv University, Tel Aviv, Tel Hashomer, 52621, Israel.
- Heart Center and Diagnostic Radiology, Chaim Sheba Medical Center, Tel Hashomer, Israel.
| | - Eias Massalha
- Faculty of Medicine, Tel-Aviv University, Tel Aviv, Tel Hashomer, 52621, Israel
- Heart Center and Diagnostic Radiology, Chaim Sheba Medical Center, Tel Hashomer, Israel
| | - Joseph Shemesh
- Assuta Medical Center, Tel Aviv, affiliated with Ben Gurion University of Negev, Faculty of Medicine, Beer Sheva, Israel
- Faculty of Medicine, Tel-Aviv University, Tel Aviv, Tel Hashomer, 52621, Israel
| | - Gabriel Chodick
- Maccabi Healthcare Services, Maccabitech, Maccabi institute for research and innovation, Tel Aviv, Israel
- Faculty of Medicine, Tel-Aviv University, Tel Aviv, Tel Hashomer, 52621, Israel
| | - Varda Shalev
- Maccabi Healthcare Services, Maccabitech, Maccabi institute for research and innovation, Tel Aviv, Israel
- Faculty of Medicine, Tel-Aviv University, Tel Aviv, Tel Hashomer, 52621, Israel
| | - Michal Guindy
- Assuta Medical Center, Tel Aviv, affiliated with Ben Gurion University of Negev, Faculty of Medicine, Beer Sheva, Israel
| | - Orly Goitein
- Assuta Medical Center, Tel Aviv, affiliated with Ben Gurion University of Negev, Faculty of Medicine, Beer Sheva, Israel
- Faculty of Medicine, Tel-Aviv University, Tel Aviv, Tel Hashomer, 52621, Israel
- Heart Center and Diagnostic Radiology, Chaim Sheba Medical Center, Tel Hashomer, Israel
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11
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Higo Y, Hisamatsu T, Nakagawa Y, Sawayama Y, Yano Y, Kadota A, Fujiyoshi A, Kadowaki S, Torii S, Kondo K, Watanabe Y, Ueshima H, Miura K. Association of Anthropometric and CT-Based Obesity Indices with Subclinical Atherosclerosis. J Atheroscler Thromb 2024; 31:48-60. [PMID: 37558497 PMCID: PMC10776301 DOI: 10.5551/jat.64096] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 06/07/2023] [Indexed: 08/11/2023] Open
Abstract
AIM Few studies have compared the strength in the associations of anthropometric and computed tomography (CT)-based obesity indices with coronary artery calcification (CAC), aortic artery calcification (AoAC), and aortic valve calcification (AVC). METHODS We assessed cross-sectcional associations of anthropometric and CT-based obesity indices with CAC, AoAC, and AVC. Anthropometric measures included body mass index (BMI), waist circumference, hip ircumference, waist-to-hip circumference ratio, and waist-to-height ratio in 931 men (mean age, 63.7 years) from a population-based cohort. CT images at the L4/5 level were obtained to calculate the areas of abdominal visceral adipose tissue (VAT), subcutaneous adipose tissue (SAT), total adipose tissue (TAT), VAT-to-SAT ratio (VSR), and VAT-to-TAT ratio (VTR). CAC, AoAC, and AVC were quantified using the Agatston score based on CT scanning. RESULTS CAC, AVC, and AoAC were present in 348 (62.6%), 173 (18.6%), and 769 (82.6%) participants, respectively. In multivariable models adjusting for age, lifestyle factors, and CT types (electron beam CT and multidetector row CT), anthropometric and CT-based obesity indices were positively associated with CAC (p<0.01). Conversely, VAT-to-SAT ratio and VAT-to-TAT ratio were positively associated with AoAC (p<0.01). Any obesity indices were not associated with AVC. CONCLUSIONS The strength of the associations of obesity indices with subclinical atherosclerosis varied according to the anatomically distinct atherosclerotic lesions, among men.
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Affiliation(s)
- Yosuke Higo
- Department of Cardiovascular Medicine, Shiga University of Medical Science, Shiga, Japan
| | - Takashi Hisamatsu
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Public Health, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Yoshihisa Nakagawa
- Department of Cardiovascular Medicine, Shiga University of Medical Science, Shiga, Japan
| | - Yuichi Sawayama
- Department of Cardiovascular Medicine, Kurashiki Central Hospital, Okayama, Japan
| | - Yuichiro Yano
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
| | - Aya Kadota
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Public Health, Shiga University of Medical Science, Shiga Japan
| | - Akira Fujiyoshi
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Hygiene, Wakayama Medical University, Wakayama, Japan
| | - Sayaka Kadowaki
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Pediatrics, Uji Tokushukai Hospital, Kyoto, Japan
| | - Sayuki Torii
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Public Health, Shiga University of Medical Science, Shiga Japan
| | - Keiko Kondo
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Public Health, Shiga University of Medical Science, Shiga Japan
| | - Yoshiyuki Watanabe
- Department of Radiology, Shiga University of Medical Science, Shiga, Japan
| | - Hirotsugu Ueshima
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Public Health, Shiga University of Medical Science, Shiga Japan
| | - Katsuyuki Miura
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
- Department of Public Health, Shiga University of Medical Science, Shiga Japan
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12
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Garg PK, Bhatia HS, Allen TS, Grainger T, Pouncey AL, Dichek D, Virmani R, Golledge J, Allison MA, Powell JT. Assessment of Subclinical Atherosclerosis in Asymptomatic People In Vivo: Measurements Suitable for Biomarker and Mendelian Randomization Studies. Arterioscler Thromb Vasc Biol 2024; 44:24-47. [PMID: 38150519 PMCID: PMC10753091 DOI: 10.1161/atvbaha.123.320138] [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] [Indexed: 12/29/2023]
Abstract
BACKGROUND One strategy to reduce the burden of cardiovascular disease is the early detection and treatment of atherosclerosis. This has led to significant interest in studies of subclinical atherosclerosis, using different phenotypes, not all of which are accurate reflections of the presence of asymptomatic atherosclerotic plaques. The aim of part 2 of this series is to provide a review of the existing literature on purported measures of subclinical disease and recommendations concerning which tests may be appropriate in the prevention of incident cardiovascular disease. METHODS We conducted a critical review of measurements used to infer the presence of subclinical atherosclerosis in the major conduit arteries and focused on the predictive value of these tests for future cardiovascular events, independent of conventional cardiovascular risk factors, in asymptomatic people. The emphasis was on studies with >10 000 person-years of follow-up, with meta-analysis of results reporting adjusted hazard ratios (HRs) with 95% CIs. The arterial territories were limited to carotid, coronary, aorta, and lower limb arteries. RESULTS In the carotid arteries, the presence of plaque (8 studies) was independently associated with future stroke (pooled HR, 1.89 [1.04-3.44]) and cardiac events (7 studies), with a pooled HR, 1.77 (1.19-2.62). Increased coronary artery calcium (5 studies) was associated with the risk of coronary heart disease events, pooled HR, 1.54 (1.07-2.07) and increasing severity of calcification (by Agaston score) was associated with escalation of risk (13 studies). An ankle/brachial index (ABI) of <0.9, the pooled HR for cardiovascular death from 7 studies was 2.01 (1.43-2.81). There were insufficient studies of either, thoracic or aortic calcium, aortic diameter, or femoral plaque to synthesize the data based on consistent reporting of these measures. CONCLUSIONS The presence of carotid plaque, coronary artery calcium, or abnormal ankle pressures seems to be a valid indicator of the presence of subclinical atherosclerosis and may be considered for use in biomarker, Mendelian randomization and similar studies.
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Affiliation(s)
- Parveen K Garg
- Division of Cardiology, University of Southern California, Keck School of Medicine, Los Angeles (G.P.)
| | - Harpreet S Bhatia
- Division of Cardiovascular Medicine, University of California San Diego (B.H., A.T., A.M.A.)
| | - Tara S Allen
- Division of Cardiovascular Medicine, University of California San Diego (B.H., A.T., A.M.A.)
| | - Tabitha Grainger
- Department of Surgery & Cancer, Imperial College London (G.T., P.A.-L., P.J.T.)
| | - Anna L Pouncey
- Department of Surgery & Cancer, Imperial College London (G.T., P.A.-L., P.J.T.)
| | - David Dichek
- Division of Cardiology, Department of Medicine, University of Washington, Seattle (D.D.)
| | | | - Jonathan Golledge
- Queensland Research Centre for Peripheral Vascular Disease, James Cook University and Townsville University Hospital, Australia (G.J.)
| | - Matthew A Allison
- Division of Cardiovascular Medicine, University of California San Diego (B.H., A.T., A.M.A.)
| | - Janet T Powell
- Department of Surgery & Cancer, Imperial College London (G.T., P.A.-L., P.J.T.)
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13
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Miyoshi T. Understanding the Complex Relationship between Obesity Indices and Subclinical Atherosclerosis. J Atheroscler Thromb 2024; 31:19-20. [PMID: 37981328 PMCID: PMC10776329 DOI: 10.5551/jat.ed248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 10/05/2023] [Indexed: 11/21/2023] Open
Affiliation(s)
- Toru Miyoshi
- Department of Cardiovascular Medicine, Okayama University Faculty of Medicine, Dentistry and Pharmaceutical Sciences,
Okayama, Japan
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14
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Razavi AC, Kim C, van Assen M, De Cecco CN, Berman DS, Budoff MJ, Quyyumi AA, Vaccarino V, Miedema MD, Nasir K, Rozanski A, Fernandez C, Rumberger JA, Shaw LJ, Mortensen MB, Wong ND, Blumenthal RS, Sperling LS, Whelton SP, Blaha MJ, Dzaye O. Thoracic Aortic Calcium Density and Area in Long-Term Atherosclerotic Cardiovascular Disease Risk Among Men Versus Women. Circ Cardiovasc Imaging 2023; 16:e015690. [PMID: 38054290 PMCID: PMC10841590 DOI: 10.1161/circimaging.123.015690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 11/08/2023] [Indexed: 12/07/2023]
Abstract
BACKGROUND The development of thoracic aortic calcium (TAC) temporally precedes coronary artery calcium more often in women versus men. Whether TAC density and area confer sex-specific differences in atherosclerotic cardiovascular disease (ASCVD) risk is unknown. METHODS We studied 5317 primary prevention patients who underwent coronary artery calcium scoring on noncontrast cardiac gated computed tomography with TAC >0. The Agatston TAC score (Agatston units), density (Hounsfield units), and area (mm2) were compared between men and women. Cox proportional hazards regression calculated adjusted hazard ratios for TAC density-area groups with ASCVD mortality, adjusting for traditional risk factors, coronary artery calcium, and TAC. Multinomial logistic regression calculated adjusted odds ratios for the association between traditional risk factors and TAC density-area groups. RESULTS The mean age was 60.7 years, 38% were women, and 163 ASCVD deaths occurred over a median of 11.7-year follow-up. Women had higher median TAC scores (97 versus 84 Agatston units; P=0.004), density (223 versus 210 Hounsfield units; P<0.001), and area (37 versus 32 mm2; P=0.006) compared with men. There was a stepwise higher incidence of ASCVD deaths across increasing TAC density-area groups in men though women with low TAC density relative to TAC area (3.6 per 1000 person-years) had survival probability commensurate with the high-density-high-area group (4.8 per 1000 person-years). Compared with low TAC density-area, low TAC density/high TAC area conferred a 3.75-fold higher risk of ASCVD mortality in women (adjusted hazard ratio, 3.75 [95% CI, 1.13-12.44]) but not in men (adjusted hazard ratio, 1.16 [95% CI, 0.48-2.84]). Risk factors most strongly associated with low TAC density/high TAC area differed in women (diabetes: adjusted odds ratio, 2.61 [95% CI, 1.34-5.07]) versus men (hypertension: adjusted odds ratio, 1.45 [95% CI, 1.11-1.90]). CONCLUSIONS TAC density-area phenotypes do not consistently associate with ASCVD mortality though low TAC density relative to area may be a marker of increased ASCVD risk in women.
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Affiliation(s)
- Alexander C. Razavi
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, United States
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, GA, United States
| | - Cherry Kim
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, GA, United States
- Department of Radiology, Korea University College of Medicine, Ansan Hospital, 123, Jeokgeum-ro, Danwon-gu, Ansan-si, Gyeonggi-do, South Korea
| | - Marly van Assen
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, GA, United States
| | - Carlo N. De Cecco
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, GA, United States
| | - Daniel S. Berman
- Department of Imaging, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Matthew J. Budoff
- Lundquist Institute, Harbor-UCLA Medical Center, Torrance, CA, United States
| | - Arshed A. Quyyumi
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, United States
| | - Viola Vaccarino
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, United States
| | - Michael D. Miedema
- Minneapolis Heart Institute and Foundation, Minneapolis, MN, United States
| | - Khurram Nasir
- Division of Cardiovascular Prevention and Wellness, Houston Methodist DeBakey Heart & Vascular Center, Houston, TX, United States
| | - Alan Rozanski
- Division of Cardiology, Mount Sinai, St Luke’s Hospital, New York, NY, United States
| | - Camilo Fernandez
- Department of Cardiovascular Medicine, Brigham and Women’s Hospital, Boston, MA, United States
| | | | - Leslee J. Shaw
- Department of Radiology, Weill Cornell Medicine, New York, NY, United States
| | | | - Nathan D. Wong
- Heart Disease Prevention Program, University of California Irvine, Irvine, CA, United States
| | - Roger S. Blumenthal
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Laurence S. Sperling
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, GA, United States
| | - Seamus P. Whelton
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Michael J. Blaha
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Omar Dzaye
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, United States
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15
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Valenzuela PL, Maceira A, Santos-Lozano A, García-González MP, Higueras Ortega L, Díaz-Gonzalez L, Boraita A, Barranco-Gil D, Lucia A. Aortic Diameters and Calcifications in Former World-Class Cyclists. Med Sci Sports Exerc 2023; 55:1945-1951. [PMID: 37319411 DOI: 10.1249/mss.0000000000003236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
PURPOSE Concerns on whether athletes--particularly older ones--are at an increased risk of pathological aortic dilation exist, and the prevalence of aortic calcifications in these individuals is unknown. We aimed to compare the dimensions, distensibility, and prevalence of calcifications in the thoracic aorta between former male professional cyclists (cases) and sex/age-matched controls. METHODS We used a retrospective cohort design, where cases were former finishers of at least one Grand Tour (Tour de France, Giro d' Italia or Vuelta a España) and controls were untrained individuals with no previous sports history and free of cardiovascular risk. All participants underwent magnetic resonance and computer tomography assessments for the measurement of aortic dimensions and calcifications, respectively. RESULTS Cases showed larger ( P < 0.05) dimensions than controls for aortic annulus, sinus, and arch, as well as for ascending and descending aorta. However, none of the participants presented with pathological aortic dilation (all diameters <40 mm). A slightly higher prevalence of calcifications in the ascending aorta was observed in cases (13% vs 0% in controls, P = 0.020). Subanalyses confirmed that cases who were still competing (masters category, n = 8) had larger aortic diameters ( P < 0.05) and a greater presence of calcifications in the ascending/descending aorta (38% vs 0% for both segments, P = 0.032) than those who had become inactive ( n = 15). No between-group differences were found for aortic distensibility. CONCLUSIONS Former professional cyclists, particularly those who are still competing after retirement, show enlarged aortic diameters (albeit without exceeding upper limits of normality). Former professional cyclists also showed a slightly higher prevalence of calcifications in the ascending aorta than controls, although aortic distensibility was not compromised. The clinical relevance of these findings should be the subject of future studies.
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Affiliation(s)
| | | | | | | | | | | | - Araceli Boraita
- Faculty of Sport Sciences, Universidad Europea de Madrid, Madrid, SPAIN
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16
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Canan A, Ghandour AAH, Saboo SS, Rajiah PS. Opportunistic screening at chest computed tomography: literature review of cardiovascular significance of incidental findings. Cardiovasc Diagn Ther 2023; 13:743-761. [PMID: 37675086 PMCID: PMC10478026 DOI: 10.21037/cdt-23-79] [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: 02/27/2023] [Accepted: 07/14/2023] [Indexed: 09/08/2023]
Abstract
Background and Objective Several incidental cardiovascular findings are present in a routine chest computed tomography (CT) scan, many of which do not make it to the final radiology report. However, these findings have important clinical implications, particularly providing prognosis and risk-stratification for future cardiovascular events. The purpose of this article is to review the literature on these incidental cardiovascular findings in a routine chest CT and inform the radiologist on their clinical relevance. Methods A time unlimited review of PubMed and Web of Science was performed by using relevant keywords. Articles in English that involved adults were included. Key Content and Findings Coronary artery calcification (CAC) is the most common incidental cardiac finding detected in a routine chest CT and is a significant predictor of cardiovascular events. Noncoronary vascular calcifications in chest CT include aortic valve, mitral annulus, and thoracic aortic calcifications (TAC). Among these, aortic valve calcification (AVC) has the strongest association with coronary artery disease and cardiovascular events. Additional cardiac findings such as myocardial scar and left ventricular size and noncardiac findings such as thoracic fat, bone density, hepatic steatosis, and breast artery calcifications can also help in risk stratification and patient management. Conclusions The radiologist interpreting a routine chest CT should be cognizant of the incidental cardiovascular findings, which helps in the diagnosis and risk-stratification of cardiovascular disease. This will guide appropriate referral and management.
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Affiliation(s)
- Arzu Canan
- Department of Radiology, UT Southwestern Medical Center, Dallas, TX, USA
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17
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Park JYC, King A, Björk V, English BW, Fedintsev A, Ewald CY. Strategic outline of interventions targeting extracellular matrix for promoting healthy longevity. Am J Physiol Cell Physiol 2023; 325:C90-C128. [PMID: 37154490 DOI: 10.1152/ajpcell.00060.2023] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/28/2023] [Accepted: 04/28/2023] [Indexed: 05/10/2023]
Abstract
The extracellular matrix (ECM), composed of interlinked proteins outside of cells, is an important component of the human body that helps maintain tissue architecture and cellular homeostasis. As people age, the ECM undergoes changes that can lead to age-related morbidity and mortality. Despite its importance, ECM aging remains understudied in the field of geroscience. In this review, we discuss the core concepts of ECM integrity, outline the age-related challenges and subsequent pathologies and diseases, summarize diagnostic methods detecting a faulty ECM, and provide strategies targeting ECM homeostasis. To conceptualize this, we built a technology research tree to hierarchically visualize possible research sequences for studying ECM aging. This strategic framework will hopefully facilitate the development of future research on interventions to restore ECM integrity, which could potentially lead to the development of new drugs or therapeutic interventions promoting health during aging.
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Affiliation(s)
- Ji Young Cecilia Park
- Laboratory of Extracellular Matrix Regeneration, Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach, Switzerland
| | - Aaron King
- Foresight Institute, San Francisco, California, United States
| | | | - Bradley W English
- Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | | | - Collin Y Ewald
- Laboratory of Extracellular Matrix Regeneration, Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach, Switzerland
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18
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Zuo P, Xu R, Hu L, Hu W, Tong S. Association between monocyte lymphocyte ratio and abdominal aortic calcification in US adults: A cross-sectional study. Clinics (Sao Paulo) 2023; 78:100232. [PMID: 37364352 DOI: 10.1016/j.clinsp.2023.100232] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 05/09/2023] [Accepted: 06/01/2023] [Indexed: 06/28/2023] Open
Abstract
BACKGROUND This study aimed to evaluate the association between Monocyte Lymphocyte Ratio (MLR) and Abdominal Aortic Calcification (AAC) in adults over 40 years of age in the United States. METHODS Data were collected from the 2013-2014 National Health and Nutrition Examination Survey (NHANES). AAC was quantified by the Kauppila score system based on dual-energy X-Ray absorptiometry. Severe AAC was defined as a total AAC score > 6. The lymphocyte count and monocyte count can be directly obtained from laboratory data files. Multivariable logistic regression models were used to determine the association between MLR and the AAC score and severe AAC. RESULTS A total of 3,045 participants were included in the present study. After adjusting for multiple covariates, MLR was positively associated with higher AAC score (β = 0.21, 95% CI 0.07, 0.34, p = 0.0032) and the odds of severe AAC increased by 14% per 0.1 unit increase in the MLR (OR = 1.14, 95% CI 1.00, 1.31, p = 0.0541). The Odds Ratio (OR) (95% CI) of severe AAC for participants in MLR tertile 3 was 1.88 (1.02, 3.47) compared with those in tertile 1 (p for trend = 0.0341). Subgroup analyses showed that a stronger association was detected in the elderly compared with non-elderly (p for interaction = 0.0346) and diabetes compared with non-diabetes (borderline significant p for interaction = 0.0578). CONCLUSION In adults in the United States, MLR was associated with higher AAC scores and a higher probability of severe AAC. MLR may become a promising tool to predict the risk of AAC.
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Affiliation(s)
- Peiyuan Zuo
- Department of Geriatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ranran Xu
- Department of Geriatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Liya Hu
- Department of Geriatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Wei Hu
- Department of Pediatric, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Song Tong
- Department of Thoracic Surgery, Union Hospital Tongji Medical College Huazhong University of Science and Technology, China.
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19
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Yu YL, Ma JR, Li SN, Liao MQ, Xu S, Chen HE, Dai SH, Peng XL, Zhao D, Lou YM, Yu XX, Gao XP, Liu YH, Liu J, Ke XY, Ping Z, Wang L, Wang CY, Zeng FF. Association between Periodontitis and Aortic Calcification: A Cohort Study. Angiology 2023; 74:129-138. [PMID: 35503367 DOI: 10.1177/00033197221094713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The present study investigated the association between the presence of periodontitis and aortic calcification (AC) risk among Chinese adults. A total of 6059 individuals who underwent regular health check-ups and received a diagnosis of periodontitis between 2009 and 2016 were included. The outcome was AC, assessed by a chest low-dose spiral CT scan. Cox proportional hazards regression analysis was used to assess the association between periodontitis and AC risk after adjusting for several confounders. After a median follow-up period of 2.3 years (interquartile range: 1.03-4.97 years), 843 cases of AC were identified, with 532 (12.13%) and 311 (18.59%) patients in the non-periodontitis group and periodontitis group, respectively. Multivariate analyses demonstrated that, compared with those without periodontitis, the hazard ratio and 95% confidence interval for AC risk in participants with periodontitis was 1.18 (1.02-1.36) (P = .025) in the fully adjusted model. Stratified analyses showed that the positive relationship between periodontitis and AC was more evident in males and participants <65 years of age (pinteraction = .005 and .004, respectively). Our results show that the presence of periodontitis was positively associated with AC among Chinese adults, especially among males and younger participants.
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Affiliation(s)
- Ying-Lin Yu
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
| | - Jun-Rong Ma
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
| | - Shu-Na Li
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
| | - Min-Qi Liao
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
| | - Shan Xu
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Hong-En Chen
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Shu-Hong Dai
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Xiao-Lin Peng
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Dan Zhao
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Yan-Mei Lou
- Department of Health Management, Beijing Xiao Tang Shan Hospital, Beijing, China
| | - Xiao-Xuan Yu
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
| | - Xu-Ping Gao
- Department of Child and Adolescent Psychiatry, 74577Peking University Sixth Hospital (Institute of Mental Health), Beijing, China
| | - Yan-Hua Liu
- Department of Nutrition, 191599The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Jun Liu
- Experimental Teaching Demonstration Center for Preventive Medicine of Guizhou Province, 66367Zunyi Medical University, Zunyi, China
| | - Xing-Yao Ke
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
| | - Zhao Ping
- Department of Health Management, Beijing Xiao Tang Shan Hospital, Beijing, China
| | - Li Wang
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Chang-Yi Wang
- Department of Non-communicable Disease Prevention and Control, 557960Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, China
| | - Fang-Fang Zeng
- Department of Epidemiology, School of Medicine, 47885Jinan University, Guangdong, China
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20
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Razavi AC, Mortensen MB, Blaha MJ, Dzaye O. Coronary artery calcium testing in young adults. Curr Opin Cardiol 2023; 38:32-38. [PMID: 36598447 PMCID: PMC9830553 DOI: 10.1097/hco.0000000000001006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
PURPOSE OF REVIEW To provide a summary of recent literature on coronary artery calcium testing (CAC) for risk stratification in young adults <45 years old. RECENT FINDINGS One of every ten young adults in the general population, and one out of every three young adults with traditional atherosclerotic cardiovascular disease (ASCVD) risk factors, have CAC. While the definition of premature CAC has yet to be formally defined in guidelines, it has become increasingly clear that any prevalent CAC among adults <45 years old should be considered premature. Traditional risk factors are strong predictors of CAC in young adults; however, this association has been found to wane over the life course which suggests that the onset and severity of risk factors for calcific atherosclerosis varies as individuals age. Though CAC is a robust predictor of both ASCVD and cancer-related mortality in old age, CAC in young adults confers a stepwise higher risk uniquely for incident ASCVD mortality, and not for non-ASCVD causes. New tools are available to assist in interpretation of CAC in the young, and for estimating the ideal age to initiate CAC scoring. SUMMARY The identification of premature CAC is important because it suggests that calcific plaque can be detected with modern imaging earlier in the natural history than previously thought. Taken together, these findings underline a utility of selective use of CAC scoring on non-contrast computed tomography among at-risk young adults to facilitate timely lifestyle modification and pharmacotherapies for the prevention of later life ASCVD.
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Affiliation(s)
- Alexander C. Razavi
- Center for Heart Disease Prevention, Emory University Hospital, Atlanta, Georgia, United States of America
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins Hospital, Baltimore, Maryland, United States of America
| | | | - Michael J. Blaha
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins Hospital, Baltimore, Maryland, United States of America
| | - Omar Dzaye
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins Hospital, Baltimore, Maryland, United States of America
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21
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Sayanthan S, Allison MA, Budoff MJ, Rye KA, Ong KL. Relationship of fibroblast growth factor 21 with the prevalence and progression of vascular and valvular calcification: Multi-ethnic study of atherosclerosis. Int J Cardiol 2023; 370:388-395. [PMID: 36306948 DOI: 10.1016/j.ijcard.2022.10.145] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 10/10/2022] [Accepted: 10/19/2022] [Indexed: 11/05/2022]
Abstract
BACKGROUND Elevated circulating levels of fibroblast growth factor 21 (FGF21) are associated with cardiovascular disease (CVD). Therefore, we investigated the relationship of plasma FGF21 with calcification at different vascular and valvular sites. METHODS A total of 5786 participants, free of clinically apparent CVD at baseline and with valid data on plasma FGF21 and calcification (Agatston score, volume and density) at coronary arteries, thoracic arteries, mitral and aortic valves, and aortic valve ring, were included in the analysis. Vascular calcification was measured at 2-3 follow-up visits. RESULTS At baseline, higher FGF21 levels were associated with prevalent descending thoracic aortic calcification (DTAC) (prevalence ratio = 1.06 [95% CI 1.01-1.11] per SD increase in log-transformed unit, P = 0.016). Among participants without prevalent calcification, higher FGF21 levels were associated with incident DTAC (relative risk [RR] = 1.13 [95% CI 1.04-1.22], P = 0.002). Among all participants, higher FGF21 levels were also associated with the progression of DTAC score and volume (RR = 1.07 [95% CI 1.03-1.12] and 1.08 [95% CI 1.03-1.12] respectively, both P < 0.01). No significant association of FGF21 was found for prevalence (prevalence ratio = 0.89-1.05), incidence (RR = 0.97-1.16) and progression of calcification (RR = 0.94-1.14) at the other sites. CONCLUSION Higher FGF21 levels were associated with the presence, incidence and progression of DTAC. However, the magnitude of this association was similar to those of the non-significant associations of FGF21 levels with calcifications at other sites. Further research is needed to assess the potential of FGF21 as a biomarker for vascular calcification.
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Affiliation(s)
- Shoban Sayanthan
- School of Biomedical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Matthew A Allison
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, United States
| | - Matthew J Budoff
- Department of Medicine, Lundquist Institute at Harbor-UCLA, Torrance, CA, United States
| | - Kerry-Anne Rye
- School of Biomedical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Kwok Leung Ong
- School of Biomedical Sciences, University of New South Wales, Sydney, NSW, Australia.
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22
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Marreiros C, Viegas C, Simes D. Targeting a Silent Disease: Vascular Calcification in Chronic Kidney Disease. Int J Mol Sci 2022; 23:16114. [PMID: 36555758 PMCID: PMC9781141 DOI: 10.3390/ijms232416114] [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] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 12/09/2022] [Accepted: 12/15/2022] [Indexed: 12/23/2022] Open
Abstract
Chronic kidney disease (CKD) patients have a higher risk of developing early cardiovascular disease (CVD). Although vascular calcification (VC) is one of the strongest predictors of CVD risk, its diagnosis among the CKD population remains a serious clinical challenge. This is mainly due to the complexity of VC, which results from various interconnected pathological mechanisms occurring at early stages and at multiples sites, affecting the medial and intimal layers of the vascular tree. Here, we review the most used and recently developed imaging techniques, here referred to as imaging biomarkers, for VC detection and monitoring, while discussing their strengths and limitations considering the specificities of VC in a CKD context. Although imaging biomarkers have a crucial role in the diagnosis of VC, with important insights into CVD risk, circulating biomarkers represent an added value by reflecting the molecular dynamics and mechanisms involved in VC pathophysiological pathways, opening new avenues into the early detection and targeted interventions. We propose that a combined strategy using imaging and circulating biomarkers with a role in multiple VC molecular mechanisms, such as Fetuin-A, Matrix Gla protein, Gla-rich protein and calciprotein particles, should represent high prognostic value for management of CVD risk in the CKD population.
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Affiliation(s)
- Catarina Marreiros
- Centre of Marine Sciences (CCMAR), University of Algarve, Campus de Gambelas, 8005-139 Faro, Portugal
| | - Carla Viegas
- Centre of Marine Sciences (CCMAR), University of Algarve, Campus de Gambelas, 8005-139 Faro, Portugal
- GenoGla Diagnostics, Centre of Marine Sciences (CCMAR), University of Algarve, Campus de Gambelas, 8005-139 Faro, Portugal
| | - Dina Simes
- Centre of Marine Sciences (CCMAR), University of Algarve, Campus de Gambelas, 8005-139 Faro, Portugal
- GenoGla Diagnostics, Centre of Marine Sciences (CCMAR), University of Algarve, Campus de Gambelas, 8005-139 Faro, Portugal
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23
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Zhang X, Fujiyoshi A, Kadota A, Kondo K, Torii S, Okami Y, Hisamatsu T, Yano Y, Barinas-Mitchell E, Magnani J, Miura K, Ueshima H, Sekikawa A. Cross-sectional association of equol producing status with aortic calcification in Japanese men aged 40-79 years. Sci Rep 2022; 12:20114. [PMID: 36418419 PMCID: PMC9684435 DOI: 10.1038/s41598-022-24659-8] [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: 08/17/2022] [Accepted: 11/18/2022] [Indexed: 11/24/2022] Open
Abstract
Equol is an isoflavone (ISF)-derived metabolite by the gut microbiome in certain individuals termed equol-producers (EP). Equol might be the critical anti-atherogenic component of ISFs. In a population-based study of 979 Japanese men aged 40-79 without cardiovascular (CVD) or chronic kidney disease, we measured the urinary levels of equol and ISFs. Aortic calcification (AC) in the entire aorta was assessed by electron-beam or multi-detector-row computed tomography. Subjects with log10 (urinary equol to daidzein concentration) > - 1.5 were classified as EP. EP was further classified as person with low- and high-equol. We analyzed the association between equol-producing status and AC presence, defined as AC score > 0, by the logistic regressions. We found that EP (50% of the sample) had significantly lower odds of AC presence (odds ratio (OR): 0.62, 95% confidence interval (CI): 0.39, 0.98) compared to non-EP. This association was independent of CVD risk factors. For the dose-response association, compared to non-EP, subjects with low and high levels of equol had ORs of 0.51 (95% CI 0.30, 0.84) and 0.67 (95% CI 0.39, 1.14) after adjusting for major CVD risk factors (p for trend = 0.06). ISFs concentrations were not significantly associated with AC presence (OR: 1.18, 95% CI: 0.82, 1.69). In conclusion, EP had a significantly lower burden of AC than non-EP, while ISFs were not associated with AC presence in Japanese men aged 40-79 years.
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Affiliation(s)
- Xiao Zhang
- Department of Epidemiology, School of Public Health, University of Pittsburgh, 130 North Bellefield Avenue, Suite 331, Pittsburgh, PA, 15213, USA
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Akira Fujiyoshi
- Department of Hygiene, Wakayama Medical University, Wakayama, Japan
| | - Aya Kadota
- Department of Public Health, Shiga University of Medical Science, Otsu, Japan
| | - Keiko Kondo
- Department of Public Health, Shiga University of Medical Science, Otsu, Japan
| | - Sayuki Torii
- Department of Public Health, Shiga University of Medical Science, Otsu, Japan
| | - Yukiko Okami
- Department of Public Health, Shiga University of Medical Science, Otsu, Japan
| | - Takashi Hisamatsu
- Department of Public Health, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Yuichiro Yano
- NCD Epidemiology Research Center, Shiga University of Medical Science, Otsu, Japan
| | - Emma Barinas-Mitchell
- Department of Epidemiology, School of Public Health, University of Pittsburgh, 130 North Bellefield Avenue, Suite 331, Pittsburgh, PA, 15213, USA
| | - Jared Magnani
- Department of Medicine, University of Pittsburgh, Pittsburgh, USA
| | - Katsuyuki Miura
- Department of Public Health, Shiga University of Medical Science, Otsu, Japan
| | - Hirotsugu Ueshima
- Department of Public Health, Shiga University of Medical Science, Otsu, Japan
| | - Akira Sekikawa
- Department of Epidemiology, School of Public Health, University of Pittsburgh, 130 North Bellefield Avenue, Suite 331, Pittsburgh, PA, 15213, USA.
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24
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Otsuka K, Ishikawa H, Kono Y, Oku S, Yamaura H, Shirasawa K, Hirata K, Shimada K, Kasayuki N, Fukuda D. Aortic arch plaque morphology in patients with coronary artery disease undergoing coronary computed tomography angiography with wide-volume scan. Coron Artery Dis 2022; 33:531-539. [PMID: 35866499 PMCID: PMC9528935 DOI: 10.1097/mca.0000000000001171] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 06/05/2022] [Indexed: 11/26/2022]
Abstract
BACKGROUND Wide-volume scanning with 320-row multidetector computed tomography coronary angiography (CTCA-WVS) enables the assessment of the aortic arch plaque (AAP) morphology and coronary arteries without requiring additional contrast volume. This study aimed to investigate the prevalence of AAPs and their association with coronary artery disease (CAD) and major adverse cardiovascular events (MACEs) in patients who underwent CTCA-WVS. METHODS This study included 204 patients without known CAD (mean age, 65 years; 53% men) who underwent CTCA-WVS. We evaluated the presence of aortic plaques in the ascending aorta, aortic arch, and thoracic descending aorta using CTCA-WVS. Large aortic plaques were defined as plaques of at least 4 mm in thickness. A complex aortic plaque was defined as a plaque with ulceration or protrusion. MACEs were defined as composite events of cardiovascular (CV) death, nonfatal myocardial infarction, and ischemic stroke. RESULTS AAPs and large/complex AAPs were identified in 51% ( n = 105) and 18% ( n = 36) of the study patients, respectively. The prevalence of AAPs with large/complex morphology increased with CAD severity (2.1% in no CAD, 12% in nonobstructive CAD, and 39% in obstructive CAD). The univariate Cox hazard model demonstrated that the predictors associated with MACEs were diabetes, obstructive CAD, and large/complex AAPs. Independent factors associated with large/complex AAPs were male sex [odds ratio (OR), 2.90; P = 0.025], stroke history (OR, 3.48; P = 0.026), obstructive CAD (OR, 3.35; P = 0.011), and thoracic aortic calcification (OR, 1.77; P = 0.005). CONCLUSION CTCA-WVS provides a comprehensive assessment of coronary atherosclerosis and thoracic aortic plaques in patients with CAD, which may improve the stratification of patients at risk for CV events.
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Affiliation(s)
| | | | | | - Shinya Oku
- Radiology Laboratory, Fujiikai Kashibaseiki Hospital, Kashiba
| | | | | | - Kumiko Hirata
- Department of Medical Science, Osaka Educational University, Kashihara
| | | | | | - Daiju Fukuda
- Department of Cardiovascular Medicine, Osaka City University Graduate School of Medicine, Osaka, Japan
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25
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Razavi AC, Agatston AS, Shaw LJ, De Cecco CN, van Assen M, Sperling LS, Bittencourt MS, Daubert MA, Nasir K, Blumenthal RS, Mortensen MB, Whelton SP, Blaha MJ, Dzaye O. Evolving Role of Calcium Density in Coronary Artery Calcium Scoring and Atherosclerotic Cardiovascular Disease Risk. JACC Cardiovasc Imaging 2022; 15:1648-1662. [PMID: 35861969 PMCID: PMC9908416 DOI: 10.1016/j.jcmg.2022.02.026] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 01/31/2022] [Accepted: 02/09/2022] [Indexed: 10/18/2022]
Abstract
Coronary artery calcium (CAC) is a specific marker of coronary atherosclerosis that can be used to measure calcified subclinical atherosclerotic burden. The Agatston method is the most widely used scoring algorithm for quantifying CAC and is expressed as the product of total calcium area and a quantized peak calcium density weighting factor defined by the calcification attenuation in HU on noncontrast computed tomography. Calcium density has emerged as an important area of inquiry because the Agatston score is upweighted based on the assumption that peak calcium density and atherosclerotic cardiovascular disease (ASCVD) risk are positively correlated. However, recent evidence demonstrates that calcium density is inversely associated with lesion vulnerability and ASCVD risk in population-based cohorts when accounting for age and plaque area. Here, we review calcium density by focusing on 3 main areas: 1) CAC scan acquisition parameters; 2) pathophysiology of calcified plaques; and 3) epidemiologic evidence relating calcium density to ASCVD outcomes. Through this process, we hope to provide further insight into the evolution of CAC scoring on noncontrast computed tomography.
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Affiliation(s)
- Alexander C Razavi
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA; Emory Center for Heart Disease Prevention, Emory University School of Medicine, Atlanta, Georgia, USA; Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Arthur S Agatston
- Department of Medicine, Herbert Wertheim College of Medicine, Florida International University, Miami, Florida, USA
| | - Leslee J Shaw
- Blavatnik Family Women's Health Research Institute, Mount Sinai School of Medicine, New York, New York, USA
| | - Carlo N De Cecco
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Marly van Assen
- Translational Laboratory for Cardiothoracic Imaging and Artificial Intelligence, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Laurence S Sperling
- Emory Center for Heart Disease Prevention, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Marcio S Bittencourt
- Heart and Vascular Institute, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Melissa A Daubert
- Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, North Carolina, USA
| | - Khurram Nasir
- Department of Cardiovascular Medicine, Division of Cardiovascular Prevention and Wellness, Houston Methodist DeBakey Heart and Vascular Center, Houston, Texas, USA
| | - Roger S Blumenthal
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Martin Bødtker Mortensen
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA; Department of Cardiology, Aarhus University Hospital, Aarhus, Denmark
| | - Seamus P Whelton
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Michael J Blaha
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Omar Dzaye
- Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
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26
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Okamura Y, Nakanishi R, Hashimoto H, Mizumura S, Homma S, Ikeda T. Relationship Between 18F-fluorodeoxyglucose Uptake on Positron Emission Tomography and Aortic Calcification. ANNALS OF NUCLEAR CARDIOLOGY 2022; 8:57-66. [PMID: 36540185 PMCID: PMC9749753 DOI: 10.17996/anc.22-00160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 07/12/2022] [Accepted: 07/26/2022] [Indexed: 06/17/2023]
Abstract
Introduction: Although 18F-fluorodeoxyglucose (FDG) positron emission tomography (PET) has been widely utilized to assess the extent of inflammation, the association between the extent and severity of atherosclerosis and 18F-FDG uptake on PET remains unexamined. The current study aimed to investigate whether aortic calcium (AC) scores were associated with increased aortic uptake of 18F-FDG on PET. Methods: A total of 167 consecutive patients with suspected lung cancer but unproven malignancy who underwent non-contrast-enhanced computed tomography (CT) and 18F-FDG PET/CT were enrolled. The average standardized uptake values in the ascending aorta were used to calculate the target-to-background ratio (Mean TBR). The total (thoracic and abdominal) AC scores were measured on non-contrast-enhanced chest and abdominal CT using the Agatston method, and were categorized into three groups (0, 1-399, and ≥400). The relationship between total AC scores and 18F-FDG uptake in the ascending aorta was assessed using multivariate linear regression analysis. Results: In total, 68.26% were male, and a mean age was 67.10±14.70 years. Mean TBR values increased progressively with total AC score 0, 1-399, and ≥400 (1.01±0.07, 1.08±0.09, and 1.11±0.11, respectively; p<0.00001). Multivariate linear regression analysis revealed that increased total AC scores of 1-399 (β=0.06, 95% CI: 0.01-0.11, p=0.02) and ≥400 (β=0.11, 95% CI: 0.06-0.16, p<0.001) were significantly associated with higher Mean TBR. Conclusions: The current study demonstrated that total AC scores were associated with Mean TBR. Patients with a greater extent and severity of aortic calcifications may possess increased atherosclerotic inflammatory activity as measured by 18F-FDG PET/CT.
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Affiliation(s)
- Yuriko Okamura
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, Tokyo, Japan
| | - Rine Nakanishi
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, Tokyo, Japan
| | - Hidenobu Hashimoto
- Division of Cardiovascular Medicine, Department of Internal Medicine, Toho University Faculty of Medicine, Tokyo, Japan
| | - Sunao Mizumura
- Department of Radiology, Toho University Faculty of Medicine, Tokyo, Japan
| | - Sakae Homma
- Department of Respiratory Medicine, School of Medicine, Faculty of Medicine, Toho University, Tokyo, Japan
| | - Takanori Ikeda
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, Tokyo, Japan
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27
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Extra-coronary Calcification and Cardiovascular Events: What Do We Know and Where Are We Heading? Curr Atheroscler Rep 2022; 24:755-766. [PMID: 36040566 DOI: 10.1007/s11883-022-01051-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/09/2022] [Indexed: 11/03/2022]
Abstract
PURPOSE OF REVIEW The coronary artery calcium score is a guideline-endorsed aid for further risk stratification in the primary prevention of atherosclerotic cardiovascular disease. The non-contrast scan performed for detection of coronary artery calcium also gives an opportunity to visualize calcifications in the thoracic aorta and in the heart valves, at no additional cost or radiation exposure. The purpose of this review was to discuss the potential clinical value of measuring thoracic aortic calcification, aortic valve calcification, and mitral annulus calcification. RECENT FINDINGS After two decades of active research, all three calcifications have been extensively evaluated, across various cohorts. We discuss classic and recent studies, current knowledge gaps, and future directions in this space. The added value of these measurements has traditionally been considered modest at best, and they are not currently discussed in relevant primary prevention guidelines in North America and Europe. However, recent studies evaluating high thoracic calcification thresholds and younger populations have further enriched this space. Specifically, some studies suggest that detection of severe thoracic aortic calcification may be helpful in further risk assessment and that detection of aortic valve calcifications may have important prognostic implications in younger individuals. Although more research is needed, particularly in larger young-to-middle-aged cohorts, future guidelines might consider including these features as risk-enhancing factors.
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28
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Tian WB, Zhang WS, Jiang CQ, Liu XY, Jin YL, Lam TH, Cheng KK, Xu L. Aortic arch calcification and risk of all-cause mortality and cardiovascular disease: The Guangzhou Biobank Cohort Study. THE LANCET REGIONAL HEALTH - WESTERN PACIFIC 2022; 23:100460. [PMID: 35542894 PMCID: PMC9079300 DOI: 10.1016/j.lanwpc.2022.100460] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Background There were no reports on the associations of aortic arch calcification (AAC) measured by chest X-ray with all-cause mortality and cardiovascular disease (CVD) in older general population. Moreover, previous studies of hemodialysis patients showed that AAC was correlated with left ventricular hypertrophy (LVH) and predicted CVD jointly. Whether the effects remained in the general population is unknown. We examined the associations of AAC with all-cause mortality and CVD in general population and the risk associated with the coexistence of AAC and LVH. Methods Presence and severity (grades 0-2) of AAC were measured by chest X-ray, and LVH was identified by 12-lead electrocardiogram in 27,166 Chinese aged 50+ years free of CVD from Guangzhou Biobank Cohort Study. Multivariate Cox regressions were used to examine associations of AAC and LVH with outcomes. Findings During an average follow-up of 14·3 years, 5,350 deaths and 4,012 CVD occurred. Compared to those without AAC at baseline, those with AAC had higher risks of all-cause mortality (HR 1·24, 95% CI 1·17-1·31) and CVD (HR 1·22, 95% CI 1·14-1·30), with dose-response relationship (P ≤ 0·001). Furthermore, those with coexistence of AAC and LVH had higher risks of all-cause mortality (HR 1·72, 95% CI 1·37-2·15) and CVD (HR 1·80, 95% CI 1·40-2·32) than those without AAC and LVH. Interpretation As chest X-ray has been performed commonly for health screening and in hospital patients when first admitted, AAC measured by chest X-ray can be further applied to assist cardiovascular risk stratification in the community and clinical settings. Funding The Natural Science Foundation of China (No. 81941019).
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29
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Harlianto NI, Westerink J, Hol ME, Wittenberg R, Foppen W, van der Veen PH, van Ginneken B, Verlaan JJ, de Jong PA, Mohamed Hoesein FAA, Asselbergs FW, Nathoe HM, de Borst GJ, Bots ML, Geerlings MI, Emmelot MH, de Jong PA, Leiner T, Lely AT, van der Kaaij NP, Kappelle LJ, Ruigrok YM, Verhaar MC, Visseren FLJ, Westerink J. Patients with diffuse idiopathic skeletal hyperostosis have an increased burden of thoracic aortic calcifications. Rheumatol Adv Pract 2022; 6:rkac060. [PMID: 35993014 PMCID: PMC9382268 DOI: 10.1093/rap/rkac060] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 06/24/2022] [Indexed: 12/02/2022] Open
Abstract
Objectives. DISH has been associated with increased coronary artery calcifications and incident ischaemic stroke. The formation of bone along the spine may share pathways with calcium deposition in the aorta. We hypothesized that patients with DISH have increased vascular calcifications. Therefore we aimed to investigate the presence and extent of DISH in relation to thoracic aortic calcification (TAC) severity. Methods. This cross-sectional study included 4703 patients from the Second Manifestation of ARTerial disease cohort, consisting of patients with cardiovascular events or risk factors for cardiovascular disease. Chest radiographs were scored for DISH using the Resnick criteria. Different severities of TAC were scored arbitrarily from no TAC to mild, moderate or severe TAC. Using multivariate logistic regression, the associations between DISH and TAC were analysed with adjustments for age, sex, BMI, diabetes, smoking status, non-high-density lipoprotein cholesterol, cholesterol lowering drug usage, renal function and blood pressure. Results. A total of 442 patients (9.4%) had evidence of DISH and 1789 (38%) patients had TAC. The prevalence of DISH increased from 6.6% in the no TAC group to 10.8% in the mild, 14.3% in the moderate and 17.1% in the severe TAC group. After adjustments, DISH was significantly associated with the presence of TAC [odds ratio (OR) 1.46 [95% CI 1.17, 1.82)]. In multinomial analyses, DISH was associated with moderate TAC [OR 1.43 (95% CI 1.06, 1.93)] and severe TAC [OR 1.67 (95% CI 1.19, 2.36)]. Conclusions. Subjects with DISH have increased TACs, providing further evidence that patients with DISH have an increased burden of vascular calcifications.
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Affiliation(s)
| | - Jan Westerink
- Department of Vascular Medicine, University Medical Center Utrecht and Utrecht University , Utrecht
| | | | | | | | | | - Bram van Ginneken
- Department of Medical Imaging, Radboud University Medical Center , Nijmegen, The Netherlands
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Williams MC, Weir-McCall J, Moss AJ, Schmitt M, Stirrup J, Holloway B, Gopalan D, Deshpande A, Hughes GM, Agrawal B, Nicol E, Roditi G, Shambrook J, Bull R. Radiologist opinions regarding reporting incidental coronary and cardiac calcification on thoracic CT. BJR Open 2022; 4:20210057. [PMID: 36105421 PMCID: PMC9459857 DOI: 10.1259/bjro.20210057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 01/07/2022] [Accepted: 02/12/2022] [Indexed: 12/04/2022] Open
Abstract
Objectives Coronary and cardiac calcification are frequent incidental findings on non-gated thoracic computed tomography (CT). However, radiologist opinions and practices regarding the reporting of incidental calcification are poorly understood. Methods UK radiologists were invited to complete this online survey, organised by the British Society of Cardiovascular Imaging (BSCI). Questions included anonymous information on subspecialty, level of training and reporting practices for incidental coronary artery, aortic valve, mitral and thoracic aorta calcification. Results The survey was completed by 200 respondents: 10% trainees and 90% consultants. Calcification was not reported by 11% for the coronary arteries, 22% for the aortic valve, 35% for the mitral valve and 37% for the thoracic aorta. Those who did not subspecialise in cardiac imaging were less likely to report coronary artery calcification (p = 0.005), aortic valve calcification (p = 0.001) or mitral valve calcification (p = 0.008), but there was no difference in the reporting of thoracic aorta calcification. Those who did not subspecialise in cardiac imaging were also less likely to provide management recommendations for coronary artery calcification (p < 0.001) or recommend echocardiography for aortic valve calcification (p < 0.001), but there was no difference for mitral valve or thoracic aorta recommendations. Conclusion Incidental coronary artery, valvular and aorta calcification are frequently not reported on thoracic CT and there are differences in reporting practices based on subspeciality. Advances in knowledge On routine thoracic CT, 11% of radiologists do not report coronary artery calcification. Radiologist reporting practices vary depending on subspeciality but not level of training.
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Affiliation(s)
- Michelle C Williams
- BHF Centre for Cardiovascular Science and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | | | - Alastair J Moss
- British Heart Foundation Cardiovascular Research Centre, University of Leicester, Leicester, UK
| | - Matthias Schmitt
- North West Heart Centre, Manchester University NHS Foundation Trust, Manchester, UK
| | | | - Ben Holloway
- Queen Elizabeth Hospital Birmingham, Birmingham, UK
| | | | - Aparna Deshpande
- Glenfield Hospital, University Hospitals of Leicester, Leicester, UK
| | | | | | - Edward Nicol
- Royal Brompton and Harefield NHS Foundation Trust Departments of Cardiology and Radiology, UK; National Heart and Lung Institute, Faculty of Medicine, Imperial College, London, London, UK
| | - Giles Roditi
- Dept. of Radiology, Glasgow Royal Infirmary, NHS Greater Glasgow & Clyde, Glasgow, UK; Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
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Zhang X, Fujiyoshi A, Ahuja V, Vishnu A, Barinas-Mitchell E, Kadota A, Miura K, Edmundowicz D, Ueshima H, Sekikawa A. Association of equol producing status with aortic calcification in middle-aged Japanese men: The ERA JUMP study. Int J Cardiol 2022; 352:158-164. [PMID: 35122909 PMCID: PMC8915951 DOI: 10.1016/j.ijcard.2022.01.065] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 01/15/2022] [Accepted: 01/28/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND Equol, an isoflavone (ISF)-derived metabolite by the gut microbiome in certain individuals termed as equol-producers, might be the key anti-atherogenic component of ISFs. Our objective was to determine the association between equol-producing status and aortic atherosclerosis assessed as aortic calcification (AC). METHODS This population-based study of 302 Japanese men aged 40-49, free of cardiovascular disease, examined serum levels of equol and ISFs, AC in the entire aorta by electron-beam computed tomography with Agatston method, and cardiovascular risk factors. We defined equol-producers as individuals with serum levels of equol ≥20 nM and prevalent AC as an AC score ≥ 10. We analyzed the association between equol-producing status and AC using Tobit and logistic regressions. We performed age-stratified analyses since age was a significant effect-modifier. RESULTS The 60th to 90th percentile AC scores were 4 to 243 in equol-producers and 15 to 444 in non-producers, respectively. Overall, equol-producers (41% of the sample) had lower AC scores (-209, [95% confidence interval (CI): -455, 36]) and odds of AC (odds ratio (OR): 0.7 [95% CI: 0.4, 1.3]), although not statistically significant, compared to non-producers after controlling for cardiovascular risk factors. Among men aged 46-49, equol-producers had significantly lower AC scores (-428 [95% CI: -827, -29]). Furthermore, there were null associations between serum levels of ISFs and both AC score and the odds of AC. CONCLUSION In middle-aged Japanese men, equol-producers had a non-significantly lower burden of aortic atherosclerosis than non-producers whereas ISFs had a null association. Studies with larger sample sizes in both sexes are warranted.
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Affiliation(s)
- Xiao Zhang
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Akira Fujiyoshi
- Department of Public Health, Shiga University of Medical Science, Otsu, Shiga, Japan
| | - Vasudha Ahuja
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Abhishek Vishnu
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Emma Barinas-Mitchell
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Aya Kadota
- Department of Public Health, Shiga University of Medical Science, Otsu, Shiga, Japan
| | - Katsuyuki Miura
- Department of Public Health, Shiga University of Medical Science, Otsu, Shiga, Japan
| | - Daniel Edmundowicz
- Department of Medicine, Lewis Katz School of Medicine, Temple University, USA
| | - Hirotsugu Ueshima
- Department of Public Health, Shiga University of Medical Science, Otsu, Shiga, Japan
| | - Akira Sekikawa
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.
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Sharma A, Ogunmoroti O, Fashanu OE, Zhao D, Ouyang P, Budoff MJ, Thomas IC, Michos ED. Associations of endogenous sex hormone levels with the prevalence and progression of valvular and thoracic aortic calcification in the Multi-Ethnic Study of Atherosclerosis (MESA). Atherosclerosis 2022; 341:71-79. [PMID: 34785061 PMCID: PMC8760158 DOI: 10.1016/j.atherosclerosis.2021.11.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 10/24/2021] [Accepted: 11/04/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND AND AIMS Sex hormones (SH) may contribute to sex differences in cardiovascular disease (CVD). High free testosterone (T) and low sex hormone binding globulin (SHBG) have been associated with progression of coronary artery calcification in women. We now examined the association of SH with extra-coronary calcification (ECC) prevalence and progression among MESA participants. METHODS We studied 2,737 postmenopausal women and 3,130 men free of clinical CVD with baseline SH levels. ECC measurements [ascending and descending thoracic aortic calcification (ATAC, DTAC), mitral annular calcification (MAC), aortic valve calcification (AVC)] were obtained by computed tomography at baseline and after 2.4 ± 0.9 years. We used multivariable Poisson regression to evaluate associations with ECC prevalence and incidence (Agatston scores >0) and linear mixed effects models for ECC progression, per 1-SD increment in log(SH) in women and men separately. RESULTS The mean age was 65 ± 9 and 62 ± 10 years for women and men, respectively. In women, greater free T and lower SHBG were associated with MAC incidence in a demographic-adjusted model only. In men, lower free T was associated with MAC prevalence, DTAC incidence and progression, while greater SHBG was associated with MAC prevalence and DTAC progression after further adjusting for CVD risk factors. CONCLUSIONS In this diverse cohort free of CVD, we found some associations of SH with ECC measures. In particular, free T was inversely associated with prevalent MAC and DTAC progression in men independent of CVD risk factors. SH may influence vascular calcification, but further work is needed to understand clinical implications of these findings.
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Affiliation(s)
- Apurva Sharma
- Division of Cardiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Oluseye Ogunmoroti
- Division of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Di Zhao
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Pamela Ouyang
- Division of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Isac C. Thomas
- Division of Cardiology, University of California San Diego, San Diego, CA, USA
| | - Erin D. Michos
- Division of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA,Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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Sweeney T, Ogunmoroti O, Ndumele CE, Zhao D, Varma B, Allison MA, Budoff MJ, Fashanu OE, Sharma A, Bertoni AG, Michos ED. Associations of adipokine levels with the prevalence and extent of valvular and thoracic aortic calcification: The Multi-Ethnic Study of Atherosclerosis (MESA). Atherosclerosis 2021; 338:15-22. [PMID: 34785427 PMCID: PMC8665862 DOI: 10.1016/j.atherosclerosis.2021.11.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2021] [Revised: 10/16/2021] [Accepted: 11/02/2021] [Indexed: 12/20/2022]
Abstract
BACKGROUND AND AIMS Extra-coronary calcification (ECC) is a marker of atherosclerosis and independently associated with cardiovascular disease (CVD). Adipokines may mediate the effect of obesity on atherosclerosis. However, the relationship of adipokines with ECC is not well-established. We examined the associations of leptin, resistin and adiponectin with ECC in a diverse community-based cohort. METHODS We performed a cross-sectional analysis of 1897 adults without clinical CVD in the MESA cohort. Serum adipokine levels and non-contrast cardiac CT scans were obtained at Exam 2 or 3 (randomly assigned). ECC was quantified by Agatston score and included calcification of the mitral annulus (MAC), aortic valve (AVC), ascending thoracic aorta (ATAC) and descending thoracic aorta (DTAC). We used multivariable regression to evaluate the associations between leptin, resistin and adiponectin [per 1 SD ln(adipokine] with ECC prevalence (score >0) and extent [ln(score+1)]. RESULTS The mean age of participants was 65 ± 10 years; 49% women. After adjusting for demographic factors, adiponectin was inversely associated with AVC prevalence and extent; leptin positively associated with MAC prevalence and extent; and resistin positively associated with ATAC prevalence and extent and DTAC extent. After adjustment for BMI and other CVD risk factors, adiponectin remained inversely associated with AVC prevalence, and resistin remained associated with greater ATAC prevalence and extent. Leptin was not associated with measures of ECC after full adjustment. No adipokine was associated with MAC after full adjustment. CONCLUSIONS We identified significant associations between select adipokines and specific markers of ECC. Adipokines may play a role in the development of systemic atherosclerosis.
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Affiliation(s)
- Ty Sweeney
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Oluseye Ogunmoroti
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Chiadi E Ndumele
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Di Zhao
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Bhavya Varma
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Matthew A Allison
- Department of Family Medicine, University of California San Diego, San Diego, CA, USA
| | | | | | - Apurva Sharma
- Icahn School of Medicine, Mount Sinai Hospital, New York City, NY, USA
| | - Alain G Bertoni
- Department of Epidemiology and Prevention, Wake Forest School of Medicine, Winston Salem, NC, USA
| | - Erin D Michos
- Ciccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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Bakhshi H, Bagchi P, Meyghani Z, Tehrani B, Qian X, Garg PK, Ambale-Venkatesh B, Bhatia HS, Ohyama Y, Wu CO, Budoff M, Allison M, Criqui MH, Bluemke DA, Lima JAC, deFilippi CR. Association of coronary artery calcification and thoracic aortic calcification with incident peripheral arterial disease in the Multi-Ethnic Study of Atherosclerosis (MESA). EUROPEAN HEART JOURNAL OPEN 2021; 1:oeab042. [PMID: 35005719 PMCID: PMC8717048 DOI: 10.1093/ehjopen/oeab042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 11/18/2021] [Indexed: 11/14/2022]
Abstract
Abstract
Aims
The association of subclinical atherosclerotic disease in the coronary arteries and thoracic aorta with incident peripheral arterial disease (PAD) is unknown. We investigated the association between coronary artery calcium score (CACs) and thoracic aortic calcium score (TACs) with incident clinical and subclinical PAD.
Methods and results
The Multi-Ethnic Study of Atherosclerosis (MESA) recruited 6814 men and women aged 45–84 from four ethnic groups who were free of clinical cardiovascular disease at enrolment. Coronary artery calcium score and thoracic aortic calcium score were measured from computed tomography scans. Participants with a baseline ankle-brachial index (ABI) ≤0.90 or >1.4 were excluded. Abnormal ABI was defined as ABI ≤0.9 or >1.4 at follow-up exam. Multivariable logistic regression and Cox proportional hazards models were used to test the associations between baseline CACs and TACs with incident abnormal ABI and clinical PAD, respectively. A total of 6409 participants (female: 52.8%) with a mean age of 61 years were analysed. Over a median follow-up of 16.7 years, 91 participants developed clinical PAD. In multivariable analysis, each unit increase in log (CACS + 1) and log (TACs + 1) were associated with 23% and 13% (P < 0.01for both) higher risk of incident clinical PAD, respectively. In 5725 (female: 52.6%) participants with an available follow-up ABI over median 9.2 years, each 1-unit increase in log (CACs + 1) and log (TACs + 1) were independently associated with 1.15-fold and 1.07-fold (P < 0.01for both) higher odds of incident abnormal ABI, respectively.
Conclusion
Higher baseline CACs and TACs predict abnormal ABI and clinical PAD independent of traditional cardiovascular risk factors and baseline ABI.
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Affiliation(s)
- Hooman Bakhshi
- Inova Heart and Vascular Institute , 3300 Gallows Road, 1st Floor Suite I—1225, Falls Church, VA 22042, USA
| | - Pramita Bagchi
- Department of Statistics, George Mason University , Fairfax, VA, USA
| | - Zahra Meyghani
- Department of Medicine, Inova Fairfax Medical Campus , Falls Church, VA, USA
| | - Behnam Tehrani
- Inova Heart and Vascular Institute , 3300 Gallows Road, 1st Floor Suite I—1225, Falls Church, VA 22042, USA
| | - Xiaoxiao Qian
- Inova Heart and Vascular Institute , 3300 Gallows Road, 1st Floor Suite I—1225, Falls Church, VA 22042, USA
| | - Parveen K Garg
- Division of Cardiology, University of Southern California Keck School of Medicine , Los Angeles, CA, USA
| | | | - Harpreet S Bhatia
- Division of Cardiovascular Medicine, Department of Medicine, University of California, San Diego , La Jolla, CA, USA
| | - Yoshiaki Ohyama
- Clinical Investigation and Research Unit, Gunma University Hospital , Maebashi, Japan
| | - Colin O Wu
- Office of Biostatistics Research, National Heart Lung and Blood Institute , Bethesda, MD, USA
| | - Matthew Budoff
- Lundquist Institute at Harbor UCLA Medical Center , Torrance, CA, USA
| | - Matthew Allison
- Department of Family Medicine and Public Health, University of California, San Diego , La Jolla, CA, USA
| | - Michael H Criqui
- Department of Family Medicine and Public Health, University of California, San Diego , La Jolla, CA, USA
| | - David A Bluemke
- Department of Radiology, University of Wisconsin School of Medicine and Public Health , Madison, WI, USA
| | - Joao A C Lima
- Division of Cardiology, Johns Hopkins University , Baltimore, MD, USA
| | - Christopher R deFilippi
- Inova Heart and Vascular Institute , 3300 Gallows Road, 1st Floor Suite I—1225, Falls Church, VA 22042, USA
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Guilenea FN, Casciaro ME, Pascaner AF, Soulat G, Mousseaux E, Craiem D. Thoracic Aorta Calcium Detection and Quantification Using Convolutional Neural Networks in a Large Cohort of Intermediate-Risk Patients. Tomography 2021; 7:636-649. [PMID: 34842842 PMCID: PMC8629017 DOI: 10.3390/tomography7040054] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 10/16/2021] [Accepted: 10/19/2021] [Indexed: 11/16/2022] Open
Abstract
Arterial calcification is an independent predictor of cardiovascular disease (CVD) events whereas thoracic aorta calcium (TAC) detection might anticipate extracoronary outcomes. In this work, we trained six convolutional neural networks (CNNs) to detect aortic calcifications and to automate the TAC score assessment in intermediate CVD risk patients. Cardiac computed tomography images from 1415 patients were analyzed together with their aortic geometry previously assessed. Orthogonal patches centered in each aortic candidate lesion were reconstructed and a dataset with 19,790 images (61% positives) was built. Three single-input 2D CNNs were trained using axial, coronal and sagittal patches together with two multi-input 2.5D CNNs combining the orthogonal patches and identifying their best regional combination (BRC) in terms of lesion location. Aortic calcifications were concentrated in the descending (66%) and aortic arch (26%) portions. The BRC of axial patches to detect ascending or aortic arch lesions and sagittal images for the descending portion had the best performance: 0.954 F1-Score, 98.4% sensitivity, 87% of the subjects correctly classified in their TAC category and an average false positive TAC score per patient of 30. A CNN that combined axial and sagittal patches depending on the candidate aortic location ensured an accurate TAC score prediction.
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Affiliation(s)
- Federico N. Guilenea
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina; (M.E.C.); (A.F.P.); (D.C.)
| | - Mariano E. Casciaro
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina; (M.E.C.); (A.F.P.); (D.C.)
| | - Ariel F. Pascaner
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina; (M.E.C.); (A.F.P.); (D.C.)
| | - Gilles Soulat
- Cardiovascular Imaging Unit, Hôpital Européen Georges Pompidou, INSERM U970, 75015 Paris, France; (G.S.); (E.M.)
| | - Elie Mousseaux
- Cardiovascular Imaging Unit, Hôpital Européen Georges Pompidou, INSERM U970, 75015 Paris, France; (G.S.); (E.M.)
| | - Damian Craiem
- Instituto de Medicina Traslacional, Trasplante y Bioingeniería (IMeTTyB), Universidad Favaloro-CONICET, Solís 453, Buenos Aires CP 1078, Argentina; (M.E.C.); (A.F.P.); (D.C.)
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Han D, Kuronuma K, Rozanski A, Budoff MJ, Miedema MD, Nasir K, Shaw LJ, Rumberger JA, Gransar H, Blumenthal RS, Blaha MJ, Berman DS. Implication of thoracic aortic calcification over coronary calcium score regarding the 2018 ACC/AHA Multisociety cholesterol guideline: results from the CAC Consortium. Am J Prev Cardiol 2021; 8:100232. [PMID: 34467259 PMCID: PMC8385171 DOI: 10.1016/j.ajpc.2021.100232] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Revised: 07/26/2021] [Accepted: 08/02/2021] [Indexed: 12/16/2022] Open
Abstract
TAC in segments of the ascending and descending thoracic aorta can be assessed by routine CAC scanning. TAC assessment with the threshold of 300 improved risk prediction and reclassification for CVD mortality when added to the ASCVD risk score and CAC. TAC >300 may improve patient selection for those who would benefit more strongly from statin use, from intermediate ASCVD risk patients who should consider a statin (CAC=1-100), and those where a statin is not recommended (CAC=0).
Objective TAC is associated with an increased atherosclerotic cardiovascular disease (ASCVD) risk, but it is unclear how to interpret thoracic aortic calcification (TAC) findings in conjunction with ASCVD risk and coronary artery calcium (CAC) score according to 2018 ACC/AHA Multisociety cholesterol guidelines. We evaluate the incremental value of thoracic aortic calcification TAC over CAC for predicting and reclassifying ASCVD mortality risk. Method The study included 30,630 asymptomatic individuals (mean age: 55 ± 8 years, male: 64%) from the CAC Consortium. TAC was categorized as TAC 0, 1-300, and >300. Patients were categorized as low (<5%), borderline (5–7.5%), intermediate (7.5–20%), or high (≥20%) 10-year ASCVD risk according to the Pooled Cohorts Equation. In the intermediate risk group, the utility of TAC beyond CAC for statin eligibility was assessed according to the guideline. CAC was categorized as CAC=0 (no statin), CAC 1-100 (favors statin), or CAC>100 (initiate stain). Results During the median 11.2 years (IQR 9.2–12.4) follow-up, 345 (1.1%) CVD deaths occurred. TAC>300 was associated with increased CVD mortality after adjusting for ASCVD risk and CAC (HR:4.72, 95% CI: 3.39–6.57, p<0.001). In borderline and intermediate risk groups, TAC improved discrimination when added to a model included ASCVD risk and CAC (C-statistic: 0.77 vs. 0.68 in borderline group; 0.67 vs. 0.63 in intermediate group, both p < 0.05). The addition of TAC over CAC improved risk reclassification in borderline, intermediate and high-risk groups (categorical net reclassification index: 0.40, 0.29, and 0.49, respectively, all p < 0.001). Of intermediate risk participants for whom consideration of CAC was recommended based on the guideline, TAC >300 was associated with an increased CVD mortality risk across each statin eligibility group (all p < 0.001, compared to TAC 0). Conclusion TAC was independently associated with CVD death. Among individuals with borderline or intermediate ASCVD risk, a TAC threshold of 300 may provide added prognostic and reclassification value beyond the current guideline-based approach.
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Affiliation(s)
- Donghee Han
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, 8700 Beverly Blvd., Los Angeles, CA 90048, United States
| | - Keiichiro Kuronuma
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, 8700 Beverly Blvd., Los Angeles, CA 90048, United States
| | - Alan Rozanski
- Division of Cardiology, Mount Sinai St. Luke's Hospital, New York, United States
| | - Matthew J Budoff
- Department of Medicine, Harbor-UCLA Medical Center, University of California Los Angeles, Los Angeles, CA, United States
| | - Michael D Miedema
- Minneapolis Heart Institute and Minneapolis Heart Institute Foundation, Minneapolis, MN, United States
| | - Khurram Nasir
- Division Cardiovascular Prevention and Wellness, Houston Methodist Hospital, Houston, TX, United States
| | - Leslee J Shaw
- Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York United States
| | | | - Heidi Gransar
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, 8700 Beverly Blvd., Los Angeles, CA 90048, United States
| | - Roger S Blumenthal
- Johns Hopkins Ciccarone Center for Prevention of Cardiovascular Disease, Johns Hopkins University, Baltimore, MD, United States
| | - Michael J Blaha
- Johns Hopkins Ciccarone Center for Prevention of Cardiovascular Disease, Johns Hopkins University, Baltimore, MD, United States
| | - Daniel S Berman
- Department of Imaging and Medicine, Cedars-Sinai Medical Center, 8700 Beverly Blvd., Los Angeles, CA 90048, United States
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Akbay E, Çoner A, Akinci S, Adar A, Çakan F, Müderrisoğlu H. Aortic arch calcification: a novel parameter for prediction of masked hypertension. Blood Press Monit 2021; 26:257-262. [PMID: 33734125 DOI: 10.1097/mbp.0000000000000529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Masked hypertension is directly related to increased cardiovascular morbidity and mortality but remains underdiagnosed in clinical practice. The aim of the study was to search the role of aortic arch calcification (AAC) in the diagnosis of masked hypertension. METHODS AND RESULTS Among the patients who underwent ambulatory blood pressure monitoring (ABPM) in our clinic, those with office blood pressure (OBP) <140/90 mmHg were included in the study population. According to OBP, they were divided into two groups as normal (<130/85 mmHg) and high normal (130-139/85-89 mmHg) OBP groups. Subjects were also investigated for the presence of masked hypertension with ABPM and searched in masked hypertension and control groups. Masked hypertension was defined as in the latest 2017 ACC/AHA Hypertension guideline and was diagnosed as the daytime BP ≥ 135/85 mmHg and nighttime BP ≥ 120/70 mmHg. AAC was evaluated on direct X-ray telecardiography. Diagnosis of masked hypertension was searched depending on the presence of AAC and OBP measurements as well. A total of 216 volunteers were involved in the study [mean age 45.2 ± 12.2 years; female gender 120 (55.5%)]. One hundred ten volunteers (50.9%) had masked hypertension according to the ABPM. AAC was significantly more common in the masked hypertension group (44.5% vs. 26.4%) (P = 0.005). AAC had a positive predictive value of 79% in those with high normal OBP in the diagnosis of masked hypertension, and also AAC had a negative predictive value of 74% in those with normal OBP. CONCLUSION AAC can be used as a reliable diagnostic tool to exclude and predict masked hypertension during office examination.
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Affiliation(s)
- Ertan Akbay
- Department of Cardiology, Baskent University Hospital, Alanya Medical and Research Center, Alanya
| | - Ali Çoner
- Department of Cardiology, Baskent University Hospital, Alanya Medical and Research Center, Alanya
| | - Sinan Akinci
- Department of Cardiology, Baskent University Hospital, Alanya Medical and Research Center, Alanya
| | - Adem Adar
- Department of Cardiology, Faculty of Medicine, Karabük University, Karabük
| | - Fahri Çakan
- Department of Cardiology, Faculty of Medicine, Karabük University, Karabük
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Dong Q, Liang Q, Chen Y, Li J, Lu L, Huang X, Zhou Q. Bibliometric and Visual Analysis of Vascular Calcification Research. Front Pharmacol 2021; 12:690392. [PMID: 34335257 PMCID: PMC8319769 DOI: 10.3389/fphar.2021.690392] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Accepted: 07/05/2021] [Indexed: 12/25/2022] Open
Abstract
Background: Extensive studies related to vascular calcification (VC) were conducted in recent years. However, no bibliometric analysis has systematically investigated this topic. Our study aimed to determine the hotspots and frontiers of VC research in the past decade and provide a reference for future scientific research directions and decision-making in the VC field. Methods: VC studies were acquired from the Web of Science Core Collection. Bibliometric and visual analyses were performed using CiteSpace, VOSviewer, and Microsoft Excel software. Results: A total of 8,238 English articles on VC research published in 2011–2020 were obtained. In the past decade, annual publications and citations showed a significant growth trend, especially in 2018–2020. The most productive country, institution, journal and author are the United States, the University of California System, PLOS ONE, and Budoff MJ, respectively. The most frequently cited country, journal, and author are the United States, Journal of the American College of Cardiology, and Floege J, respectively. “Vascular calcification,” “atherosclerosis,” “chronic kidney disease,” and “cardiovascular disease” are the primary keywords. The burst keywords “revascularization,” “calciprotein particle,” “microRNA,” and “microcalcification” are speculated to be the research frontiers. Conclusion: The main research hotspots in the VC field are the molecular mechanisms and prognosis of VC in patients with chronic kidney disease or cardiovascular disease. In addition, endovascular therapy and the development of new drugs targeting signal pathways for VC will become the focus of future research. Moreover, non-coding RNAs related to the diagnosis and treatment of VC are great research prospects.
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Affiliation(s)
- Qian Dong
- Department of Anesthesiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Qingchun Liang
- Department of Anesthesiology, The Third Affiliated Hospital of Southern Medical University, Guangzhou, China
| | - Ying Chen
- Department of Anesthesiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jinhe Li
- Department of Anesthesiology, The Third Affiliated Hospital of Southern Medical University, Guangzhou, China
| | - Lihe Lu
- Department of Pathophysiology, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
| | - Xiongqing Huang
- Department of Anesthesiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Qin Zhou
- Department of Anesthesiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
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Edy E, Rankin AJ, Lees JS, Barrientos PH, Woodward R, Stoumpos S, Koktzoglou I, Edelman RR, Radjenovic A, Mark PB, Roditi GH. Cardiovascular magnetic resonance for the detection of descending thoracic aorta calcification in patients with end-stage renal disease. J Cardiovasc Magn Reson 2021; 23:85. [PMID: 34162405 PMCID: PMC8223384 DOI: 10.1186/s12968-021-00769-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Accepted: 05/04/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Vascular calcification is an independent predictor of cardiovascular disease in patients with chronic kidney disease. Computed tomography (CT) is the gold-standard for detecting vascular calcification. Radial volumetric-interpolated breath-hold examination (radial-VIBE), a free-breathing gradient-echo cardiovascular magnetic resonance (CMR) sequence, has advantages over CT as it is ionising radiation-free. However, its capability in detecting thoracic aortic calcification (TAC) has not been investigated. This study aims to compare radial-VIBE to CT for the detection of TAC in the descending aorta of patients with end-stage renal disease (ESRD) using semi-automated methods, and to investigate the association between TAC and coronary artery calcification (CAC). METHODS Paired cardiac CT and radial-VIBE CMR scans from ESRD patients participating in 2 prospective studies were obtained. Calcification volume was quantified using semi-automated methods in a 9 cm segment of the thoracic aorta. Correlation and agreement between TAC volume measured on CMR and CT were assessed with Spearman's correlation coefficient (ρ), linear regression, Bland-Altman plots and intraclass correlation coefficient (ICC). Association between CAC Agatston score and TAC volume determined by CT and CMR was measured with Spearman's correlation coefficient. RESULTS Scans from 96 participants were analysed. Positive correlation was found between CMR and CT calcification volume [ρ = 0.61, 95% confidence interval (CI) 0.45-0.73]. ICC for consistency was 0.537 (95% CI 0.378-0.665). Bland-Altman plot revealed that compared to CT, CMR volumes were systematically higher at low calcification volume, and lower at high calcification volume. CT did not detect calcification in 41.7% of participants, while radial-VIBE CMR detected signal which the semi-quantitative algorithm reported as calcification in all of those individuals. Instances of suboptimal radial-VIBE CMR image quality were deemed to be the major contributors to the discrepancy. Correlations between CAC Agatston score and TAC volume measured by CT and CMR were ρ = 0.404 (95% CI 0.214-0.565) and ρ = 0.211 (95% CI 0.008-0.396), respectively. CONCLUSION Radial-VIBE CMR can detect TAC with strong positive association to CT, albeit with the presence of proportional bias. Quantification of vascular calcification by radial-VIBE remains a promising area for future research, but improvements in image quality are necessary.
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Affiliation(s)
- Elbert Edy
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK.
| | - Alastair J Rankin
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
- Renal and Transplant Unit, Queen Elizabeth University Hospital, Glasgow, UK
| | - Jennifer S Lees
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
- Renal and Transplant Unit, Queen Elizabeth University Hospital, Glasgow, UK
| | - Pauline Hall Barrientos
- Department of Clinical Physics and Bioengineering, NHS Greater Glasgow and Clyde, Glasgow, UK
| | - Rosemary Woodward
- Clinical Research Imaging, NHS Greater Glasgow and Clyde, Glasgow, UK
| | - Sokratis Stoumpos
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
- Renal and Transplant Unit, Queen Elizabeth University Hospital, Glasgow, UK
| | - Ioannis Koktzoglou
- Radiology, NorthShore University HealthSystem, Evanston, IL, 60201, USA
- Radiology, University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - Robert R Edelman
- Radiology, NorthShore University HealthSystem, Evanston, IL, 60201, USA
- Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Aleksandra Radjenovic
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
| | - Patrick B Mark
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
- Renal and Transplant Unit, Queen Elizabeth University Hospital, Glasgow, UK
| | - Giles H Roditi
- Institute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, G12 8TA, UK
- Department of Radiology, NHS Greater Glasgow and Clyde, Glasgow, UK
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Ito M, Yamaguchi M, Katsuno T, Nobata H, Iwagaitsu S, Sugiyama H, Kinashi H, Banno S, Ando M, Kubo Y, Ishimoto T, Ito Y. Association between serum magnesium levels and abdominal aorta calcification in patients with pre-dialysis chronic kidney disease stage 5. PLoS One 2021; 16:e0253592. [PMID: 34143857 PMCID: PMC8213142 DOI: 10.1371/journal.pone.0253592] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 06/08/2021] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Several studies have revealed the relationship between serum magnesium levels and vascular calcification in chronic kidney disease patients. Despite excellent predictability of abdominal aorta calcification for cardiovascular disease events, the relationship between serum magnesium levels and abdominal aorta calcification, as evaluated by quantitative methods, in pre-dialysis patients remains unclear. This study aimed to determine the abdominal aorta calcification volume using computerized tomography and its association with serum magnesium levels in pre-dialysis chronic kidney disease stage 5 patients. METHODS This single-center cross-sectional study included 100 consecutive patients with pre-dialysis chronic kidney disease stage 5 between January 2016 and May 2020 at Aichi Medical University Hospital, Japan. The relationships between serum magnesium levels and the abdominal aorta calcification volume were assessed using multiple linear regression models after adjusting for clinically relevant factors. We also assessed clinical factors that affect serum magnesium levels. RESULTS The mean serum magnesium level was 2.0 mg/dL (interquartile range, 1.8 to 2.3). Multivariate analyses revealed that a higher serum magnesium level (stand. β = -0.245, p = 0.010) was significantly associated with a reduced abdominal aorta calcification volume, and that a history of cardiovascular disease (stand. β = 0.3792, p < 0.001) and older age (stand. β = 0.278, p = 0.007) were significantly associated with an increased abdominal aorta calcification volume. Moreover, multivariate analysis showed that the use of proton pump inhibitor or potassium-competitive acid blocker was significantly associated with lower serum magnesium levels (stand. β = -0.246, p = 0.019). CONCLUSIONS The present study revealed that the higher Mg level was significantly associated with lower volume of abdominal aorta calcification in pre-dialysis chronic kidney disease stage 5 patients. Further studies should be undertaken to determine the appropriate magnesium level to suppress vascular calcification.
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Affiliation(s)
- Mayumi Ito
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Makoto Yamaguchi
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Takayuki Katsuno
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Hironobu Nobata
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Shiho Iwagaitsu
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Hirokazu Sugiyama
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Hiroshi Kinashi
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Shogo Banno
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
| | - Masahiko Ando
- Data Coordinating Center, Department of Advanced Medicine, Nagoya University Hospital, Nagoya, Japan
| | - Yoko Kubo
- Department of Preventive Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Takuji Ishimoto
- Department of Nephrology and Renal Replacement Therapy, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yasuhiko Ito
- Department of Nephrology and Rheumatology, Aichi Medical University, Nagakute, Japan
- * E-mail:
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Jan YT, Tsai PS, Longenecker CT, Lin DC, Yun CH, Sung KT, Liu CC, Kuo JY, Hung CL, Wu TH, Lin JL, Hou CJY, Tsai CT, Chien CY, So A. Thoracic Aortic Calcification and Pre-Clinical Hypertension by New 2017 ACC/AHA Hypertension Guidelines. Diagnostics (Basel) 2021; 11:diagnostics11061027. [PMID: 34205037 PMCID: PMC8226485 DOI: 10.3390/diagnostics11061027] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 05/06/2021] [Accepted: 05/31/2021] [Indexed: 01/19/2023] Open
Abstract
The recently revised 2017 American College of Cardiology/American Heart Association (ACC/AHA) hypertension (HTN) guidelines employ a lower blood pressure threshold to define HTN, aiming for earlier prevention of HTN-related cardiovascular diseases (CVD). Thoracic aortic calcification (TAC), a new surrogate marker of aging and aortic medial layer degeneration, and different stages of HTN, according to the 2017 ACC/AHA HTN guidelines, remain unknown. We classified 3022 consecutive asymptomatic individuals enrolled into four HTN categories using the revised 2017 ACC/AHA guidelines: normal blood pressure (NBP), elevated blood pressure (EBP), and stage 1 (S1) and stage 2 (S2) HTN. The coronary artery calcification score and TAC metrics (total Agaston TAC score, total plaque volume (mm3), and mean density (Hounsfield units, HU)) were measured using multi-detector computed tomography. Compared to NBP, a graded and significant increase in the TAC metrics was observed starting from EBP and S1 and S2 HTN, using the new 2017 ACC/AHA guidelines (NBP as reference; all trends: p < 0.001). These differences remained consistent after being fully adjusted. Older age (>50 years), S1 and S2 HTN, prevalent diabetes, and chronic kidney disease (<60 mL/min/1.73 m2) are all independently contributing factors to higher TAC risk using multivariate stepwise logistic regressions (all p ≤ 0.001). The optimal cutoff values of systolic blood pressure, diastolic blood pressure, and pulse pressure were 121, 74, and 45 mmHg, respectively, for the presence of TAC after excluding subjects with known CVD and ongoing HTN medication treatment. Our data showed that the presence of TAC starts at a stage of elevated blood pressure not categorized as HTN from the updated 2017 ACC/AHA hypertension guidelines.
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Affiliation(s)
- Ya-Ting Jan
- Department of Biomedical Imaging and Radiological Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (Y.-T.J.); (P.-S.T.); (K.-T.S.)
- Department of Radiology, MacKay Memorial Hospital, Taipei 104, Taiwan;
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Mackay Junior College of Medicine, Nursing and Management, New Taipei City 112, Taiwan
| | - Pei-Shan Tsai
- Department of Biomedical Imaging and Radiological Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (Y.-T.J.); (P.-S.T.); (K.-T.S.)
- Department of Radiology, MacKay Memorial Hospital, Taipei 104, Taiwan;
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Mackay Junior College of Medicine, Nursing and Management, New Taipei City 112, Taiwan
| | | | - Dao-Chen Lin
- Division of Endocrine and metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei 112, Taiwan;
- Department of Radiology, Taipei Veterans General Hospital, Taipei 112, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 112, Taiwan
| | - Chun-Ho Yun
- Department of Radiology, MacKay Memorial Hospital, Taipei 104, Taiwan;
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Mackay Junior College of Medicine, Nursing and Management, New Taipei City 112, Taiwan
| | - Kuo-Tzu Sung
- Department of Biomedical Imaging and Radiological Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (Y.-T.J.); (P.-S.T.); (K.-T.S.)
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Division of Cardiology, Department of Internal Medicine, MacKay Memorial Hospital, Taipei 104, Taiwan
| | - Chuan-Chuan Liu
- Graduate Institute of Health Care Organization Administration, College of Public Health National Taiwan University, Taipei 100, Taiwan;
- Health Evaluation Center, MacKay Memorial Hospital, Taipei 104, Taiwan
- Department of Medical Technology, Yuanpei University of Science and Technology, Hsin-Chu City 306, Taiwan
| | - Jen-Yuan Kuo
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Division of Cardiology, Department of Internal Medicine, MacKay Memorial Hospital, Taipei 104, Taiwan
| | - Chung-Lieh Hung
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Division of Cardiology, Department of Internal Medicine, MacKay Memorial Hospital, Taipei 104, Taiwan
- Graduate Institute of Health Care Organization Administration, College of Public Health National Taiwan University, Taipei 100, Taiwan;
| | - Tung-Hsin Wu
- Department of Biomedical Imaging and Radiological Sciences, National Yang Ming Chiao Tung University, Taipei 112, Taiwan; (Y.-T.J.); (P.-S.T.); (K.-T.S.)
- Correspondence: (T.-H.W.); (C.-Y.C.)
| | - Jiun-Lu Lin
- Division of Endocrinology and Metabolism, Department of Internal Medicine, MacKay Memorial Hospital, Taipei 104, Taiwan;
| | - Charles Jia-Yin Hou
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Division of Cardiology, Department of Internal Medicine, MacKay Memorial Hospital, Taipei 104, Taiwan
| | - Cheng-Ting Tsai
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Division of Cardiology, Department of Internal Medicine, MacKay Memorial Hospital, Taipei 104, Taiwan
| | - Chen-Yen Chien
- Department of Medicine, Mackay Medical College, New Taipei City 252, Taiwan; (J.-Y.K.); (C.-L.H.); (C.J.-Y.H.); (C.-T.T.)
- Mackay Junior College of Medicine, Nursing and Management, New Taipei City 112, Taiwan
- Division of Cardiovascular Surgery, Department of Surgery, MacKay Memorial Hospital, Taipei 104, Taiwan
- Correspondence: (T.-H.W.); (C.-Y.C.)
| | - Aaron So
- Imaging Program, Lawson Health Research Institute, London, ON N6C 2R5, Canada;
- Department of Medical Biophysics, University of Western Ontario, London, ON N6A 3K7, Canada
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Obisesan OH, Osei AD, Berman D, Dardari ZA, Uddin SMI, Dzaye O, Orimoloye OA, Budoff MJ, Miedema MD, Rumberger J, Mirbolouk M, Boakye E, Johansen MC, Rozanski A, Shaw LJ, Han D, Nasir K, Blaha MJ. Thoracic Aortic Calcium for the Prediction of Stroke Mortality (from the Coronary Artery Calcium Consortium). Am J Cardiol 2021; 148:16-21. [PMID: 33667445 PMCID: PMC8113160 DOI: 10.1016/j.amjcard.2021.02.038] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 02/15/2021] [Accepted: 02/23/2021] [Indexed: 12/12/2022]
Abstract
Thoracic aortic calcium(TAC) is an important marker of extracoronary atherosclerosis with established predictive value for all-cause mortality. We sought to explore the predictive value of TAC for stroke mortality, independent of the more established coronary artery calcium (CAC) score. The CAC Consortium is a retrospectively assembled database of 66,636 patients aged ≥18 years with no previous history of cardiovascular disease, baseline CAC scans for risk stratification, and follow-up for 12 ± 4 years. CAC scans capture the adjacent thoracic aorta, enabling assessment of TAC from the same images. TAC was available in 41,066 (62%), and was primarily analyzed as present or not present. To account for competing risks for nonstroke death, we utilized multivariable-adjusted Fine and Gray competing risk regression models adjusted for traditional cardiovascular risk factors and CAC score. The mean age of participants was 53.8 ± 10.3 years, with 34.4% female. There were 110 stroke deaths during follow-up. The unadjusted subdistribution hazard ratio (SHR) for stroke mortality in those who had TAC present compared with those who did not was 8.80 (95% confidence interval [CI]: 5.97, 12.98). After adjusting for traditional risk factors and CAC score, the SHR was 2.21 (95% CI:1.39,3.49). In sex-stratified analyses, the fully adjusted SHR for females was 3.42 (95% CI: 1.74, 6.73) while for males it was 1.55 (95% CI: 0.83, 2.90). TAC was associated with stroke mortality independent of CAC and traditional risk factors, more so in women. The presence of TAC appears to be an independent risk marker for stroke mortality.
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Affiliation(s)
| | - Albert D Osei
- Medstar Union Memorial Hospital, Baltimore, Maryland
| | | | - Zeina A Dardari
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Omar Dzaye
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Matthew J Budoff
- Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Los Angeles, California
| | | | | | | | - Ellen Boakye
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Alan Rozanski
- Division of Cardiology, Mount Sinai St. Luke's Hospital, New York
| | | | - Donghee Han
- Department of Imaging, Cedars-Sinai Medical Center, Los Angeles, California
| | | | - Michael J Blaha
- Johns Hopkins University School of Medicine, Baltimore, Maryland.
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Osorio-Yáñez C, Sanchez-Guerra M, Cardenas A, Lin PID, Hauser R, Gold DR, Kleinman KP, Hivert MF, Fleisch AF, Calafat AM, Webster TF, Horton ES, Oken E. Per- and polyfluoroalkyl substances and calcifications of the coronary and aortic arteries in adults with prediabetes: Results from the diabetes prevention program outcomes study. ENVIRONMENT INTERNATIONAL 2021; 151:106446. [PMID: 33631604 PMCID: PMC8721596 DOI: 10.1016/j.envint.2021.106446] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 01/31/2021] [Accepted: 02/03/2021] [Indexed: 05/28/2023]
Abstract
BACKGROUND Per- and polyfluoroalkyl substances (PFAS) are endocrine disrupting chemicals that have been associated with cardiovascular risk factors including elevated body weight and hypercholesterolemia. Therefore, PFAS may contribute to the development of atherosclerosis and cardiovascular disease (CVD). However, no previous study has evaluated associations between PFAS exposure and arterial calcification. METHODS AND RESULTS This study used data from 666 prediabetic adults enrolled in the Diabetes Prevention Program trial who had six PFAS quantified in plasma at baseline and two years after randomization, as well as measurements of coronary artery calcium (CAC) and ascending (AsAC) and descending (DAC) thoracic aortic calcification 13-14 years after baseline. We performed multinomial regression to test associations between PFAS and CAC categorized according to Agatston score [low (<10), moderate (11-400) and severe (>400)]. We used logistic regression to assess associations between PFAS and presence of AsAC and DAC. We adjusted models for baseline sex, age, BMI, race/ethnicity, cigarette smoking, education, treatment assignment (placebo or lifestyle intervention), and statin use. PFAS concentrations were similar to national means; 53.9% of participants had CAC > 11, 7.7% had AsAC, and 42.6% had DAC. Each doubling of the mean sum of plasma concentrations of linear and branched isomers of perfluorooctane sulfonic acid (PFOS) was associated with 1.49-fold greater odds (95% CI: 1.01, 2.21) of severe versus low CAC. This association was driven mainly by the linear (n-PFOS) isomer [1.54 (95% CI: 1.05, 2.25) greater odds of severe versus low CAC]. Each doubling of mean plasma N-ethyl-perfluorooctane sulfonamido acetic acid concentration was associated with greater odds of CAC in a dose-dependent manner [OR = 1.26 (95% CI:1.08, 1.47) for moderate CAC and OR = 1.37 (95% CI:1.07, 1.74) for severe CAC, compared to low CAC)]. Mean plasma PFOS and n-PFOS were also associated with greater odds of AsAC [OR = 1.67 (95% CI:1.10, 2.54) and OR = 1.70 (95% CI:1.13, 2.56), respectively], but not DAC. Other PFAS were not associated with outcomes. CONCLUSIONS Prediabetic adults with higher plasma concentrations of select PFAS had higher risk of coronary and thoracic aorta calcification. PFAS exposure may be a risk factor for adverse cardiovascular health among high-risk populations.
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Affiliation(s)
- Citlalli Osorio-Yáñez
- Instituto de Investigaciones Biomédicas, Universidad Nacional Autonoma de Mexico, Ciudad de Mexico, Mexico.
| | - Marco Sanchez-Guerra
- Department of Developmental Neurobiology, National Institute of Perinatology, Mexico City, Mexico.
| | - Andres Cardenas
- Division of Environmental Health Sciences, School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Pi-I D Lin
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Russ Hauser
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Diane R Gold
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Ken P Kleinman
- Department of Biostatistics, School of Public Health and Human Sciences, University of Massachusetts Amherst, Amherst, MA, USA
| | - Marie-France Hivert
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Abby F Fleisch
- Pediatric Endocrinology and Diabetes, Maine Medical Center, Portland, ME, USA; Center for Outcomes Research and Evaluation, Maine Medical Center Research Institute, Portland, ME, USA
| | - Antonia M Calafat
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Thomas F Webster
- Department of Environmental Health, Boston University School of Public Health, Boston, MA, USA
| | - Edward S Horton
- Joslin Diabetes Center, Harvard Medical School, Boston, MA, USA
| | - Emily Oken
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
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de Vos BD, Lessmann N, de Jong PA, Išgum I. Deep Learning-Quantified Calcium Scores for Automatic Cardiovascular Mortality Prediction at Lung Screening Low-Dose CT. Radiol Cardiothorac Imaging 2021; 3:e190219. [PMID: 33969304 DOI: 10.1148/ryct.2021190219] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 01/05/2021] [Accepted: 01/20/2021] [Indexed: 01/06/2023]
Abstract
Purpose To examine the prognostic value of location-specific arterial calcification quantities at lung screening low-dose CT for the prediction of cardiovascular disease (CVD) mortality. Materials and Methods This retrospective study included 5564 participants who underwent low-dose CT from the National Lung Screening Trial between August 2002 and April 2004, who were followed until December 2009. A deep learning network was trained to quantify six types of vascular calcification: thoracic aorta calcification (TAC); aortic and mitral valve calcification; and coronary artery calcification (CAC) of the left main, the left anterior descending, and the right coronary artery. TAC and CAC were determined in six evenly distributed slabs spatially aligned among chest CT images. CVD mortality prediction was performed with multivariable logistic regression using least absolute shrinkage and selection operator. The methods were compared with semiautomatic baseline prediction using self-reported participant characteristics, such as age, history of smoking, and history of illness. Statistical significance between the prediction models was tested using the nonparametric DeLong test. Results The prediction model was trained with data from 4451 participants (median age, 61 years; 37.9% women) and then tested on data from 1113 participants (median age, 61 years; 37.9% women). The prediction model using calcium scores achieved a C statistic of 0.74 (95% CI: 0.69, 0.79), and it outperformed the baseline model using only participant characteristics (C statistic, 0.69; P = .049). Best results were obtained when combining all variables (C statistic, 0.76; P < .001). Conclusion Five-year CVD mortality prediction using automatically extracted image-based features is feasible at lung screening low-dose CT.© RSNA, 2021.
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Affiliation(s)
- Bob D de Vos
- Department of Biomedical Engineering and Physics (B.D.d.V., I.I.), Cardiovascular Institute (B.D.d.V., I.I.), and Department of Radiology and Nuclear Medicine (I.I.), Amsterdam University Medical Center, Meibergdreef 9, Amsterdam, the Netherlands; and Image Sciences Institute (B.D.d.V., N.L., I.I.) and Department of Radiology (P.A.d.J., I.I.), University Medical Center Utrecht, Utrecht, the Netherlands
| | - Nikolas Lessmann
- Department of Biomedical Engineering and Physics (B.D.d.V., I.I.), Cardiovascular Institute (B.D.d.V., I.I.), and Department of Radiology and Nuclear Medicine (I.I.), Amsterdam University Medical Center, Meibergdreef 9, Amsterdam, the Netherlands; and Image Sciences Institute (B.D.d.V., N.L., I.I.) and Department of Radiology (P.A.d.J., I.I.), University Medical Center Utrecht, Utrecht, the Netherlands
| | - Pim A de Jong
- Department of Biomedical Engineering and Physics (B.D.d.V., I.I.), Cardiovascular Institute (B.D.d.V., I.I.), and Department of Radiology and Nuclear Medicine (I.I.), Amsterdam University Medical Center, Meibergdreef 9, Amsterdam, the Netherlands; and Image Sciences Institute (B.D.d.V., N.L., I.I.) and Department of Radiology (P.A.d.J., I.I.), University Medical Center Utrecht, Utrecht, the Netherlands
| | - Ivana Išgum
- Department of Biomedical Engineering and Physics (B.D.d.V., I.I.), Cardiovascular Institute (B.D.d.V., I.I.), and Department of Radiology and Nuclear Medicine (I.I.), Amsterdam University Medical Center, Meibergdreef 9, Amsterdam, the Netherlands; and Image Sciences Institute (B.D.d.V., N.L., I.I.) and Department of Radiology (P.A.d.J., I.I.), University Medical Center Utrecht, Utrecht, the Netherlands
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Immohr MB, Sugimura Y, Kröpil P, Aubin H, Minol JP, Albert A, Boeken U, Lichtenberg A, Akhyari P. Impact of standardized computed tomographic angiography for minimally invasive mitral and tricuspid valve surgery. J Cardiothorac Surg 2021; 16:34. [PMID: 33743765 PMCID: PMC7981880 DOI: 10.1186/s13019-021-01400-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 03/08/2021] [Indexed: 11/25/2022] Open
Abstract
Background Femoral cannulation for extracorporeal circulation (ECC) is a standard procedure for minimally invasive cardiac surgery (MICS) of the atrio-ventricular valves. Vascular pathologies may cause serious complications. Preoperative computed tomography-angiography (CT-A) of the aorta, axillary and iliac arteries was implemented at our department. Methods Between July 2017 and December 2018 all MICS were retrospectively reviewed (n = 143), and divided into 3 groups. Results In patients without CT (n = 45, 31.5%) ECC was applied via femoral arteries (91.1% right, 8.9% left). Vascular related complications (dissection, stroke, coronary and visceral ischemia, related in-hospital death) occurred in 3 patients (6.7%). In patients with non-contrast CT (n = 35, 24.5%) only femoral cannulation was applied (94.3% right) with complications in 4 patients (11.4%). CT-angiography (n = 63, 44.1%) identified 12 patients (19.0%) with vulnerable plaques, 7 patients (11.1%) with kinking of iliac vessels, 41 patients (65.1%) with multiple calcified plaques and 5 patients (7.9%) with small femoral artery diameter (d ≤ 6 mm). In 7 patients (11.1%) pathologic findings led to alternative cannulation via right axillary artery, additional 4 patients (6.3%) were cannulated via left femoral artery. Only 2 patients (3.2%) suffered from complications. Conclusions CT-A identifies vascular pathologies otherwise undetectable in routine preoperative preparation. A standardized imaging protocol may help to customize the operative strategy.
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Affiliation(s)
- Moritz B Immohr
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
| | - Yukiharu Sugimura
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
| | - Patric Kröpil
- Department of Radiology, BG Klinikum Duisburg, Großenbaumer Allee 250, 47249, Duisburg, Germany
| | - Hug Aubin
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
| | - Jan-Philipp Minol
- Department of Vascular and Endovascular Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
| | - Alexander Albert
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
| | - Udo Boeken
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
| | - Artur Lichtenberg
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany.
| | - Payam Akhyari
- Department of Cardiac Surgery, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Moorenstr. 5, 40225, Düsseldorf, Germany
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Nakamizo T, Cologne J, Cordova K, Yamada M, Takahashi T, Misumi M, Fujiwara S, Matsumoto M, Kihara Y, Hida A, Ohishi W. Radiation effects on atherosclerosis in atomic bomb survivors: a cross-sectional study using structural equation modeling. Eur J Epidemiol 2021; 36:401-414. [PMID: 33742296 PMCID: PMC8076141 DOI: 10.1007/s10654-021-00731-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Accepted: 02/10/2021] [Indexed: 12/24/2022]
Abstract
Past reports indicated that total-body irradiation at low to moderate doses could be responsible for cardiovascular disease risks, but the mechanism remains unclear. The purpose of this study was to investigate the association between radiation exposure and atherosclerosis, an underlying pathology of cardiovascular diseases, in the Japanese atomic bomb survivors. We performed a cross-sectional study measuring 14 clinical-physiological atherosclerosis indicators during clinical exams from 2010 to 2014 in 3274 participants of the Adult Health Study cohort. Multivariable analyses were performed by using a structural equation model with latent factors representing underlying atherosclerotic pathologies: (1) arterial stiffness, (2) calcification, and (3) plaque as measured with indicators chosen a priori on the basis of clinical-physiological knowledge. Radiation was linearly associated with calcification (standardized coefficient per Gy 0.15, 95 % confidence interval: CI [0.070, 0.23]) and plaque (0.11, 95 % CI [0.029, 0.20]), small associations that were comparable to about 2 years of aging per Gy of radiation exposure, but not with arterial stiffness (0.036, 95 % CI [− 0.025, 0.095]). The model fitted better and had narrower confidence intervals than separate ordinary regression models explaining individual indicators independently. The associations were less evident when the dose range was restricted to a maximum of 2 or 1 Gy. By combining individual clinical-physiological indicators that are correlated because of common, underlying atherosclerotic pathologies, we found a small, but significant association of radiation with atherosclerosis.
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Affiliation(s)
- Tomoki Nakamizo
- Department of Clinical Studies, Radiation Effects Research Foundation (RERF), Nagasaki, Japan.
| | - John Cologne
- Department of Statistics, RERF, Hiroshima, Japan
| | | | | | - Tetsuya Takahashi
- Faculty of Rehabilitation, Hiroshima International University, Hiroshima, Japan
| | | | - Saeko Fujiwara
- Department of Clinical Studies, RERF, Hiroshima, Japan.,Faculty of Pharmacy, Yasuda Women's University, Hiroshima, Japan
| | - Masayasu Matsumoto
- Department of Clinical Neuroscience and Therapeutics, Hiroshima University, Hiroshima, Japan.,Department of Neurology, Sakai City Medical Center, Osaka, Japan
| | - Yasuki Kihara
- Department of Clinical Studies, RERF, Hiroshima, Japan.,Department of Cardiovascular Medicine, Hiroshima University, Hiroshima, Japan.,Kobe City Medical Center General Hospital, Hyogo, Japan
| | - Ayumi Hida
- Department of Clinical Studies, Radiation Effects Research Foundation (RERF), Nagasaki, Japan
| | - Waka Ohishi
- Department of Clinical Studies, RERF, Hiroshima, Japan
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47
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Garg PK, Guan W, Karger AB, Steffen BT, Budoff M, Tsai MY. Lipoprotein (a) and risk for calcification of the coronary arteries, mitral valve, and thoracic aorta: The Multi-Ethnic Study of Atherosclerosis. J Cardiovasc Comput Tomogr 2021; 15:154-160. [PMID: 32620506 PMCID: PMC7750253 DOI: 10.1016/j.jcct.2020.06.002] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 06/01/2020] [Indexed: 12/19/2022]
Abstract
BACKGROUND Lipoprotein (a) [Lp(a)] is a risk factor for coronary heart disease and calcific aortic valve disease. We determined the relationships of Lp(a) with prevalence and progression of coronary artery calcification (CAC), mitral annular calcification (MAC), and thoracic aortic calcification (TAC) in a multi-ethnic cohort of middle to older-aged adults. METHODS This analysis included 6705 Multi-Ethnic Study of Atherosclerosis participants. Lp(a) was measured with a turbidimetric immunoassay. CAC, MAC, and TAC were assessed by cardiac computed tomography both at baseline and once during follow-up. RESULTS In adjusted relative risk regression cross-sectional analysis, a Lp(a) level ≥50 mg/dL was associated with a 22% higher prevalence of MAC (relative risk (RR) = 1.22, 95% confidence interval (CI) 1.00, 1.49). No significant associations were observed for prevalent CAC or TAC. In adjusted prospective analyses, participants with Lp(a) ≥50 mg/dL were at significantly higher risk for rapid CAC progression (median follow-up = 8.9 years), defined as ≥100 units/year, compared to those with lower Lp(a) levels (RR = 1.67, 95% CI = 1.23, 2.27). The association between higher Lp(a) levels and incident CHD was no longer significant after adjusting for CAC progression. No significant associations were observed for MAC or TAC progression (median follow-up = 2.6 years). CONCLUSIONS Higher Lp(a) levels are associated with more rapid CAC progression. Additional study is needed to better understand how this relationship can further improve the ability of Lp(a) to enhance cardiovascular disease risk prediction.
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Affiliation(s)
- Parveen K Garg
- Division of Cardiology, University of Southern California Keck School of Medicine, Los Angeles, CA, USA.
| | - Weihua Guan
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Amy B Karger
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Brian T Steffen
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Matthew Budoff
- Los Angeles Biomedical Research Institute, Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Michael Y Tsai
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
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48
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Yip R, Jirapatnakul A, Hu M, Chen X, Han D, Ma T, Zhu Y, Salvatore MM, Margolies LR, Yankelevitz DF, Henschke CI. Added benefits of early detection of other diseases on low-dose CT screening. Transl Lung Cancer Res 2021; 10:1141-1153. [PMID: 33718052 PMCID: PMC7947380 DOI: 10.21037/tlcr-20-746] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Low-dose CT screening for lung cancer provides images of the entire chest and upper abdomen. While the focus of screening is on finding early lung cancer, radiology leadership has embraced the fact that the information contained in the images presents a new challenge to the radiology profession. Other findings in the chest and upper abdomen were not the reason for obtaining the screening CT scan, nor symptom-prompted, but still need to be reported. Reporting these findings and making recommendations for further workup requires careful consideration to avoid unnecessary workup or interventions while still maximizing the benefit that early identification of these other diseases provided. Other potential findings, such as cardiovascular disease and chronic pulmonary obstructive diseases actually cause more deaths than lung cancer. Existing recommendations for workup of abnormal CT findings are based on symptom-prompted indications for imaging. These recommendations may be different when the abnormalities are identified in asymptomatic people undergoing CT screening for lung cancer. I-ELCAP, a large prospectively collected multi-institutional and multi-national database of screenings, was used to analyze CT findings identified in screening for lung cancer. These analyses and recommendations were made by radiologists in collaboration with clinicians in different medical specialties.
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Affiliation(s)
- Rowena Yip
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Artit Jirapatnakul
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Minxia Hu
- Department of Diagnostic Ultrasound, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Xiangmeng Chen
- Department of Radiology, Jiangmen Central Hospital, Jiangmen, China
| | - Dan Han
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Xicheng District, Beijing, China
| | - Teng Ma
- Department of Radiology, Tong Ren Hospital, Capital Medical University, Beijing, China
| | - Yeqing Zhu
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mary M Salvatore
- Department of Radiology, Columbia University Medical Center, New York, NY, USA
| | - Laurie R Margolies
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - David F Yankelevitz
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Claudia I Henschke
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Fashanu OE, Upadhrasta S, Zhao D, Budoff MJ, Pandey A, Lima JA, Michos ED. Effect of Progression of Valvular Calcification on Left Ventricular Structure and Frequency of Incident Heart Failure (from the Multiethnic Study of Atherosclerosis). Am J Cardiol 2020; 134:99-107. [PMID: 32917344 DOI: 10.1016/j.amjcard.2020.08.017] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Revised: 08/02/2020] [Accepted: 08/04/2020] [Indexed: 01/06/2023]
Abstract
Heart failure (HF) is a leading cause of morbidity. Strategies for preventing HF are paramount. Prevalent extracoronary calcification is associated with HF risk but less is known about progression of mitral annular (MAC) and aortic valve calcification (AVC) and HF risk. Progression of valvular calcification (VC) [interval change of >0 units/yr] was assessed by 2 cardiac computed tomography scans over a median of 2.4 years. We used Cox regression to determine the risk of adjudicated HF and linear mixed effects models to determine 10-year change in left ventricular (LV) parameters measured by cardiac magnetic resonance imaging associated with VC progression. We studied 5,591 MESA participants free of baseline cardiovascular disease. Mean ± SD age was 62 ± 10 years; 53% women; 83% had no VC progression, 15% progressed at 1 site (AVC or MAC) and 3% at both sites. There were 251 incident HF over 15 years. After adjusting for cardiovascular risk factors, the hazard ratios (95% confidence interval) of HF associated with VC progression at 1 and 2 sites were 1.62 (1.21 to 2.17) and 1.88 (1.14 to 3.09), respectively, compared with no progression (p-for-trend <0.001). Hazard ratios were higher for HFpEF (2.52 [1.63 to 3.90] and 2.49 [1.19 to 5.25]) but nonsignificant for HFrEF. Both AVC (1.61 [1.19 to 2.19]) and MAC (1.50 [1.09 to 2.07]) progression were associated with HF. VC was associated with worsening of some LV parameters over 10 years. In conclusion, VC progression was associated with increased risk of HF and change in LV function. Interventions targeted at reducing VC progression may also impact HF risk, particularly HFpEF.
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50
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Głowacki J, Krysiński M, Czaja-Ziółkowska M, Wasilewski J. Machine Learning-based Algorithm Enables the Exclusion of Obstructive Coronary Artery Disease in the Patients Who Underwent Coronary Artery Calcium Scoring. Acad Radiol 2020; 27:1416-1421. [PMID: 31839566 DOI: 10.1016/j.acra.2019.11.016] [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: 09/10/2019] [Revised: 10/09/2019] [Accepted: 11/20/2019] [Indexed: 12/11/2022]
Abstract
RATIONALE AND OBJECTIVES An application of artificial intelligence to screen for obstructive coronary artery disease (CAD) after coronary artery calcium scoring (CACS) test. MATERIALS AND METHODS As an initial step we analyzed a group of 435 patients (23% male, mean age 61 ± 10) with low to moderate probability of CAD, who underwent clinically indicated CACS and coronary computed tomography angiography. Based on those data we elaborated a gradient boosting machine (GBM) model for prediction of obstructive CAD. Later the model was evaluated on a control group of 126 consecutive patients (31% male, mean age 59 ± 10). RESULTS Stratified 10-fold cross-validation performed on the group of 435 patients demonstrated the GBM model's sensitivity at 100 ± 0% and specificity at 69.8 ± 3.6%, while the outcomes (confusion matrix) of a clinical application on the group of 126 patients were: 73 true negative, 0 false negative, 20 true positive, and 33 false positive. CONCLUSION The GBM algorithm showcased a considerably high discriminatory power for excluding the presence of obstructive CAD, with negative predictive value and positive predictive value of 100% and 38%, respectively.
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