1
|
Rose SJ, Hartnett J, Estep ZJ, Ameen D, Karki S, Schuster E, Newman RB, Hsi DH. Measurement of breast artery calcification using an artificial intelligence detection model and its association with major adverse cardiovascular events. PLOS DIGITAL HEALTH 2024; 3:e0000698. [PMID: 39715147 DOI: 10.1371/journal.pdig.0000698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 11/10/2024] [Indexed: 12/25/2024]
Abstract
Breast artery calcification (BAC) obtained from standard mammographic images is currently under evaluation to stratify risk of major adverse cardiovascular events in women. Measuring BAC using artificial intelligence (AI) technology, we aimed to determine the relationship between BAC and coronary artery calcification (CAC) severity with Major Adverse Cardiac Events (MACE). This retrospective study included women who underwent chest computed tomography (CT) within one year of mammography. T-test assessed the associations between MACE and variables of interest (BAC versus MACE, CAC versus MACE). Risk differences were calculated to capture the difference in observed risk and reference groups. Chi-square tests and/or Fisher's exact tests were performed to assess age and ASCVD risk with MACE and to assess BAC and CAC association with atherosclerotic cardiovascular disease (ASCVD) risk as a secondary outcome. A logistic regression model was conducted to measure the odds ratio between explanatory variables (BAC and CAC) and the outcome variables (MACE). Out of the 99 patients included in the analysis, 49 patients (49.49%) were BAC positive, with 37 patients (37.37%) CAC positive, and 26 patients (26.26%) had MACE. One unit increase in BAC score resulted in a 6% increased odds of having a moderate to high ASCVD risk >7.5% (p = 0.01) and 2% increased odds of having MACE (p = 0.005). The odds of having a moderate-high ASCVD risk score in BAC positive patients was higher (OR = 4.27, 95% CI 1.58-11.56) than CAC positive (OR = 4.05, 95% CI 1.36-12.06) patients. In this study population, the presence of BAC is associated with MACE and useful in corroborating ASCVD risk. Our results provide evidence to support the potential utilization of AI generated BAC measurements from standard of care mammograms in addition to the widely adopted ASCVD and CAC scores, to identify and risk-stratify women who are at increased risk of CVD and may benefit from targeted prevention measures.
Collapse
Affiliation(s)
- Suzanne J Rose
- Department of Research and Discovery, Stamford Hospital, Stamford, Connecticut, United States of America
| | | | - Zachary J Estep
- Sidney Kimmel Medical College at Thomas Jefferson University/Deborah Heart and Lung Center, Browns Mills, New Jersey, United States of America
| | - Daniyal Ameen
- Department of Internal Medicine, Yale New Haven Health/Bridgeport Hospital, Bridgeport, Connecticut, United States of America
| | - Shweta Karki
- Department of Research and Discovery, Stamford Hospital, Stamford, Connecticut, United States of America
| | - Edward Schuster
- Stamford Health Medical Group, Stamford, Connecticut, United States of America
| | - Rebecca B Newman
- Department of Internal Medicine, Stamford Hospital, Stamford, Connecticut, United States of America
| | - David H Hsi
- Heart and Vascular Institute, Stamford Hospital, Stamford, Connecticut, United States of America
| |
Collapse
|
2
|
Koziol KJ, Frishman WH. Incidental Breast Arterial Calcifications and Assessment of Coronary Artery Disease Risk: A Review and Recommendation. Cardiol Rev 2024; 32:519-527. [PMID: 37351622 DOI: 10.1097/crd.0000000000000567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/24/2023]
Abstract
Coronary artery disease (CAD) continues to be the leading cause of morbidity and mortality in women, contributing to about 20%, or nearly 400,000, of female deaths annually in the United States. Despite their significant burden from CAD, women have been traditionally underrepresented in trials, and therefore, there is still much to be studied regarding the sex-based variations that have been reported regarding the pathophysiology, clinical presentation, efficacy of diagnostic workup, and response to therapy in CAD. Previous studies have reported that breast arterial calcifications, commonly found incidentally on screening mammography, may be associated with risk of CAD; however, there are currently no specific guidelines concerning reporting and quantification practices, as well as further workup recommendations for patients who are found to have vascular calcifications. Thus, the question remains whether breast arterial calcifications can serve as a sex-specific marker for CAD, and whether there is enough evidence to support the use of mammography as a screening tool for CAD in women. In this review, we will summarize the current understanding of cardiovascular disease in women, the existing literature regarding breast arterial calcifications and current reporting practices, and the association of vascular calcifications with CAD risk; based on the collected evidence, we will make a recommendation whether screening mammography and breast arterial calcifications should be used to assess CAD risk, and if so, what additional workup, if any, we recommend in women found to have breast arterial calcifications on imaging.
Collapse
Affiliation(s)
- Klaudia J Koziol
- From the New York Medical College, School of Medicine, Valhalla, NY
- New York University Grossman School of Medicine, New York, NY
| | - William H Frishman
- From the New York Medical College, School of Medicine, Valhalla, NY
- Department of Cardiology, Westchester Medical Center, New York Medical College, Valhalla, NY
| |
Collapse
|
3
|
Roshan MP, Cury RC, Lampen-Sachar K. Assessing cardiovascular risk with mammography and non-contrast chest CT: A review of the literature and clinical implications. Clin Imaging 2023; 103:109983. [PMID: 37716018 DOI: 10.1016/j.clinimag.2023.109983] [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: 06/21/2023] [Revised: 09/04/2023] [Accepted: 09/05/2023] [Indexed: 09/18/2023]
Abstract
Coronary artery disease (CAD) is the leading cause of mortality and disability globally. In the United States, about 7.2% of adults aged 20 and older are affected by CAD. However, due to its progression over decades, CAD is often undetected and unnoticed until plaque ruptures. This leads to partial or complete artery blockage, resulting in myocardial infarction. Thus, new screening methods for early detection of CAD are needed to prevent and minimize the morbidity and mortality from CAD. Vascular calcifications seen on mammography and non-contrast chest CT (NCCT) can be used for the early detection of CAD and are an accurate predictor of cardiovascular risk. This paper aims to review the basic epidemiology, pathophysiology, imaging findings, and correlation of long-term cardiovascular outcomes with vascular calcifications on mammography and NCCT.
Collapse
Affiliation(s)
- Mona P Roshan
- Herbert Wertheim College of Medicine, Florida International University Miami, FL 33199, USA
| | - Ricardo C Cury
- Herbert Wertheim College of Medicine, Florida International University Miami, FL 33199, USA; Baptist Health of South Florida and Radiology Associates of South Florida, Miami, FL 33176, USA
| | - Katharine Lampen-Sachar
- Herbert Wertheim College of Medicine, Florida International University Miami, FL 33199, USA; Baptist Health of South Florida and Radiology Associates of South Florida, Miami, FL 33176, USA.
| |
Collapse
|
4
|
Relationship between Arterial Calcifications on Mammograms and Cardiovascular Events: A Twenty-Three Year Follow-Up Retrospective Cohort Study. Biomedicines 2022; 10:biomedicines10123227. [PMID: 36551983 PMCID: PMC9776346 DOI: 10.3390/biomedicines10123227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 12/05/2022] [Accepted: 12/07/2022] [Indexed: 12/14/2022] Open
Abstract
PURPOSE Breast arterial calcifications (BAC) have been associated with cardiovascular diseases. We aimed to examine whether the presence of BAC could predict the development of cardiovascular events in the very long term, as evidence has suggested. PATIENTS AND METHODS We conducted a 23-year follow-up retrospective cohort study considering women specifically studied for breast cancer. After reviewing the mammograms of 1759 women, we selected 128 patients with BAC and an equal number of women without BAC. RESULTS Women with BAC had higher relative risk (RR) for cardiovascular events, globally 1.66 (95% CI): 1.31-2.10 vs. 0.53 (0.39-0.72), and individually for ischemic heart disease 3.25 (1.53-6.90) vs. 0.85 (0.77-0.94), hypertensive heart disease 2.85 (1.59-5.09) vs. 0.79 (0.69-0.89), valvular heart disease 2.19 (1.28-3.75) vs. 0.83 (0.73-0.94), congestive heart failure 2.06 (1.19-3.56) vs. 0.85 (0.75-0.96), peripheral vascular disease 2.8 (1.42-5.52) vs. 0.85 (0.76-0.94), atrial fibrillation 1.83 (1.09-3.08) vs. 0.86 (0.76-0.98), and lacunar infarction 2.23 (1.21-4.09) vs. 0.86 (0.77-0.96). Cox's multivariate analysis, also considering classical risk factors, indicated that this BAC was significantly and independently associated with survival (both cardiovascular event-free and specific survival; 1.94 (1.38-2.73) and 6.6 (2.4-18.4)). CONCLUSIONS Our data confirm the strong association of BAC on mammograms and the development cardiovascular events, but also evidence the association of BAC with cardiovascular event-free and specific survival.
Collapse
|
5
|
Relationship between breast arterial calcification and coronary artery disease by invasive coronary angiography in postmenopausal women. Eur J Radiol 2022; 157:110606. [DOI: 10.1016/j.ejrad.2022.110606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Revised: 10/01/2022] [Accepted: 11/08/2022] [Indexed: 11/15/2022]
|
6
|
Montgomery GH, Schnur JB, Erblich J, Narula J, Benck K, Margolies L. Breast Arterial Calcification Rates in a Diverse, Urban Group of Screening Mammography Patients. Ann Epidemiol 2022; 75:16-20. [PMID: 36031094 DOI: 10.1016/j.annepidem.2022.08.040] [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: 02/08/2022] [Revised: 07/29/2022] [Accepted: 08/11/2022] [Indexed: 11/01/2022]
Abstract
PURPOSE Breast arterial calcifications (BAC), detected by digital mammography are a potential marker of coronary artery disease (CAD). Past BAC research has been limited by having primarily racially and ethnically homogeneous samples, samples at higher risk for CAD, and neglecting to explore the influence of women's health factors. The purpose of this study was to evaluate the prevalence of, and factors associated with, BAC in an ethnically and racially diverse group. METHODS We conducted a retrospective chart review on 17,237 screening mammography patients. Mammography results and patient responses to a demographic and medical history questionnaire were abstracted. Logistic regression was used. RESULTS BAC prevalence was 12.3%. Age was a significant risk factor, with the odds of BAC approximately doubling every decade. Age-adjusted analyses showed: 1) higher BAC prevalence among Hispanic, Black, and Ashkenazi women; 2) lower BAC prevalence among nulliparous and pre-menopausal women, those with dense breasts and breast implants, and those currently using HRT; and 3) no association between BAC prevalence and BMI or age at menarche. CONCLUSIONS BAC prevalence differs according to age, ethnicity, race, women's health, and breast-specific factors. Communication of BAC information in clinical settings could potentially prompt women to engage in preventive care.
Collapse
Affiliation(s)
- Guy H Montgomery
- Center for Behavioral Oncology, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
| | - Julie B Schnur
- Center for Behavioral Oncology, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Joel Erblich
- Center for Behavioral Oncology, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Psychology, Hunter College, City University of New York, New York, New York, USA
| | - Jagat Narula
- Department of Medicine, Cardiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Kelley Benck
- University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Laurie Margolies
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| |
Collapse
|