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Maayah M, Grubman S, Allen S, Ye Z, Park DY, Vemmou E, Gokhan I, Sun WW, Possick S, Kwan JM, Gandhi PU, Hu JR. Clinical Interpretation of Serum Troponin in the Era of High-Sensitivity Testing. Diagnostics (Basel) 2024; 14:503. [PMID: 38472975 DOI: 10.3390/diagnostics14050503] [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: 01/01/2024] [Revised: 02/03/2024] [Accepted: 02/05/2024] [Indexed: 03/14/2024] Open
Abstract
Cardiac troponin (Tn) plays a central role in the evaluation of patients with angina presenting with acute coronary syndrome. The advent of high-sensitivity assays has improved the analytic sensitivity and precision of serum Tn measurement, but this advancement has come at the cost of poorer specificity. The role of clinical judgment is of heightened importance because, more so than ever, the interpretation of serum Tn elevation hinges on the careful integration of findings from electrocardiographic, echocardiographic, physical exam, interview, and other imaging and laboratory data to formulate a weighted differential diagnosis. A thorough understanding of the epidemiology, mechanisms, and prognostic implications of Tn elevations in each cardiac and non-cardiac etiology allows the clinician to better distinguish between presentations of myocardial ischemia and myocardial injury-an important discernment to make, as the treatment of acute coronary syndrome is vastly different from the workup and management of myocardial injury and should be directed at the underlying cause.
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Affiliation(s)
- Marah Maayah
- Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Scott Grubman
- Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Stephanie Allen
- Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Zachary Ye
- Department of Internal Medicine, Temple University Medical Center, Philadelphia, PA 19140, USA
| | - Dae Yong Park
- Department of Internal Medicine, Cook County Hospital, Chicago, IL 60612, USA
| | - Evangelia Vemmou
- Department of Internal Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Ilhan Gokhan
- Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Wendy W Sun
- Department of Emergency Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Stephen Possick
- Section of Cardiovascular Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Jennifer M Kwan
- Section of Cardiovascular Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
| | - Parul U Gandhi
- Section of Cardiovascular Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
- Department of Cardiology, Veterans Affairs Connecticut Health Care System, West Haven, CT 06516, USA
| | - Jiun-Ruey Hu
- Section of Cardiovascular Medicine, Yale School of Medicine, Yale University, New Haven, CT 06520, USA
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2
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Mathews L, Hu X, Ding N, Ishigami J, Al Rifai M, Hoogeveen RC, Coresh J, Ballantyne CM, Selvin E, Matsushita K. Growth Differentiation Factor 15 and Risk of Bleeding Events: The Atherosclerosis Risk in Communities Study. J Am Heart Assoc 2023; 12:e023847. [PMID: 36927042 PMCID: PMC10111534 DOI: 10.1161/jaha.121.023847] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 01/05/2023] [Indexed: 03/18/2023]
Abstract
Background GDF15 (growth differentiation factor 15) is a potent predictor of bleeding in people with cardiovascular disease. However, whether GDF15 is associated with bleeding in individuals without a history of cardiovascular disease is unknown. Methods and Results The study population was from the ARIC (Atherosclerosis Risk in Communities) study. We studied the association of GDF15 with hospitalized bleeding events among 9205 participants (1993-1995) without prior bleeding and cardiovascular disease (mean age 60 years, 57% women, 21% Black). Plasma levels of GDF15 were measured in relative fluorescence units using DNA-based aptamer technology. Bleeding was ascertained using discharge codes. We examined hazard ratios (HRs) of incident bleeding using Cox models and risk prediction with the addition of GDF15 to clinical predictors of bleeding. There were 1328 hospitalizations with bleeding during a median follow-up of 22.5 years. The majority (76.5%) were because of gastrointestinal bleeding. The absolute incidence rate of bleeding per 1000 person-years was 11.64 in the highest quartile of GDF15 versus 5.22 in the lowest quartile. The highest versus lowest quartile of GDF15 demonstrated an adjusted HR of 2.00 (95% CI, 1.69-2.35) for total bleeding. The findings were consistent when we examined bleeding as the primary discharge diagnosis. The addition of GDF15 to clinical predictors of bleeding improved the C-statistic by 0.006 (0.002-0.011) from 0.684 to 0.690, P=0.008. Conclusions Higher levels of GDF15 were associated with bleeding events and improved the risk prediction beyond clinical predictors in individuals without cardiovascular disease.
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Affiliation(s)
- Lena Mathews
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
- Division of CardiologyCiccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins School of MedicineBaltimoreMD
| | - Xiao Hu
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Ning Ding
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Junichi Ishigami
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Mahmoud Al Rifai
- Division of CardiologyCiccarone Center for the Prevention of Cardiovascular Disease, Johns Hopkins School of MedicineBaltimoreMD
- Houston Methodist DeBakey Heart & Vascular CenterHoustonTX
| | - Ron C. Hoogeveen
- Department of Medicine, Section of Cardiovascular Research HoustonBaylor College of MedicineHoustonTX
| | - Josef Coresh
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Christie M. Ballantyne
- Department of Medicine, Section of Cardiovascular Research HoustonBaylor College of MedicineHoustonTX
| | - Elizabeth Selvin
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
| | - Kunihiro Matsushita
- Department of Epidemiology, Welch Center Department of Epidemiology, Prevention and Clinical ResearchJohns Hopkins Bloomberg School of Public HealthBaltimoreMD
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3
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Jia Y, Li D, Yu J, Liu Y, Li F, Li W, Zhang Q, Gao Y, Zhang W, Zeng Z, Zeng R, Liao X, Zhao Q, Wan Z. Subclinical cardiovascular disease and frailty risk: the atherosclerosis risk in communities study. BMC Geriatr 2022; 22:321. [PMID: 35413794 PMCID: PMC9006603 DOI: 10.1186/s12877-022-02974-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 03/21/2022] [Indexed: 02/08/2023] Open
Abstract
Background Cardiovascular disease (CVD) is associated with a greater frailty risk, but it remains unknown if pathways that contribute to CVD are associated with the frailty risk. Thus, we aimed to investigate whether elevations in high-sensitivity cardiac troponin T (hs-cTnT) and N-terminal pro-B-type natriuretic peptide (NT-proBNP) for those without known CVD at baseline are associated with a higher frailty risk. Methods This study used data from the Atherosclerosis Risk in Communities study. Cardiac biomarkers were measured from stored plasma samples collected at Visit 2 (1991–1993). Frailty was recorded at Visit 5 (2011–2013). Cox regression models were used to determine the association of cardiac biomarkers with frailty risk. Results Overall, 360/5199 (6.9%) participants aged 55.1 ± 5.1 years developed frailty during a median follow-up of 21.7 years. The incidence of frailty was significantly higher in participants with hs-cTnT ≥14 ng/L (vs. < 14 ng/L: 17.9% vs. 6.7%) or NT-proBNP ≥300 pg/ml (vs. < 300 pg/ml: 19.7% vs. 6.8%) (all P < 0.001). Comparing higher vs. lower cut-off levels of either hs-cTnT (14 ng/l) or NT-proBNP (300 pg/ml) demonstrated a greater than two-fold higher frailty risk, with hazard ratios (HRs) of 2.13 (95% confidence interval (CI): 1.130–4.01, P = 0.020) and 2.61 (95% CI: 1.28–5.33, P = 0.008), respectively. Individuals with both elevated hs-cTnT and NT-proBNP had a higher frailty risk than those without it (HR: 4.15; 95% CI: 1.50–11.48, P = 0.006). Conclusions High hs-cTnT and NT-proBNP levels are strongly associated with incident frailty in the community-dwelling population without known CVD. Subclinical cardiac damage (hs-cTnT) and/or wall strain (NT-proBNP) may be the key pathway of CVD patients developing frailty. Detection of hs-cTnT and NT-proBNP may help for early screening of high-risk frailty and providing individualised intervention. Trial registration URL: https://www.clinicaltrials.gov; Unique identifier: NCT00005131. Supplementary Information The online version contains supplementary material available at 10.1186/s12877-022-02974-z.
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Affiliation(s)
- Yu Jia
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China.,West China School of Nursing, West China Hospital, Sichuan University, Chengdu, China
| | - Dongze Li
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China
| | - Jing Yu
- West China School of Nursing, West China Hospital, Sichuan University, Chengdu, China
| | - Yi Liu
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China.,West China School of Nursing, West China Hospital, Sichuan University, Chengdu, China
| | - Fanghui Li
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Wentao Li
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Qin Zhang
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China.,West China School of Nursing, West China Hospital, Sichuan University, Chengdu, China
| | - Yongli Gao
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China.,West China School of Nursing, West China Hospital, Sichuan University, Chengdu, China
| | - Wei Zhang
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China.,West China School of Nursing, West China Hospital, Sichuan University, Chengdu, China
| | - Zhi Zeng
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China
| | - Rui Zeng
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Xiaoyang Liao
- Department of General Practice, International Medical Center, West China Hospital, Sichuan University, Chengdu, China
| | - Qian Zhao
- Department of General Practice, International Medical Center, West China Hospital, Sichuan University, Chengdu, China.
| | - Zhi Wan
- Department of Emergency Medicine and National Clinical Research Center for Geriatrics, Disaster Medicine Center, West China Hospital, Sichuan University West China School of Medicine, Chengdu, China.
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4
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Ishigami J, Kim Y, Sang Y, Menez SP, Grams ME, Skali H, Shah AM, Hoogeveen RC, Selvin E, Solomon SD, Ballantyne CM, Coresh J, Matsushita K. High-Sensitivity Cardiac Troponin, Natriuretic Peptide, and Long-Term Risk of Acute Kidney Injury: The Atherosclerosis Risk in Communities (ARIC) Study. Clin Chem 2021; 67:298-307. [PMID: 33418586 PMCID: PMC7793230 DOI: 10.1093/clinchem/hvaa288] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Accepted: 10/28/2020] [Indexed: 11/13/2022]
Abstract
BACKGROUND Cardiac markers such as high-sensitivity cardiac troponin T (hs-cTnT) and N-terminal pro-B natriuretic peptide (NTproBNP) are predictors of developing acute kidney injury (AKI) during hospitalization for surgery or revascularization. However, their associations with the long-term risk of AKI in the general population are uncharacterized. METHODS We conducted a prospective cohort study in 10 669 participants of the Atherosclerosis Risk in Communities Study (visit 4, 1996-1998, mean age, 63 years, 56% female, 22% black race) to examine the association of plasma concentrations of hs-cTnT and NTproBNP with the incident hospitalization with AKI. We used multivariable Cox regression analysis to estimate hazard ratios (HRs). RESULTS During follow-up, 1907 participants had an incident hospitalization with AKI. Participants with higher concentrations of hs-cTnT had a higher risk of hospitalization with AKI in a graded fashion (adjusted HR, 1.88 [95%CI , 1.59-2.21] for ≥14 ng/L, 1.36 [1.18-1.57] for 9-13 ng/L, and 1.16 [1.03-1.30] for 5-8 ng/L compared to <5 ng/L). The graded association was also observed for NTproBNP (HR, 2.27 [1.93-2.68] for ≥272.7 pg/mL, 1.67 [1.45-1.93] for 142.4-272.6 pg/mL, and 1.31 [1.17-1.47] for 64.0-142.3 pg/mL compared to <64.0 pg/mL). The addition of hs-cTnT and NTproBNP to a model with established predictors significantly improved 10-year risk prediction for hospitalization with AKI (Δc-statistic, 0.015 [95%CI, 0.006-0.024]). CONCLUSIONS In middle-aged to older black and white adults in the community, higher concentrations of hs-cTnT and NTproBNP were robustly associated with an increased risk of hospitalization with AKI. These results suggest the usefulness of hs-cTnT and NT-proBNP to identify people at risk of AKI in the general population.
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Affiliation(s)
- Junichi Ishigami
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Yuhree Kim
- Department of Population Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Yingying Sang
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Steven P Menez
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Morgan E Grams
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Hicham Skali
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Amil M Shah
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Ron C Hoogeveen
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Elizabeth Selvin
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Scott D Solomon
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | | | - Josef Coresh
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Kunihiro Matsushita
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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5
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Li X, Ou X, Luo G, Ou X, Xie Y, Ying M, Qu W, Zuo H, Qi X, Wang Y, Liu Z, Zhu L. Mdr1a, Bcrp and Mrp2 regulate the efficacy and toxicity of mesaconitine and hypaconitine by altering their tissue accumulation and in vivo residence. Toxicol Appl Pharmacol 2020; 409:115332. [PMID: 33171190 DOI: 10.1016/j.taap.2020.115332] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 11/01/2020] [Accepted: 11/05/2020] [Indexed: 02/05/2023]
Abstract
Mesaconitine (MA) and hypaconitine (HA) are the main bioactive/toxic alkaloids of Aconitum carmichaelii Debx, and MDR1, BCRP and MRP2 are involved in their efflux in vitro. This study aimed to explore the effects of Mdr1a, Bcrp and Mrp2 on the efficacy/toxicity of MA and HA by using efflux transporter gene knockout mouse models. The analgesic and anti-inflammatory effects, neurotoxicity/cardiotoxicity, and pharmacokinetic profiles of MA and HA were studied. Compared to wild-type mice, the analgesic effects of MA or HA were significantly enhanced in Mdr1a--/-, Bcrp1-/- and Mrp2-/- mice, and the anti-inflammatory effects notably increased in Bcrp1-/- and Mrp2-/- mice. Compared to wild-type mice, Mdr1a-/-, Bcrp1-/- and Mrp2-/- mice suffered from severe karyopyknosis and edema in the brain after MA or HA treatment. Meanwhile, significant arrhythmia appeared, and the heart rate and RR-interval were greatly altered in Mdr1a-/-, Bcrp1-/- and Mrp2-/- mice. Additionally, obvious disorder of cardiomyocytes were observed, and the CK and cTnT (indicators of heart injury) levels were greatly enhanced in efflux transporter gene knockout mice. The brain levels of MA and HA were markedly increased in Mdr1a-/-, Bcrp1-/- and Mrp2-/- mice, and the heart levels of MA and HA enhanced greatly in Mdr1a-/- mice. The MRT0-t values of MA and HA were remarkably enhanced in most efflux transporter gene knockout mice. In conclusion, Mdr1a, Bcrp and Mrp2 were all involved in regulating the efficacy/toxicity of MA and HA by altering their tissue accumulation and in vivo residence. Among the three efflux transporters, Mdr1a had a superior regulatory effect.
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Affiliation(s)
- Xiaocui Li
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Xiaowen Ou
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Guangkuo Luo
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Xiaojun Ou
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Yushan Xie
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Mengdi Ying
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Wei Qu
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Huilin Zuo
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Xiaoxiao Qi
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Ying Wang
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China
| | - Zhongqiu Liu
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China.
| | - Lijun Zhu
- International Institute for Translational Chinese Medicine, School of Pharmaceutical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province 510006, PR China.
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6
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Mathews L, Ishigami J, Ding N, Hoogeveen RC, Kucharska-Newton A, Ballantyne CM, Gottesman R, Selvin E, Matsushita K. Cardiac Biomarkers and Subsequent Risk of Hospitalization With Bleeding in the Community: Atherosclerosis Risk in Communities Study. J Am Heart Assoc 2020; 9:e013560. [PMID: 32114886 PMCID: PMC7335570 DOI: 10.1161/jaha.119.013560] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Background hs‐cTnT (high‐sensitivity cardiac troponin T), but not NT‐proBNP (N‐terminal pro–B natriuretic peptide), has been shown to predict bleeding in patients with atrial fibrillation. Whether these biomarkers are independently associated with bleeding in the general population is unknown. Methods and Results We used Cox proportional hazards models to examine the association of hs‐cTnT and NT‐proBNP with incident bleeding (defined by International Classification of Diseases, Ninth Revision [ICD‐9] codes) among 9550 middle‐aged men and women without a history of cardiovascular disease or bleeding. There were 847 hospitalizations with bleeding (92% from gastrointestinal bleeding) during a median follow‐up of 9.0 years. Serum levels of hs‐cTnT were associated with bleeding in a graded fashion, with a hazard ratio of 1.28 (95% CI, 1.06–1.59) for 6 to <9 ng/L, 1.52 (1.21–1.91) for 9 to <14, and 2.05 (1.56–2.69) for ≥14 versus <3 ng/L. For NT‐proBNP, the highest category (≥264 versus <42 pg/mL) showed a hazard ratio of 2.00 (1.59–2.61), and the remaining 3 categories had hazard ratios ranging from 1.2 to 1.3. Individuals in the highest category of both hs‐cTnT and NT‐proBNP had a hazard ratio of 3.03 (1.97–4.68) compared with those in the lowest categories. Conclusions In a community‐based population, elevated hs‐cTnT and NT‐proBNP were associated with bleeding‐related hospitalizations. These biomarkers may have a high utility in identifying people at high risk for bleeding. There is a need for research on the underlying mechanisms linking subclinical cardiac abnormalities and bleeding.
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Affiliation(s)
- Lena Mathews
- Department of Epidemiology Johns Hopkins Bloomberg School of Public Health Baltimore MD.,Division of Cardiology Johns Hopkins School of Medicine Baltimore MD
| | - Junichi Ishigami
- Department of Epidemiology Johns Hopkins Bloomberg School of Public Health Baltimore MD
| | - Ning Ding
- Department of Epidemiology Johns Hopkins Bloomberg School of Public Health Baltimore MD
| | - Ron C Hoogeveen
- Department of Medicine Baylor College of Medicine Houston TX
| | - Anna Kucharska-Newton
- Gillings School of Global Public Health University of North Carolina at Chapel Hill NC.,College of Public Health University of Kentucky Lexington KY
| | | | - Rebecca Gottesman
- Department of Neurology Johns Hopkins School of Medicine Baltimore MD
| | - Elizabeth Selvin
- Department of Epidemiology Johns Hopkins Bloomberg School of Public Health Baltimore MD
| | - Kunihiro Matsushita
- Department of Epidemiology Johns Hopkins Bloomberg School of Public Health Baltimore MD
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