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Xia Q, Deng C, Yang S, Gu N, Shen Y, Shi B, Zhao R. Machine Learning Constructed Based on Patient Plaque and Clinical Features for Predicting Stent Malapposition: A Retrospective Study. Clin Cardiol 2024; 47:e24332. [PMID: 39119892 PMCID: PMC11310765 DOI: 10.1002/clc.24332] [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: 04/14/2024] [Revised: 07/04/2024] [Accepted: 07/18/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND Stent malapposition (SM) following percutaneous coronary intervention (PCI) for myocardial infarction continues to present significant clinical challenges. In recent years, machine learning (ML) models have demonstrated potential in disease risk stratification and predictive modeling. HYPOTHESIS ML models based on optical coherence tomography (OCT) imaging, laboratory tests, and clinical characteristics can predict the occurrence of SM. METHODS We studied 337 patients from the Affiliated Hospital of Zunyi Medical University, China, who had PCI and coronary OCT from May to October 2023. We employed nested cross-validation to partition patients into training and test sets. We developed five ML models: XGBoost, LR, RF, SVM, and NB based on calcification features. Performance was assessed using ROC curves. Lasso regression selected features from 46 clinical and 21 OCT imaging features, which were optimized with the five ML algorithms. RESULTS In the prediction model based on calcification features, the XGBoost model and SVM model exhibited higher AUC values. Lasso regression identified five key features from clinical and imaging data. After incorporating selected features into the model for optimization, the AUC values of all algorithmic models showed significant improvements. The XGBoost model demonstrated the highest calibration accuracy. SHAP values revealed that the top five ranked features influencing the XGBoost model were calcification length, age, coronary dissection, lipid angle, and troponin. CONCLUSION ML models developed using plaque imaging features and clinical characteristics can predict the occurrence of SM. ML models based on clinical and imaging features exhibited better performance.
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Affiliation(s)
- Qianhang Xia
- Department of CardiologyThe Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)ZunyiChina
| | - Chancui Deng
- Department of CardiologyAffiliated Hospital of Zunyi Medical UniversityZunyiChina
| | - Shuangya Yang
- Department of CardiologyAffiliated Hospital of Zunyi Medical UniversityZunyiChina
| | - Ning Gu
- Department of CardiologyAffiliated Hospital of Zunyi Medical UniversityZunyiChina
| | - Youcheng Shen
- Department of CardiologyAffiliated Hospital of Zunyi Medical UniversityZunyiChina
| | - Bei Shi
- Department of CardiologyAffiliated Hospital of Zunyi Medical UniversityZunyiChina
| | - Ranzun Zhao
- Department of CardiologyAffiliated Hospital of Zunyi Medical UniversityZunyiChina
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Li X, Qiu Q, Tong Q, Wang Y, Yu H, Li F, Xie X, Zhang J. Value of galectin-3 in the diagnosis of acute coronary syndrome and the assessment of coronary artery lesions. Biomark Med 2021; 15:647-657. [PMID: 34039037 DOI: 10.2217/bmm-2020-0610] [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: 11/21/2022] Open
Abstract
Aim: To investigate the value of galectin-3 in the diagnosis of acute coronary syndrome (ACS) and the assessment of coronary artery lesions. Methodology: This study recruited 157 patients with coronary artery disease where 102 and 55 of them were subsequently grouped as ACS and non-ACS, respectively. The severity of coronary artery lesions was evaluated by Gensini score and the number of vessels involved. Results: Receiver operator characteristics analyses of galectin-3 yielded an area under the curve of 0.679 in diagnosing ACS. The galectin-3 levels were correlated with Gensini score and the number of vessels involved. Conclusion: Our study demonstrated that galectin-3 is an effective auxiliary biomarker for the diagnosis of ACS and assessment of coronary artery lesions.
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Affiliation(s)
- Xihong Li
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Qing Qiu
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Qingchao Tong
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yanzhong Wang
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Haitao Yu
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Fengying Li
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xinyou Xie
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Jun Zhang
- Department of Clinical Laboratory, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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Abass MA, Arafa MH, EL-shal AS, Atteia HH. Asymmetric dimethylarginine and heart-type fatty acid-binding protein 3 are risk markers of cardiotoxicity in carbon monoxide poisoning cases in Zagazig university hospitals. Hum Exp Toxicol 2016; 36:247-255. [DOI: 10.1177/0960327116646621] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Carbon monoxide (CO) poisoning is a leading cause of toxicity-related mortality and morbidity worldwide. Recent studies focused on CO-induced cardiovascular toxicity. Oxidative stress plays an important role in the pathophysiology of CO toxicity. The aim of this study was to elucidate the relationship between cardiac damage biomarkers and oxidative stress biomarkers in patients with CO-induced cardiotoxicity. This study was carried out on 36 CO-poisoned patients admitted to Zagazig University Hospitals. Forty healthy individuals (age- and sex-matched) were selected as a control group. Clinical examination and electrocardiography (ECG) were performed for CO-poisoned patients. These patients have been investigated for carboxyhaemoglobin percent (COHB%) and cardiac damage biomarkers; cardiac troponin I (cTn-I), heart-type fatty acid-binding protein 3 (H-FABP3). Oxidative stress biomarkers comprising malondialdehyde (MDA), asymmetric dimethylarginine (ADMA), and total antioxidant capacity (TAC) have been also assessed. All biomarkers have been assessed on admission (0 h) and 6 h after treatment of CO-poisoned patients with high-flow oxygen and compared with those of the control groups. ECG findings were abnormal in 31 patients (86.11%), where sinus tachycardia was the commonest finding (58.33%). There was a statistically significant increase of COHB%, MDA, ADMA, and H-FABP3 levels, and a significant decrease of TAC level in CO-poisoned patients compared to controls with no significant changes in cTn-I. Six hours following treatment, all measured parameters were significantly improved except for cTn-I, which was significantly increased when compared with admission status (0 h). Furthermore, H-FABP3 showed a significant positive correlation with COHB%, MDA, ADMA, and a negative correlation with TAC, while cTn-I was significantly correlated with COHB% only. ADMA and MDA seem to be the strongest determinants for the prediction of H-FABP3 changes and hence cardiovascular toxicity. Thus, cardiac damage in patients with CO poisoning could be partially mediated by CO-induced oxidative stress, where H-FABP3 level was directly and strongly associated with MDA and ADMA levels.
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Affiliation(s)
- Marwa A Abass
- Department of Forensic Medicine & Clinical Toxicology, Faculty of Medicine, Zagazig University, Zagazig, Skarkia, Egypt
| | - Manar H Arafa
- Department of Forensic Medicine & Clinical Toxicology, Faculty of Medicine, Zagazig University, Zagazig, Skarkia, Egypt
| | - Amal S EL-shal
- Department of Medical Biochemistry, Faculty of Medicine, Zagazig University, Zagazig, Skarkia, Egypt
| | - Hebatallah H Atteia
- Department of Biochemistry, Faculty of Pharmacy, Zagazig University, Zagazig, Skarkia, Egypt
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Kim TK, Oh SW, Hong SC, Mok YJ, Choi EY. Point-of-care fluorescence immunoassay for cardiac panel biomarkers. J Clin Lab Anal 2014; 28:419-27. [PMID: 24652617 DOI: 10.1002/jcla.21704] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2013] [Accepted: 10/08/2013] [Indexed: 11/05/2022] Open
Abstract
BACKGROUND Myoglobin, creatine kinase-MB isoenzyme (CK-MB), and cardiac troponin I (cTnI) are cardiac biomarkers that are widely used to assist in the early and late diagnoses of acute myocardial infarction (AMI). Here, we present a clinically applicable fluorescence (FL) immunoassay for cardiac biomarkers. METHODS Whole blood was mixed with FL-labeled detector Ab (antibody) and then loaded onto a capture Ab-immobilized strip in a test cartridge. The FL intensities at test and control line on the strip were obtained and converted in a laser FL scanner to determine the concentration of biomarker. The analytical performance of immunoassay system was evaluated by linearity and imprecision tests. The comparability of the FL immunoassay method was examined with a reference method. RESULTS FL intensities and the levels of myoglobin, CK-MB, and cTnI displayed good linearity and high correlations (r = 0.999, 0.998, and 0.989, respectively). The coefficient of variations (CVs) of imprecision for all cardiac biomarkers were less than 8% in both intra- and interassays. When the results from the developed method and bioMerieux VIDAS assay were analyzed by Bland-Altman plot and Passing-Bablok plot, the two assay methods were in good agreement. CONCLUSION The FL immunoassay system can provide a platform for point-of-care testing (POCT), and it is an easy, fast, and reliable method for the quantification of cardiac biomarkers.
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Affiliation(s)
- Tae Kyum Kim
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea; BodiTech Med, Inc, Chuncheon, South Korea
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Gurumurthy P, Borra SK, Yeruva RKR, Victor D, Babu S, Cherian KM. Estimation of Ischemia Modified Albumin (IMA) Levels in Patients with Acute Coronary Syndrome. Indian J Clin Biochem 2013; 29:367-71. [PMID: 24966488 DOI: 10.1007/s12291-013-0367-3] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2013] [Accepted: 07/22/2013] [Indexed: 10/26/2022]
Abstract
Myocardial ischemia produces free radicals that catalyze a series of oxidative reactions that damage healthy tissues. The N-terminal sequence of albumin is one of the proteins modified by these highly reactive oxygen species and forms the ischemia modified albumin (IMA). This study involves investigations undertaken in different study groups to assess the levels of IMA. Mean serum IMA levels (U/mL) in patients with ST-segment elevated myocardial infarction (92.1 ± 10.6), non-ST-segment elevated myocardial infarction (87.3 ± 5.95) and unstable angina (UA) (88.9 ± 6.16) were significantly higher than non-cardiac chest pain (77.9 ± 6.69) and also healthy subjects (54.7 ± 17.2) (p < 0.001). IMA is a highly sensitive marker and has a high predictive value, which might prove the usefulness of this biomarker for early detection of myocardial ischemia. These data indicate a possible role of the IMA test in the early triage of patients with chest pain.
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Affiliation(s)
- Prema Gurumurthy
- Department of Biochemistry, Frontier Lifeline Hospital & Dr. K. M. Cherian's Heart Foundation, RC-30, Ambattur Estate Road, Mogappair, Chennai, 600101 Tamilnadu India
| | - Sai Krishna Borra
- Department of Biochemistry, Frontier Lifeline Hospital & Dr. K. M. Cherian's Heart Foundation, RC-30, Ambattur Estate Road, Mogappair, Chennai, 600101 Tamilnadu India
| | - Rama Krishna Reddy Yeruva
- Department of Biochemistry, Frontier Lifeline Hospital & Dr. K. M. Cherian's Heart Foundation, RC-30, Ambattur Estate Road, Mogappair, Chennai, 600101 Tamilnadu India
| | - Dolice Victor
- Department of Biochemistry, Frontier Lifeline Hospital & Dr. K. M. Cherian's Heart Foundation, RC-30, Ambattur Estate Road, Mogappair, Chennai, 600101 Tamilnadu India
| | - Sai Babu
- Department of Biochemistry, Frontier Lifeline Hospital & Dr. K. M. Cherian's Heart Foundation, RC-30, Ambattur Estate Road, Mogappair, Chennai, 600101 Tamilnadu India
| | - K M Cherian
- Department of Cardiology, Frontier Lifeline Hospital & Dr. K. M. Cherian's Heart Foundation, RC-30, Ambattur Estate Road, Mogappair, Chennai, 600101 Tamilnadu India
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Venge P, Lindahl B. Cardiac troponin assay classification by both clinical and analytical performance characteristics: a study on outcome prediction. Clin Chem 2013; 59:976-81. [PMID: 23481696 DOI: 10.1373/clinchem.2012.194928] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Cardiac troponin assays have been classified according to whether they measure the 99th percentile concentration of a healthy reference population with imprecision (expressed as CV) of ≤10%, between 10% and 20%, or >20%. Assays in these categories have been deemed "guideline acceptable," "clinically usable," or "not acceptable," respectively. We compared four widely used "clinically usable" cardiac troponin I (cTnI) assays with an assay designated "not acceptable" for accuracy in predicting the clinical outcome of death. METHODS Blood was collected from 259 men and 249 women, mean (SD) age 68.8 (17.8) and 70.2 (17.8) years, respectively, admitted to the emergency department for suspected myocardial infarction. We measured cTnI by the Access, Architect, i-Stat, Stratus CS, and VIDAS assays. Deaths in this population were recorded over a 31-month period. RESULTS We found VIDAS cTnI assay measurement CVs of 10% and 20% at concentrations of 0.04 and 0.02 μg/L, respectively. Comparing at the 10% CV cutoff concentration, VIDAS cTnI was less sensitive than the Access and Architect assays (P < 0.001) but more sensitive than i-Stat (P < 0.001) and Stratus CS (P < 0.001) in identifying patients with poor outcomes. At the 20% CV cutoff, the VIDAS assay was equivalent to the other assays in identifying patients with poor outcomes. CONCLUSIONS For outcome prediction, the VIDAS cTnI assay was clinically equivalent or superior to other cTnI assays judged to be acceptable from a pure analytical standpoint. Thus, comparison of cardiac troponin assays should consider not only analytical performance, but also clinical performance characteristics.
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Affiliation(s)
- Per Venge
- Department of Medical Sciences, Clinical Chemistry, University of Uppsala, Uppsala, Sweden.
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Chu H, Yang J, Mi S, Bhuyan SS, Li J, Zhong L, Liu S, Tao Z, Li J, Chen H. Tumor necrosis factor-alpha G-308 A polymorphism and risk of coronary heart disease and myocardial infarction: A case-control study and meta-analysis. J Cardiovasc Dis Res 2012; 3:84-90. [PMID: 22629023 PMCID: PMC3354475 DOI: 10.4103/0975-3583.95359] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
Objectives: The tumor necrosis factor-alpha (TNF-α) gene may play an important role in coronary heart disease (CHD) and myocardial infarction (MI) risk. Recently, controversial results regarding the association of the G-308 A (rs1800629)polymorphism of the TNF-α gene with CHD/MI have been reported. We herein examine a possible association between the G-308 A (rs1800629)polymorphism of the TNF-α gene and CHD/MI in a sample of the Chinese Han population. Materials and Methods: We determined the genotypes of TNF-α G-308 A (rs1800629) in 535 unrelated Chinese patients with CHD, 420 patients with MI, and 1020 coronary artery disease-free controls. Additionally, a meta-analysis of all previous studies on the TNF-α G-308 A polymorphism and the risk of CHD and MI was performed. Results: AA genotypes in the G-308 A (rs1800629)polymorphism of the TNF-α gene did not occur more frequently in CHD/MI patients than in controls; odds ratios (95% confidence intervals) were 1.743 (0.325 to 1.423) for CHD and 1.731 (0.442 to 1.526) for MI, after adjusting for conventional risk factors. Further stratification for age, gender, and other cardiovascular risk factors did not alter the prior negative findings. Pooled meta-analysis of 23 studies also found no statistically significant associations between the TNF-α polymorphism and CHD/MI risk in the genetic additive, dominant, and recessive models. Subgroup analyses showed no association between the TNF-α polymorphism and CHD/MI in Asian and Caucasian populations. Conclusion: Our study showed no association between the G-308 A (rs1800629) polymorphism of the TNF-α gene (presence of A allele) and CHD/MI in the Chinese Han population. There was no evidence of a difference in risk effects of rs1800629 between Caucasians and Asians.
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Affiliation(s)
- Hongxia Chu
- Division of Cardiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
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Aldous SJ. Cardiac biomarkers in acute myocardial infarction. Int J Cardiol 2012; 164:282-94. [PMID: 22341694 DOI: 10.1016/j.ijcard.2012.01.081] [Citation(s) in RCA: 79] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2011] [Revised: 12/16/2011] [Accepted: 01/26/2012] [Indexed: 01/11/2023]
Abstract
Each year, a large number of patients are seen in the Emergency Department with presentations necessitating investigation for possible acute myocardial infarction. Patients can be stratified by symptoms, risk factors and electrocardiogram results but cardiac biomarkers also have a prime role both diagnostically and prognostically. This review summarizes both the history of cardiac biomarkers as well as currently available (established and novel) assays. Cardiac troponin, our current "gold standard" biomarker criterion for the diagnosis of myocardial infarction has high sensitivity and specificity for this diagnosis and therapies instituted in patients with elevated troponin have been shown to influence outcomes. Other markers of myocardial necrosis, inflammation and neurohormonal activity have also been shown to have either diagnostic or prognostic utility, but none have been shown to be superior to troponin. The measurement of multiple biomarkers and the use of point of care markers may accelerate current diagnostic protocols for the assessment of such patients.
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Joukar S, Bashiri H, Dabiri S, Ghotbi P, Sarveazad A, Divsalar K, Joukar F, Abbaszadeh M. Cardiovascular effects of black tea and nicotine alone or in combination against experimental induced heart injury. J Physiol Biochem 2012; 68:271-9. [DOI: 10.1007/s13105-011-0141-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2011] [Accepted: 12/23/2011] [Indexed: 01/04/2023]
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Lyck Hansen M, Saaby L, Nybo M, Rasmussen LM, Thygesen K, Mickley H, Svenstrup Poulsen T. Discordant Diagnoses of Acute Myocardial Infarction due to the Different Use of Assays and Cut-Off Points of Cardiac Troponins. Cardiology 2012; 122:225-9. [DOI: 10.1159/000339269] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2012] [Accepted: 04/18/2012] [Indexed: 11/19/2022]
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Celik S, Giannitsis E, Wollert KC, Schwöbel K, Lossnitzer D, Hilbel T, Lehrke S, Zdunek D, Hess A, Januzzi JL, Katus HA. Cardiac troponin T concentrations above the 99th percentile value as measured by a new high-sensitivity assay predict long-term prognosis in patients with acute coronary syndromes undergoing routine early invasive strategy. Clin Res Cardiol 2011; 100:1077-85. [DOI: 10.1007/s00392-011-0344-x] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2011] [Accepted: 07/05/2011] [Indexed: 10/18/2022]
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Möckel M, Searle J, Danne O, Müller C. Kardiale Biomarker in der Notfallmedizin. Notf Rett Med 2011. [DOI: 10.1007/s10049-010-1350-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Aldous SJ, Florkowski CM, Crozier IG, Elliott J, George P, Lainchbury JG, Mackay RJ, Than M. Comparison of high sensitivity and contemporary troponin assays for the early detection of acute myocardial infarction in the emergency department. Ann Clin Biochem 2011; 48:241-8. [DOI: 10.1258/acb.2010.010219] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Background Current guidelines define acute myocardial infarction (AMI) by the rise and/or fall of cardiac troponin with ≥1 value above the 99th percentile. Past troponin assays have been unreliable at the lower end of the range. Highly sensitive assays have therefore been developed to increase the clinical sensitivity for detection of myocardial injury. Methods Three hundred and thirty-two patients with chest pain suggestive of AMI were prospectively recruited between November 2006 and April 2007. Serial blood samples were analysed to compare Roche Elecsys high sensitivity troponin T (hsTnT), Abbott Architect troponin I 3rd generation (TnI 3) and Roche Elecsys troponin T (TnT) for the diagnosis of AMI. Results One hundred and ten (33.1%) patients were diagnosed with AMI. Test performance for the diagnosis of AMI, as quantified by receiver operating characteristic area under the curve (95% confidence intervals) for baseline/follow-up troponins were as follows: hsTnT 0.90 (0.87–0.94)/0.94 (0.91–0.97), TnI 3 0.88 (0.84–0.92)/0.93 (0.90–0.96) and TnT 0.80 (0.74–0.85)/0.89 (0.85–0.94). hsTnT was superior to TnT ( P < 0.001/0.013 at baseline/follow-up) but equivalent to TnI 3. For patients with a final diagnosis of AMI, baseline troponins were raised in more patients for hsTnT (83.6%) than TnI 3 (74.5%) and TnT (62.7%). A delta troponin of ≥20% increased the specificity of hsTnT from 80.6% to 93.7% but reduced sensitivity from 90.9% to 71.8%. Conclusion hsTnT was superior to TnT but equivalent to TnI 3 for the diagnosis of AMI. Serial troponin measurement increased test performance. hsTnT was the most likely to be raised at baseline in those with AMI. A delta troponin increases specificity but reduces sensitivity.
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Affiliation(s)
| | | | | | | | | | | | | | - Martin Than
- Emergency Department, Christchurch Hospital, Riccarton Road, Christchurch, New Zealand
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Aldous SJ, Florkowski CM, Crozier IG, George P, Mackay R, Than M. High sensitivity troponin outperforms contemporary assays in predicting major adverse cardiac events up to two years in patients with chest pain. Ann Clin Biochem 2011; 48:249-55. [DOI: 10.1258/acb.2010.010220] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Background Previous studies have shown a risk of subsequent major adverse cardiovascular events (MACEs) in patients with suspected acute coronary syndromes (ACSs) and elevated cardiac troponin. The aim of this study was to compare prognostic utility of high-sensitivity troponin with contemporary troponin assays in such patients. Methods In total, 332 patients with suspected ACS were investigated between November 2006 and April 2007; all were followed for two years. Blood samples were analysed to compare Roche Elecsys high-sensitivity troponin T (hsTnT), Abbott Architect troponin I 3rd generation (TnI 3) and Roche Elecsys troponin T (TnT), for the prediction of MACE (composite of cardiovascular death, non-fatal myocardial infarction and revascularization). Results Sixty-eight patients (20.5%) experienced MACE between discharge and two years. Receiver operating characteristic (ROC) curve derived area under the ROC curve (95% confidence intervals) for baseline hsTnT were 0.70 (0.63–0.76), TnI 3 0.66 (0.59–0.73) and TnT 0.61 (0.53–0.69). hsTnT ( P = 0.001) was superior to TnT and TnI 3 trended ( P = 0.094) to superiority but were equivalent to each other. hsTnT best stratified patients with cumulative event rates for two-year MACE of 35.6% for levels ≥99th percentile, 17.9% for levels between the limit of detection (LOD) and 99th percentile and 5.4% for levels <LOD compared with TnI 3: 33.0%, 31.1% and 10.9%, respectively. TnT had MACE rates of 36.7% when ≥99th percentile and 15.4% when <99th percentile (=LOD). Conclusions hsTnT outperformed contemporary TnI and TnT assays for the prediction of MACE at two years. Those with levels below the LOD for hsTnT identified a group of patients at very low risk for adverse events.
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Affiliation(s)
| | | | | | | | | | - Martin Than
- Emergency Department, Christchurch Hospital, Riccarton Road, Christchurch, New Zealand
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Ndrepepa G, Braun S, Mehilli J, Birkmeier KA, Byrne RA, Ott I, Hösl K, Schulz S, Fusaro M, Pache J, Hausleiter J, Laugwitz KL, Massberg S, Seyfarth M, Schömig A, Kastrati A. Prognostic value of sensitive troponin T in patients with stable and unstable angina and undetectable conventional troponin. Am Heart J 2011; 161:68-75. [PMID: 21167336 DOI: 10.1016/j.ahj.2010.09.018] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2010] [Accepted: 09/23/2010] [Indexed: 01/12/2023]
Abstract
BACKGROUND high-sensitivity cardiac troponin assays enable the measurement of cardiac troponin concentrations in the majority of patients with coronary artery disease. The objective of this study was to investigate the prognostic value of sensitive cardiac troponin in patients with stable and unstable angina presenting with undetectable levels of conventional troponin. METHODS this study included 1,057 patients with stable (808 patients) or unstable (249 patients) angina who presented with undetectable conventional cardiac troponin T and underwent coronary artery revascularization. The cardiac troponin T was measured with conventional and high-sensitivity assays, in parallel, using the same plasma sample. The primary end point was 4-year mortality. RESULTS the total sensitive troponin T level (median [interquartile range]) was 0.008 (0.005-0.014) microg/L. Variables independently associated with an elevated level of sensitive troponin T were elderly age, male sex, higher body mass index, presence of diabetes, unstable angina, increased New York Heart Association class, reduced left ventricular ejection fraction, elevated level of N-terminal pro-brain natriuretic peptide, reduced glomerular filtration rate, and elevated level of C-reactive protein. During the follow-up period, there were 83 deaths. The sensitive troponin T level was an independent predictor of 4-year mortality (adjusted hazard ratio = 1.47 with 95% CI 1.17-1.84, P < .001 for each unit increase in the natural logarithm of the sensitive troponin T). CONCLUSIONS the elevated levels of sensitive cardiac troponin T in patients with stable or unstable angina presenting with undetectable conventional cardiac troponin T are significantly associated with reduced survival.
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Affiliation(s)
- Gjin Ndrepepa
- Deutsches Herzzentrum, Technische Universität, Munich, Germany
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Abstract
Much of the focus of research on patients with chest pain is directed at technological advances in the diagnosis and management of acute coronary syndrome (ACS), pulmonary embolism (PE), and acute aortic dissection (AAD), despite there being no significant difference at 4 years as regards mortality, ongoing chest pain, and quality of life between patients presenting to the emergency department with noncardiac chest pain and those with cardiac chest pain. This article examines future developments in the diagnosis and management of patients with suspected ACS, PE, AAD, gastrointestinal disease, and musculoskeletal chest pain.
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Keller T, Zeller T, Peetz D, Tzikas S, Roth A, Czyz E, Bickel C, Baldus S, Warnholtz A, Fröhlich M, Sinning CR, Eleftheriadis MS, Wild PS, Schnabel RB, Lubos E, Jachmann N, Genth-Zotz S, Post F, Nicaud V, Tiret L, Lackner KJ, Münzel TF, Blankenberg S. Sensitive troponin I assay in early diagnosis of acute myocardial infarction. N Engl J Med 2009; 361:868-77. [PMID: 19710485 DOI: 10.1056/nejmoa0903515] [Citation(s) in RCA: 805] [Impact Index Per Article: 50.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND Cardiac troponin testing is central to the diagnosis of acute myocardial infarction. We evaluated a sensitive troponin I assay for the early diagnosis and risk stratification of myocardial infarction. METHODS In a multicenter study, we determined levels of troponin I as assessed by a sensitive assay, troponin T, and traditional myocardial necrosis markers in 1818 consecutive patients with suspected acute myocardial infarction, on admission and 3 hours and 6 hours after admission. RESULTS For samples obtained on admission, the diagnostic accuracy was highest with the sensitive troponin I assay (area under the receiver-operating-characteristic curve [AUC], 0.96), as compared with the troponin T assay (AUC, 0.85) and traditional myocardial necrosis markers. With the use of the sensitive troponin I assay (cutoff value, 0.04 ng per milliliter) on admission, the clinical sensitivity was 90.7%, and the specificity was 90.2%. The diagnostic accuracy was virtually identical in baseline and serial samples, regardless of the time of chest-pain onset. In patients presenting within 3 hours after chest-pain onset, a single sensitive troponin I assay had a negative predictive value of 84.1% and a positive predictive value of 86.7%; these findings predicted a 30% rise in the troponin I level within 6 hours. A troponin I level of more than 0.04 ng per milliliter was independently associated with an increased risk of an adverse outcome at 30 days (hazard ratio, 1.96; 95% confidence interval, 1.27 to 3.05; P=0.003). CONCLUSIONS The use of a sensitive assay for troponin I improves early diagnosis of acute myocardial infarction and risk stratification, regardless of the time of chest-pain onset.
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Affiliation(s)
- Till Keller
- Department of Medicine II, University Medical Center, Johannes Gutenberg University, Mainz, Germany
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Apple FS, Pearce LA, Smith SW, Kaczmarek JM, Murakami MM. Role of monitoring changes in sensitive cardiac troponin I assay results for early diagnosis of myocardial infarction and prediction of risk of adverse events. Clin Chem 2009; 55:930-7. [PMID: 19299542 DOI: 10.1373/clinchem.2008.114728] [Citation(s) in RCA: 165] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND We sought to determine the diagnostic accuracy of the cardiac troponin I (cTnI) VITROS(R) Troponin I-ES assay for early detection of acute myocardial infarction (AMI) and for risk prediction of adverse events in patients with symptoms of acute coronary syndrome (ACS). METHODS cTnI was measured on admission and approximately 6 h postadmission in 381 patients. The 99th percentile cTnI concentration (0.034 microg/L) and change [delta (delta)] between admission and follow-up concentrations were evaluated in diagnostic sensitivity and specificity calculations. Risk of cardiac event or death within 60 days was evaluated by Cox proportional hazards regression. RESULTS AMI occurred in 52 patients. Diagnostic sensitivities (95% CI) of admission and follow-up cTnIs for AMI were 69% (55%-81%) and 94% (84%-99%), respectively. The corresponding specificities (95% CI) were 78% (73%-82%) and 81% (77%-85%), and ROC curve areas were 0.82 vs 0.96 (P < 0.001). Deltas between admission and follow-up cTnI >30% had a sensitivity of 75% (95% CI 61%-86%) and a specificity of 91% (95% CI 87%-94%). During follow-up, 1 cardiac death, 2 noncardiac deaths, 52 AMIs, 6 coronary artery bypass grafts, and 43 percutanous coronary interventions occurred in 62 patients. A delta cTnI >30%, when added to either initial cTnI >0.034 microg/L or follow-up cTnI >0.034 microg/L, improved risk stratification for cardiac event or death (P < 0.001). CONCLUSIONS Admission cTnI measured by the VITROS ES assay is a sensitive biomarker for detection of AMI. Utilizing >30% cTnI delta in addition to either the baseline or follow-up concentration improved both specificity and risk assessment in patients presenting with symptoms of ACS.
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Affiliation(s)
- Fred S Apple
- Department of Laboratory Medicine and Pathology and Emergency Medicine, Hennepin County Medical Center and University of Minnesota, Minneapolis, MN 55415, USA
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