1
|
Sigle M, Faller W, Heurich D, Zdanyte M, Wunderlich R, Gawaz M, Müller KAL, Goldschmied A. Machine learning predicts emergency physician specialties from treatment strategies for patients suspected of myocardial infarction. Int J Cardiol 2024; 413:132332. [PMID: 38964547 DOI: 10.1016/j.ijcard.2024.132332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 06/03/2024] [Accepted: 07/01/2024] [Indexed: 07/06/2024]
Abstract
BACKGROUND Our investigation aimed to determine how the diverse backgrounds and medical specialties of emergency physicians (Eps) influence the accuracy of diagnoses and the subsequent treatment pathways for patients presenting preclinically with MI symptoms. By scrutinizing the relationships between EPs' specialties and their approaches to patient care, we aimed to unveil potential variances in diagnostic accuracy and treatment choices. METHODS In this retrospective, monocenter cohort study, we leveraged machine learning techniques to analyze a comprehensive dataset of 2328 patients with suspected MI, encompassing preclinical diagnoses, electrocardiogram (ECG) interpretations, and subsequent treatment strategies by attending EPs. RESULTS We demonstrated that diagnosis and treatment patterns of different specialties were distinct enough, that machine learning (ML) was able to differentiate between specialties (maximum area under the receiver operating characteristic = 0.80 for general medicine and 0.80 for surgery). In our study, internist demonstrated the highest accuracy for preclinical identification of STEMI (0.96) whereas surgeons showed the highest accuracy for identifying NSTEMI. Our findings highlight significant correlations between EP specialties and the accuracy of both preclinical diagnoses and subsequent treatment pathways for patients with suspected MI. CONCLUSIONS Our results offer valuable insights into how the diverse backgrounds and specialties of EPs can influence the optimization of patient care in emergency settings. Understanding these patterns can help in the development of tailored training programs and protocols to enhance diagnostic accuracy and treatment efficacy in emergency cardiac care, ultimately optimizing patient treatment and improving outcomes.
Collapse
Affiliation(s)
- Manuel Sigle
- Department of Cardiology, University Hospital Tuebingen, Tuebingen, Germany
| | - Wenke Faller
- Department of Cardiology, University Hospital Tuebingen, Tuebingen, Germany
| | - Diana Heurich
- Department of Cardiology, University Hospital Tuebingen, Tuebingen, Germany
| | - Monika Zdanyte
- Department of Cardiology, University Hospital Tuebingen, Tuebingen, Germany
| | - Robert Wunderlich
- University Department of Anesthesiology and Intensive Care Medicine, University Hospital Tuebingen, Tuebingen, Germany
| | - Meinrad Gawaz
- Department of Cardiology, University Hospital Tuebingen, Tuebingen, Germany
| | | | | |
Collapse
|
3
|
Chen JY, He PC, Liu YH, Wei XB, Jiang L, Guo W, Duan CY, Guo YS, Yu XP, Li J, Li WS, Zhou YL, Lin CY, Luo JF, Yu DQ, Chen ZJ, Chen W, Chen YY, Guo ZQ, Geng QS, Tan N. Association of Parenteral Anticoagulation Therapy With Outcomes in Chinese Patients Undergoing Percutaneous Coronary Intervention for Non-ST-Segment Elevation Acute Coronary Syndrome. JAMA Intern Med 2019; 179:186-194. [PMID: 30592483 PMCID: PMC6439659 DOI: 10.1001/jamainternmed.2018.5953] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
IMPORTANCE The association of parenteral anticoagulation therapy with improved outcomes in patients with non-ST-segment elevation acute coronary syndrome was previously established. This benefit has not been evaluated in the era of dual antiplatelet therapy and percutaneous coronary intervention. OBJECTIVE To evaluate the association between parenteral anticoagulation therapy and clinical outcomes in patients with non-ST-segment elevation acute coronary syndrome undergoing percutaneous coronary intervention. DESIGN, SETTING, AND PARTICIPANTS This cohort study included 8197 adults who underwent percutaneous coronary intervention for non-ST-segment elevation acute coronary syndrome from January 1, 2010, to December 31, 2014, at 5 medical centers in China. Patients receiving parenteral anticoagulation therapy only after percutaneous coronary intervention were excluded. EXPOSURES Parenteral anticoagulation therapy. MAIN OUTCOMES AND MEASURES The primary outcome was in-hospital all-cause death and in-hospital major bleeding as defined by the Bleeding Academic Research Consortium definition (grades 3-5). RESULTS Of 6804 patients who met the final criteria, 5104 (75.0%) were male, with a mean (SD) age of 64.2 (10.4) years. The incidence of in-hospital death was not significantly different between the patients who received and did not receive parenteral anticoagulation therapy (0.3% vs 0.1%; P = .13) (adjusted odds ratio, 1.27; 95% CI, 0.38-4.27; P = .70). A similar result was found for myocardial infarction (0.3% vs 0.3%; P = .82) (adjusted odds ratio, 0.77; 95% CI, 0.29-2.07; P = .61). In-hospital major bleeding was more frequent in the parenteral anticoagulation group (2.5% vs 1.0%; P < .001) (adjusted odds ratio, 1.94; 95% CI, 1.24-3.03; P = .004). At a median (interquartile range) follow-up of 2.96 years (1.93-4.46 years), all-cause death was not significantly different between the 2 groups (adjusted hazards ratio, 0.87; 95% CI, 0.71-1.07; P = .19), but the incidence of major bleeding was higher in the parenteral anticoagulation group (adjusted hazards ratio, 1.43; 95% CI, 1.01-2.02; P = .04). The propensity score analysis confirmed these primary analyses. CONCLUSIONS AND RELEVANCE In the patients undergoing percutaneous coronary intervention for non-ST-segment elevation acute coronary syndrome, parenteral anticoagulation therapy was not associated with a lower risk of all-cause death or myocardial infarction but was significantly associated with a higher risk of major bleeding. These findings raise important safety questions about the current practice of routine parenteral anticoagulation therapy while we await randomized trials of this practice.
Collapse
Affiliation(s)
- Ji-Yan Chen
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Peng-Cheng He
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China.,Department of Cardiology, The Second People's Hospital of Nanhai District, Guangdong General Hospital's Nanhai Hospital, Foshan, China
| | - Yuan-Hui Liu
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Xue-Biao Wei
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Lei Jiang
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Wei Guo
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Chong-Yang Duan
- Department of Biostatistics, School of Public Health, Southern Medical University, Guangzhou, China
| | - Yan-Song Guo
- Department of Cardiology, Fujian Provincial Clinical College of Fujian Medical University, Fujian Provincial Hospital, Fujian Institute of Cardiovascular Disease, Fuzhou, China
| | - Xiao-Ping Yu
- Department of Cardiology, The Second People's Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, China
| | - Jun Li
- Department of Cardiovascular Medicine, Zhuhai People's Hospital, Zhuhai, China
| | - Wen-Sheng Li
- Department of Cardiology, Shunde Hospital, Southern Medical University, Foshan, China
| | - Ying-Ling Zhou
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Chun-Ying Lin
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China.,Department of Cardiology, The Second People's Hospital of Nanhai District, Guangdong General Hospital's Nanhai Hospital, Foshan, China
| | - Jian-Fang Luo
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Dan-Qing Yu
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Zhu-Jun Chen
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Wei Chen
- Department of Cardiology, Fujian Provincial Clinical College of Fujian Medical University, Fujian Provincial Hospital, Fujian Institute of Cardiovascular Disease, Fuzhou, China
| | - Yi-Yue Chen
- Department of Cardiology, The Second People's Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, China
| | - Zhi-Qiang Guo
- Department of Cardiology, The Second People's Hospital of Nanhai District, Guangdong General Hospital's Nanhai Hospital, Foshan, China
| | - Qing-Shan Geng
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| | - Ning Tan
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong General Hospital, Guangdong Academic of Medical Sciences, Guangzhou, China
| |
Collapse
|
5
|
Dous GV, Grigos AC, Grodman R. Elevated troponin in patients with acute stroke - Is it a true heart attack? Egypt Heart J 2017; 69:165-170. [PMID: 29622972 PMCID: PMC5883484 DOI: 10.1016/j.ehj.2017.01.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2016] [Accepted: 01/19/2017] [Indexed: 11/24/2022] Open
Abstract
Although the prognostic value of a positive troponin in an acute stroke patient is still uncertain, it is a commonly encountered clinical situation given that Ischemic Heart Disease (IHD) and cerebrovascular disease (CVD) frequently co-exist in the same patient and share similar risk factors. Our objectives in this review are to (1) identify the biologic relationship between acute cerebrovascular stroke and elevated troponin levels, (2) determine the pathophysiologic differences between positive troponin in the setting of acute stroke versus acute myocardial infarction (AMI), and (3) examine whether positive troponin in the setting of acute stroke has prognostic significance. We also will provide an insight analysis of some of the available studies and will provide guidance for a management approach based on the available data according to the current guidelines.
Collapse
Key Words
- ACS, acute coronary syndrome
- AMI, acute myocardial infarction
- CAD, Coronary Artery Disease
- CAST, Chinese Acute Stroke Trial
- CK-MB, Creatine Kinase-MB
- CT, computed tomography
- CVD, Cardiovascular Disease
- DAPT, dual antiplatelet therapy
- ECG, electrocardiogram
- ICH, intracranial hemorrhage
- IHD, Ischemic Heart Disease
- IST, International Stroke Trial
- LDL, low-density lipoprotein
- LV, left ventricular
- MI, myocardial infarction
- Myocardial infarction
- NHS, neurogenic heart syndrome
- Neurogenic heart syndrome
- SAH, subarachnoid hemorrhage
- Stroke
- TIA, Transient Ischemic Attacks
- TRELAS, The Troponin Elevation in Acute Ischemic Stroke
- Troponin
- cTnI, Troponin I
- cTnT, Troponin T
Collapse
Affiliation(s)
- George V Dous
- SUNY Downstate, Department of Cardiology, Brooklyn, New York, United States
| | - Angela C Grigos
- Richmond University Medical Center, Department of Medicine, Staten Island, New York, United States
| | - Richard Grodman
- Richmond University Medical Center, Department of Cardiology, Staten Island, New York, United States
| |
Collapse
|