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1.
A A Pract ; 18(5): e01786, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38708942

ABSTRACT

We report a case of a 62-year-old woman with a decade-long history of atypical chest pain resulting in a largely negative cardiac workup, who developed significant angiographically demonstrated coronary vasospasm thought to be due to a small dose of intravenous ketamine. In patients with a history of atypical chest pain despite a reassuring cardiac evaluation, providers should carefully consider medications that may precipitate coronary vasospasm and be prepared to treat it accordingly.


Subject(s)
Coronary Vasospasm , Ketamine , Humans , Coronary Vasospasm/chemically induced , Ketamine/adverse effects , Ketamine/administration & dosage , Female , Middle Aged , Chest Pain/chemically induced , Coronary Angiography
3.
Rev Med Suisse ; 20(875): 1020-1025, 2024 May 22.
Article in French | MEDLINE | ID: mdl-38783671

ABSTRACT

Coronary Computed Tomography Angiography (CCTA) has now become an established tool in the diagnostic process for patients suspected of coronary artery disease. In light of rapid technological development, CCTA has evolved into an imaging modality providing both anatomical and functional information to guide patient management. In this article, we describe the role of cardiac CT in assessing atherosclerotic plaque, chest pain evaluation, cardiovascular risk stratification, planning and guiding coronary intervention, as well as structural heart diseases.


Le scanner coronarien est actuellement un outil reconnu dans le processus diagnostique des patients chez qui on suspecte une maladie coronarienne. Bénéficiant d'un développement technologique rapide et procurant des informations tant morphologiques que fonctionnelles, le CT cardiaque devient une modalité d'imagerie incontournable pour orienter la prise en charge des patients. Dans cet article, nous décrivons le rôle du CT cardiaque dans l'évaluation de la plaque d'athérosclérose, des douleurs thoraciques, de la stratification du risque cardiovasculaire, de la planification et du guidage de l'intervention coronarienne, ainsi que des maladies cardiaques structurelles.


Subject(s)
Chest Pain , Computed Tomography Angiography , Coronary Angiography , Coronary Artery Disease , Humans , Computed Tomography Angiography/methods , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/diagnosis , Chest Pain/etiology , Chest Pain/diagnostic imaging , Coronary Angiography/methods , Plaque, Atherosclerotic/diagnostic imaging , Plaque, Atherosclerotic/diagnosis , Risk Assessment/methods , Heart Diseases/diagnostic imaging , Heart Diseases/diagnosis
4.
BMC Cardiovasc Disord ; 24(1): 261, 2024 May 20.
Article in English | MEDLINE | ID: mdl-38769478

ABSTRACT

BACKGROUND: Pheochromocytoma is rare in pregnant women. It presents as diverse symptoms, including hypertension and sweating. The symptoms of pregnant women with pheochromocytoma and comorbid hypertension often mimic the clinical manifestations of preeclampsia, and these women are often misdiagnosed with preeclampsia. CASE PRESENTATION: In this case, a pregnant woman presented with chest pain as the primary symptom, and a diagnosis of pheochromocytoma was considered after ruling out myocardial ischemia and aortic dissection with the relevant diagnostic tools. This patient then underwent successful surgical resection using a nontraditional management approach, which resulted in a positive clinical outcome. CONCLUSIONS: It is essential to consider pheochromocytoma as a potential cause of chest pain and myocardial infarction-like electrocardiographic changes in pregnant women, even if they do not have a history of hypertension.


Subject(s)
Adrenal Gland Neoplasms , Pheochromocytoma , Pregnancy Complications, Neoplastic , Humans , Pheochromocytoma/complications , Pheochromocytoma/diagnosis , Pheochromocytoma/surgery , Female , Pregnancy , Adrenal Gland Neoplasms/complications , Adrenal Gland Neoplasms/surgery , Adrenal Gland Neoplasms/diagnosis , Pregnancy Complications, Neoplastic/diagnosis , Pregnancy Complications, Neoplastic/surgery , Adult , Treatment Outcome , Chest Pain/etiology , Chest Pain/diagnosis , Predictive Value of Tests , Adrenalectomy , Electrocardiography
6.
Georgian Med News ; (348): 6-9, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38807382

ABSTRACT

Acute myocarditis remains a diagnostic issue with a wide spectrum of clinical manifestations that could mimic ST-elevation myocardial infarction (STEMI). We present a case of a 26-year-old male with left-sided intense squeezing chest pain associated with elevated troponin, ST-segment elevations, and reduced ejection fraction. The patient was initially suspected of having a STEMI with non-obstructed coronary arteries (MINOCA). However, due to positive pair troponin tests, increased inflammatory markers there was suspected myocarditis and cardiac MRI confirmed this diagnosis. This case highlights the clinical significance of assessment of laboratory markers and cardiac MRI in diagnostics of myocarditis.


Subject(s)
Magnetic Resonance Imaging , Myocarditis , ST Elevation Myocardial Infarction , Humans , Myocarditis/diagnostic imaging , Myocarditis/diagnosis , Myocarditis/blood , Male , Adult , ST Elevation Myocardial Infarction/diagnosis , ST Elevation Myocardial Infarction/blood , ST Elevation Myocardial Infarction/diagnostic imaging , Diagnosis, Differential , Acute Disease , Electrocardiography , Chest Pain/etiology , Chest Pain/diagnosis , Troponin/blood
8.
Nurs Open ; 11(5): e2189, 2024 May.
Article in English | MEDLINE | ID: mdl-38794988

ABSTRACT

AIM: To explore spouses' experiences of living with a partner suffering from non-cardiac chest pain (NCPP). DESIGN: An inductive qualitative study. METHODS: Individual interviews (n = 10) were performed with spouses of partners having NCCP and cardiac anxiety. The analysis was performed according to Patton's guide for content analysis of qualitative data. RESULTS: Three categories and seven subcategories were identified. First, 'a feeling of being neglected', where spouses felt ignored by healthcare professionals and excluded by their partners. Secondly, 'a tension between hope and despair' encompassed feelings of faith, support, unpreparedness for chest pain and situational frustration. Lastly, in 'a threat to ordinary life', spouses noted chest pain-induced changes impacting daily life, finances, leisure and relationships. To conclude, NCCP in partners significantly affects their spouses emotionally and practically. Spouses felt neglected and isolated, oscillating between hope and despair and experiencing faith, powerlessness and frustration. They also faced challenges in daily life and relationships.


Subject(s)
Chest Pain , Qualitative Research , Spouses , Humans , Spouses/psychology , Female , Male , Chest Pain/psychology , Middle Aged , Interviews as Topic , Adaptation, Psychological , Aged , Adult , Anxiety/psychology
9.
Am J Emerg Med ; 80: 230.e1-230.e2, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38693022

ABSTRACT

Erector spinae plane blocks (ESPB) have shown to provide meaningful chest wall anesthesia and reduce opioid consumption after thoracic surgery. Emergency physicians often use erector spinae plane blocks in the emergency department (ED) for rib fractures when acetaminophen, non-steroidal anti-inflammatory (NSAID), and opioids fail to control pain. They have also demonstrated successful pain management for conditions like herpes zoster, renal colic, burns, and acute pancreatitis for ED patients. With low reported rates of complication and relatively easy landmarks to identify, erector spinae plane blocks are an appealing regional anesthetic technique for emergency physicians to utilize for uncontrolled pain. We present the case of a 58-year-old male presenting to the ED with chest pain from pneumonia which remained unmanageable after acetaminophen, NSAID, and opioid administration. An ultrasound-guided erector spinae plane block was performed in the ED and the patient had a significant reduction in his chest pain.


Subject(s)
Chest Pain , Emergency Service, Hospital , Nerve Block , Ultrasonography, Interventional , Humans , Male , Middle Aged , Nerve Block/methods , Chest Pain/etiology , Ultrasonography, Interventional/methods , Pneumonia/complications , Paraspinal Muscles/innervation , Paraspinal Muscles/diagnostic imaging
11.
J Am Heart Assoc ; 13(11): e032778, 2024 Jun 04.
Article in English | MEDLINE | ID: mdl-38690705

ABSTRACT

BACKGROUND: Aspirin, an effective, low-cost pharmaceutical, can significantly reduce mortality if used promptly after acute myocardial infarction (AMI). However, many AMI survivors do not receive aspirin within a few hours of symptom onset. Our aim was to quantify the mortality benefit of self-administering aspirin at chest pain onset, considering the increased risk of bleeding and costs associated with widespread use. METHODS AND RESULTS: We developed a population simulation model to determine the impact of self-administering 325 mg aspirin within 4 hours of severe chest pain onset. We created a synthetic cohort of adults ≥ 40 years old experiencing severe chest pain using 2019 US population estimates, AMI incidence, and sensitivity/specificity of chest pain for AMI. The number of annual deaths delayed was estimated using evidence from a large, randomized trial. We also estimated the years of life saved (YOLS), costs, and cost per YOLS. Initiating aspirin within 4 hours of severe chest pain onset delayed 13 016 (95% CI, 11 643-14 574) deaths annually, after accounting for deaths due to bleeding (963; 926-1003). This translated to an estimated 166 309 YOLS (149391-185 505) at the cost of $643 235 (633 944-653 010) per year, leading to a cost-effectiveness ratio of $3.70 (3.32-4.12) per YOLS. CONCLUSIONS: For <$4 per YOLS, self-administration of aspirin within 4 hours of severe chest pain onset has the potential to save 13 000 lives per year in the US population. Benefits of reducing deaths post-AMI outweighed the risk of bleeding deaths from aspirin 10 times over.


Subject(s)
Aspirin , Chest Pain , Platelet Aggregation Inhibitors , Humans , Aspirin/administration & dosage , Aspirin/adverse effects , United States/epidemiology , Male , Female , Middle Aged , Chest Pain/diagnosis , Chest Pain/mortality , Adult , Platelet Aggregation Inhibitors/administration & dosage , Platelet Aggregation Inhibitors/adverse effects , Self Administration , Hemorrhage/chemically induced , Hemorrhage/mortality , Hemorrhage/epidemiology , Aged , Cost-Benefit Analysis , Mortality, Premature , Myocardial Infarction/mortality , Myocardial Infarction/diagnosis , Time Factors
12.
PLoS One ; 19(5): e0304137, 2024.
Article in English | MEDLINE | ID: mdl-38805487

ABSTRACT

This study aims to evaluate the role of the peri-coronary Fat Attenuation Index (FAI) and High-Risk Plaque Characteristics (HRPC) in the assessment of coronary heart disease risk. By conducting coronary CT angiography and coronary angiography on 217 patients with newly developed chest pain (excluding acute myocardial infarction), their degree of vascular stenosis, FAI, and the presence and quantity of HRPC were assessed. The study results demonstrate a correlation between FAI and HRPC, and the combined use of FAI and HRPC can more accurately predict the risk of major adverse cardiovascular events (MACE). Additionally, the study found that patients with high FAI were more prone to exhibit high-risk plaque characteristics, severe stenosis, and multiple vessel disease. After adjustment, the combination of FAI and HRPC improved the ability to identify and reclassify MACE. Furthermore, the study identified high FAI as an independent predictor of MACE in patients undergoing revascularization, while HRPC served as an independent predictor of MACE in patients not undergoing revascularization. These findings suggest the potential clinical value of FAI and HRPC in the assessment of coronary heart disease risk, particularly in patients with newly developed chest pain excluding acute myocardial infarction.


Subject(s)
Chest Pain , Computed Tomography Angiography , Coronary Angiography , Plaque, Atherosclerotic , Humans , Male , Female , Middle Aged , Computed Tomography Angiography/methods , Chest Pain/diagnostic imaging , Plaque, Atherosclerotic/diagnostic imaging , Plaque, Atherosclerotic/complications , Coronary Angiography/methods , Aged , Myocardial Infarction/diagnostic imaging , Myocardial Infarction/complications , Risk Assessment , Adipose Tissue/diagnostic imaging , Adipose Tissue/pathology , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/complications , Risk Factors , Coronary Vessels/diagnostic imaging , Coronary Vessels/pathology
13.
Am Fam Physician ; 109(5): 441-446, 2024 May.
Article in English | MEDLINE | ID: mdl-38804758

ABSTRACT

Acute pericarditis is defined as inflammation of the pericardium and occurs in approximately 4.4% of patients who present to the emergency department for nonischemic chest pain, with a higher prevalence in men. Although there are numerous etiologies of pericarditis, most episodes are idiopathic and the cause is presumed to be viral. Diagnosis of pericarditis requires at least two of the following criteria: new or worsening pericardial effusion, characteristic pleuritic chest pain, pericardial friction rub, or electrocardiographic changes, including new, widespread ST elevations or PR depressions. Pericardial friction rubs are highly specific but transient, and they have been reported in 18% to 84% of patients with acute pericarditis. Classic electrocardiographic findings include PR-segment depressions; diffuse, concave, upward ST-segment elevations without reciprocal changes; and T-wave inversions. Transthoracic echocardiography should be performed in all patients with acute pericarditis to characterize the size of effusions and evaluate for complications. Nonsteroidal anti-inflammatory drugs are the first-line treatment option. Glucocorticoids should be reserved for patients with contraindications to first-line therapy and those who are pregnant beyond 20 weeks' gestation or have other systemic inflammatory conditions. Colchicine should be used in combination with first- or second-line treatments to reduce the risk of recurrence. Patients with a higher risk of complications should be admitted to the hospital for further workup and treatment.


Subject(s)
Anti-Inflammatory Agents, Non-Steroidal , Electrocardiography , Pericarditis , Humans , Pericarditis/diagnosis , Pericarditis/physiopathology , Pericarditis/therapy , Acute Disease , Anti-Inflammatory Agents, Non-Steroidal/therapeutic use , Colchicine/therapeutic use , Echocardiography , Female , Pericardial Effusion/diagnosis , Pericardial Effusion/therapy , Pericardial Effusion/etiology , Chest Pain/etiology , Chest Pain/diagnosis , Male , Glucocorticoids/therapeutic use
15.
Pediatr Int ; 66(1): e15740, 2024.
Article in English | MEDLINE | ID: mdl-38641935

ABSTRACT

BACKGROUND: The incidence of coronavirus disease 2019 (COVID-19) in children has been increasing worldwide since the onset of the pandemic. This study examined the risk factors and characteristics of COVID-19 among pediatric patients compared to other respiratory viral infections. METHODS: This was a prospective cross-sectional study. Patients aged 0-18 years presenting with respiratory symptoms from October 2020 to December 2021 were included. Demographic and clinical data were reviewed. RESULTS: In total, 738 pediatric patients were enrolled. Of these, 48.5% had COVID-19, and 41.3% were infected with another respiratory virus. The COVID-19 incidence increased from 0.5% during the original strain outbreak (October 2020 to March 2021) to 56.5% and 73.4% during the alpha (April to June 2021) and delta (July to December 2021) periods, respectively. Children aged 6-18 years, being female, obesity, exposure to household members with COVID-19, and the delta period were risk factors for COVID-19. Being aged 1-5 years, obesity, shortness of breath, productive cough, and chest pain were associated with COVID-19 pneumonia. Children aged 5-18 years, underlying neurological disease, a history of COVID-19 pneumonia, and the delta period were associated with long COVID. CONCLUSIONS: Pediatric COVID-19 patients presenting with respiratory symptoms who are obese or have been exposed to household members with COVID-19 should be tested for COVID-19. COVID-19 patients who are obese, younger than five years old, or who present with shortness of breath, productive cough, or chest pain should be evaluated for pneumonia. COVID-19 patients with a history of COVID-19 pneumonia or underlying neurological disease should receive follow-up for long COVID.


Subject(s)
COVID-19 , Humans , Child , Female , Child, Preschool , Male , COVID-19/epidemiology , Post-Acute COVID-19 Syndrome , SARS-CoV-2 , Cross-Sectional Studies , Prospective Studies , Obesity , Dyspnea , Cough/epidemiology , Cough/etiology , Chest Pain
16.
Am J Case Rep ; 25: e941509, 2024 Apr 15.
Article in English | MEDLINE | ID: mdl-38616415

ABSTRACT

BACKGROUND There has been an increase in the use of inhalation methods to abuse drugs, including freebasing crack cocaine (alkaloid) and inhaling methamphetamine vapor. This report is of a 25-year-old man with a history of substance abuse presenting with pneumomediastinum due to methamphetamine vapor inhalation. Acute pneumomediastinum is an extremely rare complication of methamphetamine use. CASE REPORT A 25-year-old man was treated for polysubstance abuse following 9 days of methamphetamine abuse. EKG did not show any ST &T change. D-dimer was normal, at 0.4 mg/L, so we did not do further work-up for pulmonary embolism. His chest pain worsened in the Emergency Department (ED), and a physical exam demonstrated crepitation of the posterior neck, trapezius, and right scapula. A portable chest X-ray revealed subcutaneous air over the right scapular region, in addition to pneumomediastinum. The urine drug screen test was positive for methamphetamine. A chest CT was ordered, which showed a moderate-volume pneumomediastinum with soft-tissue air tracking into the lower neck and along the right chest wall. The patient underwent an esophagogram, which showed no air leak, and Boerhaave's syndrome was ruled out. His symptoms improved and he did not require any surgical intervention. CONCLUSIONS Considering the higher rates of illicit substance use, especially methamphetamine, it is important to pay attention to the associated pathologies and to keep spontaneous pneumomediastinum on the list of differentials for patients using methamphetamine, particularly those who inhale it, which can cause pneumomediastinum, even without Boerhaave's syndrome.


Subject(s)
Esophageal Diseases , Mediastinal Diseases , Mediastinal Emphysema , Substance-Related Disorders , Thoracic Wall , Male , Humans , Adult , Mediastinal Emphysema/diagnostic imaging , Mediastinal Emphysema/etiology , Substance-Related Disorders/complications , Chest Pain/etiology , Rupture, Spontaneous
17.
PLoS One ; 19(4): e0301854, 2024.
Article in English | MEDLINE | ID: mdl-38626142

ABSTRACT

BACKGROUND: ChatGPT-4 is a large language model with promising healthcare applications. However, its ability to analyze complex clinical data and provide consistent results is poorly known. Compared to validated tools, this study evaluated ChatGPT-4's risk stratification of simulated patients with acute nontraumatic chest pain. METHODS: Three datasets of simulated case studies were created: one based on the TIMI score variables, another on HEART score variables, and a third comprising 44 randomized variables related to non-traumatic chest pain presentations. ChatGPT-4 independently scored each dataset five times. Its risk scores were compared to calculated TIMI and HEART scores. A model trained on 44 clinical variables was evaluated for consistency. RESULTS: ChatGPT-4 showed a high correlation with TIMI and HEART scores (r = 0.898 and 0.928, respectively), but the distribution of individual risk assessments was broad. ChatGPT-4 gave a different risk 45-48% of the time for a fixed TIMI or HEART score. On the 44-variable model, a majority of the five ChatGPT-4 models agreed on a diagnosis category only 56% of the time, and risk scores were poorly correlated (r = 0.605). CONCLUSION: While ChatGPT-4 correlates closely with established risk stratification tools regarding mean scores, its inconsistency when presented with identical patient data on separate occasions raises concerns about its reliability. The findings suggest that while large language models like ChatGPT-4 hold promise for healthcare applications, further refinement and customization are necessary, particularly in the clinical risk assessment of atraumatic chest pain patients.


Subject(s)
Chest Pain , Humans , Reproducibility of Results , Prospective Studies , Chest Pain/diagnosis , Risk Assessment/methods , Risk Factors
18.
PLoS One ; 19(4): e0294461, 2024.
Article in English | MEDLINE | ID: mdl-38626180

ABSTRACT

OBJECTIVE: This study aimed to assess and determine the presentation, risk factors, and outcomes of pediatric patients who were admitted for cardiac-related chest pain. BACKGROUND: Although chest pain is common in children, most cases are due to non-cardiac etiology. The risk of misdiagnosis and the pressure of potentially adverse outcomes can lead to unnecessary diagnostic testing and overall poorer patient experiences. Additionally, this can lead to a depletion of resources that could be better allocated towards patients who are truly suffering from cardiac-related pathology. METHODS: This review was conducted per PRISMA guidelines. This systematic review used several databases including MEDLINE, Embase, Scopus, and Web of Science to obtain its articles for review. RESULTS: A total of 6,520 articles were identified, and 11 articles were included in the study. 2.5% of our study population was found to have cardiac-related chest pain (prevalence = 0.025, 95% CI [0.013, 0.038]). The most commonly reported location of pain was retrosternal chest pain. 97.5% of the study population had a non-cardiac cause of chest pain, with musculoskeletal pain being identified as the most common cause (prevalence = 0.357, 95% CI [0.202, 0.512]), followed by idiopathic (prevalence = 0.352, 95% CI [0.258, 0.446]) and then gastrointestinal causes (prevalence = 0.053, 95% CI [0.039, 0.067]). CONCLUSIONS: The overwhelming majority of pediatric chest pain cases stem from benign origins. This comprehensive analysis found musculoskeletal pain as the predominant culprit behind chest discomfort in children. Scrutinizing our study cohort revealed that retrosternal chest pain stands as the unequivocal epicenter of this affliction. Thorough evaluation of pediatric patients manifesting with chest pain is paramount for the delivery of unparalleled care, especially in the context of potential cardiac risks in the emergency department.


Subject(s)
Musculoskeletal Pain , Humans , Child , Musculoskeletal Pain/complications , Chest Pain/diagnosis , Chest Pain/etiology , Chest Pain/epidemiology , Emergency Service, Hospital , Risk Factors , Hospitalization
19.
Med Sci Monit ; 30: e942080, 2024 Apr 08.
Article in English | MEDLINE | ID: mdl-38584384

ABSTRACT

BACKGROUND Exploring the factors that impact the time from symptom onset to first medical contact (S2FMC) is crucial for improving outcomes in elderly patients diagnosed with acute ST-segment elevation myocardial infarction (STEMI). This study conducted a retrospective analysis on 282 patients who underwent emergency percutaneous coronary intervention (PCI) or percutaneous transluminal coronary angioplasty (PTCA) in Guangzhou City District to identify significant factors affecting S2FMC. MATERIAL AND METHODS A retrospective analysis was conducted on 282 patients with STEMI who underwent emergency percutaneous coronary intervention (PCI). Descriptive statistics, univariate and multivariate Cox regression analyses were used to identify significant factors affecting S2FMC. Additionally, interactions between risk factors were examined using multivariate logistic regression and the structural equation model (SEM). RESULTS Age (HR=0.984, 95% CI: 0.975-0.993), nature of chest pain (HR=2.561, 95% CI: 1.900-3.458), admission mode (HR=1.805, 95% CI: 1.358-2.400), and vascular characteristics (HR=1.246, 95% CI: 1.069-1.451) were independent influencing factors for S2FMC. Persistent chest tightness/pain, EMS admission, and vascular characteristics (RCADL or LCADL) played a protective role in S2FMC. Among the influencing factors, vascular characteristics (OR=1.072, 95% CI: 1.008-1.141) had an independent effect on the nature of chest pain. Meanwhile, the nature of chest pain (OR=1.148, 95% CI: 1.015-1.298) was an independent influencing factor in the admission mode. CONCLUSIONS Patients with persistent chest tightness/pain, EMS admission, and vascular characteristics (RCADL or LCADL) experienced shorter S2FMC and higher compliance rate (S2FMC ≤180 min). At the same time, age and other vascular features played an inverse role. This study proposes enhancing follow-up and monitoring measures, and shows the consequences of intermittent chest pain should not be disregarded.


Subject(s)
Percutaneous Coronary Intervention , ST Elevation Myocardial Infarction , Humans , Aged , ST Elevation Myocardial Infarction/surgery , Percutaneous Coronary Intervention/adverse effects , Retrospective Studies , Treatment Outcome , Time Factors , Chest Pain/etiology
20.
Sci Rep ; 14(1): 9796, 2024 04 29.
Article in English | MEDLINE | ID: mdl-38684774

ABSTRACT

Preclinical management of patients with acute chest pain and their identification as candidates for urgent coronary revascularization without the use of high sensitivity troponin essays remains a critical challenge in emergency medicine. We enrolled 2760 patients (average age 70 years, 58.6% male) with chest pain and suspected ACS, who were admitted to the Emergency Department of the University Hospital Tübingen, Germany, between August 2016 and October 2020. Using 26 features, eight Machine learning models (non-deep learning models) were trained with data from the preclinical rescue protocol and compared to the "TropOut" score (a modified version of the "preHEART" score which consists of history, ECG, age and cardiac risk but without troponin analysis) to predict major adverse cardiac event (MACE) and acute coronary artery occlusion (ACAO). In our study population MACE occurred in 823 (29.8%) patients and ACAO occurred in 480 patients (17.4%). Interestingly, we found that all machine learning models outperformed the "TropOut" score. The VC and the LR models showed the highest area under the receiver operating characteristic (AUROC) for predicting MACE (AUROC = 0.78) and the VC showed the highest AUROC for predicting ACAO (AUROC = 0.81). A SHapley Additive exPlanations (SHAP) analyses based on the XGB model showed that presence of ST-elevations in the electrocardiogram (ECG) were the most important features to predict both endpoints.


Subject(s)
Acute Coronary Syndrome , Machine Learning , Troponin , Humans , Male , Female , Aged , Acute Coronary Syndrome/diagnosis , Acute Coronary Syndrome/blood , Troponin/blood , Troponin/metabolism , Middle Aged , ROC Curve , Algorithms , Electrocardiography , Biomarkers/blood , Chest Pain/diagnosis , Aged, 80 and over , Emergency Service, Hospital
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