1.Exploring the Feasibility of Machine Learning to Predict Risk Stratification Within 3 Months in Chest Pain Patients with Suspected NSTE-ACS.
Zhi Chang ZHENG ; Wei YUAN ; Nian WANG ; Bo JIANG ; Chun Peng MA ; Hui AI ; Xiao WANG ; Shao Ping NIE
Biomedical and Environmental Sciences 2023;36(7):625-634
OBJECTIVE:
We aimed to assess the feasibility and superiority of machine learning (ML) methods to predict the risk of Major Adverse Cardiovascular Events (MACEs) in chest pain patients with NSTE-ACS.
METHODS:
Enrolled chest pain patients were from two centers, Beijing Anzhen Emergency Chest Pain Center Beijing Bo'ai Hospital, China Rehabilitation Research Center. Five classifiers were used to develop ML models. Accuracy, Precision, Recall, F-Measure and AUC were used to assess the model performance and prediction effect compared with HEART risk scoring system. Ultimately, ML model constructed by Naïve Bayes was employed to predict the occurrence of MACEs.
RESULTS:
According to learning metrics, ML models constructed by different classifiers were superior over HEART (History, ECG, Age, Risk factors, & Troponin) scoring system when predicting acute myocardial infarction (AMI) and all-cause death. However, according to ROC curves and AUC, ML model constructed by different classifiers performed better than HEART scoring system only in prediction for AMI. Among the five ML algorithms, Linear support vector machine (SVC), Naïve Bayes and Logistic regression classifiers stood out with all Accuracy, Precision, Recall and F-Measure from 0.8 to 1.0 for predicting any event, AMI, revascularization and all-cause death ( vs. HEART ≤ 0.78), with AUC from 0.88 to 0.98 for predicting any event, AMI and revascularization ( vs. HEART ≤ 0.85). ML model developed by Naïve Bayes predicted that suspected acute coronary syndrome (ACS), abnormal electrocardiogram (ECG), elevated hs-cTn I, sex and smoking were risk factors of MACEs.
CONCLUSION
Compared with HEART risk scoring system, the superiority of ML method was demonstrated when employing Linear SVC classifier, Naïve Bayes and Logistic. ML method could be a promising method to predict MACEs in chest pain patients with NSTE-ACS.
Humans
;
Acute Coronary Syndrome/epidemiology*
;
Bayes Theorem
;
Feasibility Studies
;
Risk Assessment/methods*
;
Chest Pain/etiology*
;
Myocardial Infarction/diagnosis*
2.Perforation of the esophagus: an overlooked cause of chest pain as a complication of esophageal foreign bodies.
Chengfan QIN ; Yunmei YANG ; Yuanqiang LU
Journal of Zhejiang University. Science. B 2023;24(5):455-457
Chest pain is one of the most common complaints in the emergency department. Diseases of the heart, aorta, lungs, esophagus, stomach, mediastinum, pleura, and abdominal viscera can all cause chest discomfort (Gulati et al., 2021; Jiao et al., 2021; Lu et al., 2022). Clinicians in the emergency department are expected to immediately recognize life-threatening chest pain (Jiao et al., 2021). Delayed diagnosis further increases the risk of complications and mortality (Liu et al., 2021). In this case, we present an elderly Chinese female who had a history of myocardial infarction two years previously, with chest pain eventually found to be caused by ingestion of a duck bone.
Humans
;
Female
;
Aged
;
Esophagus
;
Foreign Bodies/diagnosis*
;
Chest Pain/complications*
;
Emergency Service, Hospital
;
Heart
3.Chest Pain in a Renal Transplant Recipient due to Concomitant Cytomegalovirus and Herpes Simplex Virus Esophagitis
Seok Hyung KANG ; Myong Ki BAEG ; Sun Hye KO ; Hyunjung HWANG ; Sang Yeop YI ; Sung Jin MOON ; Jeongkeun PARK
The Korean Journal of Helicobacter and Upper Gastrointestinal Research 2019;19(1):61-64
Chest pain in kidney transplant patients is usually caused by cardiac or pulmonary problems. However, it may be rarely caused by opportunistic esophageal infections. A 66-year-old female kidney transplant recipient was admitted because of chest pain. She had been treated with high-dose steroid and immunosuppressants for acute T-cell-mediated rejection. Cardiologic and pulmonary evaluations had normal results. Endoscopic examination revealed three clear ulcerative lesions in the esophagus. Histological and immunohistochemical staining of the endoscopic biopsy specimens revealed coinfection of herpes simplex virus and cytomegalovirus. The patient was treated with intravenous ganciclovir for 2 weeks. Her symptoms completely resolved, and follow-up endoscopy revealed complete healing of the previous ulcers. Viral esophagitis should be considered in the differential diagnosis in kidney transplant recipients presenting with chest pain.
Aged
;
Biopsy
;
Chest Pain
;
Coinfection
;
Cytomegalovirus
;
Diagnosis, Differential
;
Endoscopy
;
Esophagitis
;
Esophagus
;
Female
;
Follow-Up Studies
;
Ganciclovir
;
Herpes Simplex
;
Humans
;
Immunosuppressive Agents
;
Kidney
;
Kidney Transplantation
;
Simplexvirus
;
Thorax
;
Transplant Recipients
;
Ulcer
4.A Case of Zaltoprofen Induced Kounis Syndrome
Seong You LEE ; Won Young SUNG ; Jang Young LEE ; Sang Won SEO ; Won Suk LEE
Journal of The Korean Society of Clinical Toxicology 2019;17(1):32-37
Kounis syndrome is defined as the occurrence of acute coronary syndrome associated with vasoactive mediators, such as histamines in the setting of hypersensitivity and allergic reactions or anaphylactic insults. The condition can be caused by various drugs, foods, or environmental factors that cause allergic reactions. A 35-year-old male visited the emergency room with anaphylaxis accompanied by chest pain approximately 20 minutes after taking zaltoprofen, a nonsteroidal anti-inflammatory drug. After acute treatment for the anaphylaxis, the patient was stabilized and all symptoms disappeared, but the ischemic changes in the electrocardiogram and elevation of the cardiac enzymes were observed. The emergency cardiac angiography and echocardiography were all normal. The allergic reaction of this patient to zaltoprofen was believed to cause a temporary coronary arterial vasospasm, inducing Type 1 Kounis syndrome. Thus far, there have been case reports of Kounis syndrome caused by a range of nonsteroidal anti-inflammatory drugs, but there are no reports of the condition being caused by zaltoprofen. According to the pathophysiology, both cardiac and allergic symptoms must be solved simultaneously, so rapid treatment and diagnosis are needed. Doctors treating acute allergic reactions and anaphylaxis patients must check the cardiovascular symptoms thoroughly and consider the possibility of Kounis syndrome.
Acute Coronary Syndrome
;
Adult
;
Anaphylaxis
;
Angiography
;
Chest Pain
;
Diagnosis
;
Echocardiography
;
Electrocardiography
;
Emergencies
;
Emergency Service, Hospital
;
Humans
;
Hypersensitivity
;
Male
5.A Rare Extradural Spinal Meningioma with Nocturnal Chest Pain: A Case Report
Sang Bum KIM ; Yougun WON ; Min Gu JANG ; Young Ki MIN ; Andreas GUTZEIT ; Fabio CASARI ; Oliver Nic HAUSMANN
Journal of Korean Society of Spine Surgery 2019;26(3):100-104
STUDY DESIGN: Case report. OBJECTIVES: To report a rare case of a spinal extradural meningioma in a patient with longstanding nonspecific thoracic nocturnal pain. SUMMARY OF LITERATURE REVIEW: Meningioma is a frequent intradural extramedullary tumor that is associated with pain, sensory/motor deficits, and sphincter weakness. Spinal meningiomas most commonly occur in the thoracic spine, although they can also be found at other locations. MATERIALS AND METHODS: A 65-year-old woman first visited the cardiac and gastrointestinal departments of our institution due to chest pain 2 years previously. No explanation for the complaint could be found in the heart or other organs. On a computed tomography scan of the thorax, a spinal mass was found a few months before the diagnosis. On magnetic resonance imaging, an extramedullary and extradural mass was observed at T7/8. RESULTS: We performed surgery and found an extradural spinal meningioma upon the histological diagnosis. Postoperatively, the patient could adequately move both legs and feet and the nocturnal chest pain disappeared after surgery without any complications. CONCLUSIONS: Awareness of the rarity and nonspecific symptoms of extradural spinal meningiomas will be beneficial for their accurate diagnosis and proper treatment.
Aged
;
Chest Pain
;
Diagnosis
;
Female
;
Foot
;
Heart
;
Humans
;
Leg
;
Magnetic Resonance Imaging
;
Meningioma
;
Spine
;
Thorax
6.Diagnosis and Management of Functional Chest Pain in the Rome IV Era
Ronnie FASS ; Fahmi SHIBLI ; Jose TAWIL
Journal of Neurogastroenterology and Motility 2019;25(4):487-498
Functional chest pain accounts for about a third of the patients with noncardiac chest pain. It is a very common functional esophageal disorder that remains even today a management challenge to the practicing physician. Based on the definition offered by the Rome IV criteria, diagnosis of functional chest pain requires a negative workup of noncardiac chest pain patients that includes, proton pump inhibitor test or empirical proton pump inhibitor trial, endoscopy with esophageal mucosal biopsies, reflux testing, and esophageal manometry. The mainstay of treatment are neuromodulators that are primarily composed of anti-depressants. Alternative medicine and psychological interventions may be provided alone or in combination with other therapeutic modalities.
Biopsy
;
Chest Pain
;
Complementary Therapies
;
Diagnosis
;
Endoscopy
;
Humans
;
Manometry
;
Neurotransmitter Agents
;
Proton Pump Inhibitors
;
Proton Pumps
;
Thorax
7.Acute cardiovascular complications in patients with diabetes and hypertension: management consideration for minor oral surgery
Ajinath Nanasaheb JADHAV ; Pooja Raosaheb TARTE
Journal of the Korean Association of Oral and Maxillofacial Surgeons 2019;45(4):207-214
OBJECTIVES: Medically compromised patients often fear required dental surgical procedures that can increase the risk of medical emergency when combined with reduced tolerance for stress. A stress reduction protocol (SRP) helps doctors minimize treatment-related stress and improves patient management with minimum complications. Diabetes and co-morbid hypertension carry 4-fold risk of aggravation of cardiovascular emergencies and 7.2-fold risk of mortality. Diabetic neuropathy can result in difficult diagnosis of myocardial infarction and reduces chances of surviving a myocardial infarction compared with a non-diabetic person. The aim of the study was to assess the feasibility of a protocol for management of patients having both diabetes and hypertension who required minor oral surgery to minimize the rate of cardiovascular emergencies. MATERIALS AND METHODS: A prospective study was conducted in 140 patients having both diabetes and hypertension who required minor oral surgical procedures. A systematic approachable protocol was designed for management of such patients. RESULTS: Among 140 patients, 6 patients (4.3%) had cardiovascular complications, while 3 patients (1 with syncope and 2 with hypertension) did not require any intervention other than observation. Two patients were managed with aspirin and nitroglycerin, and 1 patient had possible myocardial infarction (overall incidence 0.7%) with chest pain, S-T segment elevation on electrocardiogram, and troponin level of 0.60 ng/mL. CONCLUSION: The proposed protocol helps to improve management of patients having both diabetes and hypertension. We recommend that patients with uncontrolled diabetes and uncontrolled hypertension and/or patients having history of cardiovascular complication should be treated in a medical facility with a readily available cardiology unit. This facilitates prompt response to emergency and instant implementation of treatment, helping to reduce morbidity and mortality.
Aspirin
;
Cardiology
;
Chest Pain
;
Diabetic Neuropathies
;
Diagnosis
;
Electrocardiography
;
Emergencies
;
Humans
;
Hypertension
;
Incidence
;
Mortality
;
Myocardial Infarction
;
Nitroglycerin
;
Oral Surgical Procedures
;
Prospective Studies
;
Surgery, Oral
;
Syncope
;
Troponin
8.Debates over NICE Guideline Update: What Are the Roles of Nuclear Cardiology in the Initial Evaluation of Stable Chest Pain?
Sang Geon CHO ; Jahae KIM ; Ho Chun SONG
Nuclear Medicine and Molecular Imaging 2019;53(5):301-312
Recent clinical trials have demonstrated the values of cardiac computed tomography (CT) in the initial evaluation of stable chest pain which led to drastic changes in the National Institute for Health and Care Excellence (NICE) guidelines in 2016. According to the updated NICE guidelines, cardiac CT should be performed as the initial cardiac testing in stable chest pain regardless of pre-test probability (PTP) of coronary artery disease (CAD). As a result, cardiac CT is now considered as a validated gatekeeper for assessing stable chest pain, which precedes all the functional studies including nuclear myocardial perfusion imaging (MPI). Nuclear MPI, in contrast, has been assigned as one of the second-line studies, which is inevitably dependent on the results of cardiac CT. However, nuclear MPI has genuine values in the diagnosis, treatment decision, and prognostic stratification of stable chest pain, which cannot be replaced by cardiac CT. In this review, the updated NICE guidelines and related cardiac CT trials will be critically reviewed from the view of nuclear physicians and the exceptional values of nuclear MPI will be described along with the future perspectives.
Cardiology
;
Chest Pain
;
Coronary Artery Disease
;
Diagnosis
;
Myocardial Perfusion Imaging
;
Thorax
9.Atrial fibrillation without cardiac anomaly in a 9-year-old child
Myung Hoon BANG ; Sung Hye KIM
Pediatric Emergency Medicine Journal 2018;5(2):67-71
Atrial fibrillation (AF), the most common chronic arrhythmia in adults, is rarely reported in children. Moreover, most of the previously reported children with AF have comorbidities, such as structural heart diseases, rheumatic diseases, and thyroid diseases. This case report is about a healthy 9-year-old boy who was diagnosed with AF without cardiac anomaly. He visited the emergency department with chest pain and palpitation, lasting 2 hours. His electrocardiogram showed narrow-complex tachycardia, which led to the diagnosis of supraventricular tachycardia. The administration of adenosine revealed rapid irregular P waves. After electrical cardioversion, cardiac rhythm was converted to normal sinus rhythm. This case report suggests that when children with narrow-complex tachycardia visit the emergency department, the possibility of AF, in addition to supraventricular tachycardia, should be considered if the RR intervals are markedly irregular.
Adenosine
;
Adult
;
Arrhythmias, Cardiac
;
Atrial Fibrillation
;
Cardiovascular Diseases
;
Chest Pain
;
Child
;
Comorbidity
;
Diagnosis
;
Electric Countershock
;
Electrocardiography
;
Emergency Service, Hospital
;
Humans
;
Male
;
Pediatrics
;
Rheumatic Heart Disease
;
Tachycardia
;
Tachycardia, Supraventricular
;
Thyroid Diseases
10.Takotsubo Syndrome Resulting from Traumatic Multiple Rib Fractures.
Yoo Jin JUNG ; Su Wan KIM ; Joon Hyouk CHOI
Journal of Acute Care Surgery 2018;8(1):30-32
Takotsubo syndrome, also known as stress-induced cardiomyopathy, is a transient cardiac syndrome that mimics acute coronary syndrome. This condition should be suspected if the patient presents with chest pain after intense emotional stress, accompanied by an abnormal electrocardiogram, elevated levels of myocardial enzymes, and left ventricular apical akinesia on echocardiography. Coronary angiography should be performed for prompt differentiation from ischemic heart disease. A 77-year-old female presented with traumatic multiple fractures of the left sixth and seventh ribs resulting from a violent strike. Clinical findings of physical examination, laboratory tests, electrocardiogram, and coronary angiography provided the diagnosis of Takotsubo syndrome. We performed conservative management including pain control, and the patient was uneventfully discharged seven days after admission.
Acute Coronary Syndrome
;
Aged
;
Cardiomyopathies
;
Chest Pain
;
Coronary Angiography
;
Diagnosis
;
Echocardiography
;
Electrocardiography
;
Female
;
Fractures, Multiple
;
Humans
;
Myocardial Ischemia
;
Physical Examination
;
Rib Fractures*
;
Ribs*
;
Stress, Psychological
;
Strikes, Employee
;
Takotsubo Cardiomyopathy*

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