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.Persistent chest pain for 4 months and progressive lower limb weakness for 2 months in a boy.
Hong-Ling WEI ; Shan LU ; Yan-Mei CHANG
Chinese Journal of Contemporary Pediatrics 2019;21(8):820-823
A boy, aged 5 years, was admitted due to chest pain for 4 months, right lower limb weakness for 2 months, and weakness of both lower limbs for 10 days. There were no symptoms of defecation/urination disorders or disturbance of consciousness, and the boy had upper motor neuron paralysis in both lower limbs, without cranial nerve involvement or sensory disorder. Spine magnetic resonance imaging revealed tumor in the spinal canal between cervical vertebra 6 and thoracic vertebra 2, which put pressure on the spinal cord. He was transferred to the department of neurosurgery for surgical treatment and fully recovered after tumor resection, and no recurrence was observed after 6 years of follow-up. The pathological diagnosis was clear cell meningioma (WHO grade II). For children with chest pain and dyskinesia, spinal meningioma should be considered.
Chest Pain
;
etiology
;
Child, Preschool
;
Humans
;
Lower Extremity
;
Magnetic Resonance Imaging
;
Male
;
Meningeal Neoplasms
;
complications
;
Meningioma
;
complications
;
Neoplasm Recurrence, Local
3.Persistent gastro-oesophageal reflux symptoms despite proton pump inhibitor therapy.
Daphne ANG ; Choon How HOW ; Tiing Leong ANG
Singapore medical journal 2016;57(10):546-551
About one-third of patients with suspected gastro-oesophageal reflux disease (GERD) do not respond symptomatically to proton pump inhibitors (PPIs). Many of these patients do not suffer from GERD, but may have underlying functional heartburn or atypical chest pain. Other causes of failure to respond to PPIs include inadequate acid suppression, non-acid reflux, oesophageal hypersensitivity, oesophageal dysmotility and psychological comorbidities. Functional oesophageal tests can exclude cardiac and structural causes, as well as help to confi rm or exclude GERD. The use of PPIs should only be continued in the presence of acid reflux or oesophageal hypersensitivity for acid reflux-related events that is proven on functional oesophageal tests.
Chest Pain
;
etiology
;
Esophagus
;
drug effects
;
Gastroenterology
;
methods
;
Gastroesophageal Reflux
;
diagnosis
;
drug therapy
;
Heartburn
;
diagnosis
;
drug therapy
;
Humans
;
Hydrogen-Ion Concentration
;
Life Style
;
Primary Health Care
;
Proton Pump Inhibitors
;
therapeutic use
;
Surveys and Questionnaires
4.Esophageal Mast Cell Infiltration in a 32-Year-Old Woman with Noncardiac Chest Pain.
Keol LEE ; Hee Jin KWON ; In Young KIM ; Kwai Han YOO ; Seulkee LEE ; Yang Won MIN ; Poong Lyul RHEE
Gut and Liver 2016;10(1):152-155
Noncardiac chest pain (NCCP) is one of the most common esophageal symptoms and lacks a clearly defined mechanism. The most common cause of NCCP is gastroesophageal reflux disease (GERD). One of the accepted mechanisms of NCCP in a patient without GERD has been altered visceral sensitivity. Mast cells may play a role in visceral hypersensitivity in irritable bowel syndrome. In this case, a patient with NCCP and dysphagia who was unresponsive to proton pump inhibitor treatment had an increased esophageal mast cell infiltration and responded to 14 days of antihistamine and antileukotriene treatment. We suggest that there may be a relationship between esophageal symptoms such as NCCP and esophageal mast cell infiltration.
Adult
;
Chest Pain/*etiology
;
Esophageal Diseases/*complications/drug therapy
;
Esophagus/cytology/pathology
;
Female
;
Histamine Antagonists/therapeutic use
;
Humans
;
Leukotriene Antagonists/therapeutic use
;
Mast Cells/metabolism
;
Mastocytosis/*complications/drug therapy
5.Clinicopathologic Analysis of Proton Pump Inhibitor-Responsive Esophageal Eosinophilia in Korean Patients.
Da Hyun JUNG ; Gak Won YUN ; Yoo Jin LEE ; Yunju JO ; Hyojin PARK
Gut and Liver 2016;10(1):37-41
BACKGROUND/AIMS: Proton pump inhibitor-responsive esophageal eosinophilia (PPI-REE) is a newly recognized form of eosinophilic esophagitis (EoE) that responds to PPI therapy. It remains unclear whether PPI-REE represents a subphenotype of gastroesophageal reflux disease, a subphenotype of EoE, or its own distinct entity. The aim was to evaluate the clinicopathologic features of PPI-REE. METHODS: Six patients were diagnosed with PPI-REE based on symptoms, endoscopic abnormalities, esophageal eosinophilia with > or =15 eosinophils/high-power field, and a response to PPI treatment. Symptoms and endoscopic and pathological findings were evaluated. RESULTS: The median follow-up duration was 12 months. Presenting symptoms included dysphagia, heartburn, chest pain, foreign body sensation, acid reflux, and sore throat. All patients had typical endoscopic findings of EoE such as esophageal rings, linear furrows, nodularity, and whitish plaques. Three patients had a concomitant allergic disorder, and one had reflux esophagitis. Four patients exhibited elevated serum IgE, and five had positive skin prick tests. All patients experienced symptomatic resolution within 4 weeks and histologic resolution within 8 weeks after starting PPI therapy. There was no symptomatic recurrence. CONCLUSIONS: PPI therapy induced rapid resolution of symptoms and eosinophil counts in patients with PPI-REE. Large-scale studies with long-term follow-up are warranted.
Adult
;
Asian Continental Ancestry Group
;
Chest Pain/etiology
;
Deglutition Disorders/etiology
;
Diagnosis, Differential
;
Eosinophilic Esophagitis/complications/*drug therapy/*pathology
;
Esophagus/pathology
;
Female
;
Follow-Up Studies
;
Gastroesophageal Reflux/etiology
;
Heartburn/etiology
;
Humans
;
Male
;
Middle Aged
;
Pharyngitis/etiology
;
Phenotype
;
Proton Pump Inhibitors/*therapeutic use
;
Republic of Korea
;
Retrospective Studies
;
Sensation Disorders/etiology
;
Treatment Outcome
;
Young Adult
7.Imaging in noncardiovascular thoracic emergencies: a pictorial review.
Singapore medical journal 2015;56(11):604-quiz 611
Cardiovascular and noncardiovascular conditions are commonly encountered in the emergency department. While the majority of patients have underlying cardiovascular aetiologies, such as acute myocardial infarction, congestive heart failure, aortic dissection and pulmonary embolism, a small subset of patients have underlying noncardiovascular conditions, although they present with similar symptoms of chest pain, dyspnoea, cough, haemoptysis and haematemesis. This article aims to describe the imaging findings in common noncardiovascular conditions of the chest that are frequently encountered in the emergency department, with a review of the existing literature.
Chest Pain
;
diagnosis
;
etiology
;
Diagnosis, Differential
;
Diagnostic Imaging
;
Emergencies
;
Humans
;
Myocardial Infarction
;
complications
;
diagnosis
;
Pulmonary Embolism
;
complications
;
diagnosis
8.Incidence and Clinical Features of Esophageal Perforation Caused by Ingested Foreign Body.
Ji Eun KIM ; Seung Mok RYOO ; Youn Jung KIM ; Jong Seung LEE ; Shin AHN ; Dong Woo SEO ; Chang Hwan SOHN ; Jeong Min RYU ; Won Young KIM
The Korean Journal of Gastroenterology 2015;66(5):255-260
BACKGROUND/AIMS: Esophageal perforation is a rare but often a life-threatening condition. However, the incidence and clinical features of esophageal perforation caused by ingested foreign body are unknown. This study investigated the incidence of esophageal perforation caused by ingested foreign body and evaluated the clinical features and outcome of patients with esophageal perforation. METHODS: Among a total of 196 adult patients with confirmed esophageal foreign body and complained of at least one of the related symptoms at the emergency department between January 2000 and July 2008, 18 patients with esophageal perforation due to esophageal foreign body ingestion were included in the study. Data were collected by retrospectively reviewing the electric medical records. RESULTS: The incidence of esophageal foreign body and esophageal perforation in adults was 19.4% (196/1,009) and 1.8% (18/1,009), respectively. Chest pain was the most common symptom and fishbone was the most common foreign body causing esophageal perforation. Mediastinitis or mediastinal abscess occurred in 13 patients (13/18, 72.2%). About half (8/18) of the patients were admitted to the intensive care unit but there was no in-hospital mortality. CONCLUSIONS: The incidence of esophageal perforation in patients with foreign body ingestion was low but it increased up to 9.2% in patients with esophageal foreign body. However, prognosis was favorable with timely proper treatment. Chest pain can be an ominous sign indicating the presence of esophageal perforation in patients with esophageal foreign body.
Aged
;
Chest Pain/etiology
;
Emergency Medical Services
;
Esophageal Perforation/*diagnosis/epidemiology/etiology
;
Female
;
Foreign Bodies/*complications
;
Humans
;
Incidence
;
Intensive Care Units
;
Male
;
Middle Aged
;
Prognosis
;
Retrospective Studies
9.Noncardiac Chest Pain: Update on the Diagnosis and Management.
Yang Won MIN ; Poong Lyul RHEE
The Korean Journal of Gastroenterology 2015;65(2):76-84
Noncardiac chest pain (NCCP) is defined as recurring, angina-like, retrosternal chest pain of noncardiac origin. Although patients with NCCP have excellent long-term prognosis, most suffer persistently from their symptoms. Several pathophysiological mechanisms have been suggested, including gastroesophageal reflux disease (GERD), esophageal motility disorder, esophageal hypersensitivity, and psychological comorbidity. Among them, GERD is the most common cause of NCCP. Therefore, GERD should first be considered as the underlying cause of symptoms in patients with NCCP. Empirical proton pump inhibitor (PPI) treatment with a preferably double dose for more than 2 months could be cost-effective. PPI test can also be used for diagnosis of GERD-related NCCP, but it should be considered for patients with NCCP occurring at least weekly and its duration should be at least 2 weeks. However, upper endoscopy and esophageal pH monitoring are necessary when the diagnosis of GERD is uncertain. Esophageal impedance-pH monitoring could further improve the diagnostic yield. Patients with GERD-related NCCP should preferably be treated with a double dose PPI until symptoms remit (may require more than 2 months of therapy for optimal symptom control), followed by dose tapering to determine the lowest PPI dose that can control symptoms. However, treatment of patients with non-GERD-related NCCP is challenging. An empirical treatment of antidepressants could be considered. If there are specific esophageal motility disorders, smooth muscle relaxants or endoscopic treatment may be considered in selected cases. If none of these traditional treatments is effective, a psychology consultation for cognitive behavioral therapy should be considered.
Chest Pain/*diagnosis/etiology
;
Esophageal pH Monitoring
;
Gastroesophageal Reflux/complications/*diagnosis/drug therapy
;
Humans
;
Manometry
;
Proton Pump Inhibitors/therapeutic use
10.Spontaneous Pneumomediastinum: A Rare Disease Associated with Chest Pain in Adolescents.
Sung Hoon KIM ; June HUH ; Jinyoung SONG ; I Seok KANG
Yonsei Medical Journal 2015;56(5):1437-1442
PURPOSE: Spontaneous pneumomediastinum (SPM) is a rare entity, with only a few cases reported, especially in adolescents. We aimed to analyze the clinical characteristics of SPM in adolescents and the diagnostic implications of computed tomography (CT) and esophagography therein. MATERIALS AND METHODS: This retrospective descriptive study was conducted as a review of medical records of 416 adolescents (10-18 years of age) with chest pain from March 2005 to June 2013. Information on clinical presentation, methods of diagnosis, hospital stay, and outcomes were collected and analyzed. RESULTS: Among adolescents complaining of chest pain, 11 patients had SPM (11/416, 2.64%). All patients presented with pleuritic chest pain, and 54.5% reported neck pain as the most common associated complaint. Clinical findings were nonspecific, and initial chest X-ray assessment was diagnostic only in three of 11 patients. However, reassessment of chest X-ray revealed diagnostic findings of SPM in five of the remaining eight patients. CT was diagnostic in all patients, while esophagography and echocardiogram were uninformative. Symptomatic improvement was noted within 2.45+/-1.2 hours (range, 0.5 to 4) after supportive care; mean hospital stay was 4.54+/-0.99 days (range, 2 to 6). No recurrence was observed. CONCLUSION: SPM is a rare disease that should be considered in adolescent patients with pleuritic chest pain. Careful reading of initial chest X-rays is important to avoiding further unnecessary investigations. SPM is self-limited and treatment is supportive; nevertheless, if there are no indications of esophageal rupture, urgent esophagography is not recommended.
Adolescent
;
Analgesics/*therapeutic use
;
Chest Pain/diagnosis/*etiology
;
Child
;
Female
;
Follow-Up Studies
;
Humans
;
Length of Stay
;
Male
;
Mediastinal Emphysema/complications/*diagnosis/*therapy
;
Medical Records
;
*Oxygen Inhalation Therapy
;
Rare Diseases
;
Retrospective Studies
;
Risk Factors
;
Tomography, X-Ray Computed
;
Treatment Outcome

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