1.Machine learning to risk stratify chest pain patients with non-diagnostic electrocardiogram in an Asian emergency department.
Ziwei LIN ; Tar Choon AW ; Laurel JACKSON ; Cheryl Shumin KOW ; Gillian MURTAGH ; Siang Jin Terrance CHUA ; Arthur Mark RICHARDS ; Swee Han LIM
Annals of the Academy of Medicine, Singapore 2025;54(4):219-226
INTRODUCTION:
Elevated troponin, while essential for diagnosing myocardial infarction, can also be present in non-myocardial infarction conditions. The myocardial-ischaemic-injury-index (MI3) algorithm is a machine learning algorithm that considers age, sex and cardiac troponin I (TnI) results to risk-stratify patients for type 1 myocardial infarction.
METHOD:
Patients aged ≥25 years who presented to the emergency department (ED) of Singapore General Hospital with symptoms suggestive of acute coronary syndrome with no diagnostic 12-lead electrocardiogram (ECG) changes were included. Participants had serial ECGs and high-sensitivity troponin assays performed at 0, 2 and 7 hours. The primary outcome was the adjudicated diagnosis of type 1 myocardial infarction at 30 days. We compared the performance of MI3 in predicting the primary outcome with the European Society of Cardiology (ESC) 0/2-hour algorithm as well as the 99th percentile upper reference limit (URL) for TnI.
RESULTS:
There were 1351 patients included (66.7% male, mean age 56 years), 902 (66.8%) of whom had only 0-hour troponin results and 449 (33.2%) with serial (both 0 and 2-hour) troponin results available. MI3 ruled out type 1 myocardial infarction with a higher sensitivity (98.9, 95% confidence interval [CI] 93.4-99.9%) and similar negative predictive value (NPV) 99.8% (95% CI 98.6-100%) as compared to the ESC strategy. The 99th percentile cut-off strategy had the lowest sensitivity, specificity, positive predictive value and NPV.
CONCLUSION
The MI3 algorithm was accurate in risk stratifying ED patients for myocardial infarction. The 99th percentile URL cut-off was the least accurate in ruling in and out myocardial infarction compared to the other strategies.
Humans
;
Male
;
Female
;
Emergency Service, Hospital
;
Middle Aged
;
Electrocardiography
;
Machine Learning
;
Singapore
;
Chest Pain/blood*
;
Troponin I/blood*
;
Myocardial Infarction/blood*
;
Risk Assessment/methods*
;
Aged
;
Algorithms
;
Acute Coronary Syndrome/blood*
;
Adult
;
Sensitivity and Specificity
2.Predictive value of coronary microcirculation dysfunction after revascularization in patients with acute myocardial infarction for acute heart failure during hospitalization.
Lan WANG ; Yuliang MA ; Weimin WANG ; Tiangang ZHU ; Wenying JIN ; Hong ZHAO ; Chengfu CAO ; Jing WANG ; Bailin JIANG
Journal of Peking University(Health Sciences) 2025;57(2):267-271
OBJECTIVE:
To study incident and clinical characteristics of the coronary microcirculation dysfunction (CMD) in patients with acute myocardial infarction (AMI) after percutaneous coronary intervention (PCI) by myocardial contrast echocardiography (MCE) and to explore the predictive value of CMD for in-hospital acute heart failure event.
METHODS:
One hundred and forty five patients with AMI who had received PCI and completed MCE during hospitalization in Peking University People' s Hospital from November 2015 to July 2021 were enrolled in our study. The patients were divided into CMD group and normal group according to the coronary microcirculation status detected by MCE. Clinical data and MCE data of the two groups were collected and analyzed. The acute heart failure event during hospitalization was described. A multivariate Logistic regression model was built to analyze the risk of acute heart failure in patients with CMD. A receiver operating characteristic (ROC) curve was drawn to evaluate the value of CMD in predicting acute heart failure event.
RESULTS:
CMD detected by MCE occurred in 87 patients (60%). Compared with normal group, patients with CMD had higher troponin I (TnI) peak level [52.8 (8.1, 84.0) μg/L <i>vsi>. 18.9 (5.7, 56.1) μg/L, <i>Pi>=0.005], poorer Killip grade on admission (<i>Pi>=0.030), different culprit vessel (<i>Pi> < 0.001) and more patients had thrombolysis in myocardial infarction (TIMI) flow pre-PCI less than grade 3 in culprit vessel (65.1% <i>vsi>. 43.1%, <i>Pi>=0.025). Meanwhile, patients with CMD had poorer left ventricular ejection fraction (LVEF) [52% (43%, 58%) <i>vsi>. 61% (54%, 66%)], poorer global longitudinal strain (GLS) [-11.2% (-8.7%, -14.0%) <i>vsi>.-13.9% (-10.8%, -17.0%)] and worse wall motion score index (WMSI) (1.58±0.36 <i>vsi>. 1.25± 0.24) (<i>Pi> all < 0.001). Acute left heart failure happened in 13.8% of the CMD patients, which were significant higher than that in the patients with normal coronary microcirculation perfusion (1.7%, <i>Pi>=0.013). After correcting for the culprit vessel, the TIMI flow pre-PCI in the culprit vessel and the peak TnI value, the risk of acute left heart failure in the patients with CMD was still high (<i>ORi>=9.120, 95%<i>CIi>: 1.152-72.192, <i>Pi>=0.036). The area under ROC curve (AUC) was 0.677 (95%<i>CIi>: 0.551-0.804, <i>Pi>=0.035).
CONCLUSION
The incidence of CMD detected by MCE in patients with AMI post-PCI was 60%. Patients with CMD have a higher risk of acute left heart failure during hospitalization.
Humans
;
Heart Failure/physiopathology*
;
Microcirculation
;
Percutaneous Coronary Intervention/adverse effects*
;
Myocardial Infarction/complications*
;
Male
;
Female
;
Hospitalization
;
Middle Aged
;
Aged
;
Echocardiography
;
Coronary Circulation
;
Predictive Value of Tests
;
Troponin I/blood*
3.Effect of Kuanxiong Aerosol on Perioperative Coronary Microcirculation in Patients with Unstable Angina Undergoing Elective PCI: A Pilot Randomized Controlled Trial.
Zi-Hao LIU ; Wen-Long XING ; Hong-Xu LIU ; Ju-Ju SHANG ; Ai-Yong LI ; Qi ZHOU ; Zhen-Min ZHANG ; Zhi-Bao LI ; Ke-Ji CHEN
Chinese journal of integrative medicine 2025;31(3):206-214
OBJECTIVE:
To evaluate the immediate effect of Kuanxiong Aerosol (KXA) on perioperative coronary microcirculation in patients with unstable angina (UA) suffering from elective percutaneous coronary intervention (PCI).
METHODS:
From February 2021 to July 2023, UA inpatients who underwent PCI alone in the left anterior descending (LAD) branch were included. Random numbers were generated to divide patients into the trial group and the control group at a ratio of 1:1. The index of coronary microcirculation resistance (IMR) was measured before PCI, and the trial group was given two sprays of KXA, while the control group was not given. IMR was measured again after PCI, cardiac troponin I (cTnI) and creatine kinase isoenzyme-MB (CK-MB) were detected before and 24 h after surgery, and major cardiovascular adverse events (MACEs) were recorded for 30 days. The data statistics and analysis personnel were blinded.
RESULTS:
Totally 859 patients were screened, and 62 of them were involved into this study. Finally, 1 patient in the trial group failed to complete the post-PCI IMR and was excluded, 30 patients were included for data analysis, while 31 patients in the control group were enrolled in data analysis. There was no significant difference in baseline data (age, gender, risk factors, previous history, biochemical index, and drug therapy, etc.) between the two groups. In addition, differences in IMR, cTnI and CK-MB were not statistically significant between the two groups before surgery. After PCI, the IMR level of the trial group was significantly lower than that of the control group (19.56 ± 14.37 vs. 27.15 ± 15.03, P=0.048). Besides, the incidence of perioperative myocardial injury (PMI) was lower in the trial group, but the difference was not statistically significant (6.67% vs. 16.13%, P=0.425). No MACEs were reported in either group.
CONCLUSIONS
KXA has the potential of improving coronary microvascular dysfunction. This study provides reference for the application of KXA in UA patients undergoing elective PCI. (Registration No. ChiCTR2300069831).
Humans
;
Percutaneous Coronary Intervention
;
Male
;
Microcirculation/drug effects*
;
Female
;
Angina, Unstable/physiopathology*
;
Pilot Projects
;
Middle Aged
;
Aged
;
Drugs, Chinese Herbal/pharmacology*
;
Aerosols
;
Troponin I/blood*
;
Coronary Circulation/drug effects*
;
Elective Surgical Procedures
4.Analysis of myocardial injury in patients with COVID-19 and association between concomitant cardiovascular diseases and severity of COVID-19.
Chen CHEN ; Chen CHEN ; Jiang Tao YAN ; Ning ZHOU ; Jian Ping ZHAO ; Dao Wen WANG
Chinese Journal of Cardiology 2020;48(7):567-571
Objective: To evaluate the cardiovascular damage of patients with COVID-19, and determine the correlation of serum N-terminal pro B-type natriuretic peptide (NT-proBNP) and cardiac troponin-I (cTnI) with the severity of COVID-19, and the impact of concomitant cardiovascular disease on severity of COVID-19 was also evaluated. Methods: A cross-sectional study was designed on 150 consecutive patients with COVID-19 in the fever clinic of Tongji Hospital in Wuhan from January 19 to February 13 in 2020, including 126 mild cases and 24 cases in critical care. Both univariate and multivariate logistic regression were used to analyze the correlation of past medical history including hypertension, diabetes and coronary heart disease (CHD), as well as the levels of serum NT-proBNP and cTnI to the disease severity of COVID-19 patients. Results: Age, hypersensitive C-reactive protein(hs-CRP) and serum creatinine levels of the patients were higher in critical care cases than in mild cases(all <i>Pi><0.05). Prevalence of male, elevated NT-proBNP and cTnI, hypertension and coronary heart disease were significantly higher in critical cases care patients than in the mild cases(all <i>Pi><0.05). Univariate logistic regression analysis showed that age, male, elevated NT-proBNP, elevated cTnI, elevated hs-CRP, elevated serum creatinine, hypertension, and CHD were significantly correlated with critical disease status(all <i>Pi><0.05). Multivariate logistic regression analysis showed that elevated cTnI(<i>ORi>=26.909,95%<i>CIi> 4.086-177.226,<i>Pi>=0.001) and CHD (<i>ORi>=16.609,95%<i>CIi> 2.288-120.577,<i>Pi>=0.005) were the independent risk factors of critical disease status. Conclusions: COVID-19 can significantly affect the heart function and lead to myocardial injury. The past medical history of CHD and increased level of cTnI are 2 independent determinants of clinical disease status in patients with COVID-19.
Betacoronavirus
;
Biomarkers/blood*
;
COVID-19
;
Cardiovascular Diseases/virology*
;
China
;
Coronavirus Infections/pathology*
;
Cross-Sectional Studies
;
Female
;
Humans
;
Male
;
Myocardium/pathology*
;
Natriuretic Peptide, Brain/blood*
;
Pandemics
;
Peptide Fragments
;
Pneumonia, Viral/pathology*
;
Prognosis
;
SARS-CoV-2
;
Troponin I/blood*
5.Effects of Qishen Yiqi Dripping Pills () in Reducing Myocardial Injury and Preserving Microvascular Function in Patients Undergoing Elective Percutaneous Coronary Intervention: A Pilot Randomized Study.
Gui-Xin HE ; Jun XIE ; Hao JIANG ; Wei TAN ; Biao XU
Chinese journal of integrative medicine 2018;24(3):193-199
OBJECTIVETo evaluate the effect of treatment with Qishen Yiqi Dripping Pills (, QSYQ) on myocardial injury and myocardial microvascular function in patients undergoing elective percutaneous coronary intervention (PCI).
METHODSEighty patients undergoing elective PCI were randomly assigned to QSYQ and control groups. The QSYQ group received QSYQ at a dosage of 0.5 g 3 times daily (3-7 days before PCI and then daily for 1 month) and regular medication, which comprised of aspirin, clopidogrel, statin, β-blocker, and angiotensin-converting enzyme inhibitor/angiotensin receptor blocker in the absence of contradiction. The control group received only the regular medication. The index of microcirculatory resistance (IMR) was measured at maximal hyperemia after PCI. The fractional flow reserve was measured before and after the procedure. Troponin I levels were obtained at baseline and 20-24 h after the procedure.
RESULTSPre-PCI troponin I levels between the two groups were similar (0.028±0.05 vs. 0.022±0.04 ng/mL, P=0.55). However, post- PCI troponin I levels in the QSYQ group were significantly lower than that in the control group (0.11±0.02 vs. 0.16±0.09 ng/mL, P<0.01). IMR values were significantly lower in the QSYQ group as compared to the control group (16.5±6.1 vs. 31.2±16.0, P<0.01). Multivariate analysis identified QSYQ treatment as the only independent protective factor against IMR >32 (odds ratio=0.29, 95% confidence interval: 0.11-0.74, P=0.01).
CONCLUSIONSThe present study demonstrated the benefit of QSYQ in reducing myocardial injury and preserving microvascular function during elective PCI.
Aged ; Coronary Angiography ; Coronary Circulation ; drug effects ; Drugs, Chinese Herbal ; pharmacology ; therapeutic use ; Female ; Humans ; Male ; Microvessels ; diagnostic imaging ; drug effects ; physiopathology ; Middle Aged ; Multivariate Analysis ; Myocardium ; pathology ; Percutaneous Coronary Intervention ; Pilot Projects ; Troponin I ; blood
6.Effects of Long-Distance Running on Cardiac Markers and Biomarkers in Exercise-Induced Hypertension Runners: An Observational Study.
Min Ho PARK ; Kyung A SHIN ; Chul Hyun KIM ; Yoon Hee LEE ; Yongbum PARK ; Jaeki AHN ; Young Joo KIM
Annals of Rehabilitation Medicine 2018;42(4):575-583
OBJECTIVE: To investigate changes of cardiac and muscle damage markers in exercise-induced hypertension (EIH) runners before running (pre-race), immediately after completing a 100-km ultramarathon race, and during the recovery period (24, 72, and 120 hours post-race). METHODS: In this observational study, volunteers were divided into EIH group (n=11) whose maximum systolic blood pressure was ≥210 mmHg in graded exercise testing and normal exercise blood pressure response (NEBPR) group (n=11). Their blood samples were collected at pre-race, immediately after race, and at 24, 72, and 120 hours post-race. RESULTS: Creatine kinase (CK) and cardiac troponin I (cTnI) levels were significantly higher in EIH group than those in the NEBPR group immediately after race and at 24 hours post-race (all p < 0.05). However, lactate dehydrogenase (LDH), creatine kinase-myocardial band (CKMB), or CKMB/CK levels did not show any significant differences between the two groups in each period. N-terminal pro-brain natriuretic peptide (NT-proBNP) levels were significantly higher in EIH group than those in NEBPR group immediately after race and at 24 and 72 hours post-race (all p < 0.05). A high sensitivity C-reactive protein (hs-CRP) level was significantly higher in EIH group than that in NEBPR group at 24 hours post-race (p < 0.05). CONCLUSION: The phenomenon of higher inflammatory and cardiac marker levels in EIH group may exaggerate cardiac volume pressure and blood flow restrictions which in turn can result in cardiac muscle damage. Further prospective studies are needed to investigate the chronic effect of such phenomenon on the cardiovascular system in EIH runners.
Biomarkers*
;
Blood Pressure
;
C-Reactive Protein
;
Cardiac Volume
;
Cardiovascular System
;
Continental Population Groups
;
Creatine
;
Creatine Kinase
;
Exercise Test
;
Humans
;
Hypertension*
;
L-Lactate Dehydrogenase
;
Myocardium
;
Observational Study*
;
Prospective Studies
;
Running*
;
Troponin I
;
Volunteers
7.Effects of Super-Ultramarathon Races (622 km) on Cardiac Bio-Markers and Markers of Muscle Damage.
Kyung A SHIN ; Yongbum PARK ; Young Joo KIM
The Korean Journal of Sports Medicine 2018;36(3):135-142
PURPOSE: Changes in serum biomarkers of cardiac and muscle damage have been studied in ultra-marathon runners for distances up to 308 km. We investigated these biomarker changes following a 622-km super-ultramarathon race. METHODS: A group of men with a mean age of 52.7±4.8 years participated. Blood samples were obtained pre-race, during the race, and post-race, to analyze the aforementioned biomarkers. RESULTS: Creatine kinase and creatine kinase-MB (CK-MB) levels increased during the race, and both steadily declined post-race with CK-MB declining at a slower rate. Lactic acid dehydrogenase levels overall were increased over pre-race levels. White blood cell counts increased during the race. Red blood cell decreased from pre-race to 300 km and 622 km. Platelet increased only in the recovery period. High-sensitivity C-reactive protein levels were increased throughout the race and at day 3 compared to pre-race levels. Cardiac troponin I (cTnI) levels increased during the race. N-terminal pro b-type natriuretic peptide (NT-proBNP) levels increased during the race. CONCLUSION: The rise in cTnI was not clinically significant, and highly elevated NT-proBNP levels during the race indicates that myocardial burden rose linearly as running distance increased. However, no clinical risk was found as most of the markers returned to normal range during the recovery.
Biomarkers
;
Blood Platelets
;
C-Reactive Protein
;
Continental Population Groups*
;
Creatine
;
Creatine Kinase
;
Erythrocytes
;
Humans
;
Lactic Acid
;
Leukocyte Count
;
Male
;
Natriuretic Peptide, Brain
;
Oxidoreductases
;
Reference Values
;
Rhabdomyolysis
;
Running
;
Troponin I
8.An anti-passivation ink for the preparation of electrodes for use in electrochemical immunoassays.
Qi-Qi ZHENG ; Yuan-Chao LU ; Zun-Zhong YE ; Jian-Feng PING ; Jian WU ; Yi-Bin YING
Journal of Zhejiang University. Science. B 2018;19(9):726-734
p-Nitrophenylphosphate (PNPP) is usually employed as the substrate for enzyme-linked immunosorbent assays. p-Nitrophenol (PNP), the product of PNPP, with the catalyst alkaline phosphatase (ALP), will passivate an electrode, which limits applications in electrochemical analysis. A novel anti-passivation ink used in the preparation of a graphene/ionic liquid/chitosan composited (rGO/IL/Chi) electrode is proposed to solve the problem. The anti-passivation electrode was fabricated by directly writing the graphene-ionic liquid-chitosan composite on a single-side conductive gold strip. A glassy carbon electrode, a screen-printed electrode, and a graphene-chitosan composite-modified screen-printed electrode were investigated for comparison. Scanning electron microscopy was used to characterize the surface structure of the four different electrodes and cyclic voltammetry was carried out to compare their performance. The results showed that the rGO/IL/Chi electrode had the best performance according to its low peak potential and large peak current. Amperometric responses of the different electrodes to PNP proved that only the rGO/IL/Chi electrode was capable of anti-passivation. The detection of cardiac troponin I was used as a test example for electrochemical immunoassay. Differential pulse voltammetry was performed to detect cardiac troponin I and obtain a calibration curve. The limit of detection was 0.05 ng/ml.
Electrochemical Techniques/methods*
;
Electrodes
;
Graphite
;
Immunoassay/methods*
;
Ink
;
Microscopy, Electron, Scanning
;
Troponin I/blood*
9.Risk Factors Associated with Rhabdomyolysis in Acute Carbon Monoxide Poisoning.
Gio HAN ; Yeon Sik JANG ; Jae Ho JANG ; Yong Su LIM ; Hyuk Jun YANG
Journal of Korean Burn Society 2016;19(2):67-72
PURPOSE: The aim of this study was to determine the risk factors for rhabdomyolysis in patients with carbon monoxide (CO) poisoning. METHODS: This was a retrospective study on patients with CO poisoning who visited the emergency department from January 1, 2014 to December 31, 2015. We compared clinical variables between patients with and without rhabdomyolysis. RESULTS: Among 120 patients who were included to this study, 108 patients exhibited normal value of CPK (creatine phosphokinase), and 12 patients were diagnosed as rhabdomyolysis. Sources of CO, duration of CO exposure, initial GCS (Grasgow coma scale), initial systolic and diastolic blood pressure, initial body temperature and AKI (Acute kidney injury) were showed significant difference between patients who developed rhabdomyolysis and patients who did not. In addition, initial white blood cell counts, troponin I level and carboxyhemoglobin (COHb) level were more higher in rhabdomyolysis group. pH and initial bicarbonate level were more lower. Duration of CO exposure (Odds ratio, 1.011; 95% confidence interval, 1.002∼1.020, P=0.021)was found to be only risk factor for rhabdomyolysis by logistic regression analysis. CONCLUSION: Duration of CO exposure is potential risk factor of rhabdomyolysis development in CO poisoning.
Blood Pressure
;
Body Temperature
;
Carbon Monoxide Poisoning*
;
Carbon Monoxide*
;
Carbon*
;
Carboxyhemoglobin
;
Coma
;
Emergency Service, Hospital
;
Humans
;
Hydrogen-Ion Concentration
;
Kidney
;
Leukocyte Count
;
Logistic Models
;
Poisoning
;
Reference Values
;
Retrospective Studies
;
Rhabdomyolysis*
;
Risk Factors*
;
Troponin I
10.Adverse Cardiovascular Events after a Venomous Snakebite in Korea.
Oh Hyun KIM ; Joon Woo LEE ; Hyung Il KIM ; Kyoungchul CHA ; Hyun KIM ; Kang Hyun LEE ; Sung Oh HWANG ; Yong Sung CHA
Yonsei Medical Journal 2016;57(2):512-517
PURPOSE: Although cardiac involvement is an infrequently recognized manifestation of venomous snakebites, little is known of the adverse cardiovascular events (ACVEs) arising as a result of snakebite in Korea. Accordingly, we studied the prevalence of ACVEs associated with venomous snakebites in Korea and compared the clinical features of patients with and without ACVEs. MATERIALS AND METHODS: A retrospective review was conducted on 65 consecutive venomous snakebite cases diagnosed and treated at the emergency department of Wonju Severance Christian Hospital between May 2011 and October 2014. ACVEs were defined as the occurrence of at least one of the following: 1) myocardial injury, 2) shock, 3) ventricular dysrhythmia, or 4) cardiac arrest. RESULTS: Nine (13.8%) of the 65 patients had ACVEs; myocardial injury (9 patients, 13.8%) included high sensitivity troponin I (hs-TnI) elevation (7 patients, 10.8%) or electrocardiogram (ECG) determined ischemic change (2 patients, 3.1%), and shock (2 patient, 3.1%). Neither ventricular dysrhythmia nor cardiac arrest was observed. The median of elevated hs-TnI levels observed in the present study were 0.063 ng/mL (maximum: 3.000 ng/mL) and there was no mortality in the ACVEs group. Underlying cardiac diseases were more common in the ACVEs group than in the non-ACVEs group (p=0.017). Regarding complications during hospitalization, 3 patients (5.4%) in the non-ACVEs group and 3 patients (33.3%) in the ACVEs group developed bleeding (p=0.031). CONCLUSION: Significant proportion of the patients with venomous snakebite is associated with occurrence of ACVEs. Patients with ACVEs had more underlying cardiac disease and bleeding complication.
Aged
;
Arrhythmias, Cardiac/epidemiology/*etiology
;
Cardiovascular Diseases/epidemiology
;
Electrocardiography
;
Emergency Service, Hospital
;
Female
;
Heart Arrest/epidemiology/*etiology
;
Hospitalization
;
Humans
;
Male
;
Middle Aged
;
Prevalence
;
Republic of Korea
;
Retrospective Studies
;
Snake Bites/*complications/diagnosis/epidemiology
;
Troponin I/blood

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