1.Development and validation of ischemic heart disease and stroke prognostic models using large-scale real-world data from Japan.
Shigeto YOSHIDA ; Shu TANAKA ; Masafumi OKADA ; Takuya OHKI ; Kazumasa YAMAGISHI ; Yasushi OKUNO
Environmental Health and Preventive Medicine 2023;28():16-16
BACKGROUND:
Previous cardiovascular risk prediction models in Japan have utilized prospective cohort studies with concise data. As the health information including health check-up records and administrative claims becomes digitalized and publicly available, application of large datasets based on such real-world data can achieve prediction accuracy and support social implementation of cardiovascular disease risk prediction models in preventive and clinical practice. In this study, classical regression and machine learning methods were explored to develop ischemic heart disease (IHD) and stroke prognostic models using real-world data.
METHODS:
IQVIA Japan Claims Database was searched to include 691,160 individuals (predominantly corporate employees and their families working in secondary and tertiary industries) with at least one annual health check-up record during the identification period (April 2013-December 2018). The primary outcome of the study was the first recorded IHD or stroke event. Predictors were annual health check-up records at the index year-month, comprising demographic characteristics, laboratory tests, and questionnaire features. Four prediction models (Cox, Elnet-Cox, XGBoost, and Ensemble) were assessed in the present study to develop a cardiovascular disease risk prediction model for Japan.
RESULTS:
The analysis cohort consisted of 572,971 invididuals. All prediction models showed similarly good performance. The Harrell's C-index was close to 0.9 for all IHD models, and above 0.7 for stroke models. In IHD models, age, sex, high-density lipoprotein, low-density lipoprotein, cholesterol, and systolic blood pressure had higher importance, while in stroke models systolic blood pressure and age had higher importance.
CONCLUSION
Our study analyzed classical regression and machine learning algorithms to develop cardiovascular disease risk prediction models for IHD and stroke in Japan that can be applied to practical use in a large population with predictive accuracy.
Humans
;
Cardiovascular Diseases/epidemiology*
;
Prognosis
;
Prospective Studies
;
Japan/epidemiology*
;
Stroke/etiology*
;
Myocardial Ischemia/epidemiology*
;
Risk Assessment/methods*
3.Report on Cardiovascular Health and Diseases in China 2021: An Updated Summary.
Biomedical and Environmental Sciences 2022;35(7):573-603
In 2019, cardiovascular disease (CVD) accounted for 46.74% and 44.26% of all deaths in rural and urban areas, respectively. Two out of every five deaths were due to CVD. It is estimated that about 330 million patients suffer from CVD in China. The number of patients suffering from stroke, coronary heart disease, heart failure, pulmonary heart disease, atrial fibrillation, rheumatic heart disease, congenital heart disease, lower extremity artery disease and hypertension are 13.00 million, 11.39 million, 8.90 million, 5.00 million, 4.87 million, 2.50 million, 2.00 million, 45.30 million, and 245.00 million, respectively. Given that China is challenged by the dual pressures of population aging and steady rise in the prevalence of metabolic risk factors, the burden caused by CVD will continue to increase, which has set new requirements for CVD prevention and treatment and the allocation of medical resources in China. It is important to reduce the prevalence through primary prevention, increase the allocation of medical resources for CVD emergency and critical care, and provide rehabilitation services and secondary prevention to reduce the risk of recurrence, re-hospitalization and disability in CVD survivors. The number of people suffering from hypertension, dyslipidemia and diabetes in China has reached hundreds of millions. Since blood pressure, blood lipids, and blood glucose levels rise mostly insidiously, vascular disease or even serious events such as myocardial infarction and stroke often already occured at the time of detection in this population. Hence, more strategies and tasks should be taken to prevent risk factors such as hypertension, dyslipidemia, diabetes, obesity, and smoking, and more efforts should be made in the assessment of cardiovascular health status and the prevention, treatment, and research of early pathological changes.
Cardiovascular Diseases/etiology*
;
China/epidemiology*
;
Diabetes Mellitus
;
Dyslipidemias
;
Humans
;
Hypertension/epidemiology*
;
Myocardial Infarction
;
Risk Factors
;
Stroke/epidemiology*
4.Acute myocardial infarction caused by a floating thrombus in the proximal ascending aorta.
Woong JEON ; Seung Jin LEE ; Sang Ho PARK ; Se Whan LEE ; Won Yong SHIN ; Dong Kyu JIN
The Korean Journal of Internal Medicine 2015;30(6):921-924
No abstract available.
*Aorta, Thoracic/ultrasonography
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Aortic Diseases/*complications/diagnosis
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Catheterization, Peripheral/*adverse effects
;
Cerebral Angiography/*adverse effects
;
Electrocardiography
;
Fatal Outcome
;
*Femoral Artery
;
Heart Arrest/diagnosis/etiology
;
Humans
;
Male
;
Middle Aged
;
Myocardial Infarction/diagnosis/*etiology
;
Punctures
;
*Sinus of Valsalva/ultrasonography
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Thrombosis/diagnosis/*etiology
5.Clinical Characteristics and Risk Factors of Left Ventricular Thrombus after Acute Myocardial Infarction: A Matched Case-control Study.
Yue-Xin JIANG ; Lin-De JING ; You-Hong JIA
Chinese Medical Journal 2015;128(18):2415-2419
BACKGROUNDLeft ventricular thrombus (LVT) is reported to be a common complication in acute myocardial infarction (AMI) patients. And it has the potential to cause systemic embolism. This retrospective study was to present the current situation of LVT in clinical practice, as well as to evaluate the clinical characteristics and the risk factors of LVT after AMI.
METHODSLVT cases (n = 96) were identified from 13,732 AMI (non-ST elevation myocardial infarction was excluded) patients in Fuwai Hospital's electronic medical records system from January 2003 to January 2013. The controls (n = 192) were gender- and age-matched AMI patients without LVT during this period. A conditional logistic regression (fitted by the Cox model) was performed to identify the independent risk factors.
RESULTSThe incidence of LVT after AMI was 0.7%. Univariate analysis indicated that the anterior myocardial infarction (especially extensive anterior myocardial infarction), lower left ventricular ejection fraction (LVEF), LVEF ≤40%, severe regional wall motion abnormalities (RWMA), pericardial effusion, and left ventricular aneurysm were all related to LVT after AMI. The independent risk factors obtained from the conditional logistic regression analysis were lower LVEF (odds ratio (OR) = 0.891, 95% confidence interval (CI ): 0.828-0.960), extensive anterior myocardial infarction (OR = 6.403, 95% CI: 1.769-23.169), severe RWMA (OR = 7.348, 95% CI: 1.323-40.819), and left ventricular aneurysm (OR = 6.955, 95% CI: 1.673-28.921).
CONCLUSIONSThis study indicated that lower LVEF, extensive anterior myocardial infarction, severe RWMA, and left ventricular aneurysm were independent risk factors of LVT after AMI. It also suggested that further efforts are needed for the LVT diagnosis after AMI in clinical practice.
Adult ; Case-Control Studies ; Echocardiography ; Female ; Heart Diseases ; etiology ; pathology ; Heart Ventricles ; pathology ; Humans ; Male ; Middle Aged ; Myocardial Infarction ; complications ; Retrospective Studies ; Risk Factors ; Thrombosis ; etiology ; pathology ; Ventricular Function, Left ; physiology
6.Pathological Features of Myocardial Contraction Band Necrosis in Sudden Cardiac Death.
Yan-chang GE ; Li-na HUANG ; Kai-jun MA
Journal of Forensic Medicine 2015;31(6):422-424
OBJECTIVE:
To investigate the pathological features and significance of myocardial contraction band necrosis in sudden cardiac death.
METHODS:
Using HE and PTAH staining, the distribution sites and pathological features of myocardial contraction band necrosis were observed. The data were analyzed according to the extent of necrosis.
RESULTS:
The locations, pathological features and the extent of necrosis were similar in different sudden death cases. The locations were related with sites of myocardial damage. The papillary muscles of left ventricular were most occurred, followed by the anterior wall of left ventricular. In the sudden death cases caused by stress cardiomyopathy, the extent of myocardial contraction band necrosis was lighter than the others. Most cases were predominantly level 1, the others were level 2.
CONCLUSION
Used as the diagnosis basis of acute myocardial ischemia, the myocardial contraction band necrosis has important significance to determination of death.
Adult
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Aged
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Aged, 80 and over
;
Coronary Disease/complications*
;
Death, Sudden/etiology*
;
Death, Sudden, Cardiac/pathology*
;
Female
;
Heart Diseases/pathology*
;
Humans
;
Male
;
Middle Aged
;
Myocardial Contraction/physiology*
;
Myocardium/pathology*
;
Necrosis
8.Association of atherosclerotic renal artery stenosis with major adverse cardiovascular events after acute myocardial infarction.
Bin ZHENG ; Jinghua LIU ; Qin MA ; Donghui ZHAO ; Xin WANG ; Ze ZHENG
Chinese Medical Journal 2014;127(4):618-622
BACKGROUNDPatients with atherosclerotic renal artery stenosis (ARAS) are in substantial risk of cardiovascular adverse events. We investigated whether myocardial infarction patients with ARAS are in additional risk of cardiovascular events.
METHODSIn this retrospective study, 257 patients with type 1 myocardial infarction were enrolled. Median follow-up was 42 months. Composite endpoint events are analyzed by definitions of ARAS as ≥ 50% or ≥ 70% diameter stenosis.
RESULTSDefining ARAS as ≥ 70% diameter stenosis, ARAS was a significant predictor for composite endpoint events including death, non-fatal myocardial infarction, ischaemic stroke and intracranial haemorrhage, rehospitalisation for cardiac failure (HR: 4.381; 95% CI: 1.770-10.842) by Cox regression analysis, but not for death. Diabetes mellitus was also a significant predictor for composite endpoint events (HR: 2.756; 95% CI: 1.295-5.863). However, defining ARAS ≥ 50% diameter stenosis, ARAS was no longer a significant predictor for composite endpoint events or death.
CONCLUSIONSAlthough not associated with mortality, ARAS ≥ 70% is associated with major adverse cardiac events after acute myocardial infarction. For prognosis, ≥ 70% diameter stenosis is a more appropriate criteria for ARAS definition than ≥ 50% diameter stenosis.
Atherosclerosis ; pathology ; Cardiovascular Diseases ; etiology ; Diabetes Complications ; Female ; Follow-Up Studies ; Humans ; Male ; Middle Aged ; Myocardial Infarction ; complications ; Renal Artery Obstruction ; complications ; pathology ; Retrospective Studies
9.Comparison of prognosis in children with acute viral myocarditis induced ventricular premature beats originating from different positions and the clinical value of mgocardial perfusion ECT.
Xiao-Guang CHEN ; Song FENG ; Wei GE ; Jin-Dou AN
Chinese Journal of Contemporary Pediatrics 2013;15(4):281-284
OBJECTIVETo study the difference in prognosis for children with acute viral myocarditis induced ventricular premature beats (VPB) originating from different positions, and to study the role of 99Mtc-MIBI myocardial perfusion ECT in the prognostic evaluation of VPB.
METHODSThe clinical data of 83 children with viral myocarditis induced VPB were retrospectively studied. They were divided into four groups according to the original site of VPB, as shown by the ECG: right ventricular (RV) outflow tract, RV anterior wall and apex, left ventricular (LV) outflow tract, LV anterior wall and apex. All patients were treated with anti-viral drugs and myocardial nutritional medicine. Short-term and long term outcomes in the four groups were compared. The relationship between the results of 99Mtc-MIBI myocardial perfusion ECT and prognosis in 40 patients was observed.
RESULTSThere were no significant differences in short-term and long-term effective rates among the four groups (P>0.05). There were no differences in the ECT positive rates between the patients with VPB originating from RV and those with VPB originating from LV (P>0.05). The treatment effective rates of ECT-positive patients were higher than the treatment effective rates of ECT-negative ones (P<0.05).
CONCLUSIONSThe short-term and long-term prognosis of children with VPB originating from different positions are not significantly different. In children with viral myocarditis induced VPB, positive ECT results suggest a better prognosis.
Acute Disease ; Humans ; Myocardial Perfusion Imaging ; methods ; Myocarditis ; complications ; Prognosis ; Retrospective Studies ; Technetium Tc 99m Sestamibi ; Ventricular Premature Complexes ; diagnostic imaging ; etiology ; Virus Diseases ; complications
10.Energy metabolism disorder and myocardial injury in chronic myocardial ischemia with Qi deficiency and blood stasis syndrome based on 2-DE proteomics.
Yong WANG ; Wen-Jing CHUO ; Chun LI ; Shu-Zhen GUO ; Jian-Xin CHEN ; Jun-da YU ; Wei WANG
Chinese journal of integrative medicine 2013;19(8):616-620
OBJECTIVETo inquire the characteristic proteins in chronic myocardial ischemia by testing twodimensional electrophoresis (2-DE) map to explore the possible inherent pathological mechanism and the therapeutic intervention of qi deficiency and blood stasis syndrome.
METHODSAmeroid constrictor ring was placed on the first interval of left anterior descending coronary artery to prepare chronic myocardial ischemia model on Chinese miniature swine. Animals were randomly divided into sham group and model group with 10 animals in each group, respectively. The dynamic symptoms observation of the four diagnostic information was collected from 0 to 12 weeks. Echocardiography was employed to evaluate cardiac function and the degree of myocardial ischemia, 2-DE and matrix-assisted laser desorption/ionization-time of flight mass spectrometry (MALDI-TOF-MS) were used to carry out proteomics research on animals. Enzyme-linked immunosorbent assay was applied to identify the relevant differential proteins on chronic myocardial ischemia with qi deficiency and blood stasis syndrome.
RESULTSThe preliminary study found that at the 12th week, chronic myocardial ischemia with qi deficiency and blood stasis syndrome model was established stably. Compared with the sham group, there were 8 different proteins down-regulated, 22 proteins up-regulated significantly. After validated by MALDITOF-MS/MS, 11 protein spots were identified. Distinct proteins were mainly associated with energy metabolism and myocardial structural injury, including isocitrate dehydrogenase 3 (NAD+) alpha, NADH dehydrogenase (NAD) Fe-S protein 1, chain A (crystal structure of aldose reductase by binding domain reveals a new Nadph), heat shock protein 27 (HSP27), oxidoreductase (NAD-binding protein), antioxidant protein isoform, cardiac troponin T (cTnT), myosin (myosin light polypeptide), cardiac alpha tropomyosin, apolipoprotein A-I and albumin.
CONCLUSIONDown-regulated energy metabolism disorder mediated by NADH respiratory chain and myocardial injury may be the pathogenesis of myocardial ischemia with qi deficiency and blood stasis syndrome. These proteins may be the potential diagnostic marker(s) for qi deficiency and blood stasis syndrome, finally provided new clues for new therapeutic drug target of Chinese medicine.
Animals ; Blood Coagulation Disorders ; complications ; metabolism ; Electrophoresis, Gel, Two-Dimensional ; Energy Metabolism ; physiology ; Metabolic Diseases ; etiology ; metabolism ; Myocardial Ischemia ; complications ; metabolism ; Myocardial Reperfusion Injury ; etiology ; metabolism ; Proteomics ; methods ; Qi ; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization ; Swine ; Swine, Miniature ; Syndrome

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