1.An image classification method for arrhythmias based on Gramian angular summation field and improved Inception-ResNet-v2.
Xiangkui WAN ; Jing LUO ; Yang LIU ; Yunfan CHEN ; Xingwei PENG ; Xi WANG
Journal of Biomedical Engineering 2023;40(3):465-473
Arrhythmia is a significant cardiovascular disease that poses a threat to human health, and its primary diagnosis relies on electrocardiogram (ECG). Implementing computer technology to achieve automatic classification of arrhythmia can effectively avoid human error, improve diagnostic efficiency, and reduce costs. However, most automatic arrhythmia classification algorithms focus on one-dimensional temporal signals, which lack robustness. Therefore, this study proposed an arrhythmia image classification method based on Gramian angular summation field (GASF) and an improved Inception-ResNet-v2 network. Firstly, the data was preprocessed using variational mode decomposition, and data augmentation was performed using a deep convolutional generative adversarial network. Then, GASF was used to transform one-dimensional ECG signals into two-dimensional images, and an improved Inception-ResNet-v2 network was utilized to implement the five arrhythmia classifications recommended by the AAMI (N, V, S, F, and Q). The experimental results on the MIT-BIH Arrhythmia Database showed that the proposed method achieved an overall classification accuracy of 99.52% and 95.48% under the intra-patient and inter-patient paradigms, respectively. The arrhythmia classification performance of the improved Inception-ResNet-v2 network in this study outperforms other methods, providing a new approach for deep learning-based automatic arrhythmia classification.
Humans
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Arrhythmias, Cardiac/diagnostic imaging*
;
Cardiovascular Diseases
;
Algorithms
;
Databases, Factual
;
Electrocardiography
2.Evaluation of the relationship between cardiac calcification and cardiovascular disease using the echocardiographic calcium score in patients undergoing peritoneal dialysis: a cross-sectional study.
Ho-Kwan SIN ; Ping-Nam WONG ; Kin-Yee LO ; Man-Wai LO ; Shuk-Fan CHAN ; Kwok-Chi LO ; Yuk-Yi WONG ; Lo-Yi HO ; Wing-Tung KWOK ; Kai-Chun CHAN ; Andrew Kui-Man WONG ; Siu-Ka MAK
Singapore medical journal 2023;64(6):379-384
INTRODUCTION:
An echocardiographic calcium score (ECS) predicts cardiovascular disease (CVD) in the general population. Its utility in peritoneal dialysis (PD) patients is unknown.
METHODS:
This cross-sectional study assessed 125 patients on PD. The ECS (range 0-8) was compared between subjects with CVD and those without.
RESULTS:
Among the subjects, 54 had CVD and 71 did not. Subjects with CVD were older (69 years vs. 56 years, P < 0.001) and had a higher prevalence of diabetes mellitus (DM) (81.5% vs. 45.1%, P < 0.001). They had lower diastolic blood pressure (72 mmHg vs. 81 mmHg, P < 0.001), lower phosphate (1.6 mmol/L vs. 1.9 mmol/L, P = 0.002), albumin (30 g/L vs. 32 g/L, P = 0.001), parathyroid hormone (34.4 pmol/L vs. 55.8 pmol/L, P = 0.002), total cholesterol (4.5 vs. 4.9, P = 0.047), LDL cholesterol (2.4 mmol/L vs. 2.8 mmol/L, P = 0.019) and HDL cholesterol (0.8 mmol/L vs. 1.1 mmol/L, P = 0.002). The ECS was found to be higher in subjects with CVD than in those without (2 vs. 1, P = 0.001). On multivariate analysis, only DM and age were independently associated with CVD.
CONCLUSION
The ECS was significantly higher in PD patients with CVD than in those without, reflecting a higher vascular calcification burden in the former. It is a potentially useful tool to quantify vascular calcification in PD patients.
Humans
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Cardiovascular Diseases/diagnostic imaging*
;
Cross-Sectional Studies
;
Calcium
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Peritoneal Dialysis/adverse effects*
;
Vascular Calcification/epidemiology*
;
Echocardiography
3.Reference values for carotid artery intima-media thickness among community adult dwellers in Shenzhen City.
Yu Xin XIE ; De Liang LYU ; Ke PENG ; Hong Wei XIE ; Yong JIANG ; Xin Bo ZHONG ; Xi Lin WEN ; Zi Wei FU ; Gui Li ZHOU ; Zhi Guang ZHAO ; Yi Chong LI
Chinese Journal of Preventive Medicine 2023;57(7):1011-1017
Objective: To establish reference values for carotid intima-media thickness (CIMT) of adult dwellers in Shenzhen City. Methods: The study was conducted based on the Shenzhen heart failure epidemiological survey from 2021 to 2022. In this survey, residents aged 18 years and above in Shenzhen were selected by using a multi-stage stratified random sampling method. General information, cardiovascular disease (CVD) related behavior and carotid ultrasound examination and etc. were collected from the participants. People with CVD factors, a history of atherosclerotic cardiovascular disease, carotid plaque or having no carotid ultrasound examination results were excluded. The parameter regression model based on fractional polynomial was used to establish the reference values of CIMT by age and sex. Results: A total of 2 163 healthy individuals were enrolled in the final analysis, including 576 males (26.6%) and 1 587 females (73.4%). The fractional polynomial regression of the CIMT mean and standard deviation was obtained. For men, the regression was meanCIMT=0.324 7+0.006 9×age and SDCIMT=0.076 9+0.001 2×age. For women, the regression was meanCIMT=0.354 9+0.005 4×age and SDCIMT=0.041 6+0.002 0×age. Conclusion: The age and sex reference values for CIMT of adult people in Shenzhen established in this study could provide the latest reference standards for early screening of subclinical CVD.
Male
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Humans
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Adult
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Female
;
Carotid Intima-Media Thickness
;
Cardiovascular Diseases
;
Reference Values
;
Carotid Arteries/diagnostic imaging*
;
Ultrasonography, Carotid Arteries
;
Risk Factors
;
Carotid Artery Diseases
5.Association between Coronary Atherosclerotic Plaque Composition and Cardiovascular Disease Risk.
Lin LI ; Long WANG ; Shan Shan LIU ; Zhi Yun ZHAO ; Mian LI ; Tian Ge WANG ; Min XU ; Jie Li LU ; Yu Hong CHEN ; Shuang Yuan WANG ; Meng DAI ; Ya Nan HOU ; Xue Yan WU ; Li Na MA ; Wei Qing WANG ; Yu XU ; Yu Fang BI
Biomedical and Environmental Sciences 2019;32(2):75-86
OBJECTIVE:
The objective of this study is to determine whether coronary atherosclerotic plaque composition is associated with cardiovascular disease (CVD) risk in Chinese adults.
METHODS:
We performed a cross-sectional analysis in 549 subjects without previous diagnosis or clinical symptoms of CVD in a community cohort of middle-aged Chinese adults. The participants underwent coronary computed tomography (CT) angiography for the evaluation of the presence and composition of coronary plaques. CVD risk was evaluated by the Framingham risk score (FRS) and the 10-year atherosclerotic cardiovascular disease (ASCVD) risk score.
RESULTS:
Among the 549 participants, 267 (48.6%) had no coronary plaques, 201 (36.6%) had noncalcified coronary plaques, and 81 (14.8%) had calcified or mixed coronary plaques. The measures of CVD risk including FRS and ASCVD risk score and the likelihood of having elevated FRS significantly increased across the groups of participants without coronary plaques, with noncalcified coronary plaques, and with calcified or mixed coronary plaques. However, only calcified or mixed coronary plaques were significantly associated with an elevated ASCVD risk score [odds ratio (OR) 2.41; 95% confidence interval (CI) 1.09-5.32] compared with no coronary plaques, whereas no significant association was found for noncalcified coronary plaques and elevated ASCVD risk score (OR 1.25; 95% CI 0.71-2.21) after multivariable adjustment.
CONCLUSION
Calcified or mixed coronary plaques might be more associated with an elevated likelihood of having CVD than noncalcified coronary plaques.
Asian Continental Ancestry Group
;
Cardiovascular Diseases
;
epidemiology
;
Computed Tomography Angiography
;
Female
;
Humans
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Male
;
Middle Aged
;
Odds Ratio
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Plaque, Atherosclerotic
;
diagnostic imaging
;
epidemiology
;
Risk Factors
6.Tongxinluo Capsule () for Cardiac Syndrome X: A Systematic Review and Meta-Analysis.
Hui-Min MAO ; Mi LIU ; Hua QU ; Li-Qiong WANG ; Da-Zhuo SHI
Chinese journal of integrative medicine 2018;24(4):296-303
OBJECTIVETo evaluate the efficacy and safety of Tongxinluo Capsule (, TXL) for patients with cardiac syndrome X (CSX).
METHODSRandomized controlled trials (RCTs) regarding TXL in the treatment of CSX were searched in Chinese Biomedicine Literature Database, China National Knowledge Infrastructure, Chinese Scientific Journal Database, Wanfang Database, PubMed, EMBASE, Cochrane Central Register of Controlled Trial, websites of the Chinese and International Clinical Trial Registry platform up to June 30, 2015. The intervention was either TXL alone or TXL combined with conventional treatment, while the control intervention was conventional treatment with or without placebo. Data extraction, methodological quality assessment and data analyses were performed according to the Cochrane criteria. The primary outcome was a composite event of death, acute myocardial infarction (AMI), angina requiring hospitalization, revascularization, and heart failure. The secondary outcome measures were angina symptom improvement, electrocardiograph (ECG) improvement, and serum endothelin-1 (ET-1) level. The adverse events were also recorded. RevMan 5.3 software was applied for data analyses.
RESULTSTwelve RCTs (696 patients) were included. Compared with conventional treatment, the addition of TXL to conventional treatment showed some benefits on relieving angina symptoms [risk ratio (RR): 1.46, 95% confidence interval (CI) (1.25, 1.71), P<0.01], and improving ECG [RR: 1.45, 95% CI (1.21, 1.74), P<0.01]. The pooled result did not support a benefit of TXL on reducing the incidence of primary outcome [RR: 0.20, 95% CI (0.02, 1.61), P=0.13]. In addition, TXL decreased serum ET-1 concentration of CSX patients [standardized mean number:-1.63, 95% CI (-2.29,-0.96), P<0.01]. No serious adverse events were reported.
CONCLUSIONSTXL documents potential benefits on attenuating angina symptoms, improving ECG and decreasing serum ET-1 level for CSX patients. However, more rigorous RCTs with high quality are needed to confirm its efficacy and safety.
Capsules ; Cardiovascular Diseases ; diagnostic imaging ; drug therapy ; Drugs, Chinese Herbal ; adverse effects ; therapeutic use ; Electrocardiography ; Endothelin-1 ; blood ; Humans ; Middle Aged ; Outcome Assessment (Health Care) ; Publication Bias ; Syndrome
7.Ultrasound cardiography examinations detect victims' long-term realized and potential consequences after major disasters: a case-control study.
Hidenori ONISHI ; Osamu YAMAMURA ; Shinsaku UEDA ; Muneichi SHIBATA ; Soichi ENOMOTO ; Fumie MAEDA ; Hiromasa TSUBOUCHI ; Takeshi HIROBE ; Sadao SHIMIZU ; Kazuhiko HANZAWA ; Tadanori HAMANO ; Yasunari NAKAMOTO ; Hiroyuki HAYASHI ; Hidekazu TERASAWA
Environmental Health and Preventive Medicine 2018;23(1):37-37
BACKGROUND:
An increase in cardiovascular diseases has been reported following major disasters. Previous work has shown that ultrasonographic findings from ultrasound cardiography examination (UCG) increased until the 44th month after the tsunami caused by the Great East Japan Earthquake. The present study conducted UCG among victims in the tsunami disaster area and investigated the frequency of disaster-related cardiovascular diseases and changes over time until the 55th month after the disaster.
METHODS:
The subjects were residents of temporary housing complexes and neighboring housing in Watari-gun, Miyagi Prefecture, Japan. There were 207 subjects in the 18th month, 125 in the 30th month, 121 in the 44th month, and 106 in the 55th month after the disaster. Data were collected through UCG and self-report questionnaire.
RESULTS:
Significant changes were observed among subjects with clinical findings from the UCG, which increased over the study period-from 42.0 to 60.8, 72.7, and 73.6% beginning in the 18th month after the disaster (p < 0.0001).
CONCLUSIONS:
It is possible that the UCG can become a useful examination to visualize the potential impact of a major disaster on the cardiac function of victims. Victims with clinical findings continued increasing not only during the acute phase after a disaster but also in the long term. We therefore need to keep this in mind, and note that it is important to establish a support system to control cardiovascular diseases from the early stage of disaster.
TRIAL REGISTRATION
UMIN; ID000029802. R000034050 . 2 November 2017.
Aged
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Aged, 80 and over
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Cardiovascular Diseases
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diagnosis
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diagnostic imaging
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Case-Control Studies
;
Disasters
;
statistics & numerical data
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Earthquakes
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Female
;
Health Behavior
;
Humans
;
Japan
;
Male
;
Middle Aged
;
Tsunamis
8.Prevalence, Presentation, and Outcome of Heart Failure with Preserved Ejection Fraction among Patients Presenting with Undifferentiated Dyspnoea to the Emergency Room: A 10-year Analysis from a Tertiary Centre.
Wen RUAN ; Swee Han LIM ; Zee Pin DING ; David Kl SIM ; Fei GAO ; Kurugulasigamoney GUNASEGARAN ; Bernard Wk KWOK ; Ru San TAN
Annals of the Academy of Medicine, Singapore 2016;45(1):18-26
INTRODUCTIONWe assessed the local prevalence, characteristics and 10-year outcomes in a heart failure (HF) cohort from the emergency room (ER).
MATERIALS AND METHODSPatients presenting with acute dyspnoea to ER were prospectively enrolled from December 2003 to December 2004. HF was diagnosed by physicians' adjudication based on clinical assessment and echocardiogram within 12 hours, blinded to N-terminal-pro brain natriuretic peptide (NT-proBNP) results. They were stratified into heart failure with preserved (HFPEF) and reduced ejection fraction (HFREF) by left ventricular ejection fraction (LVEF).
RESULTSAt different cutoffs of LVEF of ≥50%, ≥45%, ≥40%, and >50% plus excluding LVEF 40% to 50%, HFPEF prevalence ranged from 38% to 51%. Using LVEF ≥50% as the final cutoff point, at baseline, HFPEF (n = 35), compared to HFREF (n = 55), had lower admission NT- proBNP (1502 vs 5953 pg/mL, P <0.001), heart rate (86 ± 22 vs 98 ± 22 bpm, P = 0.014), and diastolic blood pressure (DBP) (75 ± 14 vs 84 ± 20 mmHg, P = 0.024). On echocardiogram, compared to HFREF, HFPEF had more LV concentric remodelling (20% vs 2%, P = 0.003), less eccentric hypertrophy (11% vs 53%, P <0.001) and less mitral regurgitation from functional mitral regurgitation (60% vs 95%, P = 0.027). At 10 years, compared to HFREF, HFPEF had similar primary endpoints of a composite of cardiovascular death, non-fatal myocardial infarction, non-fatal stroke, and rehospitalisation for congestive heart failure (CHF) (HR 0.886; 95% CI, 0.561 to 1.399; P = 0.605), all-cause mortality (HR 0.663; 95% CI, 0.400 to 1.100; P = 0.112), but lower cardiovascular mortality (HR 0.307; 95% CI, 0.111 to 0.850; P = 0.023).
CONCLUSIONIn the long term, HFPEF had higher non-cardiovascular mortality, but lower cardiovascular mortality compared to HFREF.
Aged ; Aged, 80 and over ; Cardiovascular Diseases ; mortality ; Dyspnea ; diagnosis ; physiopathology ; Echocardiography ; Emergency Service, Hospital ; Female ; Heart Failure ; blood ; diagnostic imaging ; epidemiology ; physiopathology ; Humans ; Hypertrophy, Left Ventricular ; Male ; Middle Aged ; Mitral Valve Insufficiency ; epidemiology ; Myocardial Infarction ; epidemiology ; Natriuretic Peptide, Brain ; blood ; Peptide Fragments ; blood ; Prevalence ; Prospective Studies ; Singapore ; epidemiology ; Stroke ; epidemiology ; Stroke Volume ; Tertiary Care Centers ; Ventricular Remodeling
9.Ultrasonographic screening for the infrarenal aorta diameter and common iliac artery diameter of young males in a Chinese school.
Yangyang GE ; Shangwei ZUO ; Wei GUO ; Jiang XIONG ; Xin JIA ; Xiaozhong HU ; Qinghua XU ; Xiaoping LIU
Chinese Journal of Surgery 2015;53(5):373-377
OBJECTIVETo establish the ultrasonographic criteria for normal size of infrarenal aorta (IRA) and common iliac arteries (CIA) of young males in a Chinese school and to determine the associations between IRA diameter (IRAD) and CIA diameter (CIAD) and body habitus as well as traditional cardiovascular risk factors.
METHODSCross-sectional study was done of 203 Chinese young males enrolled from a technical school in Beijing Changping district from May to June 2013. The IRA and CIA scans were carried out using ultrasonography. Longitudinal scans were used to assess aortic morphology and tortuosity. The maximum internal anteroposterior IRAD and CIAD in any area of the arteries were measured during the cardiac cycle. Participants information on demographic, medical history, smoking history and alcohol consumption was obtained through unified questionnaire. Univariate and multivariate linear regression was used to determine the associations between arterial diameter and body habitus as well as other risk factors.
RESULTSThe median participants age was 21.5 (ranging from 18 to 28) years. The IRAD was (13.4±1.9) mm, and the CIAD was (9.4±1.6) mm. There was no significant difference between the left and right CIAD. Waist circumference was significantly associated with increasing IRAD (P=0.03), while alcohol had an inverse correlation (P=0.04). Age, hip circumference were significantly associated with increasing CIAD (P=0.00, 0.04), while the systolic pressure and alcohol had inverse correlations (P=0.01, 0.00). By dividing the entire group into equal four groups using quartile values for both age and waist/hip circumference, the older group and the larger waist/hip circumference had greater arterial diameter.
CONCLUSIONSThe enrolled Chinese young males have smaller IRAD and CIAD compared with foreign older population. Age, waist circumference, hip circumference, alcohol and systolic pressure have statistically significance but small effects on arterial diameter.
Adolescent ; Adult ; Age Factors ; Aorta, Abdominal ; diagnostic imaging ; Beijing ; epidemiology ; Blood Pressure ; Cardiovascular Diseases ; epidemiology ; Cross-Sectional Studies ; Humans ; Iliac Artery ; diagnostic imaging ; Male ; Risk Factors ; Ultrasonography ; Waist Circumference ; Young Adult

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