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Exploring the Feasibility of Machine Learning to Predict Risk Stratification Within 3 Months in Chest Pain Patients with Suspected NSTE-ACS 探讨机器学习预测疑似NSTE-ACS胸痛患者3个月内风险分层的可行性
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-07-01 DOI: 10.3967/bes2023.089
Zhi Chang ZHENG , Wei YUAN , Nian WANG , Bo JIANG , Chun Peng MA , Hui AI , Xiao WANG , Shao Ping NIE
{"title":"Exploring the Feasibility of Machine Learning to Predict Risk Stratification Within 3 Months in Chest Pain Patients with Suspected NSTE-ACS","authors":"Zhi Chang ZHENG ,&nbsp;Wei YUAN ,&nbsp;Nian WANG ,&nbsp;Bo JIANG ,&nbsp;Chun Peng MA ,&nbsp;Hui AI ,&nbsp;Xiao WANG ,&nbsp;Shao Ping NIE","doi":"10.3967/bes2023.089","DOIUrl":"10.3967/bes2023.089","url":null,"abstract":"<div><h3>Objective</h3><p>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.</p></div><div><h3>Methods</h3><p>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.</p></div><div><h3>Results</h3><p>According to learning metrics, ML models constructed by different classifiers were superior over HEART (History, ECG, Age, Risk factors, &amp; 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 (<em>vs.</em> HEART ≤ 0.78), with AUC from 0.88 to 0.98 for predicting any event, AMI and revascularization (<em>vs.</em> 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.</p></div><div><h3>Conclusion</h3><p>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.</p></div>","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 7","pages":"Pages 625-634"},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9929826","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Growth Standard for Newborns by Gestational Age 新生儿按胎龄生长标准
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-07-01 DOI: 10.3967/bes2023.097
{"title":"Growth Standard for Newborns by Gestational Age","authors":"","doi":"10.3967/bes2023.097","DOIUrl":"10.3967/bes2023.097","url":null,"abstract":"","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 7","pages":"Page 665"},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9932949","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Pre-pregnant Overweight Interacts with ADIPOQ Genetic Variants to Influence Polyunsaturated Fatty Acids in Human Milk 孕妇超重与ADIPOQ基因变异相互作用对母乳中多不饱和脂肪酸的影响
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-07-01 DOI: 10.3967/bes2023.090
Yi Ru CHEN , Yue Ting LI , Yi Fei CHEN , Jia Yu GONG , Jing Yu YANG , Hai Tao YU , Wen Hui XU , Chun Ji PIAO , Lin XIE
{"title":"Pre-pregnant Overweight Interacts with ADIPOQ Genetic Variants to Influence Polyunsaturated Fatty Acids in Human Milk","authors":"Yi Ru CHEN ,&nbsp;Yue Ting LI ,&nbsp;Yi Fei CHEN ,&nbsp;Jia Yu GONG ,&nbsp;Jing Yu YANG ,&nbsp;Hai Tao YU ,&nbsp;Wen Hui XU ,&nbsp;Chun Ji PIAO ,&nbsp;Lin XIE","doi":"10.3967/bes2023.090","DOIUrl":"https://doi.org/10.3967/bes2023.090","url":null,"abstract":"","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 7","pages":"Pages 635-638"},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49838446","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Novel Protein C6ORF120 Promotes Apoptosis through Mitochondria-dependent Pathway in CD4+T Lymphocytes 新蛋白C6ORF120通过线粒体依赖途径促进CD4+T淋巴细胞凋亡
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-07-01 DOI: 10.3967/bes2023.091
Hui LIU , Xin WANG , Peng WANG , Yu Qi WANG , Yun Yun YI , Xin LI
{"title":"Novel Protein C6ORF120 Promotes Apoptosis through Mitochondria-dependent Pathway in CD4+T Lymphocytes","authors":"Hui LIU ,&nbsp;Xin WANG ,&nbsp;Peng WANG ,&nbsp;Yu Qi WANG ,&nbsp;Yun Yun YI ,&nbsp;Xin LI","doi":"10.3967/bes2023.091","DOIUrl":"https://doi.org/10.3967/bes2023.091","url":null,"abstract":"","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 7","pages":"Pages 639-643"},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49903324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Home Blood Pressure Telemonitoring Plus Additional Support on Blood Pressure Control: A Randomized Clinical Trial* 家庭血压远程监测加额外支持对血压控制的影响:一项随机临床试验*
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-06-01 DOI: 10.3967/bes2023.063
MENG Wen Wen , BAI Yong Yi , YAN Li , ZHENG Wei , ZENG Qiang , ZHENG Yan Song , ZHA Lin , PI Hong Ying , SAI Xiao Yong
{"title":"Effect of Home Blood Pressure Telemonitoring Plus Additional Support on Blood Pressure Control: A Randomized Clinical Trial*","authors":"MENG Wen Wen ,&nbsp;BAI Yong Yi ,&nbsp;YAN Li ,&nbsp;ZHENG Wei ,&nbsp;ZENG Qiang ,&nbsp;ZHENG Yan Song ,&nbsp;ZHA Lin ,&nbsp;PI Hong Ying ,&nbsp;SAI Xiao Yong","doi":"10.3967/bes2023.063","DOIUrl":"10.3967/bes2023.063","url":null,"abstract":"<div><h3>Objective</h3><p>Current clinical evidence on the effects of home blood pressure telemonitoring (HBPT) on improving blood pressure control comes entirely from developed countries. Thus, we performed this randomized controlled trial to evaluate whether HBPT plus support (patient education and clinician remote hypertension management) improves blood pressure control more than usual care (UC) in the Chinese population.</p></div><div><h3>Methods</h3><p>This single-center, randomized controlled study was conducted in Beijing, China. Patients aged 30–75 years were eligible for enrolment if they had blood pressure [systolic (SBP) ≥ 140 mmHg and/or diastolic (DBP) ≥ 90 mmHg; or SBP ≥ 130 mmHg and/or DBP ≥ 80 mmHg with diabetes]. We recruited 190 patients randomized to either the HBPT or the UC groups for 12 weeks. The primary endpoints were blood pressure reduction and the proportion of patients achieving the target blood pressure.</p></div><div><h3>Results</h3><p>Totally, 172 patients completed the study, the HBPT plus support group (<em>n</em> = 84), and the UC group (<em>n</em> = 88). Patients in the plus support group showed a greater reduction in mean ambulatory blood pressure than those in the UC group. The plus support group had a significantly higher proportion of patients who achieved the target blood pressure and maintained a dipper blood pressure pattern at the 12th week of follow-up. Additionally, the patients in the plus support group showed lower blood pressure variability and higher drug adherence than those in the UC group.</p></div><div><h3>Conclusion</h3><p>HBPT plus additional support results in greater blood pressure reduction, better blood pressure control, a higher proportion of dipper blood pressure patterns, lower blood pressure variability, and higher drug adherence than UC. The development of telemedicine may be the cornerstone of hypertension management in primary care.</p></div>","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 6","pages":"Pages 517-526"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9809088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The First China Sports and Health Conference was Held in Beijing 首届中国体育与健康大会在京召开
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-06-01 DOI: 10.3967/bes2023.081
{"title":"The First China Sports and Health Conference was Held in Beijing","authors":"","doi":"10.3967/bes2023.081","DOIUrl":"10.3967/bes2023.081","url":null,"abstract":"","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 6","pages":"Page 566"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9809087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Changes in Urinary Metabolomics of Female Kashin-Beck Disease Patients in Qinghai-Tibet Plateau, China* 青藏高原女性大骨节患者尿代谢组学变化*
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-06-01 DOI: 10.3967/bes2023.065
LI Qiang , ZHOU Xin , XUE Hong Mei , WANG Jian Ling , LI Ji Quan , ZHAO Yan Mei , CHAO Jie , CHEN Yang Yang , XU Li Qing , ZHAO Zhi Jun , WANG Li Hua
{"title":"Changes in Urinary Metabolomics of Female Kashin-Beck Disease Patients in Qinghai-Tibet Plateau, China*","authors":"LI Qiang ,&nbsp;ZHOU Xin ,&nbsp;XUE Hong Mei ,&nbsp;WANG Jian Ling ,&nbsp;LI Ji Quan ,&nbsp;ZHAO Yan Mei ,&nbsp;CHAO Jie ,&nbsp;CHEN Yang Yang ,&nbsp;XU Li Qing ,&nbsp;ZHAO Zhi Jun ,&nbsp;WANG Li Hua","doi":"10.3967/bes2023.065","DOIUrl":"10.3967/bes2023.065","url":null,"abstract":"","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 6","pages":"Pages 537-541"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9809090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Smoke-Free Legislation on Acute Myocardial Infarction and Subtypes of Stroke Incidence in Shenzhen, China, 2012–2016: An Interrupted Time Series Analysis* 2012-2016年中国深圳无烟立法对急性心肌梗死和脑卒中亚型发病率的影响:中断时间序列分析*
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-06-01 DOI: 10.3967/bes2023.064
SHI Yu Lin , XIONG Jing Fan , LIU Li Qun , ZHAO Zhi Guang , WAN Xia , PENG Ji
{"title":"Impact of Smoke-Free Legislation on Acute Myocardial Infarction and Subtypes of Stroke Incidence in Shenzhen, China, 2012–2016: An Interrupted Time Series Analysis*","authors":"SHI Yu Lin ,&nbsp;XIONG Jing Fan ,&nbsp;LIU Li Qun ,&nbsp;ZHAO Zhi Guang ,&nbsp;WAN Xia ,&nbsp;PENG Ji","doi":"10.3967/bes2023.064","DOIUrl":"10.3967/bes2023.064","url":null,"abstract":"<div><h3>Objective</h3><p>This study assesses the impact of smoke-free legislation on the incidence rate for acute myocardial infarction (AMI) and stroke in Shenzhen.</p></div><div><h3>Methods</h3><p>Data on ischemic (<em>n</em> = 72,945) and hemorrhagic (<em>n</em> = 18,659) stroke and AMI (<em>n</em> = 17,431) incidence covering about 12 million people in Shenzhen from 2012 to 2016 were used. Immediate and gradual changes in incidence rates were analyzed using segmented Poisson regression.</p></div><div><h3>Results</h3><p>Following the smoke-free legislation, a 9% (95% <em>CI</em>: 3%–15%) immediate reduction was observed in AMI incidence, especially in men (8%, 95% <em>CI</em>: 1%–14%) and in those aged 65 years and older (17%, 95% <em>CI</em>: 9%–25%). The gradual annual benefits were observed only in hemorrhagic and ischemic stroke incidence, with a 7% (95% <em>CI</em>: 2%–11%) and 6% (95% <em>CI</em>: 4%–8%) decrease per year, respectively. This health effect extended gradually to the 50–64 age group. In addition, neither the immediate nor gradual decrease in stroke and AMI incidence rates did not show statistical significance among the 35–49 age group (<em>P</em> &gt; 0.05).</p></div><div><h3>Conclusion</h3><p>Smoke-free legislation was enforced well in Shenzhen, which would generate good experiences for other cities to enact and enforce smoke-free laws. This study also provided more evidence of the health benefits of smoke-free laws on stroke and AMI.</p></div>","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 6","pages":"Pages 527-536"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9809080","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
One Health for Rabies Elimination: China Rabies Annual Conference in 2023 消除狂犬病的一个健康:2023年中国狂犬病年会
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-06-01 DOI: 10.3967/bes2023.082
{"title":"One Health for Rabies Elimination: China Rabies Annual Conference in 2023","authors":"","doi":"10.3967/bes2023.082","DOIUrl":"10.3967/bes2023.082","url":null,"abstract":"","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 6","pages":"Page 567"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9809089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Obesity is positively Associated with Depression in Older Adults: Role of Systemic Inflammation* 肥胖与老年人抑郁呈正相关:全身炎症的作用*
3区 医学
Biomedical and Environmental Sciences Pub Date : 2023-06-01 DOI: 10.3967/bes2023.059
GUO Ye Xin , WANG An Qi , GAO Xin , NA Jun , ZHE Wei , ZENG Yi , ZHANG Jing Rui , JIANG Yuan Jing , YAN Fei , YUNUS Mukaram , WANG Hui , YIN Zhao Xue
{"title":"Obesity is positively Associated with Depression in Older Adults: Role of Systemic Inflammation*","authors":"GUO Ye Xin ,&nbsp;WANG An Qi ,&nbsp;GAO Xin ,&nbsp;NA Jun ,&nbsp;ZHE Wei ,&nbsp;ZENG Yi ,&nbsp;ZHANG Jing Rui ,&nbsp;JIANG Yuan Jing ,&nbsp;YAN Fei ,&nbsp;YUNUS Mukaram ,&nbsp;WANG Hui ,&nbsp;YIN Zhao Xue","doi":"10.3967/bes2023.059","DOIUrl":"10.3967/bes2023.059","url":null,"abstract":"<div><h3>Objective</h3><p>We aimed to explore the association between obesity and depression and the role of systemic inflammation in older adults.</p></div><div><h3>Methods</h3><p>Adults ≥ 65 years old (<em>n</em> = 1,973) were interviewed at baseline in 2018 and 1,459 were followed up in 2021. General and abdominal obesity were assessed, and serum C-reactive protein (CRP) levels were measured at baseline. Depression status was assessed at baseline and at follow-up. Logistic regression was used to analyze the relationship between obesity and the incidence of depression and worsening of depressive symptoms, as well as the relationship between obesity and CRP levels. The associations of CRP levels with the geriatric depression scale, as well as with its three dimensions, were investigated using multiple linear regressions.</p></div><div><h3>Results</h3><p>General obesity was associated with worsening depression symptoms and incident depression, with an odds ratio (<em>OR</em>) [95% confidence interval (<em>CI</em>)] of 1.53 (1.13–2.12) and 1.80 (1.23–2.63), especially among old male subjects, with <em>OR</em> (95% <em>CI</em>) of 2.12 (1.25–3.58) and 2.24 (1.22–4.11), respectively; however, no significant relationship was observed between abdominal obesity and depression. In addition, general obesity was associated with high levels of CRP, with <em>OR</em> (95% <em>CI</em>) of 2.58 (1.75–3.81), especially in subjects free of depression at baseline, with <em>OR</em> (95% <em>CI</em>) of 3.15 (1.97–5.04), and CRP levels were positively correlated with a score of specific dimension (life satisfaction) of depression, <em>P</em> &lt; 0.05.</p></div><div><h3>Conclusion</h3><p>General obesity, rather than abdominal obesity, was associated with worsening depressive symptoms and incident depression, which can be partly explained by the systemic inflammatory response, and the impact of obesity on depression should be taken more seriously in the older male population.</p></div>","PeriodicalId":55364,"journal":{"name":"Biomedical and Environmental Sciences","volume":"36 6","pages":"Pages 481-489"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10185874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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