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Distribution and disparities of healthy lifestyles and noncommunicable diseases risk factors between men and women aged 20–59 years in Bangladesh: Evidence from a nationwide survey 孟加拉国 20-59 岁男女健康生活方式和非传染性疾病风险因素的分布和差异:来自全国范围调查的证据
Chronic Diseases and Translational Medicine Pub Date : 2024-08-04 DOI: 10.1002/cdt3.145
Md. Mokbul Hossain, Abhijeet Roy, Abu Abdullah Mohammad Hanif, Fahmida Akter, Mehedi Hasan, Md. Showkat Ali Khan, Abu Ahmed Shamim, Moyazzam Hossaine, Mohammad Aman Ullah, S. M. Mustafizur Rahman, Mofijul Islam Bulbul, Dipak Kumar Mitra, Malay Kanti Mridha
{"title":"Distribution and disparities of healthy lifestyles and noncommunicable diseases risk factors between men and women aged 20–59 years in Bangladesh: Evidence from a nationwide survey","authors":"Md. Mokbul Hossain,&nbsp;Abhijeet Roy,&nbsp;Abu Abdullah Mohammad Hanif,&nbsp;Fahmida Akter,&nbsp;Mehedi Hasan,&nbsp;Md. Showkat Ali Khan,&nbsp;Abu Ahmed Shamim,&nbsp;Moyazzam Hossaine,&nbsp;Mohammad Aman Ullah,&nbsp;S. M. Mustafizur Rahman,&nbsp;Mofijul Islam Bulbul,&nbsp;Dipak Kumar Mitra,&nbsp;Malay Kanti Mridha","doi":"10.1002/cdt3.145","DOIUrl":"https://doi.org/10.1002/cdt3.145","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background</h3>\u0000 \u0000 <p>Noncommunicable diseases (NCDs) are public health threats globally and recognized impediments to socioeconomic development. This study aimed to identify the prevalence and clustering of NCDs risk factors among Bangladeshi men and women aged 20–59 years using nationally representative data.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>This study was conducted in 82 rural, nonslum urban, and slum clusters across all eight administrative divisions of Bangladesh using multistage cluster sampling. A total of 4917 men and 4905 women aged 20–59 years were included in the study. Descriptive analyses were performed to report the prevalence and distribution of behavioral and clinical risk factors. Multivariable binary logistic regression was performed to identify factors associated with the coexistence of three or more NCD risk factors.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>The prevalence of tobacco use (any form), insufficient physical activity, inadequate fruit and vegetable consumption, overweight and obesity, and central obesity were 38.3%, 13.6%, 87.1%, 42.3%, and 36.0%, respectively. Furthermore, 21.9% and 4.9% participants had hypertension and self-reported diabetes, respectively. Regarding the clustering of risk factors, 37.1% men and 50.8% women had at least three NCD risk factors. Only 3.0% men and 1.8% women reported no NCD risk factors. Age, place of residence, education, and wealth status were associated with the presence of at least three risk factors for both sexes.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>Since a large proportion of Bangladeshi 20–59 years old population had multiple risk factors, population-based programs with multisectoral approaches are essential to reduce NCDs among Bangladeshi women and men.</p>\u0000 </section>\u0000 </div>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"10 4","pages":"312-326"},"PeriodicalIF":0.0,"publicationDate":"2024-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.145","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142447695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Family history of type 2 diabetes and the risk of type 2 diabetes among young and middle-aged adults 2 型糖尿病家族史与中青年罹患 2 型糖尿病的风险
Chronic Diseases and Translational Medicine Pub Date : 2024-07-23 DOI: 10.1002/cdt3.147
Ken R. Smith, Huong Meeks, David Curtis, Barbara B. Brown, Kyle Kole, Lori Kowaleski-Jones
{"title":"Family history of type 2 diabetes and the risk of type 2 diabetes among young and middle-aged adults","authors":"Ken R. Smith,&nbsp;Huong Meeks,&nbsp;David Curtis,&nbsp;Barbara B. Brown,&nbsp;Kyle Kole,&nbsp;Lori Kowaleski-Jones","doi":"10.1002/cdt3.147","DOIUrl":"10.1002/cdt3.147","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background</h3>\u0000 \u0000 <p>The prevalence of type 2 diabetes has been growing among younger and middle-aged adults in the United States. A portion of this increase for this age group may be attributable to shared type 2 diabetes risks with family members. How family history of type 2 diabetes history is associated with type 2 diabetes risk among younger and middle-aged adults is not well understood.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>This population-based retrospective cohort study uses administrative, genealogical, and electronic medical records from the Utah Population Database. The study population comprises offspring born between 1970 and 1990 and living in the four urban Utah counties in the United States between 1990 and 2015. The sample comprises 360,907 individuals without a type 2 diabetes diagnosis and 14,817 with a diagnosis. Using multivariate logistic regressions, we estimate the relative risk (RR) of type 2 diabetes associated with the number of affected first- (FDRs), second- (SDRs), and third-degree (first cousin) relatives for the full sample and for Hispanic-specific and sex-specific subsets.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Individuals with 2+ FDRs with type 2 diabetes have a significant risk of type 2 diabetes in relation to those with no affected FDRs (RR = 3.31 [3.16, 3.48]). Individuals with 2+ versus no SDRs with type 2 diabetes have significant but lower risks (RR = 1.32 [1.25, 1.39]). Those with 2+ versus no affected first cousins have a similarly low risk (RR = 1.28 [1.21, 1.35]). Larger RRs are experienced by males (2+ vs. 0 FDRs, RR = 3.55) than females (2+ vs. 0 FDRs, RR = 3.18) (<i>p</i> &lt; 0.05 for the interaction). These familial associations are partly mediated by the individual's own obesity.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions</h3>\u0000 \u0000 <p>The risks of type 2 diabetes are significantly associated with having affected first-, second-, and third-degree relatives, especially for men. One of the forces contributing to the rising patterns of type 2 diabetes among young and middle-aged adults is their connection to affected, often older, kin.</p>\u0000 </section>\u0000 </div>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"11 1","pages":"46-56"},"PeriodicalIF":0.0,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.147","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141811354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Guide for Authors 作者指南
Chronic Diseases and Translational Medicine Pub Date : 2024-07-16 DOI: 10.1002/cdt3.143
{"title":"Guide for Authors","authors":"","doi":"10.1002/cdt3.143","DOIUrl":"https://doi.org/10.1002/cdt3.143","url":null,"abstract":"","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"10 3","pages":"256-262"},"PeriodicalIF":0.0,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.143","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141639540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum: Effects of long-term blood pressure variability on renal function in community population 更正:社区人口长期血压变化对肾功能的影响
Chronic Diseases and Translational Medicine Pub Date : 2024-07-11 DOI: 10.1002/cdt3.144
{"title":"Corrigendum: Effects of long-term blood pressure variability on renal function in community population","authors":"","doi":"10.1002/cdt3.144","DOIUrl":"https://doi.org/10.1002/cdt3.144","url":null,"abstract":"<p>In the article titled, “Effects of long-term blood pressure variability on renal function in community population” published in pages 149–152, vol. 10 of Chronic Diseases and Translational Medicine,<span><sup>1</sup></span> the order of the first author's name is incorrect. The first author's name should be Feng Zhao.</p>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"10 4","pages":"351"},"PeriodicalIF":0.0,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.144","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142447758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Insulin and Metformin are Associated With Reduced Risk of Amyotrophic Lateral Sclerosis 胰岛素和二甲双胍与肌萎缩性侧索硬化症风险降低相关
Chronic Diseases and Translational Medicine Pub Date : 2024-06-30 DOI: 10.1002/cdt3.141
Steven Lehrer, Peter H. Rheinstein
{"title":"Insulin and Metformin are Associated With Reduced Risk of Amyotrophic Lateral Sclerosis","authors":"Steven Lehrer,&nbsp;Peter H. Rheinstein","doi":"10.1002/cdt3.141","DOIUrl":"https://doi.org/10.1002/cdt3.141","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background</h3>\u0000 \u0000 <p>Type 2 diabetes (T2D), but not type 1, protected against amyotrophic lateral sclerosis (ALS). In T2D serum insulin is normal or elevated in the early stages. Type 1 diabetes, characterized by a total lack of insulin, is associated with an increased risk of ALS. The antidiabetic metformin also protects against ALS. Connexin 43 (Cx43), an astrocyte protein, operates as an open channel via which toxic substances from astrocytes reach motor neurons to cause ALS.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>In the current study we analyzed FDA MedWatch data to determine whether insulin or metformin could reduce the risk of ALS. We performed in silico molecular docking studies and molecular dynamics simulation with Cx43 to determine if insulin or metformin dock within the Cx43 channel and can block it effectively, again reducing risk of ALS.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>In MedWatch, Insulin use is associated with a significantly reduced risk of ALS (Proportional Reporting Ratio 0.401). Metformin use is associated with a significantly reduced risk of ALS (PRR 0.567). The Human insulin heterodimer docked within center of the Cx43 channel, effectively blocking it. Molecular dynamics simulation showed that the block is highly stable and may be responsible for the protective effect of T2D on ALS. Metformin docks within the Cx43 channel, but the relatively small size of the metformin molecule may not allow it to obstruct the passage of toxic substances from astrocytes to motor neurons.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>MedWatch data indicate that both insulin and metformin reduce risk of ALS. The results of our in silico docking study and molecular dynamics simulation corroborate our previous findings with Cx31. Insulin docks within the open hemichannel of hexameric Cx43, potentially blocking it. Molecular dynamics simulation showed that the block is stable and may be responsible for the protective effect of T2D and insulin on ALS.</p>\u0000 </section>\u0000 </div>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"11 2","pages":"148-155"},"PeriodicalIF":0.0,"publicationDate":"2024-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.141","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220419","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of eating out of home and type 2 diabetes mellitus in Chinese urban workers: A nationwide study 中国城市工人外出就餐与 2 型糖尿病的关系:一项全国性研究
Chronic Diseases and Translational Medicine Pub Date : 2024-06-13 DOI: 10.1002/cdt3.136
Fangyan Chen, Sitong Wan, Jinjuan Hao, Ke Sun, Annan Liu, Ling Zhu, Shuyan Wang, Jingjing He, Ping Zeng
{"title":"Association of eating out of home and type 2 diabetes mellitus in Chinese urban workers: A nationwide study","authors":"Fangyan Chen,&nbsp;Sitong Wan,&nbsp;Jinjuan Hao,&nbsp;Ke Sun,&nbsp;Annan Liu,&nbsp;Ling Zhu,&nbsp;Shuyan Wang,&nbsp;Jingjing He,&nbsp;Ping Zeng","doi":"10.1002/cdt3.136","DOIUrl":"10.1002/cdt3.136","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background</h3>\u0000 \u0000 <p>The prevalence of type 2 diabetes mellitus (T2DM) has been rapidly growing in Chinese populations in recent decades, and the shift in eating habits is a key contributing factor to this increase. Eating out of home (EOH) is one of the major shifts in eating habits during this period. However, the influence of EOH on the incidence of T2DM among Chinese urban workers is unknown.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>The cross-sectional study involved an analysis of 13,904 urban workers recruited from 11 health examination centers in the major cities of China to explore the relationship between EOH and T2DM between 2013 September and 2016 March.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Average weekly EOH frequency ≥10 times was positively associated with increased incidence of T2DM in the sampled population (OR: 1.31 [1.11–1.54], <i>p</i> &lt; 0.01), most notably in participants ≤45 years old (OR: 1.41[1.11–1.80], <i>p</i> &lt; 0.01]) and in males (OR:1.26 [1.06–1.51], <i>p</i> &lt; 0.01). An EOH frequency of 5 times/week appears as a threshold for a significant increase in the odds of T2DM. Weekly EOH frequency ≥5 times was associated with increased odds of T2DM in a dose–response manner in the total population and almost all subgroups (<i>p</i><sub>overall association</sub> &lt; 0.05 and <i>p</i><sub>nonlinearity</sub> ≤ 0.05).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>This study showed that a frequency of EOH (≥5 times/week) was associated with a frequency-dependent increase in the odds of T2DM urban workers in China. More nutrition promotion is needed to improve the eating behavior of Chinese urban workers to reduce T2DM risk.</p>\u0000 </section>\u0000 </div>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"11 1","pages":"69-77"},"PeriodicalIF":0.0,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.136","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141348353","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Guide for Authors 作者指南
Chronic Diseases and Translational Medicine Pub Date : 2024-06-11 DOI: 10.1002/cdt3.140
{"title":"Guide for Authors","authors":"","doi":"10.1002/cdt3.140","DOIUrl":"https://doi.org/10.1002/cdt3.140","url":null,"abstract":"","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"10 2","pages":"159-165"},"PeriodicalIF":0.0,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.140","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141308786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improvement in oxygen dynamics after 3 months of home-based respiratory muscle rehabilitation in a patient with complex severe pulmonary hypertension: A case report 一名复杂性重度肺动脉高压患者经过 3 个月的家庭呼吸肌康复治疗后,氧动力得到改善:病例报告
Chronic Diseases and Translational Medicine Pub Date : 2024-06-09 DOI: 10.1002/cdt3.138
Xinxin Yan, Ya Song, Hongda Zhang, Tingting Guo, Xin Gao, Yan Wu, Lu Hua
{"title":"Improvement in oxygen dynamics after 3 months of home-based respiratory muscle rehabilitation in a patient with complex severe pulmonary hypertension: A case report","authors":"Xinxin Yan,&nbsp;Ya Song,&nbsp;Hongda Zhang,&nbsp;Tingting Guo,&nbsp;Xin Gao,&nbsp;Yan Wu,&nbsp;Lu Hua","doi":"10.1002/cdt3.138","DOIUrl":"10.1002/cdt3.138","url":null,"abstract":"&lt;p&gt;A 26-year-old woman with congenital heart disease, postatrial septal defect repair, postarterial catheter ligation, hypoxia-associated pulmonary hypertension, and reduced right heart function, which manifested as a severe decrease in activity tolerance, chest tightness and shortness of breath, and easy fatigue of breathing, was treated with oxygen, targeting medications such as anisentan, tadalafil, remodulin, and diuretic potassium supplementation to enhance cardiac function, and then her symptoms were slightly improved compared with the previous ones. She was guided with in-hospital respiratory training to the extent that the patient could tolerate it and then was discharged from the hospital to have a home-based respiratory rehabilitation for a period of 3 months. The training plan was as follows: (i) Respiratory muscle function test: the patient's resting maximal inspiratory pressure (MIP) and maximal expiratory pressure (MEP) were assessed by the respiratory trainer equipment, and the respiratory muscle weakness/invulnerability was defined as a measured maximal pressure value less than 80 cmH&lt;sub&gt;2&lt;/sub&gt;O according to the ERS guidelines.&lt;span&gt;&lt;sup&gt;1&lt;/sup&gt;&lt;/span&gt; (ii) Respiratory muscle training impedance progression: first month, 30% of the MIP and MEP of this test, 30 repetitions/day, 5–7 days/week for 1 month; second month, reassessment of respiratory muscle strength with impedance of 35% of the MIP and MEP of this test, 30 repetitions/day, 5–7 days/week for 1 month; and month 3, reassessment of respiratory muscle strength with impedance of MIP and 40% of MEP, 30 times/day, 5–7 days/week for 1 month. During the period of home respiratory rehabilitation, this patient did not experience any adverse hazardous events. (1) After 3 months of training, this patient's respiratory muscle strength improved, including a significant increase in MIP from 43 to 53 cmH&lt;sub&gt;2&lt;/sub&gt;O and a slight increase in MEP from 53 to 57 cmH&lt;sub&gt;2&lt;/sub&gt;O; peak inspiratory flow rate decreased from 2.77 to 3.50 L/s, and peak expiratory flow rate decreased from 3.01 to 2.57 L/s. (2) This patient's oxygen saturation improved with oxygen (91% vs. 94%) and her heart rate decreased significantly without oxygen (102 vs. 90 bpm) compared to before training (91% vs. 94%). Additionally, her heart rate was significantly lower (102 vs. 90 bpm), and oxygen saturation was significantly better (83% vs. 89%) without oxygen than it was 3 months prior. (3) Subjective symptoms improved, with the patient initially completing a training session with a Borg score of up to 12/20. After training, she completed the same session with a Borg score of 9–10/20. (4) Weakness improved. Before training, the patient experienced more than moderate shortness of breath with minimal activity and needed a wheelchair while in an oxygenated state. After the training, she could go up and down three staircases or walk on the flat ground for 3–4 min with much less perceived dyspnea.&lt;/p&gt;&lt;p&gt;Respiratory muscle ","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"11 1","pages":"78-80"},"PeriodicalIF":0.0,"publicationDate":"2024-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.138","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141366864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pathways to chronic disease detection and prediction: Mapping the potential of machine learning to the pathophysiological processes while navigating ethical challenges 慢性疾病检测和预测之路:将机器学习的潜力与病理生理过程相结合,同时应对伦理挑战
Chronic Diseases and Translational Medicine Pub Date : 2024-06-09 DOI: 10.1002/cdt3.137
Ebenezer Afrifa-Yamoah, Eric Adua, Emmanuel Peprah-Yamoah, Enoch O. Anto, Victor Opoku-Yamoah, Emmanuel Acheampong, Michael J. Macartney, Rashid Hashmi
{"title":"Pathways to chronic disease detection and prediction: Mapping the potential of machine learning to the pathophysiological processes while navigating ethical challenges","authors":"Ebenezer Afrifa-Yamoah,&nbsp;Eric Adua,&nbsp;Emmanuel Peprah-Yamoah,&nbsp;Enoch O. Anto,&nbsp;Victor Opoku-Yamoah,&nbsp;Emmanuel Acheampong,&nbsp;Michael J. Macartney,&nbsp;Rashid Hashmi","doi":"10.1002/cdt3.137","DOIUrl":"10.1002/cdt3.137","url":null,"abstract":"<p>Chronic diseases such as heart disease, cancer, and diabetes are leading drivers of mortality worldwide, underscoring the need for improved efforts around early detection and prediction. The pathophysiology and management of chronic diseases have benefitted from emerging fields in molecular biology like genomics, transcriptomics, proteomics, glycomics, and lipidomics. The complex biomarker and mechanistic data from these “omics” studies present analytical and interpretive challenges, especially for traditional statistical methods. Machine learning (ML) techniques offer considerable promise in unlocking new pathways for data-driven chronic disease risk assessment and prognosis. This review provides a comprehensive overview of state-of-the-art applications of ML algorithms for chronic disease detection and prediction across datasets, including medical imaging, genomics, wearables, and electronic health records. Specifically, we review and synthesize key studies leveraging major ML approaches ranging from traditional techniques such as logistic regression and random forests to modern deep learning neural network architectures. We consolidate existing literature to date around ML for chronic disease prediction to synthesize major trends and trajectories that may inform both future research and clinical translation efforts in this growing field. While highlighting the critical innovations and successes emerging in this space, we identify the key challenges and limitations that remain to be addressed. Finally, we discuss pathways forward toward scalable, equitable, and clinically implementable ML solutions for transforming chronic disease screening and prevention.</p>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"11 1","pages":"1-21"},"PeriodicalIF":0.0,"publicationDate":"2024-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cdt3.137","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141367147","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Trends in the prevalence and incidence of chronic obstructive pulmonary disease among adults aged ≥50 years in the United States, 2000–2020 2000-2020 年美国年龄≥50 岁的成年人中慢性阻塞性肺病的流行率和发病率趋势
Chronic Diseases and Translational Medicine Pub Date : 2024-05-31 DOI: 10.1002/cdt3.135
Yaxian Meng, Qianqian Ji, Aijie Zhang, Yiqiang Zhan
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