首页 > 最新文献

Health Promotion Perspectives最新文献

英文 中文
A culturally tailored community gardening approach to improving physical activity, fruit and vegetable consumption, and psychological health among African American women: A pre-post feasibility study. 一项针对非裔美国妇女的体育活动、水果和蔬菜消费和心理健康的社区园艺方法:一项前后可行性研究。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-07-15 eCollection Date: 2025-07-01 DOI: 10.34172/hpp.025.43243
Imani Canton, Vanesu Jakachira, Dawn Blackman, Heather Rose, Susan Aguiñaga

Background: African American (AA) women participate in low levels of physical activity (PA), under consume fruits and vegetables (FV), and experience poor psychological health. Increasing evidence suggests community gardening as an approach to positively affect health. The purpose of this study was to examine the feasibility of an 8-week culturally tailored community gardening intervention among middle-aged AA women.

Methods: Eleven AA women (45-64 years) participated in a single group pre-posttest feasibility study during the summer of 2023 in Champaign, Illinois. The intervention included a novel approach to cultural tailoring by embedding Black History Knowledge (BHK) within the context of community gardening. Feasibility was assessed through a postintervention survey. Device-assessed PA (Fitbit Charge 3), FV consumption (Veggie Meter®), self-report PA, food frequency questionnaire, and psychological health were assessed at baseline and postintervention. Wilcoxon signed rank tests examined changes in pre-post measures. Effect size estimates were calculated using r.

Results: Participants increased device-assessed daily step count (median 880 steps per day increase; r=0.53; P=0.028) and FV consumption (median 82-unit increase; r=0.51; P=0.016). There was a moderate effect on device-assessed light PA (r=0.45) and a small effect on device-assessed total PA (r=0.29), and perceived stress (r=-0.25). Sixty-seven percent (6/9) of women indicated that they would recommend this program to others.

Conclusion: A culturally tailored, community-gardening intervention may be a feasible approach to increase device-assessed PA and FV consumption and improve psychological health among AA women, but future studies should be adequately powered.

背景:非裔美国人(AA)女性参与低水平的身体活动(PA),水果和蔬菜(FV)消费不足,心理健康状况不佳。越来越多的证据表明,社区园艺是一种对健康产生积极影响的方法。本研究的目的是探讨在AA中年妇女中进行为期8周的文化定制社区园艺干预的可行性。方法:11名AA女性(45-64岁)于2023年夏季在伊利诺斯州尚佩恩参加了一项单组测试前-后可行性研究。干预措施包括通过在社区园艺的背景下嵌入黑人历史知识(BHK)来进行文化剪裁的新方法。通过干预后调查评估可行性。在基线和干预后对设备评估PA (Fitbit Charge 3)、FV消耗(Veggie Meter®)、自我报告PA、食物频率问卷和心理健康进行评估。Wilcoxon签名秩检验检查了职前测量的变化。结果:参与者增加了设备评估的每日步数(中位数每天增加880步;r=0.53; P=0.028)和FV消耗(中位数增加82单位;r=0.51; P=0.016)。对设备评估的光PA有中等影响(r=0.45),对设备评估的总PA (r=0.29)和感知应激(r=-0.25)有较小影响。67%(6/9)的女性表示她们会向其他人推荐这个项目。结论:一种文化定制的社区园艺干预可能是增加AA女性设备评估的PA和FV消耗并改善心理健康的可行方法,但未来的研究应得到充分的支持。
{"title":"A culturally tailored community gardening approach to improving physical activity, fruit and vegetable consumption, and psychological health among African American women: A pre-post feasibility study.","authors":"Imani Canton, Vanesu Jakachira, Dawn Blackman, Heather Rose, Susan Aguiñaga","doi":"10.34172/hpp.025.43243","DOIUrl":"10.34172/hpp.025.43243","url":null,"abstract":"<p><strong>Background: </strong>African American (AA) women participate in low levels of physical activity (PA), under consume fruits and vegetables (FV), and experience poor psychological health. Increasing evidence suggests community gardening as an approach to positively affect health. The purpose of this study was to examine the feasibility of an 8-week culturally tailored community gardening intervention among middle-aged AA women.</p><p><strong>Methods: </strong>Eleven AA women (45-64 years) participated in a single group pre-posttest feasibility study during the summer of 2023 in Champaign, Illinois. The intervention included a novel approach to cultural tailoring by embedding Black History Knowledge (BHK) within the context of community gardening. Feasibility was assessed through a postintervention survey. Device-assessed PA (Fitbit Charge 3), FV consumption (Veggie Meter®), self-report PA, food frequency questionnaire, and psychological health were assessed at baseline and postintervention. Wilcoxon signed rank tests examined changes in pre-post measures. Effect size estimates were calculated using <i>r</i>.</p><p><strong>Results: </strong>Participants increased device-assessed daily step count (median 880 steps per day increase; r=0.53; <i>P</i>=0.028) and FV consumption (median 82-unit increase; r=0.51; <i>P</i>=0.016). There was a moderate effect on device-assessed light PA (r=0.45) and a small effect on device-assessed total PA (r=0.29), and perceived stress (r=-0.25). Sixty-seven percent (6/9) of women indicated that they would recommend this program to others.</p><p><strong>Conclusion: </strong>A culturally tailored, community-gardening intervention may be a feasible approach to increase device-assessed PA and FV consumption and improve psychological health among AA women, but future studies should be adequately powered.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 2","pages":"122-137"},"PeriodicalIF":2.8,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12450582/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145132192","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
A global snapshot of the silent brain injury epidemic: A descriptive observational study of concussion coverage on YouTube. 无声脑损伤流行病的全球快照:YouTube上脑震荡报道的描述性观察研究。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-07-15 eCollection Date: 2025-07-01 DOI: 10.34172/hpp.025.44339
Aysha Jawed, Aryan Shabanpour, Nandita Gupta, Dennis Tudor, Yusuf Ghandi, Aria Mohebi

Background: Concussion is a prevalent form of traumatic brain injury worldwide with significant health consequences and far-reaching implications. Concussion protocols have been revised in recent years to protect athletes in increasing concussion reduction and timely treatment. Campaigns, news reports and mass media have also depicted coverage of concussions over the past decade especially in light of more athletes coming forward with long-term repercussions following repeated concussions.

Methods: Previously, published studies have examined content pertaining to concussions across different social media platforms. Notably, the last comprehensive review of prevalent content across YouTube on concussions was ten years ago in 2014. Given updates in concussion protocols and clinical practice guidelines, increased news coverage and the movie release of Concussion in 2015, this study sought to examine and describe the sources, format and content covered among the top 100 widely viewed videos on YouTube a decade later.

Results: Majority of the videos were posted by nongovernmental/organizational sources. Several testimonials by athletes on aftereffects of concussions were covered. Falls comprised the leading risk factor for concussions. Football, soccer, basketball and sailing represented the highest risk sports for concussions among the widely viewed videos. Many post-concussive symptoms were accounted for in the videos. Rest and activity limitations were featured as the leading treatments for concussions. Clinical, organizational, and health equity implications are presented.

Conclusion: Recommendations to inform directions for patient and family education and clinical care on concussions are proposed.

背景:脑震荡是世界范围内一种常见的创伤性脑损伤形式,具有显著的健康后果和深远的影响。近年来,为了保护运动员减少脑震荡和及时治疗,脑震荡治疗方案已经进行了修订。在过去的十年里,运动、新闻报道和大众媒体也对脑震荡进行了报道,特别是考虑到越来越多的运动员在反复脑震荡后出现了长期的影响。方法:此前,已发表的研究调查了不同社交媒体平台上与脑震荡有关的内容。值得注意的是,上一次对YouTube上关于脑震荡的流行内容进行全面审查是在10年前的2014年。鉴于脑震荡协议和临床实践指南的更新,新闻报道的增加以及2015年脑震荡的电影发行,本研究试图检查和描述十年后YouTube上最受欢迎的100个视频的来源,格式和内容。结果:大部分视频由非政府/组织来源发布。报道了几位运动员关于脑震荡后遗症的证词。跌倒是导致脑震荡的主要危险因素。在被广泛观看的视频中,橄榄球、足球、篮球和帆船是引发脑震荡风险最高的运动。视频中解释了许多脑震荡后的症状。休息和活动限制是脑震荡的主要治疗方法。提出了临床、组织和健康公平的影响。结论:对脑震荡患者及家属的教育和临床护理提出了指导意见。
{"title":"A global snapshot of the silent brain injury epidemic: A descriptive observational study of concussion coverage on YouTube.","authors":"Aysha Jawed, Aryan Shabanpour, Nandita Gupta, Dennis Tudor, Yusuf Ghandi, Aria Mohebi","doi":"10.34172/hpp.025.44339","DOIUrl":"10.34172/hpp.025.44339","url":null,"abstract":"<p><strong>Background: </strong>Concussion is a prevalent form of traumatic brain injury worldwide with significant health consequences and far-reaching implications. Concussion protocols have been revised in recent years to protect athletes in increasing concussion reduction and timely treatment. Campaigns, news reports and mass media have also depicted coverage of concussions over the past decade especially in light of more athletes coming forward with long-term repercussions following repeated concussions.</p><p><strong>Methods: </strong>Previously, published studies have examined content pertaining to concussions across different social media platforms. Notably, the last comprehensive review of prevalent content across YouTube on concussions was ten years ago in 2014. Given updates in concussion protocols and clinical practice guidelines, increased news coverage and the movie release of Concussion in 2015, this study sought to examine and describe the sources, format and content covered among the top 100 widely viewed videos on YouTube a decade later.</p><p><strong>Results: </strong>Majority of the videos were posted by nongovernmental/organizational sources. Several testimonials by athletes on aftereffects of concussions were covered. Falls comprised the leading risk factor for concussions. Football, soccer, basketball and sailing represented the highest risk sports for concussions among the widely viewed videos. Many post-concussive symptoms were accounted for in the videos. Rest and activity limitations were featured as the leading treatments for concussions. Clinical, organizational, and health equity implications are presented.</p><p><strong>Conclusion: </strong>Recommendations to inform directions for patient and family education and clinical care on concussions are proposed.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 2","pages":"146-152"},"PeriodicalIF":2.8,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12450583/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145132235","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
Leveraging Ottawa Charter strategies to enhance COVID-19 vaccination: A systematic review of global health promotion approaches. 利用《渥太华宪章》战略加强COVID-19疫苗接种:对全球健康促进方法的系统审查
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43752
Sara Pourrazavi, Behrouz Fathi, Zahra Fathifar, Haidar Nadrian, Hamid Allahverdipour

Background: Despite global vaccination efforts, many countries struggled to achieve sufficient COVID-19 vaccination coverage. The use of Ottawa Charter health promotion strategies in vaccination programs not only enhances coverage but also fosters sustainable public health outcomes. This systematic review aims to identify actionable strategies to improve vaccination efforts.

Methods: This systematic review involved a comprehensive literature search across PubMed, Scopus, Web of Science, and Embase, targeting studies published between January 2020 and August 2024. The search focused on government-led health promotion strategies for enhancing COVID-19 vaccination rates. Strategies were categorized five main areas of the Ottawa Charter for health promotion.

Results: A total of 22 health promotion strategies were identified globally, categorized into five key areas based on the Ottawa Charter for health promotion. Notable strategies included engaging community, addressing misinformation, expanding vaccination sites, and providing culturally tailored communication.

Conclusion: The findings underscore the significance of utilizing the Ottawa Charter framework to design inclusive and adaptable public health strategies that ensure equitable vaccination coverage globally.

背景:尽管全球开展了疫苗接种工作,但许多国家仍难以实现足够的COVID-19疫苗接种覆盖率。在疫苗接种方案中使用渥太华宪章健康促进战略不仅提高了覆盖率,而且促进了可持续的公共卫生成果。本系统综述旨在确定改进疫苗接种工作的可行战略。方法:本系统综述包括PubMed、Scopus、Web of Science和Embase的综合文献检索,目标是2020年1月至2024年8月之间发表的研究。这项研究的重点是政府主导的提高COVID-19疫苗接种率的健康促进战略。战略被归类为《渥太华宪章》促进健康的五个主要领域。结果:根据《渥太华健康促进宪章》,全球共确定了22项健康促进战略,并将其分为五个关键领域。值得注意的策略包括参与社区,解决错误信息,扩大疫苗接种地点,以及提供适合文化的沟通。结论:研究结果强调了利用渥太华宪章框架设计包容性和适应性强的公共卫生战略以确保全球公平疫苗接种覆盖率的重要性。
{"title":"Leveraging Ottawa Charter strategies to enhance COVID-19 vaccination: A systematic review of global health promotion approaches.","authors":"Sara Pourrazavi, Behrouz Fathi, Zahra Fathifar, Haidar Nadrian, Hamid Allahverdipour","doi":"10.34172/hpp.025.43752","DOIUrl":"10.34172/hpp.025.43752","url":null,"abstract":"<p><strong>Background: </strong>Despite global vaccination efforts, many countries struggled to achieve sufficient COVID-19 vaccination coverage. The use of Ottawa Charter health promotion strategies in vaccination programs not only enhances coverage but also fosters sustainable public health outcomes. This systematic review aims to identify actionable strategies to improve vaccination efforts.</p><p><strong>Methods: </strong>This systematic review involved a comprehensive literature search across PubMed, Scopus, Web of Science, and Embase, targeting studies published between January 2020 and August 2024. The search focused on government-led health promotion strategies for enhancing COVID-19 vaccination rates. Strategies were categorized five main areas of the Ottawa Charter for health promotion.</p><p><strong>Results: </strong>A total of 22 health promotion strategies were identified globally, categorized into five key areas based on the Ottawa Charter for health promotion. Notable strategies included engaging community, addressing misinformation, expanding vaccination sites, and providing culturally tailored communication.</p><p><strong>Conclusion: </strong>The findings underscore the significance of utilizing the Ottawa Charter framework to design inclusive and adaptable public health strategies that ensure equitable vaccination coverage globally.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"9-22"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125499/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200362","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
Towards attaining universal health coverage in Kazakhstan: Challenges and important next steps. 在哈萨克斯坦实现全民健康覆盖:挑战和今后的重要步骤。
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43529
Usman Abubakar Haruna, Amos Abimbola Oladunni, Abdulafeez Katibi Abdulkadir, Abbas Bashir Umar, Shuaibu Saidu Musa, Elizabeth Oluwatoyin Afolabi, Joseph Almazan, Don Eliseo Lucero-Prisno Iii

The Alma Ata Declaration (1978) positioned primary healthcare (PHC) as central to universal health coverage (UHC). Post-independence Kazakhstan struggles with a fragmented healthcare system marked by high mortality, underfunding, and workforce shortages. Despite initiatives like "Kazakhstan 2050" and "Salamatty Kazakhstan," challenges persist: economic instability, unregulated private healthcare, high out-of-pocket costs, and rural disparities. While Kazakhstan achieved a 76% UHC index, advancing PHC quality, expanding health financing, and prioritizing rural access remain critical to achieving equitable UHC.

《阿拉木图宣言》(1978年)将初级卫生保健定位为全民健康覆盖的核心。独立后的哈萨克斯坦与分散的医疗体系作斗争,其特点是死亡率高、资金不足和劳动力短缺。尽管有“哈萨克斯坦2050”和“萨拉马特哈萨克斯坦”等倡议,但挑战依然存在:经济不稳定、不受监管的私人医疗保健、高昂的自付费用和农村差距。虽然哈萨克斯坦实现了76%的全民健康覆盖指数,但提高初级保健质量、扩大卫生筹资和优先考虑农村可及性对于实现公平的全民健康覆盖仍然至关重要。
{"title":"Towards attaining universal health coverage in Kazakhstan: Challenges and important next steps.","authors":"Usman Abubakar Haruna, Amos Abimbola Oladunni, Abdulafeez Katibi Abdulkadir, Abbas Bashir Umar, Shuaibu Saidu Musa, Elizabeth Oluwatoyin Afolabi, Joseph Almazan, Don Eliseo Lucero-Prisno Iii","doi":"10.34172/hpp.025.43529","DOIUrl":"10.34172/hpp.025.43529","url":null,"abstract":"<p><p>The Alma Ata Declaration (1978) positioned primary healthcare (PHC) as central to universal health coverage (UHC). Post-independence Kazakhstan struggles with a fragmented healthcare system marked by high mortality, underfunding, and workforce shortages. Despite initiatives like \"Kazakhstan 2050\" and \"Salamatty Kazakhstan,\" challenges persist: economic instability, unregulated private healthcare, high out-of-pocket costs, and rural disparities. While Kazakhstan achieved a 76% UHC index, advancing PHC quality, expanding health financing, and prioritizing rural access remain critical to achieving equitable UHC.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"3-8"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125506/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200368","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 total, plant, and animal protein intake with hypertension among type 2 diabetic patients in Azar cohort population: A cross-sectional study. 阿扎尔队列人群中2型糖尿病患者总、植物和动物蛋白摄入与高血压的关系:一项横断面研究
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43378
Sevil Kiani, Sina Naghshi, Elnaz Faramarzi, Maryam Saghafi-Asl

Background: The existing research on the relationship between dietary protein intake and hypertension has mainly centered on the general population, with limited information available for adults with type 2 diabetes (T2DM). Therefore, this study was conducted to explore the association of total, plant, and animal protein intake with hypertension in adults with T2DM.

Methods: In this cross-sectional study, 1947 individuals with T2DM from Azar cohort study were included. Dietary data were collected through a validated semi-quantitative food frequency questionnaire (FFQ). Hypertension was defined as blood pressure≥140/90 mm Hg, a self-reported diagnosis of hypertension confirmed by medical records, or the use of anti-hypertensive medications.

Results: The mean age of the participants was 54.90 (SD: 8.25) years, with a majority (61%) being female. Initially, a significant positive relationship was observed between total protein intake and the odds of hypertension in the crude model (odds ratio [OR]: 1.38, 95% confidence interval [CI]: 1.04-1.83, P-trend: 0.055). However, after considering potential confounding factors, this association became non-significant (OR: 1.48, 95% CI: 0.94-2.33, P-trend: 0.224). Plant and animal protein intake did not show a significant association with hypertension, neither in the crude model nor in the fully-adjusted model. However, when participants were stratified by gender, a significant association was observed between total protein intake and hypertension only in men (OR: 2.52, 95% CI: 1.13-5.62, P-trend: 0.055).

Conclusion: We found no evidence of an association between protein intake and hypertension among individuals with T2DM. However, in stratified analysis, there was a significant positive association between total protein intake and hypertension only in men. Future research should investigate potential, particularly sex-specific, mechanisms that may link dietary protein intake to hypertension in diverse populations.

背景:目前关于膳食蛋白质摄入与高血压关系的研究主要集中在普通人群,对成人2型糖尿病(T2DM)患者的研究资料有限。因此,本研究旨在探讨总蛋白、植物蛋白和动物蛋白摄入与成年T2DM患者高血压的关系。方法:本横断面研究纳入了来自Azar队列研究的1947例2型糖尿病患者。膳食数据通过经验证的半定量食物频率问卷(FFQ)收集。高血压被定义为血压≥140/90 mm Hg,经医疗记录证实的自我报告的高血压诊断,或使用抗高血压药物。结果:参与者的平均年龄为54.90 (SD: 8.25)岁,其中大多数(61%)为女性。最初,在粗模型中观察到总蛋白质摄入量与高血压几率之间存在显著正相关(优势比[OR]: 1.38, 95%可信区间[CI]: 1.04-1.83, p趋势:0.055)。然而,在考虑了潜在的混杂因素后,这种关联变得不显著(OR: 1.48, 95% CI: 0.94-2.33, p趋势:0.224)。无论是在原始模型还是在完全调整模型中,植物和动物蛋白的摄入量都没有显示出与高血压的显著关联。然而,当参与者按性别分层时,仅在男性中观察到总蛋白质摄入量与高血压之间存在显著关联(OR: 2.52, 95% CI: 1.13-5.62, p趋势:0.055)。结论:在2型糖尿病患者中,我们没有发现蛋白质摄入与高血压相关的证据。然而,在分层分析中,只有在男性中,总蛋白质摄入量与高血压之间存在显著的正相关。未来的研究应该调查潜在的,特别是性别特异性的,可能将膳食蛋白质摄入与不同人群的高血压联系起来的机制。
{"title":"Association of total, plant, and animal protein intake with hypertension among type 2 diabetic patients in Azar cohort population: A cross-sectional study.","authors":"Sevil Kiani, Sina Naghshi, Elnaz Faramarzi, Maryam Saghafi-Asl","doi":"10.34172/hpp.025.43378","DOIUrl":"10.34172/hpp.025.43378","url":null,"abstract":"<p><strong>Background: </strong>The existing research on the relationship between dietary protein intake and hypertension has mainly centered on the general population, with limited information available for adults with type 2 diabetes (T2DM). Therefore, this study was conducted to explore the association of total, plant, and animal protein intake with hypertension in adults with T2DM.</p><p><strong>Methods: </strong>In this cross-sectional study, 1947 individuals with T2DM from Azar cohort study were included. Dietary data were collected through a validated semi-quantitative food frequency questionnaire (FFQ). Hypertension was defined as blood pressure≥140/90 mm Hg, a self-reported diagnosis of hypertension confirmed by medical records, or the use of anti-hypertensive medications.</p><p><strong>Results: </strong>The mean age of the participants was 54.90 (SD: 8.25) years, with a majority (61%) being female. Initially, a significant positive relationship was observed between total protein intake and the odds of hypertension in the crude model (odds ratio [OR]: 1.38, 95% confidence interval [CI]: 1.04-1.83, <i>P</i>-trend: 0.055). However, after considering potential confounding factors, this association became non-significant (OR: 1.48, 95% CI: 0.94-2.33, <i>P</i>-trend: 0.224). Plant and animal protein intake did not show a significant association with hypertension, neither in the crude model nor in the fully-adjusted model. However, when participants were stratified by gender, a significant association was observed between total protein intake and hypertension only in men (OR: 2.52, 95% CI: 1.13-5.62, <i>P</i>-trend: 0.055).</p><p><strong>Conclusion: </strong>We found no evidence of an association between protein intake and hypertension among individuals with T2DM. However, in stratified analysis, there was a significant positive association between total protein intake and hypertension only in men. Future research should investigate potential, particularly sex-specific, mechanisms that may link dietary protein intake to hypertension in diverse populations.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"54-62"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125505/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200359","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
Efficacy of digital educational intervention using I-Change model in promoting preventive behaviors for cervical cancer among Iranian women: A randomized controlled trial. 使用I-Change模型的数字教育干预在促进伊朗妇女宫颈癌预防行为方面的效果:一项随机对照试验
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43722
Sara Kazemi, Fatemeh Zarei, Alireza Hidarnia, Fatemeh Alhani

Background: Cervical cancer (CC) is a major health concern for women, yet stigma and embarrassment often prevent preventive care. Digital health education offers a private, accessible way to learn about CC prevention. This study evaluated the effectiveness of a digital educational intervention based on the I-Change model in promoting preventive behaviors among Iranian women.

Methods: A randomized controlled trial (RCT) was conducted with 210 women (18-49 years) from Ramsar, Iran. Participants were assigned to three groups: two intervention groups (mobile app and digital booklet) and a control group. The "Evaluation of Preventive Behaviors Against CC (PERCICA)" questionnaire assessed outcomes. The intervention included a pre-test, digital education, and follow-ups immediately and at 12 weeks post-intervention. Data were analyzed using t-tests, analysis of Variance (ANOVA), analysis of covariance (ANCOVA), and repeated measures ANOVA.

Results: The app group showed significant improvements in knowledge, perceived risk, self-efficacy, cognitive barriers, and social support (P<0.05). Preventive behaviors (e.g., condom use, Pap tests, genital exams) were highest in the app group (67.12%, 95% CI: [29.32±2.35]), followed by the booklet group (38.57%, 95% CI: [9.55±2.17]).

Conclusion: The app was more effective in sustaining behavioral changes and promoting CC prevention than the booklet, highlighting the value of tailored digital education for sensitive health topics.

Trial registration: ClinicalTrials.gov IRCT20181205041861N3. Registered V2.0 on 26 October 2021 with the IRCTID, V1.0. https://irct.behdasht.gov.ir/trial/57157.

背景:宫颈癌(CC)是妇女的主要健康问题,但耻辱和尴尬往往阻碍预防保健。数字健康教育为了解CC预防提供了一种私人的、可访问的方式。本研究评估了基于I-Change模型的数字教育干预在促进伊朗妇女预防行为方面的有效性。方法:随机对照试验(RCT)对来自伊朗拉姆萨尔的210名女性(18-49岁)进行了研究。参与者被分为三组:两个干预组(移动应用程序和数字小册子)和一个对照组。“预防CC行为评估(PERCICA)”问卷评估结果。干预包括预测试、数字教育、立即随访和干预后12周随访。数据分析采用t检验、方差分析(ANOVA)、协方差分析(ANCOVA)和重复测量方差分析(ANOVA)。结果:应用程序组在知识、感知风险、自我效能、认知障碍和社会支持方面表现出显着改善(p结论:应用程序在维持行为改变和促进CC预防方面比小册子更有效,突出了针对敏感健康话题量身定制的数字教育的价值。试验注册:ClinicalTrials.gov IRCT20181205041861N3。于2021年10月26日在IRCTID注册V1.0。https://irct.behdasht.gov.ir/trial/57157。
{"title":"Efficacy of digital educational intervention using I-Change model in promoting preventive behaviors for cervical cancer among Iranian women: A randomized controlled trial.","authors":"Sara Kazemi, Fatemeh Zarei, Alireza Hidarnia, Fatemeh Alhani","doi":"10.34172/hpp.025.43722","DOIUrl":"10.34172/hpp.025.43722","url":null,"abstract":"<p><strong>Background: </strong>Cervical cancer (CC) is a major health concern for women, yet stigma and embarrassment often prevent preventive care. Digital health education offers a private, accessible way to learn about CC prevention. This study evaluated the effectiveness of a digital educational intervention based on the I-Change model in promoting preventive behaviors among Iranian women.</p><p><strong>Methods: </strong>A randomized controlled trial (RCT) was conducted with 210 women (18-49 years) from Ramsar, Iran. Participants were assigned to three groups: two intervention groups (mobile app and digital booklet) and a control group. The \"Evaluation of Preventive Behaviors Against CC (PERCICA)\" questionnaire assessed outcomes. The intervention included a pre-test, digital education, and follow-ups immediately and at 12 weeks post-intervention. Data were analyzed using t-tests, analysis of Variance (ANOVA), analysis of covariance (ANCOVA), and repeated measures ANOVA.</p><p><strong>Results: </strong>The app group showed significant improvements in knowledge, perceived risk, self-efficacy, cognitive barriers, and social support (<i>P</i><0.05). Preventive behaviors (e.g., condom use, Pap tests, genital exams) were highest in the app group (67.12%, 95% CI: [29.32±2.35]), followed by the booklet group (38.57%, 95% CI: [9.55±2.17]).</p><p><strong>Conclusion: </strong>The app was more effective in sustaining behavioral changes and promoting CC prevention than the booklet, highlighting the value of tailored digital education for sensitive health topics.</p><p><strong>Trial registration: </strong>ClinicalTrials.gov IRCT20181205041861N3. Registered V2.0 on 26 October 2021 with the IRCTID, V1.0. https://irct.behdasht.gov.ir/trial/57157.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"44-53"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125502/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200361","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
Step up for wellness: Reducing sedentary lifestyles for a healthier future: Comment on "Intervening to reduce sedentary behavior among African American elders: the "Stand Up and Move More" intervention". 加强健康:减少久坐不动的生活方式,以获得更健康的未来:评论“干预减少非裔美国老年人的久坐行为:“站起来多动”干预”。
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43861
Priyanga Chandrasekaran, Priyadharshini Ragavane, Roshni Maria Irwina A
{"title":"Step up for wellness: Reducing sedentary lifestyles for a healthier future: Comment on \"Intervening to reduce sedentary behavior among African American elders: the \"Stand Up and Move More\" intervention\".","authors":"Priyanga Chandrasekaran, Priyadharshini Ragavane, Roshni Maria Irwina A","doi":"10.34172/hpp.025.43861","DOIUrl":"10.34172/hpp.025.43861","url":null,"abstract":"","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"1-2"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125504/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200366","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
Serum phospholipids during aging: A comprehensive systematic review of cross-sectional and case-control studies. 衰老过程中的血清磷脂:横断面和病例对照研究的全面系统回顾。
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.42914
Meysam Zarezadeh, Mahsa Mahmoudinezhad, Amir Hossein Faghfouri, Nima Radkhah, Mehrdad Jamali, Parsa Jamilian, Zohreh Ghoreyshi, Alireza Ostadrahimi

Background: The lipidome, as a subset of metabolomics, can undergo significant variations due to several factors, including the aging process. Therefore, this study aims to summarize the relationship between aging and alterations in plasma phospholipids.

Methods: A comprehensive search was conducted in MEDLINE (PubMed), Scopus, Embase, Web of Science, and Google Scholar databases up to September 2023. The PRISMA guidelines were adhered to throughout all stages of the review process. Cross-sectional and case-control studies that investigated the relationship between aging and phosphatidylcholine (PC), lysophosphatidylcholine (LPC), sphingomyelins (SM), ceramides, phosphatidylethanolamines (PE), and phosphatidylinositol (PI) were included.

Results: A total of 8486 studies were identified, of which 32 met the predefined inclusion criteria. The systematic review included data from 70,499 participants. The findings revealed that four studies reported a positive association between PCs and aging in both sexes, while one study reported an inverse relationship. Additionally, two studies found that PCs were positively associated with aging in men and negatively associated in women. Furthermore, four studies indicated a negative association between PC metabolites and the aging process. With regard to LPCs, two studies demonstrated a positive correlation, and two studies showed an inverse correlation with aging in both sexes. For SMs, five studies reported a positive association, whereas two studies identified an inverse association with aging trends. Similarly, five studies reported a positive correlation between PE levels and aging, while two studies showed a negative correlation.

Conclusion: Phospholipids play a critical role in the aging process, aging-related diseases, and the regulation of lifespan. A reduction in the levels of PCs and LPCs has been identified as a characteristic feature of aging.

背景:脂质组,作为代谢组学的一个子集,由于几个因素,包括衰老过程,可以经历显著的变化。因此,本研究旨在总结衰老与血浆磷脂变化的关系。方法:综合检索截至2023年9月的MEDLINE (PubMed)、Scopus、Embase、Web of Science和谷歌Scholar数据库。在审查过程的所有阶段都遵守了PRISMA准则。包括调查衰老与磷脂酰胆碱(PC)、溶血磷脂酰胆碱(LPC)、鞘磷脂(SM)、神经酰胺、磷脂酰乙醇胺(PE)和磷脂酰肌醇(PI)之间关系的横断面和病例对照研究。结果:共纳入8486项研究,其中32项符合预定纳入标准。系统评价包括70499名参与者的数据。研究结果显示,四项研究报告了两性pc与衰老之间的正相关关系,而一项研究报告了相反的关系。此外,两项研究发现,pc与男性衰老呈正相关,与女性衰老负相关。此外,四项研究表明PC代谢物与衰老过程呈负相关。两项研究显示LPCs与两性衰老呈正相关,两项研究显示LPCs与两性衰老呈负相关。对于SMs,五项研究报告了正相关,而两项研究确定了与衰老趋势的负相关。同样,五项研究报告PE水平与衰老呈正相关,而两项研究显示负相关。结论:磷脂在衰老过程、衰老相关疾病和寿命调节中起重要作用。PCs和LPCs水平的降低已被确定为衰老的一个特征。
{"title":"Serum phospholipids during aging: A comprehensive systematic review of cross-sectional and case-control studies.","authors":"Meysam Zarezadeh, Mahsa Mahmoudinezhad, Amir Hossein Faghfouri, Nima Radkhah, Mehrdad Jamali, Parsa Jamilian, Zohreh Ghoreyshi, Alireza Ostadrahimi","doi":"10.34172/hpp.025.42914","DOIUrl":"10.34172/hpp.025.42914","url":null,"abstract":"<p><strong>Background: </strong>The lipidome, as a subset of metabolomics, can undergo significant variations due to several factors, including the aging process. Therefore, this study aims to summarize the relationship between aging and alterations in plasma phospholipids.</p><p><strong>Methods: </strong>A comprehensive search was conducted in MEDLINE (PubMed), Scopus, Embase, Web of Science, and Google Scholar databases up to September 2023. The PRISMA guidelines were adhered to throughout all stages of the review process. Cross-sectional and case-control studies that investigated the relationship between aging and phosphatidylcholine (PC), lysophosphatidylcholine (LPC), sphingomyelins (SM), ceramides, phosphatidylethanolamines (PE), and phosphatidylinositol (PI) were included.</p><p><strong>Results: </strong>A total of 8486 studies were identified, of which 32 met the predefined inclusion criteria. The systematic review included data from 70,499 participants. The findings revealed that four studies reported a positive association between PCs and aging in both sexes, while one study reported an inverse relationship. Additionally, two studies found that PCs were positively associated with aging in men and negatively associated in women. Furthermore, four studies indicated a negative association between PC metabolites and the aging process. With regard to LPCs, two studies demonstrated a positive correlation, and two studies showed an inverse correlation with aging in both sexes. For SMs, five studies reported a positive association, whereas two studies identified an inverse association with aging trends. Similarly, five studies reported a positive correlation between PE levels and aging, while two studies showed a negative correlation.</p><p><strong>Conclusion: </strong>Phospholipids play a critical role in the aging process, aging-related diseases, and the regulation of lifespan. A reduction in the levels of PCs and LPCs has been identified as a characteristic feature of aging.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"23-36"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125509/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200365","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
The intersection between pre-existing disability and cancer-survivorship: A narrative review. 先前存在的残疾和癌症生存之间的交集:一个叙事回顾。
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43001
Winston Kennedy, Jafra D Thomas, Gullaiim Almatkyzy, Regina F Hockert

Background: Previous research shows people with pre-existing disabilities face unique societal barriers to health services. The purpose of this review is to promote a better understanding of ways pre-existing disability affects access to cancer-related care through a critical commentary of the research literature.

Methods: Systematic search procedures were used to locate articles for inclusion in a narrative review of the research literature. A priori search terms were used to systematically search for eligible articles, using four online databases. These authors thematically analyzed trends in the research findings using a descriptive-interpretive paradigm.

Results: Thirteen articles were included in the final narrative review. Four themes were identified: (1) low screening rates, (2) barriers to cancer screening, (3) pre-existing disability moderates cancer incidence, treatment, and survival, and (4) recommendations for supporting improved HRQoL in cancer survivors with pre-existing disability.

Conclusion: Our findings illustrate a need for interdisciplinary research focused on ways pre-existing disability intersects with cancer-related healthcare.

背景:以前的研究表明,已有残疾的人在获得卫生服务方面面临独特的社会障碍。本综述的目的是通过对研究文献的批判性评论,促进更好地理解预先存在的残疾如何影响获得癌症相关护理。方法:采用系统检索程序来定位文章以纳入研究文献的叙述性综述。一个先验的搜索词被用来系统地搜索符合条件的文章,使用四个在线数据库。这些作者使用描述-解释范式对研究结果的趋势进行了主题分析。结果:13篇文章被纳入最终的叙述性综述。研究确定了四个主题:(1)低筛查率;(2)癌症筛查的障碍;(3)既往残疾对癌症发病率、治疗和生存的影响;(4)支持改善既往残疾癌症幸存者HRQoL的建议。结论:我们的研究结果表明,需要跨学科的研究,重点关注预先存在的残疾与癌症相关医疗保健的交叉方式。
{"title":"The intersection between pre-existing disability and cancer-survivorship: A narrative review.","authors":"Winston Kennedy, Jafra D Thomas, Gullaiim Almatkyzy, Regina F Hockert","doi":"10.34172/hpp.025.43001","DOIUrl":"10.34172/hpp.025.43001","url":null,"abstract":"<p><strong>Background: </strong>Previous research shows people with pre-existing disabilities face unique societal barriers to health services. The purpose of this review is to promote a better understanding of ways pre-existing disability affects access to cancer-related care through a critical commentary of the research literature.</p><p><strong>Methods: </strong>Systematic search procedures were used to locate articles for inclusion in a narrative review of the research literature. A priori search terms were used to systematically search for eligible articles, using four online databases. These authors thematically analyzed trends in the research findings using a descriptive-interpretive paradigm.</p><p><strong>Results: </strong>Thirteen articles were included in the final narrative review. Four themes were identified: (1) low screening rates, (2) barriers to cancer screening, (3) pre-existing disability moderates cancer incidence, treatment, and survival, and (4) recommendations for supporting improved HRQoL in cancer survivors with pre-existing disability.</p><p><strong>Conclusion: </strong>Our findings illustrate a need for interdisciplinary research focused on ways pre-existing disability intersects with cancer-related healthcare.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"37-43"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125508/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200367","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
Artificial intelligence survival models for identifying relevant risk factors for incident diabetes in Azar cohort population. 人工智能生存模型用于识别阿扎尔队列人群中发生糖尿病的相关危险因素。
IF 2.4 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-05-06 eCollection Date: 2025-05-01 DOI: 10.34172/hpp.025.43105
Neda Gilani, Mohammadhossein Somi, Farzaneh Hamidi, Pasqualina Santaguida, Elnaz Faramarzi, Reza Arabi Belaghi

Background: This study aimed to identify some risk factors associated with time to diabetes type II events using artificial intelligence (AI) survival models (SM) in a population cohort from East Azerbaijan, Iran.

Methods: Data from Azar-Cohort spanning from 2014 to 2020 was analyzed using the random forest (RF) variable selection method along with Cox regression to identify the most relevant risk factors associated with diabetes. We then developed prediction models using RF survival analysis. Lasso-variable selection and RF variable selection were used to select the most important variables. The concordance index (C-index) was used to evaluate the concordance of the prediction models.

Results: Our LASSO-Cox regression identified six factors to be significantly associated with diabetes: age, mean corpuscular hemoglobin concentration (MCHC), waist circumference (WC), body mass index (BMI), use of sleep medication, and hypertension stage 1 and stage 2. The model included all variables with a C-index of 76.3%. In contrast, the RF analysis identified 21 important variables predicting a higher probability of having diabetes. Of those, WC, MCHC, triglyceride, and age were the most important predictors of diabetes. The RF model converged after 500 trees with an out-of-bag (OOB) of 0.28 and a C-index of 79.5%.

Conclusion: RF machine learning algorithms and LASSO-Cox regression analyses consistently identified WC, hypertension, and MCHC as the main risk factors for developing diabetes. The RF approach demonstrated slightly better accuracy in predicting the likelihood of diabetes at different time points.

背景:本研究旨在利用人工智能(AI)生存模型(SM)在伊朗东阿塞拜疆的人群队列中确定与2型糖尿病事件发生时间相关的一些危险因素。方法:采用随机森林(RF)变量选择法和Cox回归分析2014 - 2020年azar队列数据,确定与糖尿病相关的最相关危险因素。然后,我们利用射频生存分析建立了预测模型。采用套索变量选择法和射频变量选择法选择最重要的变量。采用一致性指数(C-index)评价预测模型的一致性。结果:我们的LASSO-Cox回归确定了6个与糖尿病显著相关的因素:年龄、平均红细胞血红蛋白浓度(MCHC)、腰围(WC)、体重指数(BMI)、睡眠药物的使用以及高血压1期和2期。该模型包含了所有变量,c指数为76.3%。相比之下,射频分析确定了21个重要变量,预测患糖尿病的可能性更高。其中,WC、MCHC、甘油三酯和年龄是糖尿病最重要的预测因子。该模型在500棵树后收敛,出袋率(OOB)为0.28,c指数为79.5%。结论:射频机器学习算法和LASSO-Cox回归分析一致认为WC、高血压和MCHC是发生糖尿病的主要危险因素。RF方法在不同时间点预测糖尿病可能性的准确性稍好。
{"title":"Artificial intelligence survival models for identifying relevant risk factors for incident diabetes in Azar cohort population.","authors":"Neda Gilani, Mohammadhossein Somi, Farzaneh Hamidi, Pasqualina Santaguida, Elnaz Faramarzi, Reza Arabi Belaghi","doi":"10.34172/hpp.025.43105","DOIUrl":"10.34172/hpp.025.43105","url":null,"abstract":"<p><strong>Background: </strong>This study aimed to identify some risk factors associated with time to diabetes type II events using artificial intelligence (AI) survival models (SM) in a population cohort from East Azerbaijan, Iran.</p><p><strong>Methods: </strong>Data from Azar-Cohort spanning from 2014 to 2020 was analyzed using the random forest (RF) variable selection method along with Cox regression to identify the most relevant risk factors associated with diabetes. We then developed prediction models using RF survival analysis. Lasso-variable selection and RF variable selection were used to select the most important variables. The concordance index (C-index) was used to evaluate the concordance of the prediction models.</p><p><strong>Results: </strong>Our LASSO-Cox regression identified six factors to be significantly associated with diabetes: age, mean corpuscular hemoglobin concentration (MCHC), waist circumference (WC), body mass index (BMI), use of sleep medication, and hypertension stage 1 and stage 2. The model included all variables with a C-index of 76.3%. In contrast, the RF analysis identified 21 important variables predicting a higher probability of having diabetes. Of those, WC, MCHC, triglyceride, and age were the most important predictors of diabetes. The RF model converged after 500 trees with an out-of-bag (OOB) of 0.28 and a C-index of 79.5%.</p><p><strong>Conclusion: </strong>RF machine learning algorithms and LASSO-Cox regression analyses consistently identified WC, hypertension, and MCHC as the main risk factors for developing diabetes. The RF approach demonstrated slightly better accuracy in predicting the likelihood of diabetes at different time points.</p>","PeriodicalId":46588,"journal":{"name":"Health Promotion Perspectives","volume":"15 1","pages":"82-92"},"PeriodicalIF":2.4,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125507/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200418","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
期刊
Health Promotion Perspectives
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1