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Global Research on Pandemics or Epidemics and Mental Health: A Natural Language Processing Study. 关于大流行病或流行病与心理健康的全球研究:自然语言处理研究。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-08-08 DOI: 10.1007/s44197-024-00284-8
Xin Ye, Xinfeng Wang, Hugo Lin

Background: The global research on pandemics or epidemics and mental health has been growing exponentially recently, which cannot be integrated through traditional systematic review. Our study aims to systematically synthesize the evidence using natural language processing (NLP) techniques.

Methods: Multiple databases were searched using titles, abstracts, and keywords. We systematically identified relevant literature published prior to Dec 31, 2023, using NLP techniques such as text classification, topic modelling and geoparsing methods. Relevant articles were categorized by content, date, and geographic location, outputting evidence heat maps, geographical maps, and narrative synthesis of trends in related publications.

Results: Our NLP analysis identified 77,915 studies in the area of pandemics or epidemics and mental health published before Dec 31, 2023. The Covid pandemic was the most common, followed by SARS and HIV/AIDS; Anxiety and stress were the most frequently studied mental health outcomes; Social support and healthcare were the most common way of coping. Geographically, the evidence base was dominated by studies from high-income countries, with scant evidence from low-income counties. Co-occurrence of pandemics or epidemics and fear, depression, stress was common. Anxiety was one of the three most common topics in all continents except North America.

Conclusion: Our findings suggest the importance and feasibility of using NLP to comprehensively map pandemics or epidemics and mental health in the age of big literature. The review identifies clear themes for future clinical and public health research, and is critical for designing evidence-based approaches to reduce the negative mental health impacts of pandemics or epidemics.

背景:近来,全球有关流行病或疫情与心理健康的研究呈指数级增长,传统的系统性综述无法对其进行整合。我们的研究旨在利用自然语言处理(NLP)技术对证据进行系统综合:方法:使用标题、摘要和关键词对多个数据库进行了检索。我们使用文本分类、主题建模和地理解析方法等 NLP 技术系统地识别了 2023 年 12 月 31 日之前发表的相关文献。我们按照内容、日期和地理位置对相关文章进行了分类,输出了证据热图、地理图以及相关出版物趋势的叙述性综述:我们的 NLP 分析确定了在 2023 年 12 月 31 日之前发表的大流行病或流行病与心理健康领域的 77,915 项研究。焦虑和压力是最常见的心理健康结果;社会支持和医疗保健是最常见的应对方式。从地域上看,证据基础主要是来自高收入国家的研究,来自低收入国家的证据很少。大流行病或流行病与恐惧、抑郁和压力同时出现的情况很常见。除北美外,焦虑是各大洲最常见的三个主题之一:我们的研究结果表明,在大文献时代,使用 NLP 全面描绘大流行病或流行病与心理健康的重要性和可行性。该综述为未来的临床和公共卫生研究确定了明确的主题,对于设计循证方法以减少流行病或疫情对心理健康的负面影响至关重要。
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引用次数: 0
Correction: The 30 Years of Shifting in The Indonesian Cardiovascular Burden-Analysis of The Global Burden of Disease Study. 更正:印尼心血管负担的 30 年转变--全球疾病负担研究分析》。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-08-05 DOI: 10.1007/s44197-024-00280-y
Farizal Rizky Muharram, Chaq El Chaq Zamzam Multazam, Ali Mustofa, Wigaviola Socha, Andrianto, Santi Martini, Leopold Aminde, Chung Yi-Li
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引用次数: 0
Triglyceride-Glucose Index, Modifiable Lifestyle, and Risk of Colorectal Cancer: A Prospective Analysis of the Korean Genome and Epidemiology Study. 甘油三酯-葡萄糖指数、可改变的生活方式与结直肠癌风险:韩国基因组与流行病学研究的前瞻性分析》。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-08-05 DOI: 10.1007/s44197-024-00282-w
Anthony Kityo, Sang-Ah Lee

Background: Insulin-mediated pathways plausibly explain the pathogenesis of colorectal cancer (CRC). The triglyceride-glucose index (TyG) is a surrogate of insulin resistance (IR), but its association with CRC in the Korean population has not been evaluated.

Methods: From the 2004-2013 Korean Genome and Epidemiology Study, 98,800 participants aged 40-69 years were followed through 2020. Data on CRC incidence were obtained from the Korean National Cancer Center registry. Cox regression models and restricted cubic splines were fitted to examine the association between the TyG; In [(triglycerides) × (fasting glucose)/2] and CRC incidence. Joint effects of modifiable lifestyle factors and TyG on CRC risk were also investigated.

Results: Median follow-up time was 10.6 years, and 699 CRC cases were observed. A unit-increment in TyG was associated with increased risk of CRC combined (hazard ratio, HR: 1.28, and 95% confidence interval, CI: 1.12-1.46), colon (1.29, 1.10-1.54), and rectal cancer (1.24, 1.01-1.52). Associations were dose-dependent, with linear associations observed for CRC and colon, but non-linear associations were observed for rectal cancer. A high TyG index (above 8.4) combined with overweight/obesity was linked to an increased risk of CRC (1.31, 1.07-1.61) and colon cancer (1.33, 1.03-1.72). When combined with low fruit and vegetable intake, the risks were higher for CRC (1.40, 1.12-1.74) and colon cancer (1.57, 1.18-2.09). Combined with high red meat consumption, the risks were elevated for CRC (1.32, 1.05-1.65) and colon cancer (1.52, 1.15-2.02).

Conclusions: A high TyG index was associated with a higher risk of colorectal cancer, and the risk was highest among participants with a high BMI, low fruit and vegetable intake, and high intake of red meat, suggesting a role of both insulin resistance and modifiable lifestyle in colorectal cancer development.

背景:胰岛素介导的途径可以解释结直肠癌(CRC)的发病机制。甘油三酯-葡萄糖指数(TyG)是胰岛素抵抗(IR)的替代指标,但在韩国人群中,该指标与 CRC 的关系尚未得到评估:2004-2013年韩国基因组与流行病学研究对9.88万名年龄在40-69岁之间的参与者进行了随访,直至2020年。癌症发病率数据来自韩国国立癌症中心登记处。采用 Cox 回归模型和限制性三次样条来检验 TyG; In [(甘油三酯)×(空腹血糖)/2] 与 CRC 发病率之间的关系。此外,还研究了可改变的生活方式因素和 TyG 对 CRC 风险的共同影响:中位随访时间为 10.6 年,共观察到 699 例 CRC 病例。TyG每增加一个单位,CRC合并风险(危险比,HR:1.28,95%置信区间,CI:1.12-1.46)、结肠癌(1.29,1.10-1.54)和直肠癌(1.24,1.01-1.52)的风险就会增加。二者之间的关系呈剂量依赖性,在结肠癌和乳腺癌中观察到线性关系,但在直肠癌中观察到非线性关系。TyG指数高(高于8.4)加上超重/肥胖,会增加罹患乳腺癌(1.31,1.07-1.61)和结肠癌(1.33,1.03-1.72)的风险。如果合并水果和蔬菜摄入量低,则患 CRC(1.40,1.12-1.74)和结肠癌(1.57,1.18-2.09)的风险更高。如果同时摄入大量红肉,则患 CRC(1.32,1.05-1.65)和结肠癌(1.52,1.15-2.02)的风险更高:结论:高TyG指数与较高的结直肠癌风险相关,在体重指数高、水果和蔬菜摄入量低以及红肉摄入量高的参与者中,患结直肠癌的风险最高,这表明胰岛素抵抗和可改变的生活方式在结直肠癌的发病中都起了作用。
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引用次数: 0
Measles Outbreak Investigation in Aneded District, Northwest Ethiopia: A Case-Control Study. 埃塞俄比亚西北部 Aneded 地区麻疹疫情调查:病例对照研究。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-08-01 DOI: 10.1007/s44197-024-00279-5
Mengistie Kassahun Tariku, Abebe Habtamu Belete, Daniel Tarekegn Worede, Bantayehu Addis Tegegne, Simachew Animen Bante, Sewnet Wongiel Misikir

Background: Between 2000 and 2018, global measles deaths decreased by 73%, but the disease remains prevalent in many developing countries, especially in Africa and Asia. Although Ethiopia was attempting to eliminate the measles, it still ranks fourth in the world in terms of the number of cases. The aim of the investigation was to describe the outbreak and identify its determinants in the Aneded district.

Methods: Between March 3, 2020, and April 2, 2020, the 89 patients and 178 controls participated in a case-control study. Data were gathered by means of in-person interviews with household leaders. The attack and case fatality rates were determined. In multivariable logistic regression analysis, variables having a p-value of less than 0.05 were considered statistically significant cut-off points.

Results: An investigation was conducted on a total of 89 measles cases, with 3 deaths and 178 controls. In total, there were 1.65 attacks per 1000 people, or 3.4% of the case fatality rate. There were 155 days of outbreak duration. The disease was significantly associated with being female [adjusted odds ratios (AOR) = 2.66; 95% confidence interval (CI) = 1.38-5.11], under 5 years old [AOR = 7.24; 95% CI = 2.58-20.31], positive in attitude [AOR = 0.22; 95% CI = 0.11-0.42], and having a contact history [AOR = 3.19; 95% CI = 1.67-6.10].

Conclusion: The measles outbreak, with its higher attack and case fatality rate, has been influenced by factors like household attitudes, age, sex, contact and travel history and needs to be reduced through early detection, active surveillance, and fostering favorable attitudes towards disease prevention and control.

背景:2000 年至 2018 年间,全球麻疹死亡人数减少了 73%,但在许多发展中国家,特别是非洲和亚洲,麻疹仍然流行。尽管埃塞俄比亚正试图消灭麻疹,但其病例数仍居世界第四位。调查的目的是描述阿内德地区的疫情并确定其决定因素:2020 年 3 月 3 日至 2020 年 4 月 2 日期间,89 名患者和 178 名对照者参加了病例对照研究。数据是通过与户主当面访谈收集的。研究确定了发病率和病死率。在多变量逻辑回归分析中,P 值小于 0.05 的变量被视为具有统计学意义的临界点:共调查了 89 例麻疹病例、3 例死亡病例和 178 例对照病例。每 1000 人中有 1.65 人发病,占病死率的 3.4%。疫情持续时间为 155 天。该疾病与女性[调整后几率比(AOR)=2.66;95% 置信区间(CI)=1.38-5.11]、5 岁以下[AOR = 7.24;95% CI = 2.58-20.31]、态度积极[AOR = 0.22;95% CI = 0.11-0.42]和有接触史[AOR = 3.19;95% CI = 1.67-6.10]明显相关:麻疹疫情的发病率和病死率较高,受到家庭态度、年龄、性别、接触史和旅行史等因素的影响,需要通过早期发现、积极监测和培养良好的疾病预防和控制态度来降低发病率和病死率。
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引用次数: 0
Impact of the COVID-19 Pandemic on the Incidence of Notifiable Infectious Diseases in China Based on SARIMA Models Between 2013 and 2021. 基于 SARIMA 模型的 COVID-19 大流行对 2013 至 2021 年中国应报传染病发病率的影响。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-07-30 DOI: 10.1007/s44197-024-00273-x
Jingwen Liu, Wu Zeng, Chao Zhuo, Yu Liu, Lei Zhu, Guanyang Zou

Background: During the COVID-19 pandemic, the Chinese government implemented nationwide public health interventions to control its spread. However, the impact of these measures on other infectious diseases remains unclear.

Methods: The incidence of three types of notifiable infectious diseases in China were analyzed between 2013 and 2021. The seasonal Mann-Kendall test and Mann-Kendall mutation test were employed to examine trends and mutations in the time series. Based on the counterfactual inference, historical incidence rates were employed to construct SARIMA models and predict incidence between January 2020 and December 2021. Differences between reported and predicted incidences during the pandemic were compared using the Mann-Whitney U test.

Results: Between 2013 and 2019, the incidence rate of three types of notifiable infectious diseases fluctuated between 494.05/100,000 and 550.62/100,000. No discernible trend was observed for types A and B infectious diseases (Z = -1.344, P = 0.18). A significant upward trend was observed for type C infectious diseases (Z = 2.56, P = 0.01). In 2020, the overall incidence rate of three types of notifiable infectious diseases decreased to 367.08/100,000. Compared to predicted values, the reported incidence of three types of infectious diseases was, on average, 30.05% lower in 2020 and 16.58% lower in 2021.

Conclusion: The public health interventions implemented during the pandemic had a positive consequence on the prevention and control of other infectious diseases, with a particularly notable effect on type C infectious diseases. Among the diseases with different transmission routes, respiratory diseases and gastrointestinal or enteroviral diseases decreased significantly.

背景:在 COVID-19 大流行期间,中国政府在全国范围内实施了公共卫生干预措施,以控制其传播。然而,这些措施对其他传染病的影响尚不清楚:方法:分析了 2013 年至 2021 年间中国三种应报告传染病的发病率。采用季节性 Mann-Kendall 检验和 Mann-Kendall 突变检验来研究时间序列的趋势和突变。在反事实推断的基础上,利用历史发病率构建 SARIMA 模型,预测 2020 年 1 月至 2021 年 12 月的发病率。采用 Mann-Whitney U 检验比较了大流行期间报告发病率与预测发病率之间的差异:结果:2013 年至 2019 年期间,三种应报告传染病的发病率在 494.05/100,000 和 550.62/100,000 之间波动。甲类和乙类传染病的发病率没有明显趋势(Z = -1.344, P = 0.18)。丙类传染病的发病率呈明显上升趋势(Z = 2.56,P = 0.01)。2020 年,三类应报告传染病的总体发病率降至 367.08/100,000。与预测值相比,2020 年三种传染病的报告发病率平均降低了 30.05%,2021 年降低了 16.58%:大流行期间实施的公共卫生干预措施对预防和控制其他传染病产生了积极影响,对丙类传染病的影响尤为显著。在传播途径不同的疾病中,呼吸道疾病和胃肠道或肠道病毒疾病明显减少。
{"title":"Impact of the COVID-19 Pandemic on the Incidence of Notifiable Infectious Diseases in China Based on SARIMA Models Between 2013 and 2021.","authors":"Jingwen Liu, Wu Zeng, Chao Zhuo, Yu Liu, Lei Zhu, Guanyang Zou","doi":"10.1007/s44197-024-00273-x","DOIUrl":"https://doi.org/10.1007/s44197-024-00273-x","url":null,"abstract":"<p><strong>Background: </strong>During the COVID-19 pandemic, the Chinese government implemented nationwide public health interventions to control its spread. However, the impact of these measures on other infectious diseases remains unclear.</p><p><strong>Methods: </strong>The incidence of three types of notifiable infectious diseases in China were analyzed between 2013 and 2021. The seasonal Mann-Kendall test and Mann-Kendall mutation test were employed to examine trends and mutations in the time series. Based on the counterfactual inference, historical incidence rates were employed to construct SARIMA models and predict incidence between January 2020 and December 2021. Differences between reported and predicted incidences during the pandemic were compared using the Mann-Whitney U test.</p><p><strong>Results: </strong>Between 2013 and 2019, the incidence rate of three types of notifiable infectious diseases fluctuated between 494.05/100,000 and 550.62/100,000. No discernible trend was observed for types A and B infectious diseases (Z = -1.344, P = 0.18). A significant upward trend was observed for type C infectious diseases (Z = 2.56, P = 0.01). In 2020, the overall incidence rate of three types of notifiable infectious diseases decreased to 367.08/100,000. Compared to predicted values, the reported incidence of three types of infectious diseases was, on average, 30.05% lower in 2020 and 16.58% lower in 2021.</p><p><strong>Conclusion: </strong>The public health interventions implemented during the pandemic had a positive consequence on the prevention and control of other infectious diseases, with a particularly notable effect on type C infectious diseases. Among the diseases with different transmission routes, respiratory diseases and gastrointestinal or enteroviral diseases decreased significantly.</p>","PeriodicalId":15796,"journal":{"name":"Journal of Epidemiology and Global Health","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141855655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Prevalence and Regional Distribution of Beta-Hemoglobin Variants in Saudi Arabia: Insights from the National Premarital Screening Program". 沙特阿拉伯β-血红蛋白变异体的流行率和地区分布:全国婚前筛查计划的启示"。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-07-29 DOI: 10.1007/s44197-024-00281-x
Mansour Aljabry, Suha Sulimani, Ghazi Alotaibi, Hassan Aljabri, Shaker Alomary, Omar Aljabri, Maha Sallam, Abdulrahman Alsultan

Background: Hemoglobinopathies are among the most prevalent inherited disorders globally, with carrier prevalence varying significantly across regions. In Saudi Arabia, high rates of consanguineous marriages amplify the risk of these disorders.

Aim: This study aims to assess the burden of hemoglobinopathies by evaluating the prevalence and regional distribution of beta-hemoglobin variants, including rare variants, among couples participating in the national premarital screening program.

Methods: Data were collected from the premarital genetic screening program and entered into the SEHA platform, covering the 13 administrative regions of Saudi Arabia. Blood samples underwent various screening tests for infectious and genetic diseases. Hemoglobin electrophoresis samples were analyzed using capillary electrophoresis, High-Performance Liquid Chromatography (HPLC), or a combination of both methods.

Results: From 2011 to 2018, 1,871,184 individuals were included in the study, with 49.8% male and 50.2% female. The average age was 30.2 years. Hemoglobin S (HbS) was identified in 88,431 individuals (4.7% of the tested population and 78.5% of abnormal screening results), primarily as a sickle cell trait. β-thalassemia was the second most common disorder, identified in 22,420 individuals (1.2% of the population and 19.9% of hemoglobin disorders). HbC and HbD were each detected in 0.04% of cases, while HbO-Arab was identified in 0.007% and HbG in 0.006%. Hemoglobin E and hemoglobin Lepore were found to be extremely rare.

Conclusion: The study demonstrates regional variation in the prevalence of hemoglobin genetic variants in Saudi Arabia. To effectively mitigate this risk, it is imperative to strengthen public education and awareness, particularly focusing on genetic screening and counseling.

背景:血红蛋白病是全球最常见的遗传性疾病之一,不同地区的携带者患病率差异很大。目的:本研究旨在通过评估参与国家婚前筛查计划的夫妇中β-血红蛋白变异体(包括罕见变异体)的患病率和地区分布情况,评估血红蛋白病的负担:从婚前基因筛查计划中收集数据并输入 SEHA 平台,该平台覆盖沙特阿拉伯 13 个行政区。血液样本接受了各种传染病和遗传病筛查测试。血红蛋白电泳样本采用毛细管电泳、高效液相色谱(HPLC)或两种方法的组合进行分析:从 2011 年到 2018 年,共有 1,871,184 人参与研究,其中男性占 49.8%,女性占 50.2%。平均年龄为 30.2 岁。88,431人中发现了血红蛋白S(HbS)(占检测人群的4.7%,占异常筛查结果的78.5%),主要是镰状细胞性状。β 地中海贫血症是第二大常见疾病,有 22,420 人(占总人口的 1.2%,占血红蛋白疾病的 19.9%)被检出。在 0.04% 的病例中检测到 HbC 和 HbD,在 0.007% 的病例中检测到 HbO-Arab,在 0.006% 的病例中检测到 HbG。血红蛋白 E 和血红蛋白 Lepore 则极为罕见:这项研究表明,沙特阿拉伯的血红蛋白基因变异流行率存在地区差异。为有效降低这一风险,必须加强公众教育,提高公众意识,尤其要重视基因筛查和咨询。
{"title":"Prevalence and Regional Distribution of Beta-Hemoglobin Variants in Saudi Arabia: Insights from the National Premarital Screening Program\".","authors":"Mansour Aljabry, Suha Sulimani, Ghazi Alotaibi, Hassan Aljabri, Shaker Alomary, Omar Aljabri, Maha Sallam, Abdulrahman Alsultan","doi":"10.1007/s44197-024-00281-x","DOIUrl":"https://doi.org/10.1007/s44197-024-00281-x","url":null,"abstract":"<p><strong>Background: </strong>Hemoglobinopathies are among the most prevalent inherited disorders globally, with carrier prevalence varying significantly across regions. In Saudi Arabia, high rates of consanguineous marriages amplify the risk of these disorders.</p><p><strong>Aim: </strong>This study aims to assess the burden of hemoglobinopathies by evaluating the prevalence and regional distribution of beta-hemoglobin variants, including rare variants, among couples participating in the national premarital screening program.</p><p><strong>Methods: </strong>Data were collected from the premarital genetic screening program and entered into the SEHA platform, covering the 13 administrative regions of Saudi Arabia. Blood samples underwent various screening tests for infectious and genetic diseases. Hemoglobin electrophoresis samples were analyzed using capillary electrophoresis, High-Performance Liquid Chromatography (HPLC), or a combination of both methods.</p><p><strong>Results: </strong>From 2011 to 2018, 1,871,184 individuals were included in the study, with 49.8% male and 50.2% female. The average age was 30.2 years. Hemoglobin S (HbS) was identified in 88,431 individuals (4.7% of the tested population and 78.5% of abnormal screening results), primarily as a sickle cell trait. β-thalassemia was the second most common disorder, identified in 22,420 individuals (1.2% of the population and 19.9% of hemoglobin disorders). HbC and HbD were each detected in 0.04% of cases, while HbO-Arab was identified in 0.007% and HbG in 0.006%. Hemoglobin E and hemoglobin Lepore were found to be extremely rare.</p><p><strong>Conclusion: </strong>The study demonstrates regional variation in the prevalence of hemoglobin genetic variants in Saudi Arabia. To effectively mitigate this risk, it is imperative to strengthen public education and awareness, particularly focusing on genetic screening and counseling.</p>","PeriodicalId":15796,"journal":{"name":"Journal of Epidemiology and Global Health","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141788226","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Exploring Machine Learning Algorithms to Predict Diarrhea Disease and Identify its Determinants among Under-Five Years Children in East Africa. 探索机器学习算法,预测东非五岁以下儿童腹泻疾病并确定其决定因素。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-07-29 DOI: 10.1007/s44197-024-00259-9
Tirualem Zeleke Yehuala, Nebiyu Mekonnen Derseh, Makda Fekadie Tewelgne, Sisay Maru Wubante

Background: The second most common cause of death for children under five is diarrhea. Early Predicting diarrhea disease and identify its determinants (factors) using an advanced machine learning model is the most effective way to save the lives of children. Hence, this study aimed to predict diarrheal diseases, identify their determinants, and generate some rules using machine learning models.

Methods: The study used secondary data from the 12 east African countries for DHS dataset analysis using Python. Machine learning techniques such as Random Forest, Decision Tree (DT), K-Nearest Neighbor, Logistic Regression (LR), wrapper feature selection and SHAP values are used for identify determinants.

Result: The final experimentation results indicated the random forest model performed the best to predict diarrhea disease with an accuracy of 86.5%, precision of 89%, F-measure of 86%, AUC curve of 92%, and recall of 82%. Important predictors' identified age, countries, wealth status, mother's educational status, mother's age, source of drinking water, number of under-five children immunization status, media exposure, timing of breast feeding, mother's working status, types of toilet, and twin status were associated with a higher predicted probability of diarrhea disease.

Conclusion: According to this study, child caregivers are fully aware of sanitation and feeding their children, and moms are educated, which can reduce child mortality by diarrhea in children in east Africa. This leads to a recommendation for policy direction to reduce infant mortality in East Africa.

背景:腹泻是导致五岁以下儿童死亡的第二大原因。利用先进的机器学习模型及早预测腹泻疾病并确定其决定因素是挽救儿童生命的最有效方法。因此,本研究旨在预测腹泻疾病,确定其决定因素,并利用机器学习模型生成一些规则:本研究使用 Python 分析了来自 12 个东非国家的人口与健康调查数据集的二手数据。使用随机森林、决策树(DT)、K-近邻、逻辑回归(LR)、包装特征选择和 SHAP 值等机器学习技术来识别决定因素:最终实验结果表明,随机森林模型在预测腹泻疾病方面表现最佳,准确率为 86.5%,精确率为 89%,F-measure 为 86%,AUC 曲线为 92%,召回率为 82%。年龄、国家、财富状况、母亲教育状况、母亲年龄、饮用水来源、5 岁以下儿童免疫接种情况、媒体接触、母乳喂养时间、母亲工作状况、厕所类型和双胞胎状况等重要预测因素与腹泻疾病的预测概率相关:根据这项研究,儿童看护者充分认识到了卫生和喂养孩子的重要性,母亲也受到了教育,这些都可以降低东非儿童因腹泻而导致的死亡率。这为降低东非婴儿死亡率的政策方向提出了建议。
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引用次数: 0
The Prevalence of Mycobacterium Tuberculosis Infection in Saudi Arabia: A Systematic Review and Meta-analysis. 沙特阿拉伯的结核分枝杆菌感染率:系统回顾与元分析》。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-07-24 DOI: 10.1007/s44197-024-00274-w
Badria Said, Amal H Mohamed, Ebtihal Eltyeb, Raga Eltayeb, Nagla Abdalghani, Bahja Siddig, Amel Eltahir Banaga Ahmed, Anwar Balla Eltom Ali, Abdulaziz H Alhazmi

The prevalence of Tuberculosis (TB) serves as a pivotal metric, reflecting the TB burden within a specific demographic. It quantifies the number of individuals affected by either active TB disease or latent TB (LTBI). Such data is crucial for assessing the efficacy of TB control interventions and determining the demand for diagnostic and treatment services. This study aims to consolidate data on TB infection prevalence in Saudi Arabia from existing literature. Additionally, we stratify this prevalence based on age, professional involvement in healthcare, gender, and region. Our search was conducted in PubMed, Scopus, Cochrane Library, and Web of Science databases to determine relevant studies. The pooled prevalence of TB infection among the total population residing in Saudi Arabia was estimated using a random-effect meta-analysis approach and Comprehensive Meta-Analysis software. The protocol was registered in the PROSPERO International Prospective Register of Systematic Reviews, No: CRD42023400984. We included 21 studies, 11 of which were pooled in the analysis. The overall prevalence was 17%.Regarding the specific population, we found that the prevalence of TB in Saudi Arabia was 9.8% and 26.7% in the general population and the healthcare workers, respectively. Stratifying by age, the highest prevalence was observed in individuals over 50 years (33.0%), while the lowest was in the 10-19 age group (6.4%). In terms of gender, men had a higher prevalence (12.0%) compared to women (9.4%). The prevalence of TB in Riyadh was 6.4%, and 3.6% in Mecca and Medina. Among healthcare workers, nurses and physicians had a prevalence of 14.7% and 15.0%, respectively. Our study found a TB prevalence of 17.0% in Saudi Arabia, higher than the worldwide average of 12.0%. Men had a higher prevalence than women, and healthcare workers had a relatively low prevalence compared to other countries. Age was a significant risk factor, with the highest prevalence in individuals above 50 years. Standardized protocols for screening and diagnosis and targeted interventions are needed to combat TB effectively in the country.

结核病(TB)流行率是一个关键指标,反映了特定人群中的结核病负担。它量化了受活动性结核病或潜伏性结核病(LTBI)影响的人数。这些数据对于评估结核病控制干预措施的效果以及确定对诊断和治疗服务的需求至关重要。本研究旨在整合现有文献中有关沙特阿拉伯结核病感染率的数据。此外,我们还根据年龄、医疗保健专业参与程度、性别和地区对感染率进行了分层。我们在 PubMed、Scopus、Cochrane Library 和 Web of Science 数据库中进行了搜索,以确定相关研究。我们使用随机效应荟萃分析方法和综合荟萃分析软件估算了居住在沙特阿拉伯的总人口中结核病感染的总体流行率。研究方案已在 PROSPERO 国际前瞻性系统综述注册中心注册,注册号为 CRD42023400984。我们纳入了 21 项研究,并对其中 11 项进行了汇总分析。关于特定人群,我们发现在沙特阿拉伯,普通人群和医护人员的结核病患病率分别为 9.8% 和 26.7%。按年龄分层,50 岁以上人群的发病率最高(33.0%),而 10-19 岁年龄组的发病率最低(6.4%)。就性别而言,男性的发病率(12.0%)高于女性(9.4%)。利雅得的肺结核发病率为 6.4%,麦加和麦地那为 3.6%。在医护人员中,护士和医生的发病率分别为 14.7% 和 15.0%。我们的研究发现,沙特阿拉伯的结核病发病率为 17.0%,高于全球 12.0% 的平均水平。与其他国家相比,男性的发病率高于女性,而医护人员的发病率相对较低。年龄是一个重要的风险因素,50 岁以上人群的发病率最高。需要制定标准化的筛查和诊断方案,并采取有针对性的干预措施,以有效防治该国的结核病。
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引用次数: 0
Association Between Osteoporosis and Adiposity Index Reveals Nonlinearity Among Postmenopausal Women and Linearity Among Men Aged over 50 Years. 骨质疏松症与脂肪指数之间的关系在绝经后妇女中呈现非线性,而在 50 岁以上男性中呈现线性。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-07-24 DOI: 10.1007/s44197-024-00275-9
Po-Ju Chen, Yueh-Chien Lu, Sheng-Nan Lu, Fu-Wen Liang, Hung-Yi Chuang

Purpose: Previous research shows conflicting views on the relationship between obesity and osteoporosis, partly due to variations in obesity classification and the nonlinear nature of these relationships. This study investigated the association between adiposity indices and osteoporosis, diagnosed using dual-energy X-ray absorptiometry (DXA), employing nonlinear models and offering optimal thresholds to prevent further bone mineral density decline.

Methods: In 2019, a prospective study enrolled males over 50 years and postmenopausal women. Anthropometric measurements, blood biochemistry, and osteoporosis measured by DXA were collected. Associations between adiposity indices and osteoporosis were analyzed using a generalized additive model and segmented regression model.

Results: The study included 872 women and 1321 men. Indices such as abdominal volume index (AVI), visceral adiposity index (VAI), waist circumference (WC), hip circumference, body mass index (BMI), waist-to-hip ratio, and waist-to-height ratio (WHtR) were inversely associated with osteoporosis. In women, the relationship between the risk of osteoporosis and the adiposity indices was U-shaped, with thresholds of WC = 94 cm, AVI = 17.67 cm2, BMI = 25.74 kg/m2, VAI = 4.29, and WHtR = 0.61, considering changes in bone mineral density. Conversely, men exhibited a linear patterns for the inverse association.

Conclusion: The impact of obesity and adiposity on osteoporosis varies significantly between women and men. In postmenopausal women, the relationship is nonlinear (U-shaped), with both very low and very high adiposity linked to higher osteoporosis risk. In men over 50, the relationship is linear, with higher adiposity associated with lower osteoporosis risk. The study suggests that maintaining specific levels of adiposity could help prevent osteoporosis in postmenopausal women.

目的:以往的研究表明,关于肥胖与骨质疏松症之间的关系存在相互矛盾的观点,部分原因在于肥胖分类的不同以及这些关系的非线性性质。本研究采用非线性模型调查了使用双能 X 射线吸收测定法(DXA)诊断的肥胖指数与骨质疏松症之间的关系,并提出了防止骨矿密度进一步下降的最佳阈值:2019 年,一项前瞻性研究招募了 50 岁以上的男性和绝经后女性。研究收集了人体测量数据、血液生化指标以及通过 DXA 测量的骨质疏松症数据。采用广义加法模型和分段回归模型分析了脂肪指数与骨质疏松症之间的关系:研究包括 872 名女性和 1321 名男性。腹部体积指数(AVI)、内脏脂肪指数(VAI)、腰围(WC)、臀围、体重指数(BMI)、腰臀比和腰高比(WHtR)等指标与骨质疏松症呈反向关系。在女性中,骨质疏松症风险与肥胖指数之间的关系呈 U 型,考虑到骨矿物质密度的变化,临界值为腰围 = 94 厘米、AVI = 17.67 平方厘米、体重指数 = 25.74 千克/平方米、VAI = 4.29 和 WHtR = 0.61。相反,男性则表现出线性的反向关联模式:结论:肥胖和脂肪对骨质疏松症的影响在女性和男性之间存在显著差异。在绝经后的女性中,这种关系是非线性的(U 形),极低和极高的脂肪含量都与较高的骨质疏松症风险有关。在 50 岁以上的男性中,这种关系是线性的,较高的脂肪含量与较低的骨质疏松症风险有关。研究表明,保持特定水平的脂肪含量有助于预防绝经后妇女的骨质疏松症。
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引用次数: 0
Epidemiological Insights into Autoimmune Bullous Diseases in China: A Comprehensive Analysis. 中国自身免疫性牛皮癣流行病学透视:全面分析。
IF 3.8 4区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-07-22 DOI: 10.1007/s44197-024-00277-7
Zihua Chen, Lanting Wang, Li Ma, Fanping Yang, Shengan Chen, Jin Yang, Haiqing Gao, Chang Tang, Ying Zhao, Zhen Zhang, Lin Tang, Haiyu Xue, Jian Ying, Yu Xu, Wenhong Zhang, Lingyun Shao, Hanqiu Liu, Xiaoqun Luo

Objective: This study aims to conduct an extensive analysis of autoimmune bullous diseases, particularly pemphigus vulgaris and bullous pemphigoid, in Shanghai, China, from 2016 to 2023. It seeks to understand the demographic profiles, comorbidities, mortality rates, risk factors, and socioeconomic impacts associated with autoimmune bullous disease.

Methods: A cross-sectional study design was employed, enrolling 1,072 patients. Diagnostic measures included clinical manifestations, histopathology, direct immunofluorescence, and serologic tests. The study also involved a detailed socioeconomic analysis and evaluation of occupational risks.

Results: The findings highlight a significant occupational risk in industries requiring enhanced safety measures, with a notable prevalence of autoimmune bullous disease among workers in these sectors. A considerable portion of the patients were from low-income backgrounds with limited literacy, indicating the economic burden of autoimmune bullous disease. A key discovery of the study is the potential pathological link between autoimmune bullous disease and interstitial lung disease.

Conclusion: This research, one of the first comprehensive studies on autoimmune bullous disease in China, underscores the need for targeted healthcare strategies and further investigation into autoimmune bullous disease, particularly its relationship with interstitial lung disease.

研究目的本研究旨在对中国上海从2016年至2023年的自身免疫性大疱性皮肤病,尤其是寻常型丘疹性荨麻疹和大疱性类天疱疮进行广泛分析。研究旨在了解与自身免疫性大疱性皮肤病相关的人口统计学特征、合并症、死亡率、风险因素和社会经济影响:采用横断面研究设计,共纳入 1,072 名患者。诊断措施包括临床表现、组织病理学、直接免疫荧光和血清学检测。研究还涉及详细的社会经济分析和职业风险评估:结果:研究结果表明,在需要加强安全措施的行业中,自身免疫性牛皮癣的职业风险很大,这些行业的工人中自身免疫性牛皮癣的发病率很高。相当一部分患者来自低收入背景,文化水平有限,这表明自身免疫性大疱性红斑狼疮给经济造成了负担。该研究的一个重要发现是自身免疫性大疱性肺病与间质性肺病之间的潜在病理联系:这项研究是中国首次对自身免疫性牛皮癣进行的全面研究之一,它强调了有针对性的医疗保健策略和进一步研究自身免疫性牛皮癣的必要性,尤其是其与间质性肺病的关系。
{"title":"Epidemiological Insights into Autoimmune Bullous Diseases in China: A Comprehensive Analysis.","authors":"Zihua Chen, Lanting Wang, Li Ma, Fanping Yang, Shengan Chen, Jin Yang, Haiqing Gao, Chang Tang, Ying Zhao, Zhen Zhang, Lin Tang, Haiyu Xue, Jian Ying, Yu Xu, Wenhong Zhang, Lingyun Shao, Hanqiu Liu, Xiaoqun Luo","doi":"10.1007/s44197-024-00277-7","DOIUrl":"https://doi.org/10.1007/s44197-024-00277-7","url":null,"abstract":"<p><strong>Objective: </strong>This study aims to conduct an extensive analysis of autoimmune bullous diseases, particularly pemphigus vulgaris and bullous pemphigoid, in Shanghai, China, from 2016 to 2023. It seeks to understand the demographic profiles, comorbidities, mortality rates, risk factors, and socioeconomic impacts associated with autoimmune bullous disease.</p><p><strong>Methods: </strong>A cross-sectional study design was employed, enrolling 1,072 patients. Diagnostic measures included clinical manifestations, histopathology, direct immunofluorescence, and serologic tests. The study also involved a detailed socioeconomic analysis and evaluation of occupational risks.</p><p><strong>Results: </strong>The findings highlight a significant occupational risk in industries requiring enhanced safety measures, with a notable prevalence of autoimmune bullous disease among workers in these sectors. A considerable portion of the patients were from low-income backgrounds with limited literacy, indicating the economic burden of autoimmune bullous disease. A key discovery of the study is the potential pathological link between autoimmune bullous disease and interstitial lung disease.</p><p><strong>Conclusion: </strong>This research, one of the first comprehensive studies on autoimmune bullous disease in China, underscores the need for targeted healthcare strategies and further investigation into autoimmune bullous disease, particularly its relationship with interstitial lung disease.</p>","PeriodicalId":15796,"journal":{"name":"Journal of Epidemiology and Global Health","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141734277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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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Journal of Epidemiology and Global Health
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