large-scale database

大型数据库
  • 文章类型: Journal Article
    背景:COVID-19大流行引发了流行病学研究出版物的激增,基础科学,和临床科学。多亏了数字革命,现在可以访问大型数据集,这也可以实现实时流行病跟踪。然而,尽管如此,学术教师和他们的学员一直在努力获取全面的临床数据。为了解决这个问题,我们设计了一个临床数据存储库,以简化研究过程并促进跨学科合作。
    目的:这项研究旨在提供一个易于访问的最新数据库,以促进对本地COVID-19临床数据的访问,从而提高效率,精简,并使研究企业民主化。通过提供强大的数据库,鼓励来自不同医学领域的广泛研究人员(教师和受训人员)和临床医生探索和合作新的临床相关研究问题。
    方法:一个研究平台,称为耶鲁医学系COVID-19浏览器和存储库(DOM-CovX),是为了打扫房子而建造的,高度颗粒状,被取消身份,并不断更新2020年1月至2023年1月在耶鲁纽黑文卫生系统接受COVID-19治疗的18,000多名患者的数据。提取了几个关键领域的数据,包括人口统计,既往病史,住院期间的实验室值,生命体征,药物,成像,程序,和结果。鉴于几个数据域的时变特性,摘要统计数据的构建是为了限制数据库的计算大小,并提供一个合理的数据文件,更广泛的研究社区可以用于基本的统计分析。该计划还包括一个前端用户界面,DOM-CovXExplorer,用于聚合数据的简单数据可视化。经过审查委员会程序后,研究人员可以获得详细的临床数据集。
    结果:截至2023年1月,DOM-CovXExplorer已收到来自耶鲁大学不同科学家群体的38项请求,该资料库已将研究能力扩展到不同利益相关者群体,包括15个不同外科和非外科专业的临床和研究型教师和学员。专门的DOM-CovX团队指导数据库的访问和使用,这加强了部门间的合作,导致发表16篇同行评审论文,在预打印服务器中提供2个项目,在科学会议上发表了8次演讲。目前,DOM-CovXExplorer继续扩展和改进其界面。该存储库包含7个不同临床领域的多达3997个变量,随着对研究人员请求和数据可用性的持续增长。
    结论:DOM-CovXDataExplorerandRepository是一种用户友好的工具,用于分析数据并访问持续更新的,标准化,和大型数据库。它的创新方法促进了合作,学术追求的多样性,扩大医学教育。此外,它可以应用于COVID-19以外的其他疾病。
    BACKGROUND: The COVID-19 pandemic sparked a surge of research publications spanning epidemiology, basic science, and clinical science. Thanks to the digital revolution, large data sets are now accessible, which also enables real-time epidemic tracking. However, despite this, academic faculty and their trainees have been struggling to access comprehensive clinical data. To tackle this issue, we have devised a clinical data repository that streamlines research processes and promotes interdisciplinary collaboration.
    OBJECTIVE: This study aimed to present an easily accessible up-to-date database that promotes access to local COVID-19 clinical data, thereby increasing efficiency, streamlining, and democratizing the research enterprise. By providing a robust database, a broad range of researchers (faculty and trainees) and clinicians from different areas of medicine are encouraged to explore and collaborate on novel clinically relevant research questions.
    METHODS: A research platform, called the Yale Department of Medicine COVID-19 Explorer and Repository (DOM-CovX), was constructed to house cleaned, highly granular, deidentified, and continually updated data from over 18,000 patients hospitalized with COVID-19 from January 2020 to January 2023, across the Yale New Haven Health System. Data across several key domains were extracted including demographics, past medical history, laboratory values during hospitalization, vital signs, medications, imaging, procedures, and outcomes. Given the time-varying nature of several data domains, summary statistics were constructed to limit the computational size of the database and provide a reasonable data file that the broader research community could use for basic statistical analyses. The initiative also included a front-end user interface, the DOM-CovX Explorer, for simple data visualization of aggregate data. The detailed clinical data sets were made available for researchers after a review board process.
    RESULTS: As of January 2023, the DOM-CovX Explorer has received 38 requests from different groups of scientists at Yale and the repository has expanded research capability to a diverse group of stakeholders including clinical and research-based faculty and trainees within 15 different surgical and nonsurgical specialties. A dedicated DOM-CovX team guides access and use of the database, which has enhanced interdepartmental collaborations, resulting in the publication of 16 peer-reviewed papers, 2 projects available in preprint servers, and 8 presentations in scientific conferences. Currently, the DOM-CovX Explorer continues to expand and improve its interface. The repository includes up to 3997 variables across 7 different clinical domains, with continued growth in response to researchers\' requests and data availability.
    CONCLUSIONS: The DOM-CovX Data Explorer and Repository is a user-friendly tool for analyzing data and accessing a consistently updated, standardized, and large-scale database. Its innovative approach fosters collaboration, diversity of scholarly pursuits, and expands medical education. In addition, it can be applied to other diseases beyond COVID-19.
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  • 文章类型: Multicenter Study
    皮肤真菌病,包括足癣和甲癣,在日本的常规医疗护理中经常遇到。确定足癣和甲癣发展的危险因素对于鼓励可能患有这些疾病但未接受任何治疗的患者住院很重要。这种方法可能导致预防疾病进展和感染传播给他人。在日本国内外都报道了甲癣发展的危险因素。然而,大多数风险因素是基于多中心识别的,问卷调查研究,包括从不明确或不一致的足癣诊断标准获得的证据,甲癣,并确定了风险因素。本研究使用单中心分析了日本现实实践中发生足癣和甲癣的危险因素,大型数据库,其中包括在Juntendo大学医院足病中心以一致的诊断标准管理的患者数据。共有2476名患者(1012名男性,1464名女性),平均年龄为63.4岁。在这些患者中,足癣337例(13.6%),甲癣346例(14.0%)。总共259名患者(每个患者群体的约75%)同时患有两种疾病。多因素logistic回归分析调整了年龄(每10岁)的可能危险因素,性别,糖尿病,透析,视力障碍,溃疡史,下肢缺血(LLI),和糖尿病周围神经病变(DPN)显示高龄,男性,糖尿病,和LLI是足癣发生的独立危险因素。此外,DPN是甲癣的独立危险因素。我们认为,这些数据对于识别患有足癣和甲癣的高风险患者很有用,这可能导致疾病的预防和抑制在现实世界的临床实践在日本。
    Dermatomycosis, including tinea pedis and onychomycosis, is frequently encountered in routine medical care in Japan. Identifying the risk factors for tinea pedis and onychomycosis development is important to encourage hospital visits by patients who may have these diseases but who are not undergoing any treatment. This approach may lead to the prevention of disease progression and the spread of infections to others. Risk factors for onychomycosis development have been reported both in and outside of Japan. However, most of the risk factors were identified based on a multicenter, questionnaire survey study and included evidence obtained from unclear or inconsistent diagnostic criteria for tinea pedis, onychomycosis, and identified risk factors. The current study analyzed the risk factors for developing tinea pedis and onychomycosis in real-world practice in Japan using a single-center, large-scale database that included the data of patients managed with consistent diagnostic criteria at the Podiatry Center of Juntendo University Hospital. A total of 2476 patients (1012 males, 1464 females) with a mean age of 63.4 years were included. Among these patients, 337 (13.6%) had tinea pedis and 346 (14.0%) had onychomycosis. A total of 259 patients (~ 75% of each patient population) had both diseases concomitantly. Multivariate logistic regression analysis adjusted for the possible risk factors of age (per 10 years), sex, diabetes, dialysis, visual impairment, ulcer history, lower-limb ischemia (LLI), and diabetic peripheral neuropathy (DPN) revealed that advanced age, male sex, diabetes, and LLI were independent risk factors for the development of tinea pedis. In addition, DPN was an independent risk factor for developing onychomycosis. We believe that these data are useful for identifying patients who are at high risk of developing tinea pedis and onychomycosis, which may result in disease prevention and suppression in real-world clinical practice in Japan.
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  • 文章类型: Journal Article
    分子伴侣,如热休克蛋白(HSPs),作为参与癌症恶性肿瘤事件的分子,已经引起了人们的关注,并且是肿瘤治疗的潜在治疗靶标和生物标志物。此外,分子伴侣中的突变可以显著影响癌症风险和预后。生物信息学是开发生物标志物作为数据的即时临床应用的实际考虑的特别有用的方法。许多关于癌症基因组的大规模数据库和门户现在是公开的,包括国际癌症基因组联盟(ICGC);癌症基因组图谱(TCGA),更名为基因组数据共用区(GDC);癌症体细胞突变目录(COSMIC);和癌细胞系百科全书(CCLE)。参考这些数据库,高级门户网站被公布,包括cBioPortal,人蛋白质图谱(HPA),卡普兰-迈耶(KM)绘图仪,基因表达谱交互式分析2(GEPIA2),癌症药物敏感性基因组学(GDSC)和依赖关系图(DepMap)。这里,我们组装这些数据库和门户,以阐明当前癌症研究可用和有用的内容,并提供利用HPA的协议,KM绘图仪,和GEPIA2用于癌症患者伴侣基因的研究。利用这些门户将揭示伴侣基因的肿瘤亚型特异性高表达与患者预后之间的相关性。我们的方案可用于提高对伴侣的系统认识,并找到用于诊断和预后的新生物标志物以及抗癌药物的新靶标。
    Molecular chaperones, such as heat shock proteins (HSPs), have attracted attention as molecules involved in malignant events in cancers and are potential therapeutic targets and biomarkers for tumor therapy. Furthermore, mutations in chaperones can significantly impact cancer risk and prognosis. Bioinformatics is a particularly useful method for developing biomarkers as a practical consideration for the immediate clinical application of data. Many large-scale databases and portals on cancer genome are nowadays publicly available, including the International Cancer Genome Consortium (ICGC); The Cancer Genome Atlas (TCGA), renamed as Genomic Data Commons (GDC); Catalogue of Somatic Mutations in Cancer (COSMIC); and Cancer Cell Line Encyclopedia (CCLE). Referring to these databases, advanced web portals are publicized, including cBioPortal, Human Protein Atlas (HPA), Kaplan-Meier (KM) plotter, Gene Expression Profiling Interactive Analysis 2 (GEPIA2), Genomics of Drug Sensitivity in Cancer (GDSC), and Dependency Map (DepMap). Here, we assemble these databases and portals to clarify what is available and useful for current cancer research and provide protocols to utilize the HPA, KM plotter, and GEPIA2 for studies on chaperone genes in cancer patients. Utilizing these portals will reveal the correlation between tumor subtype-specific high expression of chaperone genes and patient prognosis. Our protocols are useful to increase systematic awareness of chaperones and find new biomarkers for diagnosis and prognosis and new targets for anticancer drugs.
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  • 文章类型: Journal Article
    指纹的局部区域相似性一直是指纹研究领域的热点问题。随着十打印数据库的规模越来越大,自动指纹识别系统(AFIS)候选人名单中近距离非匹配(CNM)的出现引起了全世界法医学部门的越来越多的关注。在这项研究中,三类(高,medium-,建立了CNMs的标准和低级),并在60个螺纹样本上标记了不同数量的细节点,以基于一千万人数据库的AFIS候选列表中CNMs的发生和影响因素。结果表明,所有印刷品都可以找到其相应的CNM。在前100个列表中,每次查询的CNM平均出现率为52.7%,在12个重合点的局部区域中,最相似的CNM完全相同。CNM更多地出现在螺纹中心区域的中部和下部。此外,更短的C2C距离和相同的手指和手导致更多的CNM被检查。相似性较高的CNM需要更广泛的区域面积和更小的细节点密度。我们的结论是,CNM在大规模数据库中的发生率很高,并且许多因素与它们密切相关。指纹检查者和研究人员需要加强对CNM的了解,以避免像马德里爆炸案那样的错误识别。
    The local regional similarity of fingerprints has always been a hot issue in the field of fingerprint research. With the increasing size of ten-print databases, the appearance of close non-matches (CNMs) in automatic fingerprint identification system (AFIS) candidate lists has attracted increasing attention from forensic science departments worldwide. In this study, three categories (high-, medium-, and low-level) of standards for CNMs were established and 60 whorl samples were marked with different numbers of minutiae to explore the occurrence and influencing factors of CNMs in AFIS candidate lists based on a ten million people database. The results showed that all prints could be found with their corresponding CNMs. The average occurrence rate of CNMs for every query was 52.7% in the top 100 lists, and the most similar CNM was exactly the same in the local area of 12 coincidence points. CNMs appeared more in the middle and lower parts of the central region of the whorl. Moreover, shorter C2C distances and the same finger number and hand led to more CNMs being inspected. CNMs with higher similarity required a more extensive regional area and smaller minutiae density. We concluded that CNMs have a high occurrence rate in large-scale databases and many factors are closely related to them. Fingerprint examiners and researchers need to strengthen their understanding of CNMs to avoid the occurrence of misidentification like the Madrid bombings.
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  • 文章类型: Journal Article
    Background: Information on prescriptions of oral analgesics for the treatment of pain is beneficial. However, there have been few reports on the prescription status of oral analgesics from a nation-wide, large-scale prescription database in Japan. Research design and methods: The authors analyzed the prescription data of 2,042,302 patients prescribed oral analgesics in 2017. The numbers/proportions of patients prescribed oral analgesics, adherence with approved doses, co-prescription patterns, dose changes, drug adherence, and treatment-discontinuation rates were evaluated. Results: Loxoprofen was prescribed to 32.5% of the patients, followed by celecoxib, prescribed to 16.0% of patients. Acetaminophen and pregabalin were prescribed to 10.5% and 9.4% of patients, respectively. Many analgesics were prescribed at lower doses than the approved doses. The most frequently used concomitant medication was pregabalin. For duloxetine and pregabalin, high proportions of patients were prescribed these drugs for > 90 days. Conclusions: Loxoprofen was the most prescribed of the non-steroidal anti-inflammatory drugs in Japan. The information obtained provides an overview of prescribed oral analgesics in Japan and could be useful for potential research into prescribed oral analgesics in the future.
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