N3C

  • 文章类型: Journal Article
    背景:虽然2019年冠状病毒病(COVID-19)不再是公共卫生紧急情况,某些患者仍有严重结局的风险.为了更好地了解不断变化的风险状况,我们通过大流行的各种浪潮研究了有和没有实体器官移植(SOT)的患者的危险因素。
    方法:使用国家COVID队列合作,我们研究了2020年1月1日至2022年5月2日期间COVID-19检测呈阳性的成年患者队列。我们将数据分成疾病控制中心定义的COVID-19波。在我们的主要结果中,我们使用多变量生存分析来观察有和无SOT患者住院的各种危险因素.
    结果:共捕获3,570,032名患者。我们发现,随着时间的推移,COVID-19相关不良结局的总体风险减弱。在非SOT和SOT群体中,糖尿病,慢性肾病,充血性心力衰竭是住院的危险因素。特别是对于SOT,移植和COVID-19之间的较长时间段是保护性的,年龄是一个危险因素。值得注意的是,哮喘不是主要不良肾脏心血管事件的危险因素,住院治疗,或任何一组的死亡率。
    结论:我们的研究提供了SOT和非SOT患者与COVID相关不良结局相关风险的纵向视图,以及这些风险因素如何随着时间的推移而演变。我们的工作将有助于告知提供者和政策制定者更好地针对高风险患者。
    BACKGROUND: While coronavirus disease 2019 (COVID-19) is no longer a public health emergency, certain patients remain at risk of severe outcomes. To better understand changing risk profiles, we studied the risk factors for patients with and without solid organ transplantation (SOT) through the various waves of the pandemic.
    METHODS: Using the National COVID Cohort Collaborative we studied a cohort of adult patients testing positive for COVID-19 between January 1, 2020, and May 2, 2022. We separated the data into waves of COVID-19 as defined by the Centers for Disease Control. In our primary outcome, we used multivariable survival analysis to look at various risk factors for hospitalization in those with and without SOT.
    RESULTS: A total of 3,570,032 patients were captured. We found an overall risk attenuation of adverse COVID-19-associated outcomes over time. In both non-SOT and SOT populations, diabetes, chronic kidney disease, and congestive heart failure were risk factors for hospitalization. For SOT specifically, longer time periods between transplant and COVID-19 were protective and age was a risk factor. Notably, asthma was not a risk factor for major adverse renal cardiovascular events, hospitalization, or mortality in either group.
    CONCLUSIONS: Our study provides a longitudinal view of the risks associated with adverse COVID-related outcomes amongst SOT and non-SOT patients, and how these risk factors evolved over time. Our work will help inform providers and policymakers to better target high-risk patients.
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  • 文章类型: Journal Article
    自2020年COVID-19大流行爆发以来,许多研究和研究都集中在COVID感染的长期影响上。疾病控制中心(CDC)在国际疾病分类中实施了附加代码,第十次修订,临床修改(ICD-10-CM),用于报告COVID-19后状况,未指定(U09.9),自2021年10月1日起生效,代表长型COVID是一种具有潜在慢性病的真正疾病。国家COVID队列合作组织(N3C)通过汇总和协调美国不同临床组织的EHR数据,为研究人员提供了丰富的电子健康记录(EHR)数据,便于在大量COVID阳性患者中建立长型COVID患者和非长型COVID患者的生存分析。
    Since the outbreak of COVID-19 pandemic in 2020, numerous researches and studies have focused on the long-term effects of COVID infection. The Centers for Disease Control (CDC) implemented an additional code into the International Classification of Diseases, Tenth Revision, Clinical Modification (ICD-10-CM) for reporting \'Post COVID-19 condition, unspecified (U09.9)\' effective on October 1st 2021, representing that Long COVID is a real illness with potential chronic conditions. The National COVID Cohort Collaborative (N3C) provides researchers with abundant electronic health records (EHR) data by aggregating and harmonizing EHR data across different clinical organizations in the United States, making it convenient to build up a survival analysis on Long COVID patients and non Long COVID patients among large amounts of COVID positive patients.
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  • 文章类型: Journal Article
    尽管世界卫生组织(WHO)的COVID-19临床进展量表在前瞻性临床试验中很有用,它不能有效地与回顾性电子健康记录(EHR)数据集一起使用。修改现有的世卫组织临床进展量表,我们制定了序数严重程度量表(OS),并使用回顾性EHR数据评估了其在COVID-19患者结局分析中的有用性.
    开发了一种操作系统,使用国家COVID队列协作(N3C)数据区域内的观察性医学结果伙伴关系通用数据模型来分配COVID-19疾病的严重程度。然后,我们使用美国63个医疗机构提交给N3C的2020年1月至2021年10月的异构EHR数据评估了开发的操作系统的有用性。主成分分析(PCA)用于表征COVID-19诊断后28天内患者疾病严重程度的变化。
    本分析中使用的数据集由2.880.456名患者组成。对整个28天期间OS水平的逐日变化的PCA揭示了在第一和第二14天内疾病严重程度变化的对比模式,并说明了在整个28天期间评估的重要性。
    具有良好定义的操作系统,强大的功能,基于离散的EHR数据元素,可用于评估COVID-19患者的预后,提供关于COVID-19疾病严重程度随时间进展的见解。
    操作系统提供了一个框架,可以促进更好地了解急性COVID-19的病程,为临床决策和资源分配提供信息。
    UNASSIGNED: Although the World Health Organization (WHO) Clinical Progression Scale for COVID-19 is useful in prospective clinical trials, it cannot be effectively used with retrospective Electronic Health Record (EHR) datasets. Modifying the existing WHO Clinical Progression Scale, we developed an ordinal severity scale (OS) and assessed its usefulness in the analyses of COVID-19 patient outcomes using retrospective EHR data.
    UNASSIGNED: An OS was developed to assign COVID-19 disease severity using the Observational Medical Outcomes Partnership common data model within the National COVID Cohort Collaborative (N3C) data enclave. We then evaluated usefulness of the developed OS using heterogenous EHR data from January 2020 to October 2021 submitted to N3C by 63 healthcare organizations across the United States. Principal component analysis (PCA) was employed to characterize changes in disease severity among patients during the 28-day period following COVID-19 diagnosis.
    UNASSIGNED: The data set used in this analysis consists of 2 880 456 patients. PCA of the day-to-day variation in OS levels over the totality of the 28-day period revealed contrasting patterns of variation in disease severity within the first and second 14 days and illustrated the importance of evaluation over the full 28-day period.
    UNASSIGNED: An OS with well-defined, robust features, based on discrete EHR data elements, is useful for assessments of COVID-19 patient outcomes, providing insights on the progression of COVID-19 disease severity over time.
    UNASSIGNED: The OS provides a framework that can facilitate better understanding of the course of acute COVID-19, informing clinical decision-making and resource allocation.
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  • 文章类型: Journal Article
    在患有或不患有肝硬化的慢性肝病(CLD)患者中,关于严重急性呼吸道综合征冠状病毒2(SARS-CoV-2)感染结局的现有研究的普遍性有限.我们使用了国家COVID队列合作组织(N3C),640万的统一电子健康记录数据集,描述CLD和肝硬化患者的SARS-CoV-2结局。
    我们确定了所有患有或不患有肝硬化的CLD患者,截至2021年7月1日,在N3CDataEnclave中进行了SARS-CoV-2测试。我们使用生存分析来关联SARS-CoV-2感染,肝硬化的存在,和主要结局为30天死亡率的临床因素。
    我们分离了220,727例CLD和SARS-CoV-2检测状态患者:128,864(58%)为非肝硬化/阴性,29,446(13%)为非肝硬化/阳性,53,476(24%)为肝硬化/阴性,和8941(4%)是肝硬化/阳性患者。肝硬化/阴性患者30天全因死亡率为3.9%,肝硬化/阳性患者为8.9%。与肝硬化/阴性患者相比,肝硬化/阳性患者在30天时的调整后死亡风险为2.38倍.与非肝硬化/阳性患者相比,肝硬化/阳性患者在30天时的调整后死亡风险为3.31倍.在分层分析肝硬化患者的年龄增加,肥胖,和合并症条件(即,糖尿病,心力衰竭,和肺部疾病),SARS-CoV-2感染与调整后死亡风险增加相关。
    在这项对大约221,000名具有全国代表性的研究中,多样化,和性别平衡的CLD患者;我们发现肝硬化患者SARS-CoV-2感染与2.38倍的死亡风险相关,在感染SARS-CoV-2的CLD患者中,肝硬化的存在与死亡风险的3.31倍相关。这些结果为增加疫苗接种摄取和进一步研究严重肝病患者对疫苗的免疫反应提供了额外的动力。
    In patients with chronic liver disease (CLD) with or without cirrhosis, existing studies on the outcomes with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection have limited generalizability. We used the National COVID Cohort Collaborative (N3C), a harmonized electronic health record dataset of 6.4 million, to describe SARS-CoV-2 outcomes in patients with CLD and cirrhosis.
    We identified all patients with CLD with or without cirrhosis who had SARS-CoV-2 testing in the N3C Data Enclave as of July 1, 2021. We used survival analyses to associate SARS-CoV-2 infection, presence of cirrhosis, and clinical factors with the primary outcome of 30-day mortality.
    We isolated 220,727 patients with CLD and SARS-CoV-2 test status: 128,864 (58%) were noncirrhosis/negative, 29,446 (13%) were noncirrhosis/positive, 53,476 (24%) were cirrhosis/negative, and 8941 (4%) were cirrhosis/positive patients. Thirty-day all-cause mortality rates were 3.9% in cirrhosis/negative and 8.9% in cirrhosis/positive patients. Compared to cirrhosis/negative patients, cirrhosis/positive patients had 2.38 times adjusted hazard of death at 30 days. Compared to noncirrhosis/positive patients, cirrhosis/positive patients had 3.31 times adjusted hazard of death at 30 days. In stratified analyses among patients with cirrhosis with increased age, obesity, and comorbid conditions (ie, diabetes, heart failure, and pulmonary disease), SARS-CoV-2 infection was associated with increased adjusted hazard of death.
    In this study of approximately 221,000 nationally representative, diverse, and sex-balanced patients with CLD; we found SARS-CoV-2 infection in patients with cirrhosis was associated with 2.38 times mortality hazard, and the presence of cirrhosis among patients with CLD infected with SARS-CoV-2 was associated with 3.31 times mortality hazard. These results provide an additional impetus for increasing vaccination uptake and further research regarding immune responses to vaccines in patients with severe liver disease.
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  • 文章类型: Journal Article
    NIH的临床和转化科学奖(CTSA)的获得者已经工作了十多年,以建立支持临床和转化研究的信息学基础设施。事实证明,这种基础设施对于通过直接患者护理来支持应对当前的COVID-19大流行非常宝贵,临床决策支持,培训研究人员和从业人员,以及公共卫生监测和临床研究,如果没有CTSA多年的地面铺设工作,这些水平是无法实现的。在本文中,我们提供了我们对COVID-19工作的看法,并介绍了CTSA网站调查的相关结果,以扩大我们对其信息学项目关键特征的理解,他们在COVID-19下经历的与信息学相关的挑战,以及他们为应对大流行而开发的一些创新和解决方案。回应表明,医疗保健提供者和研究人员对电子健康记录(EHR)数据的访问越来越依赖。既是为了当地的需要,也是为了与其他机构和国家财团分享。CTSA在数据捕获方面的初步工作,标准,交换,和共享政策都有助于解决方案,最好的作品,在创纪录的时间里,国家COVID-19队列协作(N3C)的国家临床数据储存库。调查数据支持七项关于信息学和公共卫生投资领域的建议,以及支持后COVID-19时代临床和转化研究的进一步研究。
    The recipients of NIH\'s Clinical and Translational Science Awards (CTSA) have worked for over a decade to build informatics infrastructure in support of clinical and translational research. This infrastructure has proved invaluable for supporting responses to the current COVID-19 pandemic through direct patient care, clinical decision support, training researchers and practitioners, as well as public health surveillance and clinical research to levels that could not have been accomplished without the years of ground-laying work by the CTSAs. In this paper, we provide a perspective on our COVID-19 work and present relevant results of a survey of CTSA sites to broaden our understanding of the key features of their informatics programs, the informatics-related challenges they have experienced under COVID-19, and some of the innovations and solutions they developed in response to the pandemic. Responses demonstrated increased reliance by healthcare providers and researchers on access to electronic health record (EHR) data, both for local needs and for sharing with other institutions and national consortia. The initial work of the CTSAs on data capture, standards, interchange, and sharing policies all contributed to solutions, best illustrated by the creation, in record time, of a national clinical data repository in the National COVID-19 Cohort Collaborative (N3C). The survey data support seven recommendations for areas of informatics and public health investment and further study to support clinical and translational research in the post-COVID-19 era.
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  • 文章类型: Preprint
    患有或不患有肝硬化的慢性肝病(CLD)患者,关于SARS-CoV-2感染不良结局风险的现有数据参差不齐或普适性有限.我们使用了国家COVID队列协作(N3C)数据飞地,统一的电子健康记录(EHR)数据集,有590万全国代表性,多样化,和性别平衡的患者,描述患有SARS-CoV-2的CLD和肝硬化患者的结局。
    我们确定了所有患有和没有肝硬化的慢性肝病患者,他们在数据发布日期5/15/2021中记录了SARS-CoV-2测试。主要结果是30天全因死亡率。生存分析方法用于估计死亡的累积发生率,住院治疗,机械通气,并计算SARS-CoV-2感染的关联,肝硬化的存在,以及人口统计学和临床因素对30天死亡率的影响。
    我们分离出217,143例CLD患者:129,097(59%)无肝硬化和SARS-CoV-2阴性,25,844(12%)无肝硬化和SARS-CoV-2阳性,54,065(25%)肝硬化和SARS-CoV-2阴性,和8137(4%)肝硬化和SARS-CoV-2阳性。在无肝硬化的CLD患者中,SARS-CoV-2阴性患者30天全因死亡率为0.4%,阳性患者为1.8%。在肝硬化CLD患者中,SARS-CoV-2阴性患者30天全因死亡率为4.0%,阳性患者为9.7%。与SARS-CoV-2阴性的人相比,在肝硬化患者中,SARS-CoV-2阳性与30天死亡风险的两倍以上(aHR2.43,95%CI2.23-2.64)相关。与无肝硬化患者相比,在SARS-CoV-2检测阳性的患者中,肝硬化的存在与30天死亡风险的3倍(aHR3.39,95%CI2.96~3.89)相关.年龄(每年AHR1.03,95%CI1.03-1.04)与SARS-CoV-2阳性的肝硬化患者在30天死亡相关。
    在这项对近22万名CLD患者的研究中,我们发现在肝硬化患者中SARS-CoV-2感染与2.43倍的死亡风险相关,感染SARS-CoV-2的CLD患者中肝硬化的存在与3.39倍的死亡风险相关。与以前的研究相比,我们使用具有全国代表性的人,多样化,和性别平衡的数据集使这些发现具有广泛的普遍性。
    UNASSIGNED: In patients with chronic liver diseases (CLD) with or without cirrhosis, existing data on the risk of adverse outcomes with SARS-CoV-2 infection have been mixed or have limited generalizability. We used the National COVID Cohort Collaborative (N3C) Data Enclave, a harmonized electronic health record (EHR) dataset of 5.9 million nationally-representative, diverse, and gender-balanced patients, to describe outcomes in patients with CLD and cirrhosis with SARS-CoV-2.
    UNASSIGNED: We identified all chronic liver diseases patients with and without cirrhosis who had SARS-CoV-2 testing documented in the N3C Data Enclave as of data release date 5/15/2021. The primary outcome was 30-day all-cause mortality. Survival analysis methods were used to estimate cumulative incidences of death, hospitalization, and mechanical ventilation, and to calculate the associations of SARS-CoV-2 infection, presence of cirrhosis, and demographic and clinical factors to 30-day mortality.
    UNASSIGNED: We isolated 217,143 patients with CLD: 129,097 (59%) without cirrhosis and SARS-CoV-2 negative, 25,844 (12%) without cirrhosis and SARS-CoV-2 positive, 54,065 (25%) with cirrhosis and SARS-CoV-2 negative, and 8,137 (4%) with cirrhosis and SARS-CoV-2 positive. Among CLD patients without cirrhosis, 30-day all-cause mortality rates were 0.4% in SARS-CoV-2 negative patients and 1.8% in positive patients. Among CLD patients with cirrhosis, 30-day all-cause mortality rates were 4.0% in SARS-CoV-2 negative patients and 9.7% in positive patients.Compared to those who tested SARS-CoV-2 negative, SARS-CoV-2 positivity was associated with more than two-fold (aHR 2.43, 95% CI 2.23-2.64) hazard of death at 30 days among patients with cirrhosis. Compared to patients without cirrhosis, the presence of cirrhosis was associated with a three-fold (aHR 3.39, 95% CI 2.96-3.89) hazard of death at 30 days among patients who tested SARS-CoV-2 positive. Age (aHR 1.03 per year, 95% CI 1.03-1.04) was associated with death at 30 days among patients with cirrhosis who were SARS-CoV-2 positive.
    UNASSIGNED: In this study of nearly 220,000 CLD patients, we found SARS-CoV-2 infection in patients with cirrhosis was associated with 2.43-times mortality hazard, and the presence of cirrhosis among CLD patients infected with SARS-CoV-2 were associated with 3.39-times mortality hazard. Compared to previous studies, our use of a nationally-representative, diverse, and gender-balanced dataset enables wide generalizability of these findings.
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  • 文章类型: Journal Article
    UNASSIGNED: The role of supraclavicular lymph node dissection (SCLD) in the treatment of breast cancer with ipsilateral supraclavicular lymph node metastasis (ISLM) remains controversial. We evaluated the role of SCLD in the treatment of breast cancer with ISLM and identified patients who may benefit from SCLD.
    UNASSIGNED: Data on patients presenting with breast cancer to the Breast Disease Center, Southwest Hospital, The Army Medical University from January 2004 and December 2017 were retrospectively screened. The median duration of follow-up was 36 months (2-175 months). 305 patients who were recently diagnosed with ISLM were eligible for the analysis.
    UNASSIGNED: Overall, 9,236 women presented with breast cancer during the study period. Among the patients included, 146 and 159 received SCLD with radiotherapy (RT) and RT alone, respectively. Synchronous ISLM without distant metastases were present in 3.6% cases. The 3- and 5-year overall survival (OS) and disease-free survival (DFS) rates were 79.5% and 73.9%, respectively, and 67.5% and 54.8%, respectively. However, SCLD with RT was not associated with superior survival on both univariate and multivariate analyses. On stratified analyses, patients with non-luminal A tumors with 4-9 positive axillary lymph nodes who underwent SCLD with RT had both superior OS (HR =5.296; 95% CI: 1.857-15.107; P=0.001) and DFS (HR =5.331; 95% CI: 2.348-12.108; P<0.001) compared with those who received RT alone.
    UNASSIGNED: SCLD may not beneficial in improving survival for unselected breast cancer patients with ISLNM. There is less of a tendency to perform SCLD in the luminal A group.
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