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A systematic review of multi-variate time series approaches to extract predictive asthma biomarkers from routinely collected diary data 从常规收集的日记数据中提取预测性哮喘生物标志物的多变量时间序列方法的系统性综述
Pub Date : 2024-01-31 DOI: 10.1101/2024.01.31.24302056
Franz Aaron Clemeno, Matthew Richardson, Salman Siddiqui
Objectives: Longitudinal data is commonly acquired in asthma studies, to help assess asthma progression in patients, and to determine predictors of future outcomes, including asthma exacerbations and asthma control. Different methods exist for quantifying temporal behaviour in routinely collected diary variables to obtain meaningful predictive biomarkers of asthma outcomes. The aims of this systematic review were to evaluate the methods for extracting biomarkers from longitudinally collected diary data in asthma and investigate associations between the extracted measures and asthma patient reported outcomes (PROs).Setting: A systematic review of MEDLINE, EMBASE, CINAHL and the Cochrane Library was conducted, using index terms relating to diary variables and asthma outcomes. Studies that focused on preschool children were excluded, to avoid confounding asthma with multi-factorial preschool wheeze. Study quality and risk of bias were assessed using the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD) and the Prediction model Risk Of Bias ASessment Tool (PROBAST), respectively. Participants: Adults and/or children of school age (≥5 years old), with clinician-diagnosed asthmaPrimary outcomes: Asthma PROs, namely asthma exacerbations, asthma control, asthma-related quality of life and asthma severityResults: 24 full-text articles met the inclusion criteria and were included in the review. Generally, higher levels of variability in the diary variables were associated with poorer outcomes, especially increased asthma exacerbation risk, and poor asthma control. There was increasing interest in nonparametric methods to quantify complex behaviour of diary variables (6/24). TRIPOD and PROBAST highlighted a lack of consistent reporting of model performance measures and potential for model bias.Discussion: Routinely collected diary variables aid in generating asthma assessment tools, including surrogate endpoints, for clinical trials, and predictive biomarkers of adverse outcomes, warranting monitoring through remote sensors. Studies consistently lacked robust reporting of model performance. Future research should utilise diary variable-derived biomarkers.
目的:哮喘研究中通常会获取纵向数据,以帮助评估患者的哮喘进展,并确定未来结果的预测因素,包括哮喘恶化和哮喘控制。目前有不同的方法来量化常规收集的日记变量的时间行为,以获得有意义的哮喘结果预测生物标志物。本系统综述旨在评估从纵向收集的哮喘日记数据中提取生物标志物的方法,并研究提取的指标与哮喘患者报告结果(PROs)之间的关联:采用与日记变量和哮喘结果相关的索引词,对 MEDLINE、EMBASE、CINAHL 和 Cochrane 图书馆进行了系统性回顾。为避免哮喘与多因素学龄前喘息混淆,排除了以学龄前儿童为研究对象的研究。研究质量和偏倚风险分别采用个人预后或诊断多变量预测模型透明报告(TRIPOD)和预测模型偏倚风险评估工具(PROBAST)进行评估。参与者:临床医生诊断为哮喘的成人和/或学龄儿童(≥5 岁):结果:24 篇全文文章符合纳入标准并被纳入综述。一般来说,日记变量的变异程度越高,结果越差,尤其是哮喘恶化风险增加和哮喘控制不佳。人们越来越关注用非参数方法来量化日记变量的复杂行为(6/24)。TRIPOD 和 PROBAST 强调了模型性能测量报告缺乏一致性以及模型偏差的可能性:讨论:日常收集的日记变量有助于生成哮喘评估工具,包括用于临床试验的替代终点和不良后果的预测性生物标志物,因此有必要通过远程传感器进行监测。研究始终缺乏对模型性能的可靠报告。未来的研究应利用日记变量衍生的生物标志物。
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引用次数: 0
Labored breathing pattern: an unmeasured dimension of respiratory pathophysiology 呼吸困难模式:呼吸病理生理学中一个无法测量的维度
Pub Date : 2024-01-28 DOI: 10.1101/2024.01.27.24301872
Valerie E Cyphers, Swet M Patel, Brendan D McNamara, William B Ashe, Sarah J Ratcliffe, Joseph Randall Moorman, Jessica Keim-Malpass, Shrirang Mukund Gadrey, Sherry L Kausch
Introduction: Respiratory failure is a common organ failure syndrome in hospitalized patients1. Vital sign monitoring (like respiratory rate & oximetry) is a necessary aspect of risk stratification, but it is not sufficient. In one study of hospitalized patients, 46% of the patients had no significant vital sign change in the 24 hours before an unplanned intubation2. Therefore, clinicians must also monitor for physical diagnostic signs that link the appearance of breaths to respiratory instability. Many pathognomonic patterns of high-risk labored breathing have been described. For example, when rib-dominant breaths alternate with abdomen-dominant ones, the patient is said to exhibit respiratory alternans, a sign of inspiratory muscle overload3. However, the manual assessment of such signs lacks sensitivity, inter-rater reliability, and scalability4. We sought to (a) identify technologies that can measure labored breathing and (b) assess their readiness for clinical adoption by hospitals. Methods: We selected four well-established diagnostic signs of labored breathing: (1) respiratory rate variability, (2) recruitment of accessory muscles (upper-rib elevation by the scalene and sternocleidomastoid muscles), (3) Abdominal Paradox (rib-abdomen asynchrony), and (4) respiratory alternans (rib-dominant breaths alternate with abdomen-dominant ones). We systematically searched PubMed using pre-specified keywords corresponding to these four signs. We identified 2868 abstracts. Two reviewers independently screened each abstract to ensure that it reported on technology that quantified the diagnostic sign of interest. A third reviewer resolved any disagreements. We excluded 2423 articles with an abstract review and included 445 articles for full paper review. We excluded an additional 127 articles after full paper review, and we were unable to acquire 4 articles. We included the remaining 314 articles for analysis. Results: Quantification of labored breathing has been attempted for over 50 years; the earliest study included in our analysis was published in 1975. Over 30 different hardware configurations have been tried, either alone or in combination; but none of them has been validated as a comprehensive solution to measure all the four diagnostic signs that we studied. Despite enormous improvements in sensor technologies and computing capacity, the scale of investigation has not meaningfully increased since 1975. In the first decade of kinematic measurements (1975-1984), there average annual number of studies was 2.7 and the median sample size was 19. In the decade prior to our study (2013-2022), the average annual number of studies was 11.3 and the median sample size was 20. To this day, a majority of the studies are conducted in a specialized laboratories (73% between 2013-2022) rather than clinical practice settings. Most studies aimed to measure the construct validity of a technology (19%) or to describe kinematic distributions in specific clinical
导言呼吸衰竭是住院病人常见的器官衰竭综合征1。生命体征监测(如呼吸频率&;血氧饱和度)是风险分层的必要环节,但还不够。在一项针对住院患者的研究中,46% 的患者在意外插管前的 24 小时内没有明显的生命体征变化2。因此,临床医生还必须监测将呼吸出现与呼吸不稳定联系起来的物理诊断体征。已经描述了许多高危呼吸困难的病理诊断模式。例如,当以肋骨为主的呼吸与以腹部为主的呼吸交替出现时,患者就会表现出呼吸交替,这是吸气肌肉超负荷的一种迹象3。然而,人工评估此类体征缺乏灵敏度、评分者之间的可靠性和可扩展性4。我们试图(a)确定可测量呼吸费力的技术;(b)评估这些技术是否可被医院临床采用。方法:我们选择了四种成熟的呼吸困难诊断体征:(1) 呼吸频率变异;(2) 辅助肌募集(头皮肌和胸锁乳突肌的上肋抬高);(3) 腹部悖论(肋骨与腹部不同步);(4) 呼吸交替(肋骨为主的呼吸与腹部为主的呼吸交替)。我们使用预先指定的与这四种体征相对应的关键词对 PubMed 进行了系统检索。我们确定了 2868 篇摘要。两名审稿人对每篇摘要进行了独立筛选,以确保其报告的技术能够量化相关的诊断体征。第三位审稿人负责解决任何分歧。我们通过摘要审查排除了 2423 篇文章,并纳入了 445 篇文章进行全文审查。全文审阅后,我们又排除了 127 篇文章,有 4 篇文章我们无法获得。我们纳入了剩余的 314 篇文章进行分析。结果对呼吸困难进行量化的尝试已有 50 多年的历史;纳入我们分析的最早研究发表于 1975 年。已尝试过 30 多种不同的硬件配置,有的单独使用,有的组合使用;但没有一种配置被验证为可测量我们研究的所有四种诊断体征的综合解决方案。尽管传感器技术和计算能力有了巨大进步,但自 1975 年以来,调查规模并没有显著扩大。在运动学测量的第一个十年(1975-1984 年)中,年均研究次数为 2.7 次,样本量中位数为 19 个。在我们研究之前的十年(2013-2022 年),年均研究数量为 11.3 项,样本量中位数为 20 个。时至今日,大多数研究都是在专业实验室(2013-2022年间占73%)而非临床实践环境中进行的。大多数研究旨在测量一项技术的结构有效性(19%)或描述特定临床场景中的运动分布(77%)。很少有研究试图量化临床结果的预测有效性(4%)。我们没有发现任何对基于运动学的预警干预进行测试的临床试验。结论:本研究描述了将床旁高风险呼吸费力模式诊断征象转化为可测量的呼吸不稳定性生理标志物的主要瓶颈。尽管尝试测量已有半个世纪,但临床采用的技术准备水平仍然很低。
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引用次数: 0
October 2018 – December 2023 time-series analysis of pediatric RSV immunizations and RSV-associated hospitalizations 2018 年 10 月至 2023 年 12 月小儿 RSV 免疫接种和 RSV 相关住院治疗的时间序列分析
Pub Date : 2024-01-25 DOI: 10.1101/2024.01.25.24301780
Brianna M. Goodwin Cartwright, Samuel Gratzl, Patricia J Rodriguez, Charlotte Baker, Nick Stucky
This study describes two population under age two 1) who received an RSV immunization and 2) experienced RSV-associated hospitalizations since 2018. Results show low uptake of the RSV immunization. RSV-associated hospitalizations exhibited earlier and higher peaks in the 2021/22 and 2022/23 seasons compared to previous years.
本研究描述了两个两岁以下的人群:1)接受过 RSV 免疫接种;2)自 2018 年以来经历过 RSV 相关住院治疗。结果显示,RSV 免疫接种率较低。与往年相比,2021/22 和 2022/23 年的 RSV 相关住院病例出现了更早和更高的高峰。
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引用次数: 0
Neutrophil extracellular trap formation linked to idiopathic pulmonary fibrosis severity and survival 中性粒细胞胞外捕获物的形成与特发性肺纤维化的严重程度和存活率有关
Pub Date : 2024-01-25 DOI: 10.1101/2024.01.24.24301742
Scott M. Matson, Linh T. Ngo, Yui Sugawara, Veani Fernando, Claudia Lugo, Imaan Azeem, Alexis Harrison, Alex Alsup, Emily Nissen, Devin Koestler, Michael P. Washburn, Michaella J. Rekowski, Paul J. Wolters, Joyce S. Lee, Joshua J. Solomon, M. Kristen Demoruelle
Rationale Neutrophil counts in bronchoalveolar lavage fluid in idiopathic pulmonary fibrosis are associated with worse outcomes; however, the underlying mechanisms are unknown. Neutrophil extracellular trap formation is associated with worse outcomes in several chronic lung diseases however, there is an unknown role in idiopathic pulmonary fibrosis.
理论依据 特发性肺纤维化支气管肺泡灌洗液中的中性粒细胞计数与预后恶化有关,但其潜在机制尚不清楚。中性粒细胞胞外捕获物的形成与多种慢性肺部疾病的预后恶化有关,但在特发性肺纤维化中的作用尚不清楚。
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引用次数: 0
Priorities and barriers for research related to primary ciliary dyskinesia 原发性睫状肌运动障碍相关研究的重点和障碍
Pub Date : 2024-01-09 DOI: 10.1101/2024.01.08.24300986
Myrofora Goutaki, Yin Ting Lam, Bruna Rubbo, James D Chalmers, Panayiotis Kouis, Gemma Marsh, Jean-Francois Papon, Johanna Raidt, Phil Robinson, Laura Behan, Jane S Lucas
Background: Despite advances in primary ciliary dyskinesia (PCD) research, many questions remain; diagnosis is complex and no disease specific therapies exist. Using a mixed-methods approach, we aimed to identify priorities for clinical and epidemiological research and explore barriers to research.Methods: To obtain rich, relevant, diverse data, we performed in-depth semi-structured interviews with PCD specialists selected using purposive sampling. We transcribed, coded, and analysed interview data using thematic analysis. Based on interview themes we identified, we developed an anonymous survey and circulated it widely through the BEAT-PCD network.Results: We interviewed 28 participants from 15 countries across different disciplines and expertise levels. The main themes identified as priorities for PCD research were improving diagnosis, understanding prevalence, and disease course; phenotypic variability; disease monitoring; treatment strategies; clinical trial endpoints; and neglected research areas. In total, 136 participants (49% paediatric pulmonologists) from 36 countries completed the survey. Most commonly reported barriers for research were low awareness about PCD and difficulties securing funding -in more than one-third of cases, participants reported undertaking predominantly unfunded research. Research questions ranked highest included priorities related to further improving diagnosis, treating PCD, managing upper and lower airway problems, and studying clinical variability and disease prognosis.Conclusion: We need to overcome barriers of limited funding and low awareness and promote collaborations between centres, disciplines, experts, and patients to address PCD priorities effectively. Our results contribute to the ongoing efforts of guiding the use of existing limited research resources and setting up a roadmap for future research activities.
背景:尽管原发性睫状肌运动障碍(PCD)的研究取得了进展,但仍存在许多问题;诊断很复杂,也没有针对特定疾病的疗法。我们采用混合方法,旨在确定临床和流行病学研究的重点,并探索研究的障碍:为了获得丰富、相关、多样的数据,我们通过有目的的抽样对 PCD 专家进行了深入的半结构式访谈。我们采用主题分析法对访谈数据进行了转录、编码和分析。根据我们确定的访谈主题,我们编制了一份匿名调查表,并通过 BEAT-PCD 网络广泛分发:我们采访了来自 15 个国家、不同学科和专业水平的 28 位参与者。被确定为 PCD 研究重点的主要主题包括:改善诊断、了解患病率和病程;表型变异;疾病监测;治疗策略;临床试验终点;以及被忽视的研究领域。共有来自 36 个国家的 136 名参与者(49% 为儿科肺病专家)完成了调查。最常报告的研究障碍是对肺结核的认识不足和难以获得资金--在超过三分之一的情况下,参与者报告主要在没有资金的情况下开展研究。排名最靠前的研究问题包括与进一步改善诊断、治疗 PCD、管理上下气道问题以及研究临床变异性和疾病预后有关的优先事项:我们需要克服资金有限和认知度低等障碍,促进各中心、学科、专家和患者之间的合作,以有效解决 PCD 优先事项。我们的研究结果有助于指导如何利用现有的有限研究资源,并为未来的研究活动制定路线图。
{"title":"Priorities and barriers for research related to primary ciliary dyskinesia","authors":"Myrofora Goutaki, Yin Ting Lam, Bruna Rubbo, James D Chalmers, Panayiotis Kouis, Gemma Marsh, Jean-Francois Papon, Johanna Raidt, Phil Robinson, Laura Behan, Jane S Lucas","doi":"10.1101/2024.01.08.24300986","DOIUrl":"https://doi.org/10.1101/2024.01.08.24300986","url":null,"abstract":"Background: Despite advances in primary ciliary dyskinesia (PCD) research, many questions remain; diagnosis is complex and no disease specific therapies exist. Using a mixed-methods approach, we aimed to identify priorities for clinical and epidemiological research and explore barriers to research.\u0000Methods: To obtain rich, relevant, diverse data, we performed in-depth semi-structured interviews with PCD specialists selected using purposive sampling. We transcribed, coded, and analysed interview data using thematic analysis. Based on interview themes we identified, we developed an anonymous survey and circulated it widely through the BEAT-PCD network.\u0000Results: We interviewed 28 participants from 15 countries across different disciplines and expertise levels. The main themes identified as priorities for PCD research were improving diagnosis, understanding prevalence, and disease course; phenotypic variability; disease monitoring; treatment strategies; clinical trial endpoints; and neglected research areas. In total, 136 participants (49% paediatric pulmonologists) from 36 countries completed the survey. Most commonly reported barriers for research were low awareness about PCD and difficulties securing funding -in more than one-third of cases, participants reported undertaking predominantly unfunded research. Research questions ranked highest included priorities related to further improving diagnosis, treating PCD, managing upper and lower airway problems, and studying clinical variability and disease prognosis.\u0000Conclusion: We need to overcome barriers of limited funding and low awareness and promote collaborations between centres, disciplines, experts, and patients to address PCD priorities effectively. Our results contribute to the ongoing efforts of guiding the use of existing limited research resources and setting up a roadmap for future research activities.","PeriodicalId":501074,"journal":{"name":"medRxiv - Respiratory Medicine","volume":"23 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139413129","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identifying low-dimensional trajectories of mechanically-ventilated patient systems: Empirical phenotypes of joint patient+care processes to enhance temporal analysis in ARDS research 识别机械通气患者系统的低维轨迹:患者+护理联合过程的经验表型,加强 ARDS 研究中的时间分析
Pub Date : 2023-12-15 DOI: 10.1101/2023.12.14.23299978
J.N. Stroh, Peter D. Sottile, Yanran Wang, Bradford J. Smith, Tellen D. Bennett, Marc Moss, David J. Albers
Mechanically ventilated patients generate waveform data that corresponds to patient interaction with unnatural forcing. This breath information includes both patient and apparatus sources, imbuing data with broad heterogeneity resulting from ventilator settings, patient efforts, patient-ventilator dyssynchronies, injuries, and other clinical therapies. Lung-protective ventilator settings outlined in respiratory care protocols lack personalization, and the connections between clinical outcomes and injuries resulting from mechanical ventilation remain poorly understood. Intra- and inter-patient heterogeneity and the volume of data comprising lung-ventilator system (LVS) observations limit broader and longer-time analysis of such systems. This work presents a computational pipeline for resolving LVS systems by tracking the evolution of data-conditioned model parameters and ventilator information. For individuals, the method presents LVS trajectory in a manageable way through low-dimensional representation of phenotypic breath waveforms. More general phenotypes across patients are also developed by aggregating patient-personalized estimates with additional normalization. The effectiveness of this process is demonstrated through application to multi-day observational series of 35 patients, which reveals the complexity of changes in the LVS over time. Considerable variations in breath behavior independent of the ventilator are revealed, suggesting the need to incorporate care factors such as patient sedation and posture in future analysis. The pipeline also identifies structural similarity in pressure-volume (pV) loop characterizations at the cohort level. The design invites active learning to incorporate clinical practitioner expertise into various methodological stages and algorithm choices.
机械通气患者产生的波形数据与患者与非自然压力的交互作用相对应。这些呼吸信息包括患者和设备来源,使数据因呼吸机设置、患者努力程度、患者与呼吸机不同步、损伤和其他临床疗法而具有广泛的异质性。呼吸护理方案中概述的肺保护呼吸机设置缺乏个性化,而临床结果与机械通气造成的损伤之间的联系仍不甚了解。患者内部和患者之间的异质性以及肺通气系统(LVS)观测数据量限制了对此类系统进行更广泛和更长时间的分析。这项研究提出了一个计算管道,通过跟踪数据条件模型参数和呼吸机信息的演变来解析 LVS 系统。对于个体而言,该方法通过表型呼吸波形的低维表示,以易于管理的方式呈现 LVS 轨迹。通过对患者个性化估计值进行额外的归一化处理,还能在患者之间建立更普遍的表型。通过对 35 名患者的多日观察序列的应用,证明了这一过程的有效性,揭示了 LVS 随时间变化的复杂性。呼吸行为的巨大变化与呼吸机无关,这表明有必要在未来的分析中纳入护理因素,如患者的镇静和姿势。该管道还能在队列水平上识别压力-容积(pV)环路特征的结构相似性。该设计采用主动学习的方式,将临床医师的专业知识融入到各个方法阶段和算法选择中。
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引用次数: 0
Comparative transcriptomic analyses of peripheral blood mononuclear cells of patients with non-pneumonia and severe pneumonia at 1 year-Long-COVID-19 非肺炎和重症肺炎患者外周血单核细胞 1 年转录组学比较分析--Long-COVID-19
Pub Date : 2023-12-14 DOI: 10.1101/2023.12.12.23299822
Ozgecan Kayalar, Pelin Duru Cetinkaya, Vahap Eldem, Serap Argun Baris, Nurdan Koktürk, Selim Can Kuralay, Hadi Rajabi, Nur Konyalilar, Deniz Mortazavi, Seval Kubra Korkunc, Sinem Erkan, Gizem Tuşe Aksoy, Gul Eyikudamaci, Pelin Pinar Deniz, Oya Baydar Toprak, Pinar Yildiz Gulhan, Gulseren Sagcan, Neslihan Kose, Aysegul Tomruk Erdem, Fusun Fakili, Onder Ozturk, Ilknur Basyigit, Hasim Boyaci, Emel Azak, Tansu Ulukavak Ciftci, Ipek Kivilcim Oguzulgen, Hasan Selcuk Ozger, Pinar Aysert Yildiz, Ismail Hanta, Ozlem Ataoglu, Merve Ercelik, Caglar Cuhadaroglu, Hacer Kuzu Okur, Muge Meltem Tor, Esra Nurlu Temel, Seval Kul, Yıldız Tutuncu, Oya Itil, Hasan Bayram
Long-COVID-19 manifests as a multisystemic condition with varied symptoms lingering beyond three weeks of acute SARS-CoV-2 infection, though its underlying mechanisms remain elusive. Aiming to decipher the long-term molecular impacts of COVID-19, we conducted a transcriptomic analysis on PBMCs from 1-year post-covid patients, including individuals without pneumonia (NP, n=10), those with severe pneumonia (SP, n=11), and healthy controls (C, n=13). Our extensive RNA sequencing revealed 4843 differentially expressed genes (DEGs) and 1056 differentially expressed long non-coding RNAs (DElncRNAs) in “C vs NP,” 1651 DEGs and 577 DElncRNAs in “C vs SP,” 954 DEGs and 148 DElncRNAs in “NP vs SP,” with 291 DEGs and 70 DElncRNAs shared across all groups. We identified 14 hub genes from 291 DEGs, with functional enrichment analysis showing upregulated DEGs mainly linked to inflammation and osteoclast differentiation, and downregulated DEGs to viral infections and immune responses. These hub genes play central roles in inflammatory and immune processes and are significantly associated with pneumonitis and diverse lung diseases. Investigations revealed unique immune cell signatures across DEG categories, associating upregulated DEGs with neutrophils and monocytes, and downregulated DEGs with CD4 memory effector T cells. Analysis of 14 hub genes showed notable upregulation in the no pneumonia group versus healthy controls, displaying complex patterns in the severe pneumonia group. Our study uncovered potential idiopathic pulmonary fibrosis signals in Long-COVID-19 patients’ PBMC transcriptome, highlighting the urgency for thorough monitoring and extended research to understand COVID-19’s lasting effects. This study sheds light on COVID-19’s transcriptomic changes and potential lasting effects, guiding future research and therapeutic approaches for Long-COVID-19.
长期COVID-19表现为一种多系统疾病,在急性SARS-CoV-2感染三周后仍有各种症状,但其潜在机制仍难以捉摸。为了破译 COVID-19 的长期分子影响,我们对病毒感染后 1 年的患者的 PBMCs 进行了转录组分析,包括无肺炎患者(NP,10 人)、重症肺炎患者(SP,11 人)和健康对照组(C,13 人)。我们的大量 RNA 测序结果显示,"C 组 vs NP 组 "有 4843 个差异表达基因(DEGs)和 1056 个差异表达长非编码 RNAs(DElncRNAs),"C 组 vs SP 组 "有 1651 个差异表达基因和 577 个 DElncRNAs,"NP 组 vs SP 组 "有 954 个差异表达基因和 148 个 DElncRNAs,其中 291 个差异表达基因和 70 个 DElncRNAs 在所有组别中共享。我们从 291 个 DEGs 中发现了 14 个枢纽基因,功能富集分析显示,上调的 DEGs 主要与炎症和破骨细胞分化有关,下调的 DEGs 与病毒感染和免疫反应有关。这些中枢基因在炎症和免疫过程中发挥着核心作用,与肺炎和多种肺部疾病密切相关。研究揭示了不同 DEG 类别的独特免疫细胞特征,上调的 DEG 与中性粒细胞和单核细胞相关,下调的 DEG 与 CD4 记忆效应 T 细胞相关。对14个中枢基因的分析表明,无肺炎组与健康对照组相比,中枢基因明显上调,而重症肺炎组则显示出复杂的模式。我们的研究在长COVID-19患者的PBMC转录组中发现了潜在的特发性肺纤维化信号,凸显了进行全面监测和扩展研究以了解COVID-19的持久影响的紧迫性。这项研究揭示了COVID-19的转录组变化和潜在的持久影响,为Long-COVID-19的未来研究和治疗方法提供了指导。
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引用次数: 0
Respiratory rates among rural Gambian children: a community-based cohort study 冈比亚农村儿童的呼吸道感染率:一项基于社区的队列研究
Pub Date : 2023-12-06 DOI: 10.1101/2023.12.05.23299490
Polycarp Mogeni, Sharon Amima, Jennifer Gunther, Margaret Pinder, Lucy S. Tusting, Umberto D’Alessandro, Simon Cousens, Steve W. Lindsay, John Bradley
AbstractBackground: Although ranges of normal respiratory rates (RR) have been described for children under five years old living in the tropics, there are few datasets recording rates in older children. The present study was designed to capture the changes in RR with age and to examine its association with nutritional status and environmental factors.Methods: A cohort of rural Gambian children aged from six months to 14 years had their RR recorded during home visits twice weekly during two annual rainy seasons. Measurements were made by trained field assistants using an electronic timer during a one-minute period. Age, sex, nutritional status, health status, time of day of data collection were recorded. A generalized additive model for location, scale and shape was used to construct the RR reference curves and a linear mixed effect model used to examine factors associated with RR. We also assessed the agreement between repeat measurements taken from a subset of study subject.Results: A total of 830 children provided 67,512 RR measurements. The median age was 6.07 years (interquartile range (IQR), 4.21–8.55) and 400 (48.2%) were female. The centile chart showed a marked nonlinear decline in RR measurements with increasing age up to six years old, after which the decline was minimal (predicted median RR of 31 breaths/minute (IQR: 29–34) among one-year-olds, 22 breaths/minute (IQR: 21–23) among six-year-olds and 21 breaths/minute (IQR: 21-22) among 13-year-olds. Age (non-linear effect, p<0.001), stunting (0.84 breaths/minute [95%CI: 0.40-1.28, p<0.001]), ambient temperature (0.38 breaths/minute [95%CI: 0.33-0.42, p<0.001] for every 1oC increase in ambient temperature) and time of day when RR measurements were taken (non-linear effect, p<0.001) were independent predictors of respiratory rate. Strikingly, children with signs of illness were associated with higher intra-observer variability.Interpretation: We constructed a RR reference chart for children aged one to 13 years and proposed a cutoff of >26 breaths/minute for raised RR among children aged >5 years bridging an important gap in this age group. Although time of data collection, nutritional status and ambient temperature were predictors of RR, the evidence is not clinically significant to warrant a change in the current WHO guidelines owing to the prevailing uncertainty in the measurement of RR. The finding that RR between repeat measurements were more variable among children with signs of illness suggests that a single RR measurements may be inadequate to reliably assess the status of sick children - a population in which accurate diagnosis is essential to enable targeted interventions with lifesaving treatment.
摘要背景:虽然热带地区五岁以下儿童的正常呼吸频率(RR)范围已被描述,但记录年龄较大儿童呼吸频率的数据集却很少。本研究旨在了解呼吸频率随年龄的变化,并研究其与营养状况和环境因素的关系:方法:在每年的两个雨季中,对一组年龄在 6 个月至 14 岁之间的冈比亚农村儿童进行每周两次的家访,记录他们的 RR。由训练有素的现场助理使用电子计时器在一分钟内进行测量。年龄、性别、营养状况、健康状况、数据采集时间均有记录。我们使用了位置、比例和形状的广义加法模型来构建RR参考曲线,并使用线性混合效应模型来研究与RR相关的因素。我们还评估了研究对象子集重复测量之间的一致性:共有 830 名儿童提供了 67512 次 RR 测量结果。中位年龄为 6.07 岁(四分位数间距(IQR)为 4.21-8.55),其中 400 名(48.2%)为女性。分位数图显示,随着年龄的增长,RR 测量值呈明显的非线性下降,直至 6 岁,之后下降幅度很小(1 岁儿童的预测 RR 中位数为 31 次/分钟(IQR:29-34),6 岁儿童为 22 次/分钟(IQR:21-23),13 岁儿童为 21 次/分钟(IQR:21-22)。年龄(非线性效应,p<0.001)、发育迟缓(0.84 次/分钟 [95%CI: 0.40-1.28, p<0.001])、环境温度(环境温度每升高 1 摄氏度,呼吸次数为 0.38 次/分钟 [95%CI: 0.33-0.42, p<0.001])和测量呼吸频率的时间(非线性效应,p<0.001)是预测呼吸频率的独立因素。值得注意的是,有疾病征兆的儿童与较高的观察者内变异性有关:我们构建了 1-13 岁儿童呼吸频率参考图,并提出了 26 次/分钟为 5 岁儿童呼吸频率升高的临界值,弥补了这一年龄组的重要差距。虽然数据收集时间、营养状况和环境温度是预测 RR 的因素,但由于 RR 测量普遍存在不确定性,因此这些证据并不具有临床意义,不足以改变现行的世卫组织指南。在有疾病征兆的儿童中,重复测量之间的RR差异更大,这一发现表明,单次RR测量可能不足以可靠地评估患病儿童的状况--对于这些人群来说,准确的诊断对于采取有针对性的干预措施和挽救生命的治疗至关重要。
{"title":"Respiratory rates among rural Gambian children: a community-based cohort study","authors":"Polycarp Mogeni, Sharon Amima, Jennifer Gunther, Margaret Pinder, Lucy S. Tusting, Umberto D’Alessandro, Simon Cousens, Steve W. Lindsay, John Bradley","doi":"10.1101/2023.12.05.23299490","DOIUrl":"https://doi.org/10.1101/2023.12.05.23299490","url":null,"abstract":"Abstract\u0000Background: Although ranges of normal respiratory rates (RR) have been described for children under five years old living in the tropics, there are few datasets recording rates in older children. The present study was designed to capture the changes in RR with age and to examine its association with nutritional status and environmental factors.\u0000Methods: A cohort of rural Gambian children aged from six months to 14 years had their RR recorded during home visits twice weekly during two annual rainy seasons. Measurements were made by trained field assistants using an electronic timer during a one-minute period. Age, sex, nutritional status, health status, time of day of data collection were recorded. A generalized additive model for location, scale and shape was used to construct the RR reference curves and a linear mixed effect model used to examine factors associated with RR. We also assessed the agreement between repeat measurements taken from a subset of study subject.\u0000Results: A total of 830 children provided 67,512 RR measurements. The median age was 6.07 years (interquartile range (IQR), 4.21–8.55) and 400 (48.2%) were female. The centile chart showed a marked nonlinear decline in RR measurements with increasing age up to six years old, after which the decline was minimal (predicted median RR of 31 breaths/minute (IQR: 29–34) among one-year-olds, 22 breaths/minute (IQR: 21–23) among six-year-olds and 21 breaths/minute (IQR: 21-22) among 13-year-olds. Age (non-linear effect, p&lt;0.001), stunting (0.84 breaths/minute [95%CI: 0.40-1.28, p&lt;0.001]), ambient temperature (0.38 breaths/minute [95%CI: 0.33-0.42, p&lt;0.001] for every 1oC increase in ambient temperature) and time of day when RR measurements were taken (non-linear effect, p&lt;0.001) were independent predictors of respiratory rate. Strikingly, children with signs of illness were associated with higher intra-observer variability.\u0000Interpretation: We constructed a RR reference chart for children aged one to 13 years and proposed a cutoff of &gt;26 breaths/minute for raised RR among children aged &gt;5 years bridging an important gap in this age group. Although time of data collection, nutritional status and ambient temperature were predictors of RR, the evidence is not clinically significant to warrant a change in the current WHO guidelines owing to the prevailing uncertainty in the measurement of RR. The finding that RR between repeat measurements were more variable among children with signs of illness suggests that a single RR measurements may be inadequate to reliably assess the status of sick children - a population in which accurate diagnosis is essential to enable targeted interventions with lifesaving treatment.","PeriodicalId":501074,"journal":{"name":"medRxiv - Respiratory Medicine","volume":"8 5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138546947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Age-related Muscle Fat Infiltration in Lung Screening Participants: Impact of Smoking Cessation 肺部筛查参与者年龄相关性肌肉脂肪浸润:戒烟的影响
Pub Date : 2023-12-05 DOI: 10.1101/2023.12.05.23299258
Kaiwen Xu, Thomas Z Li, James G Terry, Aravind R Krishnan, Stephen A Deppen, Yuankai Huo, Fabien Maldonado, John Jeffrey Carr, Bennett A Landman, Kim L Sandler
Rationale: Skeletal muscle fat infiltration progresses with aging and is worsened among individuals with a history of cigarette smoking. Many negative impacts of smoking on muscles are likely reversible with smoking cessation. Objectives: To determine if the progression of skeletal muscle fat infiltration with aging is altered by smoking cessation among lung cancer screening participants. Methods: This was a secondary analysis based on the National Lung Screening Trial. Skeletal muscle attenuation in Hounsfield unit (HU) was derived from the baseline and follow-up low-dose CT scans using a previously validated artificial intelligence algorithm. Lower attenuation indicates greater fatty infiltration. Linear mixed-effects models were constructed to evaluate the associations between smoking status and the muscle attenuation trajectory. Measurements and Main Results: Of 19,019 included participants (age: 61 years, 5 [SD]; 11,290 males), 8,971 (47.2%) were actively smoking cigarettes. Accounting for body mass index, pack-years, percent emphysema, and other confounding factors, actively smoking predicted a lower attenuation in both males (β_0=-0.88 HU, P<.001) and females (β_0=-0.69 HU, P<.001), and an accelerated muscle attenuation decline-rate in males (β_1=-0.08 HU/y, P<.05). Age-stratified analyses indicated that the accelerated muscle attenuation decline associated with smoking likely occurred at younger age, especially in females. Conclusions: Among lung cancer screening participants, active cigarette smoking was associated with greater skeletal muscle fat infiltration in both males and females, and accelerated muscle adipose accumulation rate in males. These findings support the important role of smoking cessation in preserving muscle health.
理由:骨骼肌脂肪浸润随着年龄的增长而进展,并且在有吸烟史的个体中恶化。吸烟对肌肉的许多负面影响很可能在戒烟后逆转。目的:确定肺癌筛查参与者中骨骼肌脂肪浸润的进展是否因戒烟而改变。方法:这是一项基于国家肺筛查试验的二次分析。Hounsfield单位(HU)的骨骼肌衰减是使用先前验证的人工智能算法从基线和后续低剂量CT扫描中得出的。较低的衰减表明脂肪浸润较大。建立了线性混合效应模型来评估吸烟状况与肌肉衰减轨迹之间的关系。测量和主要结果:19019名纳入的参与者(年龄:61岁,5 [SD];11,290名男性),8,971名(47.2%)积极吸烟。考虑到体重指数、包年、肺气肿百分比和其他混杂因素,积极吸烟预测男性(β_0=-0.88 HU, P<.001)和女性(β_0=-0.69 HU, P<.001)肌肉衰减率较低,男性肌肉衰减率加快(β_1=-0.08 HU/y, P< 0.05)。年龄分层分析表明,与吸烟相关的加速肌肉衰减可能发生在更年轻的年龄,尤其是女性。结论:在肺癌筛查参与者中,积极吸烟与男性和女性更大的骨骼肌脂肪浸润有关,并且男性肌肉脂肪积累速度加快。这些发现支持了戒烟在保持肌肉健康方面的重要作用。
{"title":"Age-related Muscle Fat Infiltration in Lung Screening Participants: Impact of Smoking Cessation","authors":"Kaiwen Xu, Thomas Z Li, James G Terry, Aravind R Krishnan, Stephen A Deppen, Yuankai Huo, Fabien Maldonado, John Jeffrey Carr, Bennett A Landman, Kim L Sandler","doi":"10.1101/2023.12.05.23299258","DOIUrl":"https://doi.org/10.1101/2023.12.05.23299258","url":null,"abstract":"Rationale: Skeletal muscle fat infiltration progresses with aging and is worsened among individuals with a history of cigarette smoking. Many negative impacts of smoking on muscles are likely reversible with smoking cessation. Objectives: To determine if the progression of skeletal muscle fat infiltration with aging is altered by smoking cessation among lung cancer screening participants. Methods: This was a secondary analysis based on the National Lung Screening Trial. Skeletal muscle attenuation in Hounsfield unit (HU) was derived from the baseline and follow-up low-dose CT scans using a previously validated artificial intelligence algorithm. Lower attenuation indicates greater fatty infiltration. Linear mixed-effects models were constructed to evaluate the associations between smoking status and the muscle attenuation trajectory. Measurements and Main Results: Of 19,019 included participants (age: 61 years, 5 [SD]; 11,290 males), 8,971 (47.2%) were actively smoking cigarettes. Accounting for body mass index, pack-years, percent emphysema, and other confounding factors, actively smoking predicted a lower attenuation in both males (β_0=-0.88 HU, P&lt;.001) and females (β_0=-0.69 HU, P&lt;.001), and an accelerated muscle attenuation decline-rate in males (β_1=-0.08 HU/y, P&lt;.05). Age-stratified analyses indicated that the accelerated muscle attenuation decline associated with smoking likely occurred at younger age, especially in females. Conclusions: Among lung cancer screening participants, active cigarette smoking was associated with greater skeletal muscle fat infiltration in both males and females, and accelerated muscle adipose accumulation rate in males. These findings support the important role of smoking cessation in preserving muscle health.","PeriodicalId":501074,"journal":{"name":"medRxiv - Respiratory Medicine","volume":" 31","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138494276","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mitochondrial DNA Copy Number Variation in Asthma Risk, Severity, and Exacerbations 线粒体DNA拷贝数在哮喘风险、严重程度和恶化中的变化
Pub Date : 2023-12-05 DOI: 10.1101/2023.12.05.23299392
Weiling Xu, Yun Soo Hong, Bo Hu, Suzy A. A. Comhair, Allison J. Janocha, Joe G. Zein, Ruoying Chen, Deborah A. Meyers, David T. Mauger, Victor E. Ortega, Eugene R. Bleecker, Mario Castro, Loren C. Denlinger, John V. Fahy, Elliot Israel, Bruce D. Levy, Nizar N. Jarjour, Wendy C. Moore, Sally E. Wenzel, Benjamin Gaston, Chunyu Liu, Dan E. Arking, Serpil C. Erzurum
Rationale: Although airway oxidative stress and inflammation are central to asthma pathogenesis, there is limited knowledge of the relationship of asthma risk, severity, or exacerbations to mitochondrial dysfunction, which is pivotal to oxidant generation and inflammation. Objectives: We investigated whether mitochondrial DNA copy number (mtDNA-CN) as a measure of mitochondrial function is associated with asthma diagnosis, severity, oxidative stress, and exacerbations. Methods: We measured mtDNA-CN in blood in two cohorts. In the UK Biobank (UKB), we compared mtDNA-CN in mild and moderate-severe asthmatics to non-asthmatics. In the Severe Asthma Research Program (SARP), we evaluated mtDNA-CN in relation to asthma severity, biomarkers of oxidative stress and inflammation, and exacerbations. Measures and Main Results: In UK Biobank, asthmatics (n = 29,768) have lower mtDNA-CN compared to non-asthmatics (n = 239,158) (beta, -0.026 [95% CI, -0.038 to -0.014], P = 2.46x10-5). While lower mtDNA-CN is associated with asthma, mtDNA-CN did not differ by asthma severity in either UKB or SARP. Biomarkers of inflammation show that asthmatics have higher white blood cells (WBC), neutrophils, eosinophils, fraction exhaled nitric oxide (FENO), and lower superoxide dismutase (SOD) than non-asthmatics, confirming greater oxidative stress in asthma. In one year follow-up in SARP, higher mtDNA-CN is associated with reduced risk of three or more exacerbations in the subsequent year (OR 0.352 [95% CI, 0.164 to 0.753], P = 0.007). Conclusions: Asthma is characterized by mitochondrial dysfunction. Higher mtDNA-CN identifies an exacerbation-resistant asthma phenotype, suggesting mitochondrial function is important in exacerbation risk.
理由:尽管气道氧化应激和炎症是哮喘发病机制的核心,但对哮喘风险、严重程度或恶化与线粒体功能障碍之间的关系了解有限,而线粒体功能障碍是氧化剂产生和炎症的关键。目的:我们研究了线粒体DNA拷贝数(mtDNA-CN)作为线粒体功能的衡量指标是否与哮喘诊断、严重程度、氧化应激和恶化有关。方法:测定两组患者血液中mtDNA-CN含量。在UK Biobank (UKB)中,我们比较了轻度和中度重度哮喘患者与非哮喘患者的mtDNA-CN。在严重哮喘研究计划(SARP)中,我们评估了mtDNA-CN与哮喘严重程度、氧化应激和炎症生物标志物以及恶化的关系。测量和主要结果:在UK Biobank中,哮喘患者(n = 29,768)的mtDNA-CN低于非哮喘患者(n = 239,158) (β, -0.026 [95% CI, -0.038至-0.014],P = 2.46 × 10-5)。虽然较低的mtDNA-CN与哮喘有关,但在UKB或SARP中,mtDNA-CN与哮喘严重程度没有差异。炎症生物标志物显示,哮喘患者的白细胞(WBC)、中性粒细胞、嗜酸性粒细胞、呼出一氧化氮(FENO)含量高于非哮喘患者,超氧化物歧化酶(SOD)含量低于非哮喘患者,证实哮喘患者的氧化应激更大。在一年的SARP随访中,较高的mtDNA-CN与随后一年三次或三次以上恶化的风险降低相关(or 0.352 [95% CI, 0.164至0.753],P = 0.007)。结论:哮喘以线粒体功能障碍为特征。较高的mtDNA-CN鉴定出抗加重哮喘表型,表明线粒体功能在加重风险中很重要。
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引用次数: 0
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medRxiv - Respiratory Medicine
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