Metafor

Metafor
  • 文章类型: Journal Article
    碳青霉烯类耐药性在全球范围内流行,这些最后的抗微生物药物被列入世卫组织“观察组”,具有更高的耐药性。在2017-18年期间,巴基斯坦抗菌素耐药性监测系统报告碳青霉烯耐药性增加。然而,目前尚无巴基斯坦碳青霉烯类耐药流行率和分子流行病学的全面信息.本系统评价和荟萃分析旨在报告巴基斯坦目前的碳青霉烯类耐药情况及其治疗方案。
    在本系统综述和荟萃分析中,我们通过整理现有数据调查了肠杆菌科和非肠杆菌科碳青霉烯耐药性的合并患病率(PPr),从WebofScience和PubMed到2020年4月2日,在包括物种在内的各种群体和亚组中,年,各省,广谱β-内酰胺酶生产,临床表现,碳青霉烯酶和金属-β-内酰胺酶的生产,和新德里金属β-内酰胺酶(NDM)患病率。到2023年12月7日,文献综述已更新。此外,我们描述性地回顾了巴基斯坦肠杆菌科和非肠杆菌科碳青霉烯类耐药的分子流行病学.最后,我们从统计学上探讨了碳青霉烯类耐药感染的不同治疗方案.我们使用R包“metafor”进行荟萃分析,影响诊断和确定治疗方案。
    从WebofScience和PubMed两个学术数据库中,我们确定了343项研究。选取88项研究进行系统评价和荟萃分析。选择了74项研究进行表型分析,36用于基因型分析,和31为可用的治疗选择。在肠杆菌科中观察到PPr-ID为12%[0.12(0.07,0.16)]的表型碳青霉烯耐药性,在肺炎克雷伯菌中记录的患病率更高24%[0.24(0.05,0.44)],其次是9%[0.09(-0.03,0.20)]在大肠杆菌中。在过去的二十年中,我们观察到碳青霉烯抗性PPr的显着增加,即从0%[0.00(-0.02,0.03)]至36%[0.36(0.17,0.56)]。在幼稚分离株中具有PPr15%[0.15(0.06,0.23)]的blaNDM被发现是巴基斯坦肠杆菌科碳青霉烯耐药性的基本遗传决定因素。多粘菌素B,粘菌素,替加环素,和磷霉素被确定为对碳青霉烯类药物无反应的多药耐药感染的建议治疗方案。各种研究报道了人类对碳青霉烯的耐药性,动物,和环境来源。
    总而言之,我们发现,在巴基斯坦,产生NDM-1的碳青霉烯类耐药肠杆菌科细菌正在增加。Meta分析表明,产金属β-内酰胺酶的大肠杆菌ST405和肺炎克雷伯菌11型是主要的耐药克隆。在不同亚组中报告的研究数量和遵循CLSI指南的不一致是该荟萃分析的潜在局限性。迫切需要基于“一个健康”的国家抗菌素耐药性(AMR)监测策略,以检查巴基斯坦未来的AMR危机。
    UNASSIGNED: Carbapenem resistance is epidemic worldwide, these last resort antimicrobials are listed in the WHO \'watch group\' with higher resistance potential. During the years 2017-18 Pakistan Antimicrobial Resistance Surveillance System reported an increase in carbapenem resistance. However, a comprehensive information on prevalence and molecular epidemiology of carbapenem resistance in Pakistan is not available. This systematic review and meta-analysis is aimed to report the current carbapenem resistance situation in Pakistan and its treatment options.
    UNASSIGNED: In this systematic review and meta-analysis, we investigated the pooled prevalence (PPr) of carbapenem resistance in Enterobacteriaceae and non-Enterobacteriaceae by organizing available data, from Web of Science and PubMed by April 2, 2020, in various groups and subgroups including species, years, provinces, extended spectrum β-lactamase production, clinical presentation, carbapenemase and metallo-β-lactamase production, and New Delhi metallo-β-lactamase (NDM) prevalence. Literature review was updated for the studies publisehd by December 07, 2023. Moreover, we descriptively reviewed the molecular epidemiology of carbapenem resistance in Enterobacteriaceae and non-Enterobacteriaceae in Pakistan. Lastly, we statistically explored different treatment options available for carbapenem resistant infections. We used R package \'metafor\' for performing meta-analysis and influence diagnostics and determining treatment options.
    UNASSIGNED: From two academic databases Web of Science and PubMed we identified 343 studies. Eighty-eight studies were selected for the systematic review and meta-analysis. Seventy-four studies were selected for phenotypic analysis, 36 for genotypic analysis, and 31 for available treatment options. PPr-ID of 12% [0.12 (0.07, 0.16)] was observed for phenotypic carbapenem resistance in Enterobacteriaceae with more prevalence recorded in Klebsiella pneumoniae 24% [0.24 (0.05, 0.44)] followed by 9% [0.09 (-0.03, 0.20)] in Escherichia coli. During the last two decades we observed a striking increase in carbapenem resistance PPr i.e., from 0% [0.00 (-0.02, 0.03)] to 36% [0.36 (0.17, 0.56)]. blaNDM with PPr 15% [0.15 (0.06, 0.23)] in naive isolates was found to be the fundamental genetic determinant for carbapenem resistance in Enterobacteriaceae in Pakistan. Polymyxin B, colistin, tigecycline, and fosfomycin were identified as the suggested treatment options available for multidrug resistant infections not responding to carbapenems. Various studies reported carbapenem resistance from human, animal, and environment sources.
    UNASSIGNED: In conclusion, we found that NDM-1 producing carbapenem resistant Enterobacteriaceae are increasing in Pakistan. Meta-analysis showed that metallo-β-lactamases producing E. coli ST405 and K. pneumoniae sequence type11 are the major resistant clones. Number of reported studies in various subgroups and inconsistency in following CLSI guidelines are the potential limitations of this meta-analysis. A National antimicrobial resistance (AMR) surveillance strategy based on One Health is urgently needed to check any future AMR crisis in Pakistan.
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  • 文章类型: Journal Article
    R中有广泛的选择来支持荟萃分析。这个生态系统中的两个包包括meta和metafor,并提供了一个很好的机会来应用之前开发的结构化清单,用于与生态和进化中的挑战相关的R包之间的对比。Meta是直接的,快速实施一般荟萃分析统计的直观选择。Metafor是一个全面的软件包,最适合相对更复杂的模型。这两个软件包都提供了对异质性的估计,优秀的可视化工具,以及探索出版偏见的功能。包元有一个更陡峭的学习曲线,但更大的回报。对统计软件Stata的学习曲线和能力的引用提供了R生态系统之外的基准,并证实了统计的一致性。荟萃分析的有用性不仅在于研究的综合,还在于进行科学综合的过程。报告对比和检查可靠的统计数据是对更透明和可重复的科学综合的重要贡献。
    There is extensive choice in R to support meta-analyses.Two packages in this ecosystem include meta and metafor and provide an excellent opportunity to apply a structured checklist previously developed for contrasts between R packages relevant to challenges in ecology and evolution.Meta is a direct, intuitive choice for rapid implementation of general meta-analytical statistics. Metafor is a comprehensive package best suited for relatively more complex models.Both packages provide estimates of heterogeneity, excellent visualization tools, and functions to explore publication bias.The package metafor has a steeper learning curve but greater rewards. Reference to the learning curve and capacities of the statistical software Stata provided a benchmark outside the R ecosystem and confirmed the consistency in statistics.The usefulness of meta-analyses is not just in the synthesis of the research but in the process of doing the scientific synthesis. Reporting of contrasts and checks for robust statistics is an important contribution to more transparent and reproducible scientific syntheses.
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  • 文章类型: Journal Article
    已经在外周血样品中测量了全基因组转录作为与重度抑郁症相关的炎症的候选生物标志物。
    我们搜索了所有关于重度抑郁症的病例对照研究,这些研究报告了对全血或外周血单核细胞的微阵列或RNA测序测量。重新分析了原始数据集,当公开访问时,评估病例对照差异,并通过技术统一的方法评估差异表达基因列表的功能作用。
    我们发现了10项符合条件的研究(N=1754例抑郁症和N=1145例健康对照)。52个基因被认为是有意义的2个主要研究(已发表的重叠列表)。在8个可访问数据集的分析统一后(n=1706例,n=1098控件),在2个或更多个全血或外周血单核细胞的研究中,272个基因被巧合地列为前3%最差异表达的基因,具有一致的作用方向(协调重叠列表)。通过对4项全血样本研究的标准化平均差异进行荟萃分析(n=1567例,n=954个控件),发现343个基因的错误发现率<5%(标准化平均差异荟萃分析列表)。这三个列表明显交叉。在重度抑郁症中异常表达的基因富含先天免疫相关功能,编码非随机蛋白质-蛋白质相互作用网络,并在专门用于先天免疫和中性粒细胞功能的规范转录组模块中共表达。
    对现有病例对照数据的定量审查为对先天免疫应答的调节和实施重要的基因网络的异常表达提供了有力的证据。似乎有必要进一步开发炎症抑郁症的白细胞转录生物标志物。
    Whole-genome transcription has been measured in peripheral blood samples as a candidate biomarker of inflammation associated with major depressive disorder.
    We searched for all case-control studies on major depressive disorder that reported microarray or RNA sequencing measurements on whole blood or peripheral blood mononuclear cells. Primary datasets were reanalyzed, when openly accessible, to estimate case-control differences and to evaluate the functional roles of differentially expressed gene lists by technically harmonized methods.
    We found 10 eligible studies (N = 1754 depressed cases and N = 1145 healthy controls). Fifty-two genes were called significant by 2 of the primary studies (published overlap list). After harmonization of analysis across 8 accessible datasets (n = 1706 cases, n = 1098 controls), 272 genes were coincidentally listed in the top 3% most differentially expressed genes in 2 or more studies of whole blood or peripheral blood mononuclear cells with concordant direction of effect (harmonized overlap list). By meta-analysis of standardized mean difference across 4 studies of whole-blood samples (n = 1567 cases, n = 954 controls), 343 genes were found with false discovery rate <5% (standardized mean difference meta-analysis list). These 3 lists intersected significantly. Genes abnormally expressed in major depressive disorder were enriched for innate immune-related functions, coded for nonrandom protein-protein interaction networks, and coexpressed in the normative transcriptome module specialized for innate immune and neutrophil functions.
    Quantitative review of existing case-control data provided robust evidence for abnormal expression of gene networks important for the regulation and implementation of innate immune response. Further development of white blood cell transcriptional biomarkers for inflamed depression seems warranted.
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  • 文章类型: Journal Article
    这项系统评价和荟萃分析(SR-MA)的目的是确定偏头痛和丛集性头痛(CH)患者的信号分子谱和血液来源的生物标志物。
    目前尚无偏头痛和CH有效的生物标志物。基于生物标志物谱的血液测试已用于收集有关神经系统的信息。在原发性头痛领域尚未建立此类测试。
    调查全血的病例对照和病例交叉研究,等离子体,和血清在世界范围内被鉴定。定性合成集中在9个信号分子(5-羟色胺[5-HT],降钙素基因相关肽[CGRP],内皮素-1[ET-1],神经激肽A,神经激肽B,神经肽Y,垂体腺苷酸环化酶激活肽38[PACAP-38],P物质(SP),和血管活性肠肽)以及5-HT和CGRP的定量合成(≥5个比较可用)。使用标准和3水平随机效应模型进行荟萃分析。
    确定了54项符合条件的研究(87.0%的偏头痛,9.3%CH,3.7%偏头痛,和CH),包括2768名头痛患者和1165名对照。5-HT的可比波动,CGRP,在偏头痛和CH之间通常观察到血液中的ET-1,PACAP-38和SP。在一些亚组和地层中观察到了显著的发现,例如,较高的发作间和发作间5-HT静脉血水平(平均比率=1.32,95%CI:1.08;1.61;平均比率=1.23,95%CI:1.01;1.49)在女性主导病例组中,发作性偏头痛患者的发作间CGRP血液水平较高(均值比率=1.63,95%CI:1.18;2.26),和慢性偏头痛(平均比率=1.89,95%CI:1.33;2.68),在发作性偏头痛中观察到较高的CGRP血液水平(平均值=1.35,95%CI:1.09;1.68)。在大多数子群中,定量综合显示了研究之间的高度异质性,部分原因是血液采样部位,标本来源,血液样本,和性别分布。其他潜在的混杂因素是年龄,光环,学习质量,月经周期,和方法论(例如,储存温度)。
    揭示了潜在的偏头痛和CH信号分子谱和生物标志物。然而,研究之间的高度异质性阻碍了有效生物标志物的鉴定,但使我们能够评估混杂因素的存在.考虑在此SR-MA中确定的潜在混杂因素可能在未来研究的实验计划中很重要。可以通过制定具体准则来纳入这一考虑。
    The aim of this systematic review and meta-analysis (SR-MA) was to identify signaling molecule profiles and blood-derived biomarkers in migraine and cluster headache (CH) patients.
    Currently no migraine and CH valid biomarkers are available. Blood tests based on biomarker profiles have been used to gather information about the nervous system. Such tests have not yet been established within the primary headache field.
    Case-control and case-crossover studies investigating whole blood, plasma, and serum were identified worldwide. The qualitative synthesis focused on 9 signaling molecules (serotonin [5-HT], calcitonin gene-related peptide [CGRP], endothelin-1 [ET-1], neurokinin A, neurokinin B, neuropeptide Y, pituitary adenylate cyclase-activating peptide 38 [PACAP-38], substance P (SP), and vasoactive intestinal peptide) and the quantitative synthesis on 5-HT and CGRP (≥5 comparisons available). The meta-analysis was conducted using standard and 3-level random effect models.
    Fifty-four eligible studies were identified (87.0% migraine, 9.3% CH, 3.7% migraine, and CH), and 2768 headache patients and 1165 controls included. Comparable fluctuations of 5-HT, CGRP, ET-1, PACAP-38, and SP in blood were generally observed between migraine and CH. Significant findings were observed for some subgroups and strata, for example, higher interictal and ictal 5-HT venous blood levels (ratio of means = 1.32, 95% CI: 1.08; 1.61; ratio of means = 1.23, 95% CI: 1.01; 1.49) in episodic migraine with aura with a female-dominated case group, higher interictal CGRP blood levels in episodic migraine (ratio of means = 1.63, 95% CI: 1.18; 2.26), and chronic migraine (ratio of means = 1.89, 95% CI: 1.33; 2.68), and higher ictal CGRP blood levels (ratio of means = 1.35, 95% CI: 1.09; 1.68) in episodic migraine were observed. In most subgroups, the quantitative synthesis revealed a high degree of heterogeneity between studies in part explained by the blood sampling site, specimen source, blood specimen, and sex distribution. Other potential confounders were age, aura, study quality, menstrual cycle, and methodology (eg, storage temperature).
    Potential migraine and CH signaling molecule profiles and biomarkers were revealed. Nevertheless, the high degree of heterogeneity between studies impedes identification of valid biomarkers but allowed us to assess the presence of confounders. Consideration of the potential confounders identified in this SR-MA might be of importance in the experimental planning of future studies. This consideration could be incorporated through establishment of specific guidelines.
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  • 文章类型: Journal Article
    这项荟萃分析的目的是评估将油菜粉(CM)与其他蛋白质来源混合对泌乳奶牛生产反应的影响。为了评估这种效果,我们收集了包含22项研究的数据集,这些研究报告了至少3项等氮饮食治疗(总共74项治疗平均值).每个研究需要报告1饮食CM<0.3kg/d,1或更多的饮食由CM与另一种蛋白质来源混合组成,和1饮食以CM为蛋白质补充剂中的主要蛋白质来源(>85%)。CM的粗蛋白(CP)浓度平均为37.4±3.09%(以干物质为基础),感兴趣的预测因子是来自CM的CP摄入量,在研究中平均为0.46±0.413kg/d。在研究中,CM的最大CP范围为0.47至1.55kg/d。来自CM的CP与牛奶真蛋白浓度的响应之间的二次关系是显着的,CM在0.79kgCP时达到最大响应(3.19%);其他因变量的二次关系不显着。干物质摄入的反应;牛奶产量,能量校正牛奶,和牛奶真蛋白;表观氮效率与CM的CP呈正相关,与乳脂和牛奶尿素N浓度的反应呈负相关。记住在研究中饮食是等氮的,这表明将CM与另一种蛋白质源混合没有营养益处。一起来看,结果表明,当CM作为唯一的蛋白质源以1.55kg/d的蛋白质补充剂时,奶牛的全身氮利用效率提高,并且更多的日粮蛋白质用于合成乳蛋白。
    The objective of this meta-analysis was to evaluate the effect of blending canola meal (CM) with other protein sources on production responses in lactating dairy cows. To evaluate this effect, a data set was assembled containing 22 studies reporting at least 3 isonitrogenous dietary treatments (total of 74 treatment means). Each study needed to report 1 diet with CM <0.3 kg/d, 1 or more diets consisting of CM blended with another protein source, and 1 diet with CM as the main protein source in the protein supplement (>85%). The crude protein (CP) concentration of CM averaged 37.4 ± 3.09% (dry matter basis), and the predictor of interest was the intake of CP from CM, which averaged 0.46 ± 0.413 kg/d among studies. The maximal CP from CM ranged from 0.47 to 1.55 kg/d among studies. The quadratic relationship between CP from CM and responses in milk true protein concentration was significant, the maximum response (3.19%) being reached at 0.79 kg of CP from CM; the quadratic relationships were not significant for the other dependent variables. Responses in dry matter intake; yields of milk, energy-corrected milk, and milk true protein; and apparent N efficiency were related positively to CP from CM and negatively for responses in milk fat and milk urea N concentrations. Remembering that diets were isonitrogenous within studies, this indicates no nutritional benefit of blending CM with another protein source. Taken together, the results indicate that the whole-body N utilization efficiency by the dairy cow improved and that more dietary protein was used to synthesize milk protein when CM was used as the sole protein source in the protein supplement up to 1.55 kg/d.
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  • 文章类型: Journal Article
    术语“多层次荟萃分析”不仅在应用研究中遇到,但在多层次资源中,将传统荟萃分析与多层次荟萃分析进行比较。在本教程中,我们认为“多水平荟萃分析”一词是多余的,因为所有的荟萃分析都可以表述为一种特殊的多水平模型。为了阐明荟萃分析的多层次性质,使用多层次方程提出了四个标准荟萃分析模型,并使用四个软件程序拟合了示例数据集:两个特定于荟萃分析(R和SPSS宏中的元)和两个特定于多层次建模(SAS和HLM中的PROC混合)。跨程序获得相同的参数估计,强调所有荟萃分析本质上都是多层次的。尽管结果相当,并非所有软件程序都是相同的,并且在提供的输出和可用的估计器中注意到了差异。本教程还将传统和多层次荟萃分析之间的文献区别描述为荟萃分析选择之间的差异,不是在元分析模型之间,并提供指导,以告知估计量的选择,显著性测试,主持人分析,和建模序列。注意到软件程序在这些决定方面允许灵活性的程度,metafor成为审查的最有利的计划。
    The term \"multilevel meta-analysis\" is encountered not only in applied research studies, but in multilevel resources comparing traditional meta-analysis to multilevel meta-analysis. In this tutorial, we argue that the term \"multilevel meta-analysis\" is redundant since all meta-analysis can be formulated as a special kind of multilevel model. To clarify the multilevel nature of meta-analysis the four standard meta-analytic models are presented using multilevel equations and fit to an example data set using four software programs: two specific to meta-analysis (metafor in R and SPSS macros) and two specific to multilevel modeling (PROC MIXED in SAS and HLM). The same parameter estimates are obtained across programs underscoring that all meta-analyses are multilevel in nature. Despite the equivalent results, not all software programs are alike and differences are noted in the output provided and estimators available. This tutorial also recasts distinctions made in the literature between traditional and multilevel meta-analysis as differences between meta-analytic choices, not between meta-analytic models, and provides guidance to inform choices in estimators, significance tests, moderator analyses, and modeling sequence. The extent to which the software programs allow flexibility with respect to these decisions is noted, with metafor emerging as the most favorable program reviewed.
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  • 文章类型: Journal Article
    Pooling information from multiple, independent studies (meta-analysis) adds great value to medical research. Random effects models are widely used for this purpose. However, there are many different ways of estimating model parameters, and the choice of estimation procedure may be influential upon the conclusions of the meta-analysis. In this paper, we describe a recently proposed Bayesian estimation procedure and compare it with a profile likelihood method and with the DerSimonian-Laird and Mandel-Paule estimators including the Knapp-Hartung correction. The Bayesian procedure uses a non-informative prior for the overall mean and the between-study standard deviation that is determined by the Berger and Bernardo reference prior principle. The comparison of these procedures focuses on the frequentist properties of interval estimates for the overall mean. The results of our simulation study reveal that the Bayesian approach is a promising alternative producing more accurate interval estimates than those three conventional procedures for meta-analysis. The Bayesian procedure is also illustrated using three examples of meta-analysis involving real data. Copyright © 2016 John Wiley & Sons, Ltd.
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  • 文章类型: Journal Article
    Ecosystem engineering is increasingly recognized as a relevant ecological driver of diversity and community composition. Although engineering impacts on the biota can vary from negative to positive, and from trivial to enormous, patterns and causes of variation in the magnitude of engineering effects across ecosystems and engineer types remain largely unknown. To elucidate the above patterns, we conducted a meta-analysis of 122 studies which explored effects of animal ecosystem engineers on species richness of other organisms in the community. The analysis revealed that the overall effect of ecosystem engineers on diversity is positive and corresponds to a 25% increase in species richness, indicating that ecosystem engineering is a facilitative process globally. Engineering effects were stronger in the tropics than at higher latitudes, likely because new or modified habitats provided by engineers in the tropics may help minimize competition and predation pressures on resident species. Within aquatic environments, engineering impacts were stronger in marine ecosystems (rocky shores) than in streams. In terrestrial ecosystems, engineers displayed stronger positive effects in arid environments (e.g. deserts). Ecosystem engineers that create new habitats or microhabitats had stronger effects than those that modify habitats or cause bioturbation. Invertebrate engineers and those with lower engineering persistence (<1 year) affected species richness more than vertebrate engineers which persisted for >1 year. Invertebrate species richness was particularly responsive to engineering impacts. This study is the first attempt to build an integrative framework of engineering effects on species diversity; it highlights the importance of considering latitude, habitat, engineering functional group, taxon and persistence of their effects in future theoretical and empirical studies.
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