statistics

统计
  • 文章类型: Journal Article
    This study tackles the Garden of Forking Paths, as a challenge for replicability and reproducibility of ERP studies. Here, we applied a multiverse analysis to a sample ERP N400 dataset, donated by an independent research team. We analyzed this dataset using 14 pipelines selected to showcase the full range of methodological variability found in the N400 literature using systematic review approach. The selected pipelines were compared in depth by looking into statistical test outcomes, descriptive statistics, effect size, data quality, and statistical power. In this way we provide a worked example of how analytic flexibility can impact results in research fields with high dimensionality such as ERP, when analyzed using standard null-hypothesis significance testing. Out of the methodological decisions that were varied, high-pass filter cut-off, artifact removal method, baseline duration, reference, measurement latency and locations, and amplitude measure (peak vs. mean) were all shown to affect at least some of the study outcome measures. Low-pass filtering was the only step which did not notably influence any of these measures. This study shows that even some of the seemingly minor procedural deviations can influence the conclusions of an ERP study. We demonstrate the power of multiverse analysis in both identifying the most reliable effects in a given study, and for providing insights into consequences of methodological decisions.
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  • 文章类型: Journal Article
    BACKGROUND: The pathogenesis of multiple sclerosis (MS) requires both genetic factors and environmental events. The question remains, however, whether these factors and events completely describe the MS disease process. This question was addressed using the Canadian MS data, which includes 29 478 individuals, estimated to represent 65-83% of all Canadian patients with MS.
    METHODS: The \'genetically-susceptible\' subset of the population, (G), includes everyone who has any non-zero life-time chance of developing MS, under some environmental conditions. A \'sufficient\' environmental exposure, for any genetically-susceptible individual, includes every set of environmental conditions, each of which is \'sufficient\', by itself, to cause MS in that person. This analysis incorporates many epidemiological parameters, involved in MS pathogenesis, only some of which are directly observable, and establishes \'plausible\' value ranges for each parameter. Those parameter value combinations (ie, solutions) that fall within these plausible ranges are then determined.
    RESULTS: Only a small proportion of the population (≤52%) has any possibility of developing MS, regardless of any environmental conditions that they could experience. Moreover, some of these genetically-susceptible individuals, despite their experiencing a \'sufficient\' environmental exposure, will still not develop disease.
    CONCLUSIONS: This analysis explicitly includes all of those genetic factors and environmental events (including their interactions), which are necessary for MS pathogenesis, regardless of whether these factors, events and interactions are known, suspected or as yet unrecognised. Nevertheless, in addition, a \'truly\' random mechanism also seems to play a critical role in disease pathogenesis. This observation provides empirical evidence, which undermines the widely-held deterministic view of nature. Moreover, both sexes seem to share a similar genetic and environmental disease basis. If so, then it is this random mechanism, which is primarily responsible for the currently-observed differences in MS disease expression between susceptible women and susceptible men.
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  • 文章类型: Journal Article
    背景:在日本,通过癌症登记处收集全面的癌症统计数据。然而,关于泌尿系癌症的数据很少在研究论文中总结或发表。
    方法:这项回顾性研究是使用公开的泌尿系癌症统计数据进行的(前列腺癌[PCa],膀胱癌[BCa],以及日本的肾脏和泌尿道癌症[膀胱除外]),包括该部死亡率统计摘要,截至2015年的地区癌症登记处的癌症发病率统计数据,以及2016年的国家癌症登记处统计数据。我们检查了按年龄组分层的泌尿系癌症的发病率和死亡率。
    结果:新的PCa病例数,BCa,2019年,肾癌和尿路癌(膀胱癌除外)分别为94,748、23,383和30,458,2022年的死亡人数分别为13,439,9,598和9,795。泌尿系癌症的发病率和死亡率一直在增加。自2000年以来,在年龄>85岁的个体中,泌尿系癌症的死亡率显著增加。男性BCa的发病率和死亡率以及肾癌和尿路癌(膀胱除外)明显高于女性。
    结论:未来,高龄患者(>85岁)的泌尿系癌症将变得越来越重要。
    BACKGROUND: In Japan, comprehensive cancer statistics are collected through cancer registries. However, data on urological cancers are rarely summarized or published in research papers.
    METHODS: This retrospective study was performed using publicly available statistical data on urological cancers (prostate cancer [PCa], bladder cancer [BCa], and cancers of kidney and urinary tract [except urinary bladder]) in Japan, including a summary of the Ministry\'s mortality statistics, cancer incidence statistics from the Regional Cancer Registries through 2015, and the National Cancer Registry statistics from 2016. We examined the incidence and mortality rates of urological cancers stratified by age groups.
    RESULTS: The number of new cases of PCa, BCa, and cancers of kidney and urinary tract (except urinary bladder) in 2019 was 94,748, 23,383, and 30,458, respectively, and the number of deaths in 2022 was 13,439, 9,598, and 9,795, respectively. The incidence and mortality rates of urological cancers have consistently increased. Since 2000, there has been a noteworthy increase in the mortality rate of urological cancers among individuals aged > 85 years. The incidence and mortality rates of BCa and cancers of kidney and urinary tract (except urinary bladder) were significantly higher in males than in females.
    CONCLUSIONS: Urological cancers in very elderly patients (> 85 years) will become increasingly important in the future.
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  • 文章类型: Journal Article
    尼帕病毒的蛋白质归因于其生命周期,并且对病毒引起的感染至关重要。在没有批准的疗法的情况下,这些蛋白质可以被视为药物靶标。这项研究检查了53种(53种)天然化合物在计算机上抑制尼帕病毒融合糖蛋白(NiVF)和基质蛋白(NiVM)的潜力。分子对接实验,在主成分分析(PCA)的支持下,表明在所有考虑的植物化学物质中,TribulusamideB对靶蛋白NiVF和NiVM具有最高的抑制潜力(分别为-9.21和-8.66kcalmol-1),与对照药物相比,利巴韦林(分别为-7.01和-6.52kcalmol-1)。此外,发现TribulusamideB药效,即,氢供体,接受者,芳香和疏水基团,有助于与靶蛋白的有效残留相互作用。分子动力学模拟进一步验证了对接研究的结果,并得出结论,TribulusamideB与靶蛋白形成了稳定的复合物。从MM-PBSA研究获得的数据进一步解释说,与对照药物Ribavirin相比,植物化学物质可以与NiVF(-31.26kJmol-1)和NiVM(-40.26kJmol-1)蛋白强烈结合(分别为-13.12和-13.94kJmol-1)。最后,结果表明,一种对多种蛋白质有效的常见抑制剂,可以被认为是治疗尼帕病毒感染的潜在治疗实体。
    The proteins of Nipah virus ascribe to its lifecycle and are crucial to infections caused by the virus. In the absence of approved therapeutics, these proteins can be considered as drug targets. This study examined the potential of fifty-three (53) natural compounds to inhibit Nipah virus fusion glycoprotein (NiV F) and matrix protein (NiV M) in silico. The molecular docking experiment, supported by the principal component analysis (PCA), showed that out of all the phytochemicals considered, Tribulusamide B had the highest inhibitory potential against the target proteins NiV F and NiV M (-9.21 and -8.66 kcal mol-1, respectively), when compared to the control drug, Ribavirin (-7.01 and -6.52 kcal mol-1, respectively). Furthermore, it was found that Tribulusamide B pharmacophores, namely, hydrogen donors, acceptors, aromatic and hydrophobic groups, contributed towards the effective residual interactions with the target proteins. The molecular dynamic simulation further validated the results of the docking studies and concluded that Tribulusamide B formed a stable complex with the target proteins. The data obtained from MM-PBSA study further explained that the phytochemical could strongly bind with NiV F (-31.26 kJ mol-1) and NiV M (-40.26 kJ mol-1) proteins in comparison with the control drug Ribavirin (-13.12 and -13.94 kJ mol-1, respectively). Finally, the results indicated that Tribulusamide B, a common inhibitor effective against multiple proteins, can be considered a potential therapeutic entity in treating the Nipah virus infection.
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  • 文章类型: Clinical Conference
    研究的基本概念是通过系统的文献检索学习的,这些文献构成了研究陈述和研究主题的基础。然后是研究问题,假设,目标,和目标,以及实验设计,是开发的。鉴于所提供的上下文,主要重点是在研究方法和项目开发方面充分培训研究生和年轻研究人员的重要性。显然,在这些方面缺乏适当的培训,印度大学的迅速扩张加剧了这个问题。为了解决这个问题,研究型学生必须接受全面的科研方法论指导,实验设计,统计数据,科学写作,出版,和研究伦理。我们的团队已经举办了二十多年的研讨会和座谈会,以改善这些领域的现有教学方法。最近,我们在印度多个州组织了一系列国家和国际研讨会,以巩固学生和教职员工的科学研究核心概念。本报告重点介绍了这些研讨会的关键方面以及参与者所取得的积极成果。
    The basic concepts of research are learned through systematic literature searches which form the basis of a research statement and research topic. Then the research question, hypothesis, aim, and objectives, as well as the experimental design, are developed. Given the context provided, the primary focus is on the importance of adequately training postgraduates and young research investigators in research methodology and project development. It is evident that there is a lack of proper training in these areas, and the rapid expansion of colleges in India exacerbates this issue. To address this, research students must receive comprehensive instruction in scientific research methodology, experimental design, statistics, scientific writing, publishing, and research ethics. Our team has been conducting workshops and symposia for more than two decades to improve the current teaching methods in these areas. Most recently, we organized a series of national and international workshops and seminars in multiple states across India to fortify the core concepts of scientific research for students and faculty members. This report highlights the key aspects of these workshops and the positive outcomes experienced by participants.
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  • 文章类型: Journal Article
    黑色素瘤的早期检测是疾病结果的主要决定因素,并在临床实践中驱动(过度)切除的痣的数量。本研究旨在评估临床可疑的人口统计学特征和黑色素瘤风险,主要是扁平痣亚型。基于离体皮肤镜检查和真皮打点的方法学,由于医学原因,在超过7000个切除的痣中发现了12种最常见的痣亚型。皮肤科,描述了这些亚型的组织病理学和临床特征。此外,与黑色素瘤病史的关联,比较了naevi内的组织病理学异型和黑色素瘤的发生。由于医学原因而切除的naevi几乎有一半是黑色素过多亚型,没有或轻度的组织病理学异型和低黑色素瘤关联。建议在日常实践中过度治疗。相反,亚型非典型淡色痣和橙色粉状扁平痣与较高比例的(严重)非典型性和黑色素瘤(病史)相关。我们认为这些亚型可能反映了具有不同黑色素瘤风险的不同肿瘤和/或(种系)遗传实体。这项研究的数据可能会指导对特定痣亚型的进一步前瞻性研究,以便更好地了解相关的临床/遗传因素和黑色素瘤风险。
    Early detection of melanoma is a major determinant in disease outcome and drives the number of (over)excised naevi in clinical practice. This study aimed to evaluate demographic features and melanoma risk of clinically suspicious, mainly flat naevus subtypes. Based on the methodology of ex vivo dermoscopy and derm dotting, the 12 most prevalent naevus subtypes were identified in a collection of over 7000 naevi excised for medical reason. Dermoscopical, histopathological and clinical features of these subtypes were described. In addition, the association with melanoma history, histopathological atypia and melanoma occurrence within naevi was compared. Nearly half of the naevi removed for medical reasons were of the hypermelanotic subtype with no or mild histopathological atypia and low melanoma association, suggesting overtreatment in daily practice. Contrarily, the subtypes atypical lentiginous naevus and orange pulverocytic flat naevus were associated with higher proportions of (severe) atypia and melanoma (history). We believe these subtypes may reflect different tumoural and/or (germline) genetic entities with different melanoma risk. The data from this study may direct further prospective research on specific naevus subtypes in order to obtain better insights in associated clinical/genetic factors and melanoma risk.
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  • 文章类型: Journal Article
    医院环境微生物组,这会影响患者和医护人员的健康,是高度可变的,这种可变性的驱动因素还没有得到很好的理解。在这项研究中,我们在手术开始前后从住院医院的新生儿重症监护病房(NICU)收集了37份表面样本.此外,医护人员从医院的另外五个区域收集了160份表面样本。使用16SrRNA基因扩增子测序分析所有样品,医护人员收集的样本进行了培养。NICU样本在开放前后表现出相似的α和β多样性,这表明那里的微生物组随着时间的推移是稳定的。相反,开放后采集的样品的多样性因地区而异。主坐标分析(PCoA)显示样本分为两个不同的组:高α多样性[儿科重症监护病房(PICU),病理学实验室,和微生物学实验室]和低α多样性[NICU,儿科手术室,和感染预防和控制(IPAC)办公室]。最小绝对收缩和选择算子(LASSO)分类模型确定了156个信息性扩增子序列变体(ASV),用于预测样品的来源区域。测试准确率从86.37%到100%,其性能优于线性和径向支持向量机(SVM)和随机森林模型。在这些模型中鉴定了含有新兴病原体的属ASV。培养实验已经确定了样本中的可行物种,包括潜在的抗生素抗性细菌。尽管文化数据中没有注意到区域类型的差异,检测到的属的患病率和相对丰度与16S测序数据呈正相关。这项研究揭示了医院内微生物群落的时空变化以及病原菌和共生细菌对了解感染控制扩散模式的重要性。
    目的:我们从多个地区的新建住院医院取样,包括只有医护人员进入的区域。我们对新生儿重症监护病房(NICU)的分析显示,手术开始前后微生物组稳定,可能是由于访问限制。在打开后采集的高接触样本中,多样性高的地区有更多潜在的外部种子(长期患者和临床样本),和低多样性的地区,有较少(短期或新生儿患者)。分类模型以高精度进行,并确定了可用于更有针对性的监测和感染控制的生物标志物。尽管培养数据产生了生存力和抗生素抗性信息,相对于16S数据,它不成比例地检测到属的存在。这种差异加强了16S测序在分析医院微生物群中的实用性。通过检查随着时间和多个区域的微生物组,我们确定了医院内微生物变异的潜在驱动因素.
    The hospital environmental microbiome, which can affect patients\' and healthcare workers\' health, is highly variable and the drivers of this variability are not well understood. In this study, we collected 37 surface samples from the neonatal intensive care unit (NICU) in an inpatient hospital before and after the operation began. Additionally, healthcare workers collected 160 surface samples from five additional areas of the hospital. All samples were analyzed using 16S rRNA gene amplicon sequencing, and the samples collected by healthcare workers were cultured. The NICU samples exhibited similar alpha and beta diversities before and after opening, which indicated that the microbiome there was stable over time. Conversely, the diversities of samples taken after opening varied widely by area. Principal coordinate analysis (PCoA) showed the samples clustered into two distinct groups: high alpha diversity [the pediatric intensive care unit (PICU), pathology lab, and microbiology lab] and low alpha diversity [the NICU, pediatric surgery ward, and infection prevention and control (IPAC) office]. Least absolute shrinkage and selection operator (LASSO) classification models identified 156 informative amplicon sequence variants (ASVs) for predicting the sample\'s area of origin. The testing accuracy ranged from 86.37% to 100%, which outperformed linear and radial support vector machine (SVM) and random forest models. ASVs of genera that contain emerging pathogens were identified in these models. Culture experiments had identified viable species among the samples, including potential antibiotic-resistant bacteria. Though area type differences were not noted in the culture data, the prevalences and relative abundances of genera detected positively correlated with 16S sequencing data. This study brings to light the microbial community temporal and spatial variation within the hospital and the importance of pathogenic and commensal bacteria to understanding dispersal patterns for infection control.
    OBJECTIVE: We sampled surface samples from a newly built inpatient hospital in multiple areas, including areas accessed by only healthcare workers. Our analysis of the neonatal intensive care unit (NICU) showed that the microbiome was stable before and after the operation began, possibly due to access restrictions. Of the high-touch samples taken after opening, areas with high diversity had more potential external seeds (long-term patients and clinical samples), and areas with low diversity and had fewer (short-term or newborn patients). Classification models performed at high accuracy and identified biomarkers that could be used for more targeted surveillance and infection control. Though culturing data yielded viability and antibiotic-resistance information, it disproportionately detected the presence of genera relative to 16S data. This difference reinforces the utility of 16S sequencing in profiling hospital microbiomes. By examining the microbiome over time and in multiple areas, we identified potential drivers of the microbial variation within a hospital.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    背景:临床研究通常受到可用资源的限制,这导致样本量受到限制。当样本量太小时,我们使用模拟数据来说明研究意义。
    结果:使用2个理论种群,每个种群N=1000,我们从每个种群中随机抽样10个,并进行统计比较,以帮助得出两个种群是否不同的结论。这个练习重复了总共4项研究:2个得出的结论是,这2个群体在统计学上有显著差异,而2则无统计学差异。
    结论:我们的模拟例子表明,样本量在临床研究中起着重要作用。结果和结论,就手段估计而言,中位数,皮尔逊相关性,卡方检验,和P值,是不可靠的小样本。
    BACKGROUND: Clinical studies are often limited by resources available, which results in constraints on sample size. We use simulated data to illustrate study implications when the sample size is too small.
    RESULTS: Using 2 theoretical populations each with N = 1000, we randomly sample 10 from each population and conduct a statistical comparison, to help make a conclusion about whether the 2 populations are different. This exercise is repeated for a total of 4 studies: 2 concluded that the 2 populations are statistically significantly different, while 2 showed no statistically significant difference.
    CONCLUSIONS: Our simulated examples demonstrate that sample sizes play important roles in clinical research. The results and conclusions, in terms of estimates of means, medians, Pearson correlations, chi-square test, and P values, are unreliable with small samples.
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  • 文章类型: Journal Article
    目的:颞下颌关节紊乱病(TMD)是用于描述咀嚼肌和颞下颌关节(TMJ)的病理(功能障碍和疼痛)的术语。牙科研究的出版有明显的上升趋势,需要不断提高研究质量。因此,本研究旨在分析TMD随机对照试验中样本量和效应量计算的使用.
    方法:期限限制为整整5年,即,2019年、2020年、2021年、2022年和2023年发表的论文。使用过滤器文章类型-“随机对照试验”。这些研究以两级量表进行分级:0-1。在1的情况下,计算样本量(SS)和效应量(ES)。
    结果:在整个研究样本中,58%的研究中使用了SS,而15%的研究使用ES。
    结论:质量应该随着研究的增加而提高。影响质量的一个因素是统计水平。SS和ES计算为理解作者获得的结果提供了基础。访问公式,在线计算器和软件促进了这些分析。高质量的试验为医学进步提供了坚实的基础,促进个性化疗法的发展,提供更精确和有效的治疗,增加患者康复的机会。提高TMD研究的质量,和一般的医学研究,有助于增加公众对医疗进步的信心,并提高病人护理的标准。
    OBJECTIVE: Temporomandibular disorder (TMD) is the term used to describe a pathology (dysfunction and pain) in the masticatory muscles and temporomandibular joint (TMJ). There is an apparent upward trend in the publication of dental research and a need to continually improve the quality of research. Therefore, this study was conducted to analyse the use of sample size and effect size calculations in a TMD randomised controlled trial.
    METHODS: The period was restricted to the full 5 years, i.e., papers published in 2019, 2020, 2021, 2022, and 2023. The filter article type-\"Randomized Controlled Trial\" was used. The studies were graded on a two-level scale: 0-1. In the case of 1, sample size (SS) and effect size (ES) were calculated.
    RESULTS: In the entire study sample, SS was used in 58% of studies, while ES was used in 15% of studies.
    CONCLUSIONS: Quality should improve as research increases. One factor that influences quality is the level of statistics. SS and ES calculations provide a basis for understanding the results obtained by the authors. Access to formulas, online calculators and software facilitates these analyses. High-quality trials provide a solid foundation for medical progress, fostering the development of personalized therapies that provide more precise and effective treatment and increase patients\' chances of recovery. Improving the quality of TMD research, and medical research in general, helps to increase public confidence in medical advances and raises the standard of patient care.
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