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Ten simple rules for collaborating with wet lab researchers for computational researchers 计算研究人员与湿实验室研究人员合作的十条简单规则
Pub Date : 2024-02-27 DOI: arxiv-2402.18348
Mark D. Robinson, Peiying Cai, Martin Emons, Reto Gerber, Pierre-Luc Germain, Samuel Gunz, Siyuan Luo, Giulia Moro, Emanuel Sonder, Anthony Sonrel, Jiayi Wang, David Wissel, Izaskun Mallona
Computational biologists are frequently engaged in collaborative dataanalysis with wet lab researchers. These interdisciplinary projects, asnecessary as they are to the scientific endeavour, can be surprisinglychallenging due to cultural differences in operations and values. In these TenSimple Rules guide we aim to help dry lab researchers identify sources offriction; and provide actionable tools to facilitate respectful, open,transparent and rewarding collaborations.
计算生物学家经常与湿实验室研究人员合作进行数据分析。这些跨学科项目虽然对科学事业十分必要,但由于操作和价值观方面的文化差异,可能会带来意想不到的挑战。在这本 "十条简单规则 "指南中,我们旨在帮助干实验室研究人员识别摩擦的来源,并提供可行的工具来促进相互尊重、开放、透明和有益的合作。
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引用次数: 0
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records RAM-EHR:检索增强满足电子健康记录的临床预测
Pub Date : 2024-02-25 DOI: arxiv-2403.00815
Ran Xu, Wenqi Shi, Yue Yu, Yuchen Zhuang, Bowen Jin, May D. Wang, Joyce C. Ho, Carl Yang
We present RAM-EHR, a Retrieval AugMentation pipeline to improve clinicalpredictions on Electronic Health Records (EHRs). RAM-EHR first collectsmultiple knowledge sources, converts them into text format, and uses denseretrieval to obtain information related to medical concepts. This strategyaddresses the difficulties associated with complex names for the concepts.RAM-EHR then augments the local EHR predictive model co-trained withconsistency regularization to capture complementary information from patientvisits and summarized knowledge. Experiments on two EHR datasets show theefficacy of RAM-EHR over previous knowledge-enhanced baselines (3.4% gain inAUROC and 7.2% gain in AUPR), emphasizing the effectiveness of the summarizedknowledge from RAM-EHR for clinical prediction tasks. The code will bepublished at url{https://github.com/ritaranx/RAM-EHR}.
我们介绍的 RAM-EHR 是一种检索增强管道(Retrieval AugMentation pipeline),用于改进电子健康记录(EHR)上的临床预测。RAM-EHR 首先收集多个知识源,将其转换为文本格式,然后使用密集检索来获取与医学概念相关的信息。然后,RAM-EHR 增强了与一致性正则化共同训练的本地 EHR 预测模型,以捕捉来自患者就诊和总结知识的补充信息。在两个电子病历数据集上进行的实验表明,RAM-EHR 比以前的知识增强基线模型更有效(AUROC 提高了 3.4%,AUPR 提高了 7.2%),强调了 RAM-EHR 总结的知识在临床预测任务中的有效性。代码将发布在 url{https://github.com/ritaranx/RAM-EHR} 上。
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引用次数: 0
Implications of self-identified race, ethnicity, and genetic ancestry on genetic association studies in biobanks within health systems 自我认定的种族、民族和遗传祖先对卫生系统内生物库遗传关联研究的影响
Pub Date : 2024-02-24 DOI: arxiv-2402.15696
Ruth Johnson, Bogdan Pasaniuc
Precision medicine aims to create biomedical solutions tailored to specificfactors that affect disease risk and treatment responses within the population.The success of the genomics era and recent widespread availability ofelectronic health records (EHR) has ushered in a new wave of genomic biobanksconnected to EHR databases (EHR-linked biobanks). This perspective aims todiscuss how race, ethnicity, and genetic ancestry are currently utilized tostudy common disease variation through genetic association studies. Althoughgenetic ancestry plays a significant role in shaping the genetic landscapeunderlying disease risk in humans, the overall risk of a disease is caused by acomplex combination of environmental, sociocultural, and genetic factors. Whenusing EHR-linked biobanks to interrogate underlying disease etiology, it isalso important to be aware of how the biases associated with commonly useddescent-associated concepts such as race and ethnicity can propagate todownstream analyses. We intend for this resource to support researchers whoperform or analyze genetic association studies in the EHR-linked biobanksetting such as those involved in consortium-wide biobanking efforts. Weprovide background on how race, ethnicity, and genetic ancestry play a role incurrent association studies, highlight considerations where there is noconsensus about best practices, and provide transparency about the currentshortcomings.
基因组学时代的成功和最近电子健康记录(EHR)的普及,带来了与 EHR 数据库相连接的基因组生物库(EHR-linked biobanks)的新浪潮。本视角旨在讨论目前如何通过遗传关联研究利用种族、民族和遗传祖先来研究常见疾病的变异。虽然遗传血统在形成人类疾病风险的遗传景观方面起着重要作用,但疾病的总体风险是由环境、社会文化和遗传因素的复杂组合造成的。在使用与电子病历相关联的生物库研究潜在的疾病病因学时,同样重要的是要意识到与常用的世系相关概念(如种族和民族)相关的偏差会如何传播到下游分析中。我们希望该资源能为那些在与电子病历相关的生物库中进行或分析遗传关联研究的研究人员提供支持,例如那些参与全联盟生物库工作的研究人员。我们将提供有关种族、民族和遗传祖先如何在当前关联研究中发挥作用的背景资料,强调在最佳实践方面尚未达成共识的注意事项,并提供有关当前趋势的透明度。
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引用次数: 0
The Evolution of Raw Data Archiving and the Growth of Its Importance in Crystallography 原始数据存档的演变及其在晶体学中重要性的提升
Pub Date : 2024-02-23 DOI: arxiv-2402.16652
John R. Helliwell, James R. Hester, Loes Kroon-Batenburg, Brian McMahon, Selina L. S. Storm
The hardware for data archiving has expanded capacities for digital storageenormously in the past decade or more. This article charts the efforts of IUCrto facilitate discussions and plans relating to raw data archiving and reusewithin the various communities of crystallography, diffraction, and scattering.
过去十多年来,数据存档的硬件大大提高了数字存储的能力。本文介绍了 IUCr 为促进晶体学、衍射和散射等不同领域中有关原始数据存档和再利用的讨论和计划所做的努力。
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引用次数: 0
Effect of Rootstock on Some Aspects of Pistachio (Pistacia vera L.): A Review 砧木对楷树某些方面的影响:综述
Pub Date : 2024-02-22 DOI: arxiv-2402.14896
Aram Akram Mohammed, Fakhraddin Mustafa Hama Salih
Budding and grafting are the strategies employed to combat unfavorableenvironmental conditions and improve some physiological defects in the Pistaciavera tree. Drought and salinity stresses are the most prominent adverseconditions encountered in pistachio production. It has been observed indifferent studies that various pistachio rootstocks can be used to amelioratethe effect of those two stresses. Besides, rootstock has a role in somephysiological performances of pistachios such as nutrient uptake andphotosynthesis. Furthermore, nut blank, unsplit nut, and alternate bearing arethree physiological disorders found in pistachio. Relationships have been foundbetween the degree of these physiological disorders and the rootstock effect.The impact of rootstock on drought and salinity stresses, physiologicalperformances, and physiological disorders in P. vera will be discussed in thisreview.
萌芽和嫁接是应对不利环境条件和改善Pistaciavera 树生理缺陷的策略。干旱和盐分胁迫是开心果生产中遇到的最突出的不利条件。研究发现,不同的开心果砧木可用于改善这两种胁迫的影响。此外,砧木对开心果的某些生理表现也有影响,如养分吸收和光合作用。此外,坚果空白、坚果不裂和交替结果是开心果中发现的三种生理失调。本综述将讨论砧木对干旱和盐度胁迫、生理表现和生理失调的影响。
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引用次数: 0
The affinity-efficacy problem: an essential part of pharmacology education 亲和力-效能问题:药理学教育的重要组成部分
Pub Date : 2024-02-21 DOI: arxiv-2402.14617
James P Higham, David Colquhoun
A fundamental mistake in receptor theory has led to an enduringmisunderstanding of how to estimate the affinity and efficacy of an agonist.These properties are inextricably linked and cannot be easily separated in anycase where the binding of a ligand induces a conformation change in itsreceptor. Consequently, binding curves and concentration-response relationshipsfor receptor agonists have no straightforward interpretation. This problem, theaffinity-efficacy problem, remains overlooked and misunderstood despite itbeing recognised in 1987. To avoid the further propagation of thismisunderstanding, we propose that the affinity-efficacy problem should beincluded in the core curricula for pharmacology undergraduates proposed by theBritish Pharmacological Society and IUPHAR.
受体理论中的一个根本性错误导致了人们对如何估算激动剂的亲和力和药效的长期误解。这些特性密不可分,在配体结合引起受体构象变化的任何情况下都不能轻易分开。因此,受体激动剂的结合曲线和浓度-反应关系无法直接解释。尽管人们在 1987 年就认识到了这一问题,即咖啡因效力问题,但它仍然被忽视和误解。为了避免这种误解的进一步传播,我们建议将亲和力-效价问题纳入英国药理学会和国际药学联合会提议的药理学本科生核心课程中。
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引用次数: 0
Gradients of brain organization: Smooth sailing from methods development to user community 大脑组织的梯度:从方法开发到用户社区的顺利进行
Pub Date : 2024-02-16 DOI: arxiv-2402.11055
Jessica Royer, Casey Paquola, Sofie L. Valk, Matthias Kirschner, Seok-Jun Hong, Bo-yong Park, Richard A. I. Bethlehem, Robert Leech, B. T. Thomas Yeo, Elizabeth Jefferies, Jonathan Smallwood, Daniel Margulies, Boris C. Bernhardt
Multimodal neuroimaging grants a powerful in vivo window into the structureand function of the human brain. Recent methodological and conceptual advanceshave enabled investigations of the interplay between large-scale spatialtrends, or gradients, in brain structure and function, offering a framework tounify principles of brain organization across multiple scales. Strong communityenthusiasm for these techniques has been instrumental in their widespreadadoption and implementation to answer key questions in neuroscience. Followinga brief review of current literature on this framework, this perspective paperwill highlight how pragmatic steps aiming to make gradient methods moreaccessible to the community propelled these techniques to the forefront ofneuroscientific inquiry. More specifically, we will emphasize how interest forgradient methods was catalyzed by data sharing, open-source softwaredevelopment, as well as the organization of dedicated workshops led by adiverse team of early career researchers. To this end, we argue that thegrowing excitement for brain gradients is the result of coordinated andconsistent efforts to build an inclusive community and can serve as a case inpoint for future innovations and conceptual advances in neuroinformatics. Weclose this perspective paper by discussing challenges for the continuousrefinement of neuroscientific theory, methodological innovation, and real-worldtranslation to maintain our collective progress towards integrated models ofbrain organization.
多模态神经成像为了解人类大脑的结构和功能提供了一个强大的活体窗口。最近在方法论和概念上的进步使人们能够研究大脑结构和功能的大尺度空间趋势或梯度之间的相互作用,提供了一个框架来确定跨多个尺度的大脑组织原理。社会各界对这些技术的强烈热情有助于它们被广泛采用和实施,以回答神经科学中的关键问题。在简要回顾了有关该框架的现有文献之后,这篇视角论文将着重介绍旨在使梯度方法更容易为社会所接受的务实步骤是如何将这些技术推向神经科学探索的前沿的。更具体地说,我们将强调数据共享、开源软件开发以及由不同的早期职业研究人员团队领导的专门研讨会是如何促进人们对梯度方法的兴趣的。为此,我们认为,脑梯度研究的日益兴盛是建立一个包容性社区的协调和持续努力的结果,可以作为神经信息学未来创新和概念进步的一个案例。最后,我们讨论了神经科学理论的不断完善、方法论的创新和现实世界的转化所面临的挑战,以保持我们在脑组织综合模型方面的集体进步。
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引用次数: 0
Brief overview on Bacteriophage therapy; Alternative to Antibiotics 噬菌体疗法简介;抗生素的替代疗法
Pub Date : 2024-02-15 DOI: arxiv-2402.10245
Rameen Atique, Hafiza Arshi Saeed, Bushra Anwar, Tehreem Rana, Ayesha Haidar, Ayesha Muazzam, Areesha Naveed, Javeria Sharif, Aqsa Perveen, Hafiza Rida Fatima, Abdul Samad
The term bacteriophage means killer or eater of bacteria. They were initiallydiscovered by F.W. Twort and later on, Felix d'Herelle unveiled them to theworld in 1910. Phage therapy has arisen as a favorable option to conventionalantibiotics by reducing the multinational problem of increasing antibacterialresistance. These virulent viruses particularly prey on and contaminatebacterial strains and aid in fighting bacterial diseases. Researchers areperforming various clinical trials on the bacteriophage to tackle pathogenicbacterial infections, varying from typical illnesses to highly invulnerablebiofilms that cannot be treated with antibiotics. The primary experimentsdemonstrated that phage therapy has fewer consequences than traditionalantimicrobial drugs. It is safer to use and show results within a few days.Although phage therapy has a wide range of promising results, but it alsoencounters diverse obstacles. One is that they are host-specific and can merelybe used for personalized therapy. As thousands of bacteria can cause disease,clinicians have to construct a library of phage viruses. For successfultreatment, an analysis of versatility, stability, and immune interferencerelated to bacteriophage is necessary. Phage therapy is an excellent substitutefor antibiotics as it illustrates a living base for the treatment of infectionsand it is climate-friendly. It only targets the pathogenic cells and has lessinfluence on the normal microbiota. Regardless of the challenges and problems,phage therapy is approved as a beneficial approach to combating contagiousinfections.
噬菌体一词的意思是细菌的杀手或食者。噬菌体最初是由 F.W. Twort 发现的,后来 Felix d'Herelle 于 1910 年将其公诸于世。噬菌体疗法的出现减少了抗菌药耐药性不断增强的跨国问题,是传统抗生素的有利选择。噬菌体病毒尤其能捕食和污染细菌菌株,帮助对抗细菌性疾病。研究人员正在对噬菌体进行各种临床试验,以应对病原性细菌感染,包括从典型疾病到无法用抗生素治疗的高致病性生物膜。主要实验证明,噬菌体疗法比传统抗菌药物的后果更少。虽然噬菌体疗法取得了一系列令人鼓舞的成果,但它也遇到了各种各样的障碍。其一,噬菌体具有宿主特异性,只能用于个性化治疗。由于可以致病的细菌成千上万,临床医生必须构建一个噬菌体病毒库。为了成功治疗,有必要对噬菌体的多功能性、稳定性和免疫干扰进行分析。噬菌体疗法是抗生素的绝佳替代品,因为它为治疗感染提供了一个有生命的基础,而且对气候无害。它只针对病原细胞,对正常微生物群的影响较小。无论存在哪些挑战和问题,噬菌体疗法都被认为是抗击传染性感染的有益方法。
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引用次数: 0
Development of an updated, comprehensive food composition database for Australian-grown horticultural commodities 为澳大利亚种植的园艺产品开发最新的综合食品成分数据库
Pub Date : 2024-02-09 DOI: arxiv-2402.06169
Eleanor Dunlop, Judy Cunningham, Paul Adorno, Shari Fatupaito, Stuart K Johnson, Lucinda J Black
Australian agriculture supplies many horticultural commodities to domesticand international markets; however, food composition data for many commoditiesare outdated or unavailable. We produced an up-to-date, nationallyrepresentative dataset of up to 148 nutrients and related components in 92Australian-grown fruit (fresh n=39, dried n=6), vegetables (n=43) and nuts(n=4) by replacing outdated data (pre-2000), confirming concentrations ofimportant nutrients and retaining relevant existing data. Primary samples (n =902) were purchased during peak growing season in Sydney, Melbourne and Perthbetween June 2021 and May 2022. While new data reflect current growingpractices, varieties, climate and analytical methods, few notable differenceswere found between old and new data where methods of analysis are comparable.The new data will be incorporated into the Australian Food CompositionDatabase, allowing free online access to stakeholders. The approach used couldserve as a model for cost-effective updates of national food compositiondatabases worldwide.
澳大利亚农业向国内和国际市场供应许多园艺产品;然而,许多产品的食品成分数据已经过时或无法获得。我们通过替换过时的数据(2000 年以前的数据)、确认重要营养成分的浓度和保留现有的相关数据,建立了一个最新的、具有全国代表性的数据集,其中包含 92 种澳大利亚种植的水果(新鲜水果 39 种,干水果 6 种)、蔬菜(43 种)和坚果(4 种)中多达 148 种营养成分和相关成分。原始样本(n = 902)于 2021 年 6 月至 2022 年 5 月期间在悉尼、墨尔本和珀斯的生长旺季购买。虽然新数据反映了当前的种植方法、品种、气候和分析方法,但在分析方法可比的情况下,新旧数据之间几乎没有明显差异。新数据将纳入澳大利亚食品成分数据库,供利益相关者免费在线访问。所采用的方法可作为全球国家食品成分数据库成本效益更新的典范。
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引用次数: 0
Use of a Golden Gate plasmid set enabling scarless MoClo-compatible transcription unit assembly 使用 "金门 "质粒组,实现与 MoClo 兼容的无痕转录单元组装
Pub Date : 2024-02-05 DOI: arxiv-2402.03410
Stijn T. de Vries, Laura Kley, Daniel Schindler
Golden Gate cloning has become a powerful and widely used DNA assemblymethod. Its modular nature and the reusability of standardized parts allowrapid construction of transcription units and multi-gene constructs.Importantly, its modular structure makes it compatible with laboratoryautomation, allowing for systematic and highly complex DNA assembly. GoldenGate cloning relies on Type IIS enzymes that cleave an adjacent undefinedsequence motif at a defined distance from the directed enzyme recognitionmotif. This feature has been used to define hierarchical Golden Gate assemblystandards with defined overhangs ("fusion sites") for defined part libraries.The simplest Golden Gate standard would consist of three part libraries, namelypromoter, coding and terminator sequences, respectively. Each library wouldhave defined fusion sites, allowing a hierarchical Golden Gate assembly togenerate transcription units. Typically, Type IIS enzymes are used, whichgenerate four nucleotide overhangs. This results in small scar sequences inhierarchical DNA assemblies, which can affect the functionality oftranscription units. However, there are enzymes that generate three nucleotideoverhangs, such as SapI. Here we provide a step-by-step protocol on how to useSapI to assemble transcription units using the start and stop codon forscarless transcription unit assembly. The protocol also provides guidance onhow to perform multi-gene Golden Gate assemblies with the resultingtranscription units using the Modular Cloning standard. The transcription unitsexpressing fluorophores are used as an example.
金门克隆已成为一种功能强大、应用广泛的 DNA 组装方法。重要的是,它的模块化结构使其与实验室自动化兼容,可以进行系统化和高度复杂的 DNA 组装。GoldenGate 克隆依靠的是 IIS 型酶,这种酶可以在与定向酶识别基元之间的确定距离上裂解相邻的未定义序列基元。最简单的金门标准由三个部分库组成,分别是启动子序列、编码序列和终止子序列。最简单的金门标准由三个部分库组成,分别是启动子序列、编码序列和终止子序列。每个部分库都有确定的融合位点,允许分级金门组装以生成转录单元。通常使用 IIS 型酶,它能产生四个核苷酸的悬垂。这会导致分层 DNA 组装中出现小的疤痕序列,从而影响转录单元的功能。不过,也有一些酶能产生三个核苷酸的悬垂,如 SapI。在此,我们提供了一个分步方案,说明如何使用 SapI 利用起始密码子和终止密码子组装转录单位,以实现无痕转录单位组装。该方案还提供了如何使用模块化克隆标准对得到的转录单位进行多基因金门组装的指导。以表达荧光团的转录单位为例。
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引用次数: 0
期刊
arXiv - QuanBio - Other Quantitative Biology
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