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Simplified ischemia-free liver transplantation with continuous normothermic machine perfusion. 简化无缺血肝移植与持续恒温机灌注。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-06 DOI: 10.1038/s41596-025-01321-x
Yunhua Tang, Tielong Wang, Honghui Chen, Zhixin Liang, Yefu Li, Yamki Leung, Maogen Chen, Weiqiang Ju, Dongping Wang, Xiaofeng Zhu, Yi Ma, Anbin Hu, Yinghua Chen, Xiaoshun He, Qiang Zhao, Zhiyong Guo

The persistent disparity between organ donation rates and clinical demand has driven the increasing use of extended-criteria donor livers. However, conventional static cold storage inadequately preserves extended-criteria donor with severe ischemia-reperfusion injury (IRI), contributing to high rates of mortality and morbidity. Although different machine perfusion technologies have been used to reduce IRI in clinical practice, organ ischemia remains unavoidable throughout the entire transplantation procedure. To minimize IRI to the greatest extent possible, we developed a novel ischemia-free liver transplantation (IFLT) method based on surgical innovation and continuous normothermic machine perfusion. IFLT not only effectively preserves graft quality but also expands the donor pool, making it possible to utilize high-risk livers. Classic IFLT increases the complexity of donor liver procurement and prolongs the anhepatic phase during implantation. Here we develop a simplified IFLT (SIFLT) technique. By streamlining the donor liver retrieval procedure and optimizing the sequence of vascular anastomosis during implantation, the efficacy and safety data for SIFLT are comparable to those of classic IFLT, with similar rates of postoperative complications, graft survival and patient survival. Thus, SIFLT represents a more efficient, safer and widely applicable approach to minimize organ ischemia, offering a robust strategy to improve outcomes and maximize organ utilization.

器官捐献率和临床需求之间的持续差异促使越来越多地使用扩展标准的供体肝脏。然而,传统的静态冷库不能充分保存严重缺血再灌注损伤(IRI)的扩展标准供体,导致高死亡率和发病率。尽管在临床实践中使用了不同的机器灌注技术来减少IRI,但器官缺血在整个移植过程中仍然是不可避免的。为了最大限度地减少IRI,我们开发了一种基于外科创新和持续恒温机器灌注的新型无缺血肝移植(IFLT)方法。IFLT不仅有效地保持了移植物质量,而且扩大了供体池,使利用高危肝脏成为可能。经典IFLT增加了供体肝脏获取的复杂性,延长了植入期间的无肝期。在这里,我们开发了一种简化的IFLT (SIFLT)技术。通过简化供肝回收程序和优化植入过程中血管吻合的顺序,SIFLT的疗效和安全性数据与经典IFLT相当,术后并发症发生率、移植物存活率和患者生存率相似。因此,SIFLT是一种更有效、更安全、广泛适用的方法,可以最大限度地减少器官缺血,为改善预后和最大限度地利用器官提供了强有力的策略。
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引用次数: 0
Designing and testing CRISPRi-based synthetic gene circuits in plants. 在植物中设计和测试基于crispr的合成基因电路。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-04 DOI: 10.1038/s41596-025-01312-y
Adil Khan, Gabrielle Herring, Jia Yuan Zhu, Milly Petterson, Ryan Lister

Synthetic gene circuits are powerful tools for precisely programming gene expression and introducing novel cellular functions. However, their development and application in plants has lagged behind other systems, due mainly to the limited availability of modular genetic parts. We recently developed a CRISPR interference (CRISPRi)-based synthetic gene circuit system for programming gene expression in plants. Using a robust and high-throughput protoplast-based dual luciferase assay, we demonstrated the development, testing and functionality of these circuits in various plant species. Here we detail the key design principles and considerations for building and testing programmable and reversible CRISPRi-based gene circuits in plants. We also provide detailed procedures for isolating protoplasts from multiple plant species, including Arabidopsis thaliana, Brassica napus, Triticum aestivum and Physcomitrium patens. Furthermore, we provide step-by-step instructions for the 96-well plate-based protoplast transfection assay for testing genetic parts and synthetic circuits, using a dual luciferase assay. The detailed descriptions of these developed systems will enhance the efficiency and reproducibility of the construction, testing, and implementation of synthetic gene circuits in a variety of plant species. This protocol enables the design and testing of CRISPRi-based gene circuits in plants within ~4 weeks.

合成基因电路是精确编程基因表达和引入新的细胞功能的有力工具。然而,它们在植物中的开发和应用滞后于其他系统,主要原因是模块化遗传部分的可用性有限。我们最近开发了一种基于CRISPR干扰(CRISPRi)的合成基因电路系统,用于编程植物基因表达。利用一个强大的、高通量的基于原生质体的双荧光素酶测定,我们展示了这些电路在各种植物物种中的发展、测试和功能。在这里,我们详细介绍了在植物中构建和测试可编程和可逆的基于crispr的基因电路的关键设计原则和考虑因素。我们还提供了从多种植物中分离原生质体的详细步骤,包括拟南芥、甘蓝型油菜、小麦和立灰菌。此外,我们还提供了96孔板原生质体转染试验的分步说明,用于测试遗传部分和合成电路,使用双荧光素酶测定。这些系统的详细描述将提高在各种植物物种中构建、测试和实施合成基因电路的效率和可重复性。该方案能够在大约4周内在植物中设计和测试基于crispr的基因回路。
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引用次数: 0
INFOGEST Quant: standardized in vitro determination of digestibility and DIAAS of dietary proteins based on the INFOGEST static digestion model. INFOGEST定量:基于INFOGEST静态消化模型,对日粮蛋白质的消化率和DIAAS进行了标准化的体外测定。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-03 DOI: 10.1038/s41596-025-01307-9
Lotti Egger, Ana Blanco-Doval, Raquel Sousa, Cédric Brügger, Eliane Binz, André Brodkorb, Didier Dupont, Isidra Recio, Reto Portmann

This protocol describes a standardized in vitro method to determine the digestibility and digestible indispensable amino acid score (DIAAS) of dietary proteins. This 'INFOGEST Quant' method is an extension of our previous INFOGEST static digestion model (INFOGEST 2.0) and adds a workflow for the quantification of total protein digestibility, individual amino acid digestibility and DIAAS. The protocol was validated using in vivo data obtained by digesting the same food samples, and the results showed a high degree of agreement, confirming its relevance for nutritional assessments. To establish the DIAAS of a protein source, nonabsorbable peptides and proteins are precipitated after in vitro digestion and the resulting absorbable fraction is analyzed using ultrahigh-performance liquid chromatography with ultraviolet detection (to assess total and individual amino acids). Two alternative quantification strategies are also described: protein titration using the Kjeldahl method (to assess total nitrogen) and spectrophotometric analysis with o-phthalaldehyde (to assess total amino groups). Both alternative methods are valid only for the calculation of total digestibility and the proxy-digestible indispensable amino acid ratio, which gives an approximation of the DIAAS of the tested protein sources. Compared to existing approaches, this protocol is suitable for routine application in nutrition and food science laboratories. The preparatory steps take ~6 d, whereas the full workflow can be completed in triplicate in ~8 d. Analysis of the digesta takes an additional 3-5 d, depending on the method. The procedure requires only standard laboratory equipment and reagents and can be performed by anyone with basic training in biochemistry or a related discipline.

本方案描述了一种测定日粮蛋白质消化率和可消化必需氨基酸评分(DIAAS)的标准化体外方法。这种“INFOGEST定量”方法是我们之前的INFOGEST静态消化模型(INFOGEST 2.0)的扩展,并增加了一个量化总蛋白质消化率、单个氨基酸消化率和DIAAS的工作流程。通过消化相同食物样本获得的体内数据验证了该方案,结果显示出高度的一致性,证实了其与营养评估的相关性。为了建立蛋白质来源的DIAAS,在体外消化后沉淀不可吸收的肽和蛋白质,并使用紫外检测的超高效液相色谱分析所得可吸收部分(以评估总氨基酸和单个氨基酸)。还描述了两种可选的定量策略:使用凯氏定氮法的蛋白质滴定(评估总氮)和邻苯二醛分光光度分析(评估总氨基)。这两种方法仅适用于计算总消化率和替代消化必需氨基酸比率,这两种方法给出了所测蛋白质源DIAAS的近似值。与现有方法相比,该方案适合营养和食品科学实验室的常规应用。准备步骤需要约6天,而整个工作流程可以在约8天内完成三份。根据方法的不同,消化物的分析需要额外的3-5天。该过程只需要标准的实验室设备和试剂,任何受过生物化学或相关学科基础培训的人都可以进行。
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引用次数: 0
Secreted luciferases as a minimally invasive 3R-compliant tool for accurate monitoring of tumor burden. 分泌荧光素酶作为一种符合3r标准的微创工具,用于准确监测肿瘤负荷。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-03 DOI: 10.1038/s41596-025-01315-9
Nastasja Merle, Imke Bullwinkel, Oleg Timofeev, Sabrina Elmshäuser, Thorsten Stiewe

Preclinical mouse models are indispensable in cancer research, providing insights into tumor biology and therapeutic responses. This protocol describes a minimally invasive blood-based tumor monitoring approach using secreted luciferases for longitudinal tracking of tumor burden in transplantable xenografts and genetically engineered mouse models. Unlike intracellular luciferases used in bioluminescence imaging, secreted luciferases are actively released into circulation, enabling precise quantification from microliter-scale blood samples. We describe a transplantable model, where tumor cells are labeled in vitro using lentiviral transduction before engraftment. Orthogonal secreted luciferases enable multiplexed analysis of distinct tumor populations within a single host, reducing animal numbers and enhancing data density. We also describe an autochthonous lung cancer model, where intratracheal adenoviral delivery of Cre recombinase and CRISPR nucleases induces tumorigenesis through somatic genome editing while activating a conditional secreted luciferase reporter transgene. Tumor-bearing mice undergo routine blood sampling, with luciferase activity measured ex vivo to quantify viable tumor burden. Compared to imaging techniques, this method eliminates anesthesia and contrast agents, minimizing animal stress and enabling frequent monitoring with superior temporal resolution and reduced logistical complexity. The protocol requires only standard molecular biology skills and basic mouse handling expertise. While tumor labeling and growth duration is model dependent, blood sampling requires ~5 min per animal, with all samples from one cohort processed and measured together within 2 h. This approach provides an accessible, cost-effective and scalable alternative to imaging-based tumor monitoring, that is aligned with the 3Rs principles, offering a powerful and ethically sound platform for preclinical cancer research.

临床前小鼠模型在癌症研究中是不可或缺的,提供了对肿瘤生物学和治疗反应的见解。该方案描述了一种微创血液肿瘤监测方法,利用分泌的荧光素酶对可移植异种移植物和基因工程小鼠模型的肿瘤负荷进行纵向跟踪。与生物发光成像中使用的细胞内荧光素酶不同,分泌的荧光素酶被主动释放到循环中,从而能够从微升尺度的血液样本中进行精确定量。我们描述了一个可移植的模型,其中肿瘤细胞在植入前在体外使用慢病毒转导进行标记。正交分泌的荧光素酶能够在单个宿主内对不同的肿瘤群体进行多重分析,减少动物数量并提高数据密度。我们还描述了一个本地肺癌模型,其中气管内腺病毒递送Cre重组酶和CRISPR核酸酶通过体细胞基因组编辑诱导肿瘤发生,同时激活条件分泌的荧光素酶报告基因。荷瘤小鼠接受常规血液采样,在体外测量荧光素酶活性,以量化活的肿瘤负荷。与成像技术相比,该方法消除了麻醉和造影剂,最大限度地减少了动物压力,并能够以更高的时间分辨率进行频繁监测,降低了后勤复杂性。该方案只需要标准的分子生物学技能和基本的老鼠处理专业知识。虽然肿瘤标记和生长持续时间取决于模型,但每只动物的血液采样需要约5分钟,来自一个队列的所有样本在2小时内一起处理和测量。这种方法提供了一种可访问的,具有成本效益和可扩展的替代方案,以成像为基础的肿瘤监测,符合3Rs原则,为临床前癌症研究提供了强大且合乎伦理的平台。
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引用次数: 0
Conjugation of hydrophobic drugs to motile pRNA 4WJ nanoparticles for spontaneous tumor targeting and undetectable toxicity. 疏水药物与可运动pRNA 4WJ纳米颗粒的偶联,用于自发肿瘤靶向和不可检测的毒性。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-03 DOI: 10.1038/s41596-025-01306-w
Daniel W Binzel, Kai Jin, Tesla Yudhistira, Peixuan Guo

Chemotherapeutics are widely used in cancer treatments, but their toxicity, bioavailability and solubility present challenges. RNA nanotechnology has emerged as a promising modality for targeted delivery of chemotherapeutics. Structurally, RNA is thermostable, while conformationally it is dynamic and flexible. RNA's unique deformability and motility lead to rapid spontaneous tumor accumulation and glomerular excretion, thus fast body clearance, while its anionic charge and favorable small size prevent accumulation in vital organs, resulting in undetectable toxicity. We developed branched 4-way junction (4WJ) nanoparticles that were stable with a melting temperature >80 °C, even when conjugated with 24 drugs per 4WJ. Each 4WJ RNA component strand can conjugate six molecules of hydrophobic chemotherapeutic drugs, such as camptothecin, paclitaxel and SN-38. Thus, each 4WJ carries a total of 24 drug molecules spaced to prevent aggregation. RNA conjugation improved paclitaxel water solubility 32,000-fold. This protocol describes the construction of 4WJ RNA drug complexes for cancer therapy. Specific procedures include the modification of chemical drugs, conjugation of multiple prodrug molecules to each synthesized RNA component strand, assembly of RNA nanoparticles and their purification and characterization. Prodrugs are conjugated to RNA nanoparticles via efficient click chemistry, creating an ester linker that is cleaved by esterases in tumor tissues or cells, allowing the prodrugs to return back to their original structures and chemistry upon delivery and release, minimizing toxicity. Inclusion of tumor targeting ligands demonstrated specific delivery of high payload chemotherapeutics to tumors, controlled release of chemical drugs and strong tumor inhibition.

化疗药物广泛应用于癌症治疗,但其毒性、生物利用度和溶解性存在挑战。RNA纳米技术已经成为化疗药物靶向递送的一种有前途的方式。在结构上,RNA是耐热的,而在构象上,它是动态的和灵活的。RNA独特的可变形性和运动性导致肿瘤自发积聚和肾小球排泄迅速,机体清除迅速,而其阴离子电荷和有利的小体积阻止了重要器官的积聚,毒性难以检测。我们开发了分枝4路结(4WJ)纳米颗粒,即使在每4WJ结合24种药物时,其在熔化温度为80°C时也是稳定的。每条4WJ RNA组成链可偶联6个疏水化疗药物分子,如喜树碱、紫杉醇、SN-38等。因此,每个4WJ总共携带24个药物分子,间隔以防止聚集。RNA偶联使紫杉醇水溶性提高32000倍。本方案描述了用于癌症治疗的4WJ RNA药物复合物的构建。具体步骤包括化学药物的修饰,多个前药分子与每个合成的RNA成分链的结合,RNA纳米颗粒的组装及其纯化和表征。前药通过高效的点击化学与RNA纳米颗粒结合,形成一个酯连接体,被肿瘤组织或细胞中的酯酶切割,使前药在递送和释放时恢复到原来的结构和化学性质,从而最大限度地减少毒性。肿瘤靶向配体的包含证明了高载荷化疗药物特异性递送到肿瘤,化学药物的控制释放和强肿瘤抑制。
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引用次数: 0
Magnetoencephalography in human neuroscience research: planning, piloting, implementation and quality assurance. 脑磁图在人类神经科学研究中的应用:规划、试点、实施和质量保证。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-02 DOI: 10.1038/s41596-025-01295-w
Natalie M Bell, Mahak Virlley, Zabecca S Brinson, Fang F Yu, Tyrell Pruitt, Adriana E Ohm, Ben Wagner, Laura H Lacritz, Heidi Rossetti, C Munro Cullum, Amil M Shah, Joseph A Maldjian, Elizabeth M Davenport, Amy L Proskovec

The high spatiotemporal resolution of noninvasive magnetoencephalographic (MEG) functional brain imaging provides a rich portrayal of brain network dynamics and enhances its versatility in neuroscience and beyond. However, MEG is notably less used in research settings relative to other neuroimaging modalities such as functional MRI. Here we describe a protocol for integrating MEG into research studies, using the Dallas Hearts and Minds Study (DHMS) as an illustrative example. Existing resources on MEG research best practices have restricted focus to primarily data acquisition, processing and analysis steps. We extend upon these works by outlining strategies for four stages of MEG research: (1) planning, (2) piloting, (3) implementing the procedure and (4) maintaining quality assurance. In doing so, we describe methodological considerations that enhance MEG procedure efficiency, align MEG implementation with research goals, improve data quality, reduce participant burden and optimize the financial resources needed. We also discuss the special considerations appropriate for large, multidisciplinary, population-based studies. We include an analysis of the DHMS MEG pilot data and results, providing example data on a publicly available repository ( https://git.biohpc.swmed.edu/ansir/utsw-meg-study-repository ), and collate many other resources to facilitate adaptation of the protocol. This resource aims to support trainees, researchers and clinician scientists in deploying MEG effectively and encourage its broader use in diverse research settings. The MEG experimental procedure used in the DHMS (stage 3) requires ~2 h, and DHMS pilot and main study data acquisition spanned ~5 years. The entire protocol requires multiple months to years depending on study size.

无创脑磁图(MEG)功能脑成像的高时空分辨率提供了丰富的脑网络动态描述,并增强了其在神经科学和其他领域的多功能性。然而,与其他神经成像方式(如功能性MRI)相比,MEG在研究环境中的应用明显较少。在这里,我们描述了一个将MEG整合到研究中的方案,并以达拉斯心灵研究(DHMS)为例进行说明。关于脑磁图研究最佳实践的现有资源主要局限于数据采集、处理和分析步骤。我们通过概述MEG研究的四个阶段的策略来扩展这些工作:(1)规划,(2)试点,(3)实施程序,(4)保持质量保证。在此过程中,我们描述了提高MEG程序效率的方法学考虑,使MEG的实施与研究目标保持一致,提高数据质量,减轻参与者负担并优化所需的财务资源。我们还讨论了适合大型、多学科、基于人群的研究的特殊考虑。我们对DHMS MEG试点数据和结果进行了分析,在一个公开可用的存储库(https://git.biohpc.swmed.edu/ansir/utsw-meg-study-repository)上提供了示例数据,并整理了许多其他资源,以促进协议的调整。该资源旨在支持受训人员、研究人员和临床科学家有效地部署脑磁图,并鼓励其在不同的研究环境中更广泛地使用。DHMS(第三阶段)中使用的MEG实验程序需要约2小时,DHMS中试和主要研究数据采集跨越约5年。根据研究规模的不同,整个方案需要几个月到几年的时间。
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引用次数: 0
Direct delivery of assay reagents to extracellular vesicles in liquid biopsies for biomarker analysis. 用于生物标志物分析的液体活检细胞外囊泡直接递送试剂。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-30 DOI: 10.1038/s41596-025-01317-7
Bo Ning, Long Chen, Brady M Youngquist, Christopher J Lyon, Yun Su, Tony Hu

Extracellular vesicles (EVs), present in blood as well as other biological fluids, encapsulate nucleic acid biomarkers used for diagnosis, prognosis and treatment monitoring of disease via minimally invasive liquid biopsy. EVs are a reliable source of biomarkers because their contents reflect the cells from which they are derived, and their lipid bilayer membranes protect nucleic acids from degradation. Previously, analyzing EVs in blood was difficult because of time-consuming, labor-intensive EV isolation methods. Here, we provide a protocol for an EV detection approach in which reagent-loaded liposomes fuse with EVs directly in patient blood to sensitively detect RNA within the EVs. In this 'liposome-EV fusion assay', antibodies capture EVs in blood, and reagent-loaded liposomes initiate liposome-EV fusion and CRISPR-based nucleic acid detection. We originally used this assay to detect EV-encapsulated viral RNA and accurately diagnose infectious diseases from patient plasma. It has since been adopted by many other research groups to detect mRNA, microRNA, DNA, DNA mutations and EV surface proteins in a variety of patient-derived tumor samples, incorporating enzymatic and nonenzymatic detection reagents and different diagnostic readouts. As a clinical and research tool, this approach has great potential for the diagnosis, treatment and study of cancer, infectious diseases and neurological dysfunction.

细胞外囊泡(EVs)存在于血液和其他生物液体中,通过微创液体活检封装核酸生物标志物,用于疾病的诊断、预后和治疗监测。电动汽车是一种可靠的生物标志物来源,因为它们的含量反映了它们来自的细胞,它们的脂质双层膜保护核酸不被降解。以前,分析血液中的EV是很困难的,因为分离EV的方法既耗时又费力。在这里,我们提供了一种EV检测方法的方案,在该方法中,负载试剂的脂质体直接与患者血液中的EV融合,以灵敏地检测EV中的RNA。在这种“脂质体- ev融合试验”中,抗体捕获血液中的ev,试剂负载脂质体启动脂质体- ev融合和基于crispr的核酸检测。我们最初使用这种方法检测ev包膜病毒RNA,并从患者血浆中准确诊断传染病。此后,许多其他研究小组采用它来检测各种患者来源的肿瘤样本中的mRNA, microRNA, DNA, DNA突变和EV表面蛋白,结合酶和非酶检测试剂以及不同的诊断读数。作为一种临床和研究工具,该方法在癌症、传染病和神经功能障碍的诊断、治疗和研究方面具有很大的潜力。
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引用次数: 0
Integrated fluorescence light microscopy-guided cryo-focused ion beam-milling for in situ montage cryo-ET. 集成荧光显微镜引导低温聚焦离子束铣削原位蒙太奇低温et。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-30 DOI: 10.1038/s41596-025-01284-z
Jie E Yang, Veronika Vrbovská, Joshua M Mitchell, Tilman Franke, Bryan S Sibert, Matt R Larson, Alexander S Hall, Alex Rigort, Deane F Mosher, John Mitchels, Elizabeth R Wright

Cryogenic-electron tomography (cryo-ET) permits the in situ visualization of biological macromolecules at the molecular level. Owing to the variable thickness of cells, tissues and organisms, frozen specimens may need to be thinned by cryo-focused ion beam (FIB) milling to produce thin (<500 nm) cryo-lamellae suitable for cryo-ET. Locating regions of interest remains a challenge because untargeted milling can lead to inadvertent ablation and removal of regions of interest. Correlative light and electron microscopy, combined with cryo-FIB milling, can guide the identification of labeled targets in the cellular milieu. Multiple transfers between cryo-imaging instruments, cumbersome correlation algorithms, limited accuracy and low throughput have hindered the routine adoption of cryo-FIB milling within a multimodal correlative workflow for in situ structural biology. Here we present a workflow for 3D correlative cryo-fluorescence light microscopy-FIB-ET that streamlines fluorescence light microscopy-guided FIB milling, improving throughput while preserving both structural and contextual information. The complete integration of hardware and software described here minimizes sample contamination from cross-platform exchanges and greatly enhances the efficiency of 3D targeting in cryo-milling. We then describe procedures for implementing montage parallel array cryo-ET (MPACT), which can be easily adapted to any modern life-science transmission electron microscope. MPACT supports high-throughput cryo-ET acquisitions (10 tilt series in 1.5 h) for structure determination and comprehensive contextual understanding of macromolecules within their native surroundings. A complete session from sample preparation to MPACT data processing takes 5-7 d for an individual experienced in both cryo-EM and cryo-FIB milling.

低温电子断层扫描(cryo-ET)允许在分子水平上对生物大分子进行原位可视化。由于细胞、组织和生物体的厚度不同,冷冻标本可能需要通过低温聚焦离子束(FIB)铣削来变薄。
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引用次数: 0
CellRank: consistent and data view agnostic fate mapping for single-cell genomics. CellRank:单细胞基因组学的一致性和数据视图不可知的命运映射。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-29 DOI: 10.1038/s41596-025-01314-w
Philipp Weiler, Fabian J Theis

Single-cell RNA sequencing quantifies biological samples at an unprecedented scale, allowing us to decipher biological differentiation dynamics such as normal development or disease progression. As conventional single-cell RNA sequencing experiments are destructive by nature, reconstructing cellular trajectories computationally is an essential aspect of analysis pipelines. To infer trajectories in a consistent and scalable manner, we have developed CellRank. In its first iteration, CellRank quantitatively recovered trajectories from RNA velocity estimates and transcriptomic similarity. Given these data views, CellRank constructed a cell-cell transition matrix, inducing a Markov chain to automatically infer terminal states and describe their lineage formation. However, CellRank did not enable incorporating complementary data views such as experimental time points, pseudotime or stemness potential. To facilitate these and future views, CellRank 2 generalizes CellRank's trajectory inference framework to multiview single-cell data, leading to a general and scalable framework for cellular fate mapping. Overall, the CellRank framework enables the consistent quantification of cellular fate, combining complementary views and analyzing lineage priming consistently. Here we provide detailed protocols on how to run exemplary CellRank analyses at scale and across different data views. Using CellRank requires basic apprehension and knowledge of single-cell omics data and the Python programming language.

单细胞RNA测序以前所未有的规模量化生物样品,使我们能够破译生物分化动力学,如正常发育或疾病进展。由于传统的单细胞RNA测序实验本质上具有破坏性,计算重建细胞轨迹是分析管道的一个重要方面。为了以一致和可扩展的方式推断轨迹,我们开发了CellRank。在第一次迭代中,CellRank定量地从RNA速度估计和转录组相似性中恢复轨迹。基于这些数据视图,CellRank构建了一个细胞-细胞转移矩阵,诱导一个马尔可夫链来自动推断终端状态并描述它们的谱系形成。然而,CellRank不允许合并补充数据视图,如实验时间点、假时间或干性势。为了方便这些和未来的视图,CellRank 2将CellRank的轨迹推断框架推广到多视图单细胞数据,从而形成一个通用的、可扩展的细胞命运映射框架。总的来说,CellRank框架能够一致地量化细胞命运,结合互补观点并一致地分析谱系启动。在这里,我们提供了关于如何在规模和不同数据视图上运行示例性CellRank分析的详细协议。使用CellRank需要对单细胞组学数据和Python编程语言的基本理解和知识。
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引用次数: 0
Tutorial: annotation of animal genomes. 教程:动物基因组注释。
IF 16 1区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-28 DOI: 10.1038/s41596-025-01301-1
Zoe A Clarke, Dustin J Sokolowski, Ciaran K Byles-Ho, Ruth Isserlin, Michael D Wilson, Jared T Simpson, Gary D Bader

As DNA sequencing technologies improve, it is becoming easier to sequence and assemble new genomes from non-model organisms. However, before a newly assembled genome sequence can be used as a reference, it must be annotated with genes and other features. This can be conducted by individual laboratories using publicly available software. Modern genome annotations integrate gene predictions from the assembled DNA sequence with gene homology information from other high-quality reference genomes and take into account functional evidence (e.g., protein sequences and RNA sequencing information). Many genome annotation pipelines exist but have varying accuracies, resource requirements and ease of use. This genome annotation Tutorial describes a streamlined genome annotation pipeline that can create high-quality genome annotations for animals in the laboratory. Our workflow integrates existing state-of-the-art genome annotation tools capable of annotating protein-coding and non-coding RNA genes. This Tutorial also guides the user on assigning gene symbols and annotating repeat regions. Finally, we describe additional tools to assess annotation quality and combine and format the results.

随着DNA测序技术的进步,从非模式生物中测序和组装新基因组变得越来越容易。然而,在新组装的基因组序列可以作为参考之前,必须对其进行基因和其他特征的注释。这可以由个别实验室使用公开可用的软件进行。现代基因组注释将来自组装DNA序列的基因预测与来自其他高质量参考基因组的基因同源性信息相结合,并考虑功能证据(例如蛋白质序列和RNA测序信息)。存在许多基因组注释管道,但其准确性、资源需求和易用性各不相同。本基因组注释教程描述了一个简化的基因组注释管道,可以在实验室中为动物创建高质量的基因组注释。我们的工作流程集成了现有的最先进的基因组注释工具,能够注释蛋白质编码和非编码RNA基因。本教程还指导用户分配基因符号和注释重复区域。最后,我们描述了用于评估注释质量以及合并和格式化结果的其他工具。
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