来自杂志 Nature 的文献。
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41.
小W
(2023-08-31 22:27):
#paper doi:https://doi.org/10.1038/s41586-023-06291-2 Large language models encode clinical knowledge 本文是谷歌一篇介绍医学LLM(大型语言模型)的文章。作者进行了以下工作,1. 提出了包含医学考试、研究和医患问答数据 的医学问答基准测试数据集MultiMedQA 2. 从科学基础、理解推理能力、答案准确和完整、误诊伤害等方面提出了人类对医学LMM的评估框架 3.基于Flan-PaLM模型,使用 instruction prompt tuning 迁移到新知识,生成 Med-PaLM 模型 4. 对 PaLM ,Flan-PaLM 和 Med-PaLM 模型进行评估,Med-PaLM 在其中几个指标上大大缩小了与临床医生的差距,还没找到试用。
Abstract:
Large language models (LLMs) have demonstrated impressive capabilities, but the bar for clinical applications is high. Attempts to assess the clinical knowledge of models typically rely on automated evaluations based …
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Large language models (LLMs) have demonstrated impressive capabilities, but the bar for clinical applications is high. Attempts to assess the clinical knowledge of models typically rely on automated evaluations based on limited benchmarks. Here, to address these limitations, we present MultiMedQA, a benchmark combining six existing medical question answering datasets spanning professional medicine, research and consumer queries and a new dataset of medical questions searched online, HealthSearchQA. We propose a human evaluation framework for model answers along multiple axes including factuality, comprehension, reasoning, possible harm and bias. In addition, we evaluate Pathways Language Model (PaLM, a 540-billion parameter LLM) and its instruction-tuned variant, Flan-PaLM on MultiMedQA. Using a combination of prompting strategies, Flan-PaLM achieves state-of-the-art accuracy on every MultiMedQA multiple-choice dataset (MedQA, MedMCQA, PubMedQA and Measuring Massive Multitask Language Understanding (MMLU) clinical topics), including 67.6% accuracy on MedQA (US Medical Licensing Exam-style questions), surpassing the prior state of the art by more than 17%. However, human evaluation reveals key gaps. To resolve this, we introduce instruction prompt tuning, a parameter-efficient approach for aligning LLMs to new domains using a few exemplars. The resulting model, Med-PaLM, performs encouragingly, but remains inferior to clinicians. We show that comprehension, knowledge recall and reasoning improve with model scale and instruction prompt tuning, suggesting the potential utility of LLMs in medicine. Our human evaluations reveal limitations of today's models, reinforcing the importance of both evaluation frameworks and method development in creating safe, helpful LLMs for clinical applications.
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42.
白鸟
(2023-08-30 10:19):
#paper doi:10.1038/s41586-023-06130-4. Nature, 2023, Hallmarks of transcriptional intratumour heterogeneity across a thousand tumours. 本文利用公开数据集发表nature文章,研究肿瘤内异质性ITH,进行系统的泛癌转录特征分析。文章整合77项scRNA-seq研究的数据,定义一个全面的泛癌图谱,该图谱描绘了转录ITH的11个“标志”。现在越来越多的研究利用公共数据,通过大样本研究共性和规律,科研结果也需要大量的样本作为证据链,此类文章的分析策略显得尤为重要。从错综复杂的数据中,抽丝剥茧,找到共性“元件”。另外,研究团队需要前期大量的知识积累和总结,来解释共性结论的合理性。在研究此课题前,已经有某些猜想构思。未来,随着HuBMAP和HTAN等研究联盟深入研究,通过不同组学不同维度构建出泛癌图谱,对肿瘤的发生发展会有更清晰的认识。
Abstract:
Each tumour contains diverse cellular states that underlie intratumour heterogeneity (ITH), a central challenge of cancer therapeutics. Dozens of recent studies have begun to describe ITH by single-cell RNA sequencing, …
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Each tumour contains diverse cellular states that underlie intratumour heterogeneity (ITH), a central challenge of cancer therapeutics. Dozens of recent studies have begun to describe ITH by single-cell RNA sequencing, but each study typically profiled only a small number of tumours and provided a narrow view of transcriptional ITH. Here we curate, annotate and integrate the data from 77 different studies to reveal the patterns of transcriptional ITH across 1,163 tumour samples covering 24 tumour types. Among the malignant cells, we identify 41 consensus meta-programs, each consisting of dozens of genes that are coordinately upregulated in subpopulations of cells within many tumours. The meta-programs cover diverse cellular processes including both generic (for example, cell cycle and stress) and lineage-specific patterns that we map into 11 hallmarks of transcriptional ITH. Most meta-programs of carcinoma cells are similar to those identified in non-malignant epithelial cells, suggesting that a large fraction of malignant ITH programs are variable even before oncogenesis, reflecting the biology of their cell of origin. We further extended the meta-program analysis to six common non-malignant cell types and utilize these to map cell-cell interactions within the tumour microenvironment. In summary, we have assembled a comprehensive pan-cancer single-cell RNA-sequencing dataset, which is available through the Curated Cancer Cell Atlas website, and leveraged this dataset to carry out a systematic characterization of transcriptional ITH.
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43.
大勇
(2023-07-31 23:24):
#paper Bergholz, J.S., Wang, Q., Wang, Q. et al. PI3Kβ controls immune evasion in PTEN-deficient breast tumours. Nature 617, 139-146 (2023). https://doi.org/10.1038/s41586-023-05940-w 这篇文献在机制方面并没有深入研究,但却是有很好的临床转化前景,在PTEN缺失的肿瘤中,PI3K发挥着重要作用,作者发现其中PI3Kβ是引起该类肿瘤免疫抑制的关键分子,靶向PI3Kβ-BMX-STAT3信号通路可以有效逆转免疫抑制的状态,而且可以促进免疫治疗的疗效
Abstract:
Loss of the PTEN tumour suppressor is one of the most common oncogenic drivers across all cancer types. PTEN is the major negative regulator of PI3K signalling. The PI3Kβ isoform …
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Loss of the PTEN tumour suppressor is one of the most common oncogenic drivers across all cancer types. PTEN is the major negative regulator of PI3K signalling. The PI3Kβ isoform has been shown to play an important role in PTEN-deficient tumours, but the mechanisms underlying the importance of PI3Kβ activity remain elusive. Here, using a syngeneic genetically engineered mouse model of invasive breast cancer driven by ablation of both Pten and Trp53 (which encodes p53), we show that genetic inactivation of PI3Kβ led to a robust anti-tumour immune response that abrogated tumour growth in syngeneic immunocompetent mice, but not in immunodeficient mice. Mechanistically, PI3Kβ inactivation in the PTEN-null setting led to reduced STAT3 signalling and increased the expression of immune stimulatory molecules, thereby promoting anti-tumour immune responses. Pharmacological PI3Kβ inhibition also elicited anti-tumour immunity and synergized with immunotherapy to inhibit tumour growth. Mice with complete responses to the combined treatment displayed immune memory and rejected tumours upon re-challenge. Our findings demonstrate a molecular mechanism linking PTEN loss and STAT3 activation in cancer and suggest that PI3Kβ controls immune escape in PTEN-null tumours, providing a rationale for combining PI3Kβ inhibitors with immunotherapy for the treatment of PTEN-deficient breast cancer.
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44.
张贝
(2023-07-31 23:10):
#paper Structural basis for DNMT3A-mediated de novo DNA methylation. Nature. 2018 Feb 15;554(7692):387-391.doi: 10.1038/nature25477. DNA甲基化会改变基因表达,调节基因组稳定性和细胞分化。在人体中,甲基化过程的失调与各种疾病,特别是癌症有关。DNMT3A和DNMT3B催化哺乳动物的从头甲基化过程,然而,DNMT3底物识别和酶特异性的机制仍不明确。本文报道了分辨率为2.6埃的DNMT3A-DNMT3L-DNA复合物晶体结构,其中两个DNMT3A单体同时攻击两个CpG二核苷酸,两个CpG位点间距离14个碱基对。DNMT3A- DNA相互作用包括一个靶向识别结构域、一个催化loop和DNMT3A同源二聚体interface。靶向识别结构域的Arg836与CpG进行关键作用,确保DNMT3A酶对CpG位点的偏好性。
Abstract:
DNA methylation by de novo DNA methyltransferases 3A (DNMT3A) and 3B (DNMT3B) at cytosines is essential for genome regulation and development. Dysregulation of this process is implicated in various diseases, …
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DNA methylation by de novo DNA methyltransferases 3A (DNMT3A) and 3B (DNMT3B) at cytosines is essential for genome regulation and development. Dysregulation of this process is implicated in various diseases, notably cancer. However, the mechanisms underlying DNMT3 substrate recognition and enzymatic specificity remain elusive. Here we report a 2.65-ångström crystal structure of the DNMT3A-DNMT3L-DNA complex in which two DNMT3A monomers simultaneously attack two cytosine-phosphate-guanine (CpG) dinucleotides, with the target sites separated by 14 base pairs within the same DNA duplex. The DNMT3A-DNA interaction involves a target recognition domain, a catalytic loop, and DNMT3A homodimeric interface. Arg836 of the target recognition domain makes crucial contacts with CpG, ensuring DNMT3A enzymatic preference towards CpG sites in cells. Haematological cancer-associated somatic mutations of the substrate-binding residues decrease DNMT3A activity, induce CpG hypomethylation, and promote transformation of haematopoietic cells. Together, our study reveals the mechanistic basis for DNMT3A-mediated DNA methylation and establishes its aetiological link to human disease.
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45.
白鸟
(2023-07-31 22:58):
#paper https://doi.org/10.1038/s41586-023-06252-9 A spatially resolved single-cell genomic atlas of the adult human breast 该项目是陈-扎克伯格倡议(Chan Zuckerberg Initiative)支持的全球人类细胞图谱(Human Cell Atlas)联盟的一部分,该联盟利用最新技术为人体的每个器官系统构建细胞参考图谱。
研究目的:
人类乳腺的解剖学和组织病理学已经研究了几十年,为发育、哺乳和疾病提供了深入见解。最近,用分子和基因组技术对正常乳腺组织进行了表征,这些方法主要集中在上皮细胞上。迄今为止,仍然缺乏对所有细胞类型及其生物亚型(细胞状态)的无偏的全面解析。
研究意义:
1.HBCA图谱数据为研究乳腺生物学和乳腺癌等疾病状态提供了前所未有的成人正常乳腺组织的参考;
2.HBCA项目的所有单细胞和空间数据都可以通过官方的门户网站公开访问;
3. 人类细胞图谱(HCA,Human Cell Atlas)的一部分;
Abstract:
The adult human breast is comprised of an intricate network of epithelial ducts and lobules that are embedded in connective and adipose tissue. Although most previous studies have focused on …
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The adult human breast is comprised of an intricate network of epithelial ducts and lobules that are embedded in connective and adipose tissue. Although most previous studies have focused on the breast epithelial system, many of the non-epithelial cell types remain understudied. Here we constructed the comprehensive Human Breast Cell Atlas (HBCA) at single-cell and spatial resolution. Our single-cell transcriptomics study profiled 714,331 cells from 126 women, and 117,346 nuclei from 20 women, identifying 12 major cell types and 58 biological cell states. These data reveal abundant perivascular, endothelial and immune cell populations, and highly diverse luminal epithelial cell states. Spatial mapping using four different technologies revealed an unexpectedly rich ecosystem of tissue-resident immune cells, as well as distinct molecular differences between ductal and lobular regions. Collectively, these data provide a reference of the adult normal breast tissue for studying mammary biology and diseases such as breast cancer.
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46.
惊鸿
(2023-07-29 17:48):
#paper CAR T therapy beyond cancer: the evolution of a living drug DOI : 10.1038/s41586-023-06243-w 2023-07-26 通过改造患者自身的 T 细胞来选择性地靶向并消除肿瘤细胞,已经治愈了患有无法治疗的血液癌症的患者。这些结果推动了嵌合抗原受体 (CAR) T 疗法在整个肿瘤学领域的应用。然而,临床和临床前研究的证据强调了 CAR T 疗法在肿瘤学之外治疗自身免疫、慢性感染、心脏纤维化、衰老相关疾病和其他疾病方面的潜力。同时,新技术和平台的部署为 CAR T 疗法应用于非癌症病理提供了进一步的机会。在这里,我们回顾了 CAR T 疗法背后的基本原理、当前肿瘤学面临的挑战、非癌症疾病初步报告的概要,以及对相关新兴技术的讨论。我们研究了这种疗法在各种情况下的潜在应用。最后,我们强调了对特异性和安全性的担忧,并概述了 CAR T 疗法超越癌症的前进道路。
Abstract:
Engineering a patient's own T cells to selectively target and eliminate tumour cells has cured patients with untreatable haematologic cancers. These results have energized the field to apply chimaeric antigen …
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Engineering a patient's own T cells to selectively target and eliminate tumour cells has cured patients with untreatable haematologic cancers. These results have energized the field to apply chimaeric antigen receptor (CAR) T therapy throughout oncology. However, evidence from clinical and preclinical studies underscores the potential of CAR T therapy beyond oncology in treating autoimmunity, chronic infections, cardiac fibrosis, senescence-associated disease and other conditions. Concurrently, the deployment of new technologies and platforms provides further opportunity for the application of CAR T therapy to noncancerous pathologies. Here we review the rationale behind CAR T therapy, current challenges faced in oncology, a synopsis of preliminary reports in noncancerous diseases, and a discussion of relevant emerging technologies. We examine potential applications for this therapy in a wide range of contexts. Last, we highlight concerns regarding specificity and safety and outline the path forward for CAR T therapy beyond cancer.
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47.
张贝
(2023-06-30 23:14):
#paper DNA methylation-based classification of central nervous system tumours Nature. 2018 Mar 22;555(7697):469-474.doi:10.1038/nature26000
肿瘤的正确诊断对于后期治疗至关重要,然而在已知的近100多种中枢神经系统肿瘤 (central nervous system tumor,CNS tumor)中,相关标准化的诊断面临很大的挑战。为了高效、迅速的对CNS肿瘤进行分类,作者开发了一个机器学习模型,它可以对甲基化数据进行分类。开发出来的程序经过训练后,可以使用甲基化特征鉴定91种CNS肿瘤。训练集采用的参照数据来自约2800名癌症患者。作者在1104例已经经过人工检查的中枢神经系统肿瘤上进行了测试,发现有12%例存在误诊。该模型不仅可以提高诊断准确率,而且还可以鉴定出新型罕见肿瘤。为了让这种新方法得到广泛应用,作者生成了一款免费在线工具 (Molecular Neuropathology 2.0; http://www.kitz-heidelberg.de/molecular-diagnostics),可以在几分钟内分析上传的数据。自2016年12月上线以来,该工具已被使用逾4500次,用户可以选择分享他们的数据,以便进一步优化算法。作者总结表示,将甲基化特征与脑肿瘤自动分类器整合起来还可以为创造类似的肿瘤分类算法用于诊断其它癌症类型提供一个蓝图。
Abstract:
Accurate pathological diagnosis is crucial for optimal management of patients with cancer. For the approximately 100 known tumour types of the central nervous system, standardization of the diagnostic process has …
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Accurate pathological diagnosis is crucial for optimal management of patients with cancer. For the approximately 100 known tumour types of the central nervous system, standardization of the diagnostic process has been shown to be particularly challenging-with substantial inter-observer variability in the histopathological diagnosis of many tumour types. Here we present a comprehensive approach for the DNA methylation-based classification of central nervous system tumours across all entities and age groups, and demonstrate its application in a routine diagnostic setting. We show that the availability of this method may have a substantial impact on diagnostic precision compared to standard methods, resulting in a change of diagnosis in up to 12% of prospective cases. For broader accessibility, we have designed a free online classifier tool, the use of which does not require any additional onsite data processing. Our results provide a blueprint for the generation of machine-learning-based tumour classifiers across other cancer entities, with the potential to fundamentally transform tumour pathology.
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48.
muton
(2023-06-30 21:57):
# Paper: Doeller, C. F., Barry, C., & Burgess, N. (2010). Evidence for grid cells in a human memory network. Nature, 463(7281), 657–661. https://doi.org/10.1038/nature08704
自由运动大鼠内嗅皮层中的网格细胞提供了自我定位的显著周期性表征,这表明了非常特殊的计算机制。然而,网格细胞在人类中的存在及其在整个大脑中的分布是未知的。本研究表明,大鼠内嗅皮层定向调节的网格细胞的优先放电方向与网格对齐,并且快跑与慢跑相比,网格细胞放电的空间组织更为明显。由于网格细胞的一致性特征,作者预测了在更宏观的信号,也就是人类的功能性磁共振成像(fMRI)记录中也会发现网格细胞的相关证据。因此,作者模拟老鼠的觅食任务,让参与者探索虚拟现实环境,结果显示fMRI激活和适应在跑步方向上显示出由速度调节的六倍旋转对称的特性。这种信号在鼻内/丘下、顶叶后部和内侧、颞外侧和前额叶内侧的网络中都有发现。并且该效应在右内嗅皮层表现最为明显,方向信号在内嗅皮层间的相干性与空间记忆表现相关。本研究提示了将单细胞电生理学与功能磁共振成像在系统神经科学中结合的潜在可能。本研究结果为人类的网格细胞样表征提供了证据,并暗示在支持空间认知和自传体记忆的区域网络中存在一种特定类型神经表征。
Abstract:
Grid cells in the entorhinal cortex of freely moving rats provide a strikingly periodic representation of self-location which is indicative of very specific computational mechanisms. However, the existence of grid …
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Grid cells in the entorhinal cortex of freely moving rats provide a strikingly periodic representation of self-location which is indicative of very specific computational mechanisms. However, the existence of grid cells in humans and their distribution throughout the brain are unknown. Here we show that the preferred firing directions of directionally modulated grid cells in rat entorhinal cortex are aligned with the grids, and that the spatial organization of grid-cell firing is more strongly apparent at faster than slower running speeds. Because the grids are also aligned with each other, we predicted a macroscopic signal visible to functional magnetic resonance imaging (fMRI) in humans. We then looked for this signal as participants explored a virtual reality environment, mimicking the rats' foraging task: fMRI activation and adaptation showing a speed-modulated six-fold rotational symmetry in running direction. The signal was found in a network of entorhinal/subicular, posterior and medial parietal, lateral temporal and medial prefrontal areas. The effect was strongest in right entorhinal cortex, and the coherence of the directional signal across entorhinal cortex correlated with spatial memory performance. Our study illustrates the potential power of combining single-unit electrophysiology with fMRI in systems neuroscience. Our results provide evidence for grid-cell-like representations in humans, and implicate a specific type of neural representation in a network of regions which supports spatial cognition and also autobiographical memory.
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49.
大勇
(2023-06-30 21:35):
#paper Dmitrieva-Posocco, O., Wong, A.C., Lundgren, P. et al. β-Hydroxybutyrate suppresses colorectal cancer. Nature 605, 160–165 (2022). https://doi.org/10.1038/s41586-022-04649-6 主要是讲述生酮饮食对小鼠结肠癌的抑制作用及可能的机制探讨,整篇文献降解较为精简,细节可以在文章中继续探索,生酮饮食对脂质、糖类和蛋白的代谢都会造成影响,从而导致结肠癌生长的抑制,酮类中的β羟丁酸可以通过Hcar2基因诱导Hopx的表达升高,从而抑制结肠癌进展。在生酮饮食研究中,其实还有其他研究表明生酮饮食会造成肿瘤的进展而非抑制,并且生酮饮食可能还会加速衰老和增加心血管疾病的风险,因此若非药用,日常不适宜进行尝试,目前在临床中没有太多的验证,而对于遗传代谢病中糖代谢异常的患者,生酮饮食则可能是他们目前最为稳妥的饮食方式,因为糖类可能对他们来说反而是毒药。
Abstract:
Colorectal cancer (CRC) is among the most frequent forms of cancer, and new strategies for its prevention and therapy are urgently needed. Here we identify a metabolite signalling pathway that …
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Colorectal cancer (CRC) is among the most frequent forms of cancer, and new strategies for its prevention and therapy are urgently needed. Here we identify a metabolite signalling pathway that provides actionable insights towards this goal. We perform a dietary screen in autochthonous animal models of CRC and find that ketogenic diets exhibit a strong tumour-inhibitory effect. These properties of ketogenic diets are recapitulated by the ketone body β-hydroxybutyrate (BHB), which reduces the proliferation of colonic crypt cells and potently suppresses intestinal tumour growth. We find that BHB acts through the surface receptor Hcar2 and induces the transcriptional regulator Hopx, thereby altering gene expression and inhibiting cell proliferation. Cancer organoid assays and single-cell RNA sequencing of biopsies from patients with CRC provide evidence that elevated BHB levels and active HOPX are associated with reduced intestinal epithelial proliferation in humans. This study thus identifies a BHB-triggered pathway regulating intestinal tumorigenesis and indicates that oral or systemic interventions with a single metabolite may complement current prevention and treatment strategies for CRC.
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50.
笑对人生
(2023-06-30 21:33):
#paper doi: 10.1038/s41586-021-03894-5. Epub 2021 Sep 8. Bentham R, et al. Using DNA sequencing data to quantify T cell fraction and therapy response. Nature. 2021 Sep;597(7877):555-560. doi: 10.1038/s41586-021-03894-5. Epub 2021 Sep 8.
在V(D)J重排过程中,T细胞受体alpha链编码基因(TCRA或TRA,T cell receptor-alpha gene)通常会发生丢失(TREC,T cell receptor excision circle)。基于此,本研究针对肿瘤配对的全外显子组测序数据开发了一个名为T cell ExTRECT的T细胞比例估计工具。该工具的原理主要是通过检测TRA基因发生肿瘤体细胞拷贝数变化(RDR,read-depth ratio),进而直接定量T细胞的比例。局限性:不能区分发生新抗原反应的T细胞和检测克隆型(clonotype);只能应用于全外显子组测序,要求测序深度大于30x。
Abstract:
The immune microenvironment influences tumour evolution and can be both prognostic and predict response to immunotherapy. However, measurements of tumour infiltrating lymphocytes (TILs) are limited by a shortage of appropriate …
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The immune microenvironment influences tumour evolution and can be both prognostic and predict response to immunotherapy. However, measurements of tumour infiltrating lymphocytes (TILs) are limited by a shortage of appropriate data. Whole-exome sequencing (WES) of DNA is frequently performed to calculate tumour mutational burden and identify actionable mutations. Here we develop T cell exome TREC tool (T cell ExTRECT), a method for estimation of T cell fraction from WES samples using a signal from T cell receptor excision circle (TREC) loss during V(D)J recombination of the T cell receptor-α gene (TCRA (also known as TRA)). TCRA T cell fraction correlates with orthogonal TIL estimates and is agnostic to sample type. Blood TCRA T cell fraction is higher in females than in males and correlates with both tumour immune infiltrate and presence of bacterial sequencing reads. Tumour TCRA T cell fraction is prognostic in lung adenocarcinoma. Using a meta-analysis of tumours treated with immunotherapy, we show that tumour TCRA T cell fraction predicts immunotherapy response, providing value beyond measuring tumour mutational burden. Applying T cell ExTRECT to a multi-sample pan-cancer cohort reveals a high diversity of the degree of immune infiltration within tumours. Subclonal loss of 12q24.31-32, encompassing SPPL3, is associated with reduced TCRA T cell fraction. T cell ExTRECT provides a cost-effective technique to characterize immune infiltrate alongside somatic changes.
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51.
符毓
(2023-06-26 23:22):
#paper doi:10.1038/171737a0 Nature, 2014, Passive radiative cooling below ambient air temperature under direct sunlight。辐射制冷材料通过反射包括紫外线、可视光、近红外和中红外等让物体温度低于环境温度。本文通过7层材料构成的冷却材料,首次在日间成功实现辐射制冷。在850W/平方米的日照下实现4.9度的降温
Abstract:
No abstract available.
52.
大勇
(2023-05-31 22:11):
#paper doi: https://doi.org/10.1038/s41586-022-05443-0 Kim, R., Hashimoto, A., Markosyan, N. et al. Ferroptosis of tumour neutrophils causes immune suppression in cancer. Nature 612, 338–346 (2022). 该文章主要是对肿瘤相关中性粒,也叫做髓源性抑制细胞(PMN-MDSC)在抗肿瘤免疫中的作用进行了研究,PMN-MDSC中所产生的铁死亡相关脂质代谢产物,可以通过抑制T细胞等的增殖从而抑制肿瘤进展和免疫检查点抑制剂治疗疗效。
Abstract:
Ferroptosis is a non-apoptotic form of regulated cell death that is triggered by the discoordination of regulatory redox mechanisms culminating in massive peroxidation of polyunsaturated phospholipids. Ferroptosis inducers have shown …
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Ferroptosis is a non-apoptotic form of regulated cell death that is triggered by the discoordination of regulatory redox mechanisms culminating in massive peroxidation of polyunsaturated phospholipids. Ferroptosis inducers have shown considerable effectiveness in killing tumour cells in vitro, yet there has been no obvious success in experimental animal models, with the notable exception of immunodeficient mice. This suggests that the effect of ferroptosis on immune cells remains poorly understood. Pathologically activated neutrophils (PMNs), termed myeloid-derived suppressor cells (PMN-MDSCs), are major negative regulators of anti-tumour immunity. Here we found that PMN-MDSCs in the tumour microenvironment spontaneously die by ferroptosis. Although decreasing the presence of PMN-MDSCs, ferroptosis induces the release of oxygenated lipids and limits the activity of human and mouse T cells. In immunocompetent mice, genetic and pharmacological inhibition of ferroptosis abrogates suppressive activity of PMN-MDSCs, reduces tumour progression and synergizes with immune checkpoint blockade to suppress the tumour growth. By contrast, induction of ferroptosis in immunocompetent mice promotes tumour growth. Thus, ferroptosis is a unique and targetable immunosuppressive mechanism of PMN-MDSCs in the tumour microenvironment that can be pharmacologically modulated to limit tumour progression.
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53.
哪有情可长
(2023-04-30 21:56):
#paper reducing brassinosteroid signalling enhances grain yield in semi-dwarf wheat doi: doi.org/10.1038/s41586-023-06023-6. 通过多年的大规模田间表型调查和遗传学研究,鉴定到一个能够提升小麦群体产量的关键位点,其中该位点跟已知的Rht基因处于相同的区段,通过构建小麦该区段内三个基因的突变体,发现该基因跟绿色革命基因相比,能够保持半矮杆株型,且茎秆强度、植株耐密性、收获指数、千粒重和产量均有显著的提升。该基因可以是近现代小麦品种后期育种增产的目标基因,对于小麦产量提升具有重要的作用。同时该研究历时10年,通过正向遗传鉴定基因后,对于小麦中的明星基因如何处理也是一个很好的典范,同时也给我分析小麦数据提供了思路,GWAS结果中一些定位到明星基因的位点还可以看下SVN等情况。
Abstract:
Modern green revolution varieties of wheat (Triticum aestivum L.) confer semi-dwarf and lodging-resistant plant architecture owing to the Reduced height-B1b (Rht-B1b) and Rht-D1b alleles. However, both Rht-B1b and Rht-D1b are …
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Modern green revolution varieties of wheat (Triticum aestivum L.) confer semi-dwarf and lodging-resistant plant architecture owing to the Reduced height-B1b (Rht-B1b) and Rht-D1b alleles. However, both Rht-B1b and Rht-D1b are gain-of-function mutant alleles encoding gibberellin signalling repressors that stably repress plant growth and negatively affect nitrogen-use efficiency and grain filling. Therefore, the green revolution varieties of wheat harbouring Rht-B1b or Rht-D1b usually produce smaller grain and require higher nitrogen fertilizer inputs to maintain their grain yields. Here we describe a strategy to design semi-dwarf wheat varieties without the need for Rht-B1b or Rht-D1b alleles. We discovered that absence of Rht-B1 and ZnF-B (encoding a RING-type E3 ligase) through a natural deletion of a haploblock of about 500 kilobases shaped semi-dwarf plants with more compact plant architecture and substantially improved grain yield (up to 15.2%) in field trials. Further genetic analysis confirmed that the deletion of ZnF-B induced the semi-dwarf trait in the absence of the Rht-B1b and Rht-D1b alleles through attenuating brassinosteroid (BR) perception. ZnF acts as a BR signalling activator to facilitate proteasomal destruction of the BR signalling repressor BRI1 kinase inhibitor 1 (TaBKI1), and loss of ZnF stabilizes TaBKI1 to block BR signalling transduction. Our findings not only identified a pivotal BR signalling modulator but also provided a creative strategy to design high-yield semi-dwarf wheat varieties by manipulating the BR signal pathway to sustain wheat production.
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54.
李翛然
(2023-04-28 17:37):
#paper De novo design of protein interactions with lerned surface pingerprints doi: 10.1038/s41586-023-05993-x.
文章的主要思路是分为三个阶段:(1)使用MaSIF-site预测目标蛋白质表面上具有高结合倾向的埋藏界面位点;(2)使用MaSIF-seed基于表面指纹寻找互补的结构基元(结合种子),这些基元具有与目标位点相匹配的特征;(3)将结合种子移植到蛋白质骨架上,使用Rosetta优化设计界面,增加稳定性和额外的接触。
文章的主要结论是,作者利用这种表面为中心的方法成功地设计并实验验证了针对四种蛋白质靶标的从头结合剂:SARS-CoV-2刺突蛋白、PD-1、PD-L1和CTLA-4。其中一些设计经过实验优化,而另一些则完全在计算机上生成,达到了纳摩尔级别的亲和力。结构和突变分析显示预测非常准确。总体而言,作者的方法能够捕捉分子识别的物理和化学决定因素,为从头设计蛋白质相互作用以及更广泛地设计具有功能的人工蛋白质提供了一种方法.
以上是通过chat GPT总结的。 不过我读完的感受就是,我并不认为这篇文章的水平是 nature 正刊的水平, masif 的算法在蛋白质结构对比上确实有用,但是背后有个深层次的问题这篇文章没有谈到,即目前来说,对于已知蛋白设计一个有效的配体蛋白,算法已经比较丰富了。并且最近2年发的文章已经有很好的实验结果来验证。 但是对于结构全新,或者说没有任何可用配体的蛋白来说,这个挑战非常巨大,文章并没有提到这种问题出现后的解决思路,而且甚至算法的创新比不上前段时间的 baker 的 rf diffusion. 总之吧 现在真的是蓝海市场。 这个领域机会太多了
Abstract:
Physical interactions between proteins are essential for most biological processes governing life. However, the molecular determinants of such interactions have been challenging to understand, even as genomic, proteomic and structural …
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Physical interactions between proteins are essential for most biological processes governing life. However, the molecular determinants of such interactions have been challenging to understand, even as genomic, proteomic and structural data increase. This knowledge gap has been a major obstacle for the comprehensive understanding of cellular protein-protein interaction networks and for the de novo design of protein binders that are crucial for synthetic biology and translational applications. Here we use a geometric deep-learning framework operating on protein surfaces that generates fingerprints to describe geometric and chemical features that are critical to drive protein-protein interactions. We hypothesized that these fingerprints capture the key aspects of molecular recognition that represent a new paradigm in the computational design of novel protein interactions. As a proof of principle, we computationally designed several de novo protein binders to engage four protein targets: SARS-CoV-2 spike, PD-1, PD-L1 and CTLA-4. Several designs were experimentally optimized, whereas others were generated purely in silico, reaching nanomolar affinity with structural and mutational characterization showing highly accurate predictions. Overall, our surface-centric approach captures the physical and chemical determinants of molecular recognition, enabling an approach for the de novo design of protein interactions and, more broadly, of artificial proteins with function.
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55.
尹志
(2023-03-31 00:12):
#paper https://doi.org/10.1038/s41586-023-05870-7. Nature, 2023, Programmable protein delivery with a
bacterial contractile injection system。这是今年张锋组的一篇新文章。文章介绍了一种叫做外胞质收缩注射系统(eCISs)的纳米机器,它们可以被重新编程以针对人类细胞并传递各种蛋白质负载,包括Cas9、碱基编辑器和毒素。这些系统可以用于基因治疗、癌症治疗和生物控制等领域。还讨论了利用收缩注射系统(CIS)作为蛋白质传递和基因编辑的潜在工具以及它们在生物技术和医学中的应用。基本都是实验,方法部分简直大开眼界,琳琅满目,基本看不懂;但看结论还是觉得挺有前瞻性的工作,而且使用了AF技术作为structure-guided engineering,这个很引起我的兴趣。总之,先浅浅仰慕读一下
Abstract:
Endosymbiotic bacteria have evolved intricate delivery systems that enable these organisms to interface with host biology. One example, the extracellular contractile injection systems (eCISs), are syringe-like macromolecular complexes that inject …
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Endosymbiotic bacteria have evolved intricate delivery systems that enable these organisms to interface with host biology. One example, the extracellular contractile injection systems (eCISs), are syringe-like macromolecular complexes that inject protein payloads into eukaryotic cells by driving a spike through the cellular membrane. Recently, eCISs have been found to target mouse cells, raising the possibility that these systems could be harnessed for therapeutic protein delivery. However, whether eCISs can function in human cells remains unknown, and the mechanism by which these systems recognize target cells is poorly understood. Here we show that target selection by the Photorhabdus virulence cassette (PVC)-an eCIS from the entomopathogenic bacterium Photorhabdus asymbiotica-is mediated by specific recognition of a target receptor by a distal binding element of the PVC tail fibre. Furthermore, using in silico structure-guided engineering of the tail fibre, we show that PVCs can be reprogrammed to target organisms not natively targeted by these systems-including human cells and mice-with efficiencies approaching 100%. Finally, we show that PVCs can load diverse protein payloads, including Cas9, base editors and toxins, and can functionally deliver them into human cells. Our results demonstrate that PVCs are programmable protein delivery devices with possible applications in gene therapy, cancer therapy and biocontrol.
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56.
林海onrush
(2023-02-28 21:45):
#paper,doi: https://doi.org/10.1038/s41586-023-05859-2,Continuous Symmetry Breaking in a Two-dimensional Rydberg Array,,自发对称性破坏是对物质相位及其相关跃迁进行分类的基础。被打破的潜在对称性的性质决定了相的许多定性特性;离散与连续对称性破坏的情况说明了这一点。与离散情况相反,连续对称性的破坏导致无间隙Goldstone模式的出现,例如控制有序相的热力学稳定性.作者利用可编程的里德伯量子模拟器实现了二维偶极XY模型,展示了XY铁磁体和XY反铁磁体相关低温态的绝热制备。在铁磁情况下,表征了长程XY阶的存在。这项工作对XY相互作用的多体物理学做出了贡献,补充了最近利用里德伯-封锁机制实现表现出离散自旋旋转对称性的Ising型相互作用的工作。该文近期被收录于nature,也证实了工作的严谨和创新。
Abstract:
Spontaneous symmetry breaking underlies much of our classification of phases of matter and their associated transitions. The nature of the underlying symmetry being broken determines many of the qualitative properties …
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Spontaneous symmetry breaking underlies much of our classification of phases of matter and their associated transitions. The nature of the underlying symmetry being broken determines many of the qualitative properties of the phase; this is illustrated by the case of discrete versus continuous symmetry breaking. Indeed, in contrast to the discrete case, the breaking of a continuous symmetry leads to the emergence of gapless Goldstone modes controlling, for instance, the thermodynamic stability of the ordered phase. Here, we realize a two-dimensional dipolar XY model that shows a continuous spin-rotational symmetry using a programmable Rydberg quantum simulator. We demonstrate the adiabatic preparation of correlated low-temperature states of both the XY ferromagnet and the XY antiferromagnet. In the ferromagnetic case, we characterize the presence of a long-range XY order, a feature prohibited in the absence of long-range dipolar interaction. Our exploration of the many-body physics of XY interactions complements recent works using the Rydberg-blockade mechanism to realize Ising-type interactions showing discrete spin rotation symmetry.
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57.
笑对人生
(2022-11-30 23:55):
#paper doi: 10.1038/s41586-022-05426-1. Schmitt M, Ceteci F, Gupta J, Pesic M, Böttger TW, Nicolas AM, Kennel KB, Engel E, Schewe M, Callak Kirisözü A, Petrocelli V, Dabiri Y, Varga J, Ramakrishnan M, Karimova M, Ablasser A, Sato T, Arkan MC, de Sauvage FJ, Greten FR. Colon tumour cell death causes mTOR dependence by paracrine P2X4 stimulation. Nature. 2022 Nov 16.
研究背景:实体瘤的不断形成和生长依赖于细胞死亡和增殖之间的动态平衡。越来越多的研究表明,肿瘤细胞凋亡的增加会通过旁分泌引起微环境内其他细胞激活,启动组织修复相关机制,最终反而为肿瘤生长提供支持。
科学问题:濒死的肿瘤细胞对邻近细胞究竟产生哪些直接影响,以及这种旁分泌机制是否与化疗耐药有关。
研究结果或结论:(1)在结直肠癌患者来源的肿瘤类器官中,化疗诱导肿瘤细胞死亡的同时,会释放ATP,从而触发邻近细胞中由离子通道受体P2X4介导的mTOR信号通路依赖的促存活机制,这使得存活的肿瘤上皮细胞对mTOR抑制敏感。(2)持续存在的上皮细胞中诱发的mTOR抑制敏感是由于活性氧的产生升高,以及随后对邻近细胞死亡的DNA损伤增加。因此,对化疗处理的细胞,使用针对P2X4受体的抑制剂或mTOR直接阻断剂,可防止诱导S6磷酸化,导致活性氧诱导的大量细胞死亡和明显的肿瘤消退。然而,如果单独使用抑制剂或阻断剂,并不能观察到该现象。相反,清除活性氧可防止肿瘤细胞对mTOR激活的依赖。总的来说,本研究详细阐明了肿瘤细胞死亡对邻近细胞存活一种可能机制,未来可就P2X4这一靶点进行结直肠癌治疗药物的开发。
Abstract:
Solid cancers exhibit a dynamic balance between cell death and proliferation ensuring continuous tumour maintenance and growth. Increasing evidence links enhanced cancer cell apoptosis to paracrine activation of cells in …
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Solid cancers exhibit a dynamic balance between cell death and proliferation ensuring continuous tumour maintenance and growth. Increasing evidence links enhanced cancer cell apoptosis to paracrine activation of cells in the tumour microenvironment initiating tissue repair programs that support tumour growth, yet the direct effects of dying cancer cells on neighbouring tumour epithelia and how this paracrine effect potentially contributes to therapy resistance are unclear. Here we demonstrate that chemotherapy-induced tumour cell death in patient-derived colorectal tumour organoids causes ATP release triggering P2X4 (also known as P2RX4) to mediate an mTOR-dependent pro-survival program in neighbouring cancer cells, which renders surviving tumour epithelia sensitive to mTOR inhibition. The induced mTOR addiction in persisting epithelial cells is due to elevated production of reactive oxygen species and subsequent increased DNA damage in response to the death of neighbouring cells. Accordingly, inhibition of the P2X4 receptor or direct mTOR blockade prevents induction of S6 phosphorylation and synergizes with chemotherapy to cause massive cell death induced by reactive oxygen species and marked tumour regression that is not seen when individually applied. Conversely, scavenging of reactive oxygen species prevents cancer cells from becoming reliant on mTOR activation. Collectively, our findings show that dying cancer cells establish a new dependency on anti-apoptotic programs in their surviving neighbours, thereby creating an opportunity for combination therapy in P2X4-expressing epithelial tumours.
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58.
张贝
(2022-11-30 22:20):
#paper DOI: 10.1038/s41586-020-1969-6 Nature
. 2020 Feb;578(7793):82-93 Pan-cancer analysis of whole genomes
本文是泛癌全基因组分析(PCAWG)联盟在nature上发表的一篇文章,对ICGC和TCGA的38种常见癌症的2658例肿瘤及其配对正常组织样本的全基因组测序数据进行系统整合分析。癌症基因组平均有4-5个驱动突变(结合编码和非编码基因元件);约有5%的病例未发现驱动突变,表明癌症驱动基因的发现仍未完全;常见和罕见的遗传变异会影响体细胞突变的模式,包括点突变、结构变异和体细胞反转录转座。同时文章描述了非编码突变、识别了导致碱基替换、小片段插入和缺失以及结构变异的突变过程的新特征;分析了肿瘤演化的时机和模式;描述了体细胞突变对剪接、表达水平、融合基因和启动子活性的多种转录结果;并评估了癌症基因组的一系列特征。
Abstract:
Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale. Here we report the integrative analysis …
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Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale. Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4-5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter; identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation; analyses timings and patterns of tumour evolution; describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity; and evaluates a range of more-specialized features of cancer genomes.
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59.
哪有情可长
(2022-11-30 19:24):
#paper THP9 enhances seed protein content and nitrogen-use efficiency in maize, Nature 2022 October, https://doi.org/10.1038/s41586-022-05441-2. 鉴定未驯化的野生型玉米大刍草的蛋白发现其要比现代玉米籽粒蛋白含量高,由于玉米大刍草的基因型复杂,其参考基因组一直没有被组装,作者通过构建已知参考基因组B73和大刍草杂交后代,测定后代基因型去掉已知的参考基因组B73进行组装大刍草的参考基因组,将两套参考基因组进行共线性分析发现存在大量的结构变异,推测蛋白含量的高低可能是由于结构变异引起。作者们继续构建群体,通过BSA鉴定到了控制籽粒蛋白含量的基因THP9,该基因在现代品种中存在48bp的缺失,导致剪切位点发生变化后导致基因翻译提前终止,最终导致现代玉米籽粒蛋白含量降低。作者又利用525份自然群体进行GWAS分析,也鉴定到该基因所处的区间。对525份材料按照基因型可以分成三种单倍型,Hap1跟野生型基因型一致,作者又通过转基因验证该基因的确能够提高蛋白含量,又通过构建NIL群体,继续验证该基因的功能,发现当籽粒蛋白含量高时,根部的氮吸收效率高,该基因也是首次在玉米中鉴定的第一个高蛋白基因。
Abstract:
Teosinte, the wild ancestor of maize (Zea mays subsp. mays), has three times the seed protein content of most modern inbreds and hybrids, but the mechanisms that are responsible for …
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Teosinte, the wild ancestor of maize (Zea mays subsp. mays), has three times the seed protein content of most modern inbreds and hybrids, but the mechanisms that are responsible for this trait are unknown. Here we use trio binning to create a contiguous haplotype DNA sequence of a teosinte (Zea mays subsp. parviglumis) and, through map-based cloning, identify a major high-protein quantitative trait locus, TEOSINTE HIGH PROTEIN 9 (THP9), on chromosome 9. THP9 encodes an asparagine synthetase 4 enzyme that is highly expressed in teosinte, but not in the B73 inbred, in which a deletion in the tenth intron of THP9-B73 causes incorrect splicing of THP9-B73 transcripts. Transgenic expression of THP9-teosinte in B73 significantly increased the seed protein content. Introgression of THP9-teosinte into modern maize inbreds and hybrids greatly enhanced the accumulation of free amino acids, especially asparagine, throughout the plant, and increased seed protein content without affecting yield. THP9-teosinte seems to increase nitrogen-use efficiency, which is important for promoting a high yield under low-nitrogen conditions.
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60.
笑对人生
(2022-10-01 23:59):
#paper doi: 10.1038/s41586-018-0414-6. RNA velocity of single cells. Nature. 2018 Aug;560(7719):494-498.
本研究首次将RNA速率(RNA velocity)这一概念引入单细胞转录组测序数据科学中,即利用新生(未剪切)和成熟(剪切)mRNA相对丰度变化来评估基因剪切和降解的速率。此外,研究者运用该概念揭示了小鼠胚胎海马组织和人类胚胎大脑中细胞转录动力学特征,表明了RNA速率在单细胞数据科学中的应用价值。RNA速率的发现:在真核生物中,细胞核的DNA首先经过转录形成初级mRNA(或未成熟mRNA),接着需要经过加工(可变剪接)才产生成熟的mRNA。在这个过程中,细胞内就可能存在不同状态的mRNAs。传统转录组测序的mRNA富集方法是利用带有oligo(dT)的磁珠对mRNA进行分离纯化。本研究通过对不同技术平台的单细胞转录组测序数据进行read检查发现,存在15-25%的reads包含内含子序列(内含子序列在mRNA加工成熟过程会被切掉,在成熟mRNA一般不会存在)。基于这些reads的内含子序列和对应外显子序列可认为它们代表的是未剪接的mRNAs前体。
RNA速率中未剪接(unspliced)和剪接(spliced)事件的预测公式(微积分方程):du/dt=α(t)-β(t)u(t),ds/dt=β(t)u(t)-γ(t)s(t),α表示转录速率,β表示剪接速率,s表示剪切mRNAs分子数,t表示时间,u表示未剪切的mRNA分子数,γ表示降解的速率。RNA速率是由unspliced mRNA形成spliced mRNA和mRNA降解两个事件的动态平衡来决定的。对于给定某个基因的,利用unspliced和spliced分子数可以建立一个线性回归模型,本文将其定义为steady-state model。在这个方程拟合直线上的细胞认为具有正速度(unspliced更占优),细胞处于下方则具有负速度(降解更占优),若在直线上,就处于稳态。
Abstract:
RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and throughput. However, this approach captures …
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RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and throughput. However, this approach captures only a static snapshot at a point in time, posing a challenge for the analysis of time-resolved phenomena such as embryogenesis or tissue regeneration. Here we show that RNA velocity-the time derivative of the gene expression state-can be directly estimated by distinguishing between unspliced and spliced mRNAs in common single-cell RNA sequencing protocols. RNA velocity is a high-dimensional vector that predicts the future state of individual cells on a timescale of hours. We validate its accuracy in the neural crest lineage, demonstrate its use on multiple published datasets and technical platforms, reveal the branching lineage tree of the developing mouse hippocampus, and examine the kinetics of transcription in human embryonic brain. We expect RNA velocity to greatly aid the analysis of developmental lineages and cellular dynamics, particularly in humans.
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