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Reconstructing the 3D genome organization of Neanderthals reveals that chromatin folding shaped phenotypic and sequence divergence. 重建尼安德特人的三维基因组组织揭示了染色质折叠形成表型和序列分化。
Pub Date : 2025-09-02 DOI: 10.1101/2022.02.07.479462
Evonne McArthur, David C Rinker, Yang Cheng, Qixuan Wang, Juan Wang, Erin N Gilbertson, Geoff Fudenberg, Maureen Pittman, Kathleen Keough, Feng Yue, Katherine S Pollard, John A Capra

Changes in gene regulation were a major driver of the divergence of archaic hominins (AHs)-Neanderthals and Denisovans-and modern humans (MHs). The three-dimensional (3D) folding of the genome is critical for regulating gene expression; however, its role in recent human evolution has not been explored because the degradation of ancient samples does not permit experimental determination of AH 3D genome folding. To fill this gap, we apply novel deep learning methods for inferring 3D genome organization from DNA sequence to Neanderthal, Denisovan, and diverse MH genomes. Using the resulting 3D contact maps across the genome, we identify 167 distinct regions with diverged 3D genome organization between AHs and MHs. We show that these 3D-diverged loci are enriched for genes related to the function and morphology of the eye, supra-orbital ridges, hair, lungs, immune response, and cognition. Despite these specific diverged loci, the 3D genome of AHs and MHs is more similar than expected based on sequence divergence, suggesting that the pressure to maintain 3D genome organization constrained hominin sequence evolution. We also find that 3D genome organization constrained the landscape of AH ancestry in MHs today: regions more tolerant of 3D variation are enriched for introgression in modern Eurasians. Finally, we identify loci where modern Eurasians have inherited novel 3D genome folding patterns from AH ancestors and validate folding differences in a high-frequency locus using Hi-C, revealing a putative molecular mechanism for phenotypes associated with archaic introgression. In summary, our application of deep learning to predict archaic 3D genome organization illustrates the potential of inferring molecular phenotypes from ancient DNA to reveal previously unobservable biological differences.

基因调控的变化是古人类(AHs)——尼安德特人和丹尼索瓦人——与现代人(mh)分化的主要驱动力。基因组的三维(3D)折叠对于调节基因表达至关重要;然而,它在最近人类进化中的作用尚未被探索,因为古代样品的降解不允许实验确定AH 3D基因组折叠。为了填补这一空白,我们应用新颖的深度学习方法来推断从DNA序列到尼安德特人、丹尼索瓦人和不同MH基因组的三维基因组组织。利用整个基因组的三维接触图,我们确定了167个不同的区域,在AHs和mh之间具有不同的三维基因组组织。我们发现这些3d分化的基因座富含与眼睛、眶上脊、头发、肺、免疫反应和认知的功能和形态相关的基因。尽管存在这些特异性的分化位点,但AHs和mhhs的3D基因组比基于序列分化的预期更相似,这表明维持3D基因组组织的压力限制了人族序列进化。我们还发现,3D基因组组织限制了今天MHs中AH祖先的景观:在现代欧亚人中,更能容忍3D变异的区域丰富了遗传渗入。最后,我们确定了现代欧亚人从AH祖先那里继承了新的3D基因组折叠模式的位点,并使用Hi-C验证了高频位点的折叠差异,揭示了与古代基因渗入相关的表型的假定分子机制。总之,我们将深度学习应用于预测古代3D基因组组织,说明了从古代DNA推断分子表型以揭示以前无法观察到的生物学差异的潜力。
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引用次数: 0
Tensor-cell2cell v2 unravels coordinated dynamics of protein- and metabolite-mediated cell-cell communication. Tensor-cell2cell v2揭示了蛋白质和代谢物介导的细胞间通讯的协调动力学。
Pub Date : 2025-09-01 DOI: 10.1101/2022.11.02.514917
Erick Armingol, Reid O Larsen, Lia Gale, Martin Cequeira, Hratch Baghdassarian, Nathan E Lewis

Cell-cell communication dynamically changes across time while involving diverse cell populations and ligand types such as proteins and metabolites. While single-cell transcriptomics enables its inference, existing tools typically analyze ligand types separately and overlook their coordinated activity. Here, we present Tensor-cell2cell v2, a computational tool that can jointly analyze protein- and metabolite-mediated communication over time using coupled tensor component analysis, while preserving each modality of inferred communication scores independently, as well as their data structures and distributions. Applied to brain organoid development, Tensor-cell2cell v2 uncovers dynamic, coordinated communication programs involving key proteins and metabolites across relevant cell types across specific time points.

摘要:细胞间的通讯随时间而动态变化,涉及不同的细胞群和配体类型,如蛋白质和代谢物。虽然单细胞转录组学可以进行推断,但现有的工具通常是单独分析配体类型,而忽略了它们的协同活性。在这里,我们提出了tensor -cell2cell v2,这是一个计算工具,可以使用耦合张量分量分析联合分析蛋白质和代谢物介导的通信随时间的变化,同时独立保留推断通信评分的每种模式,以及它们的数据结构和分布。应用于脑类器官发育,Tensor-cell2cell v2揭示了跨特定时间点相关细胞类型涉及关键蛋白质和代谢物的动态,协调的通信程序。可用性和实现:tensor -cell2cell v2及其新的耦合张量分量分析是用Python实现的,可以在https://github.com/earmingol/cell2cell上作为cell2cell框架的一部分获得。这个python库在PyPI上可用。该手稿的分析可以在https://doi.org/10.24433/CO.0061424.v1的Code Ocean胶囊中复制,在线教程可以在https://cell2cell.readthedocs.io上找到。补充信息:补充数据可在bioRxiv在线获取。
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引用次数: 0
How Occam's razor guides human decision-making. 奥卡姆剃刀如何指导人类决策。
Pub Date : 2025-08-27 DOI: 10.1101/2023.01.10.523479
Eugenio Piasini, Shuze Liu, Pratik Chaudhari, Vijay Balasubramanian, Joshua I Gold

Occam's razor is the principle that, all else being equal, simpler explanations should be preferred over more complex ones. This principle is thought to guide human decision-making, but the nature of this guidance is not known. Here we used preregistered behavioral experiments to show that people tend to prefer the simpler of two alternative explanations for uncertain data. These preferences match predictions of formal theories of model selection that penalize excessive flexibility. These penalties emerge when considering not just the best explanation but the integral over all possible, relevant explanations. We further show that these simplicity preferences persist in humans, but not in certain artificial neural networks, even when they are maladaptive. Our results imply that principled notions of statistical model selection, including integrating over possible, latent causes to avoid overfitting to noisy observations, may play a central role in human decision-making.

奥卡姆剃刀原理是,在其他条件相同的情况下,更简单的解释应该优先于更复杂的解释。这一原则被认为在人类的感知和决策中发挥了作用,但我们对简单性的假定偏好的性质尚不清楚。在这里,我们使用由统计模型选择的正式理论提供的预先注册的行为实验来表明,当面对不确定的证据时,人类受试者表现出对特定的、基于理论的替代解释的简单形式的偏好。这些形式的简单性可以根据统计模型的几何特征来理解,这些几何特征被视为概率分布空间中的流形,特别是它们的维度、边界、体积和曲率。由这些特征驱动的简单性偏好通常会提高决策准确性,因为它们最大限度地减少了对噪声观测的过度敏感(即过拟合)。人工神经网络也表现出了这些特征,这些特征被训练来优化可比任务的性能。然而,与人工网络不同的是,对于人类受试者来说,即使他们在任务训练和指令方面不适应,这些偏好也会持续存在。因此,这些偏好不仅仅是针对特定任务条件的瞬态优化,而是人类决策的一个更普遍的特征。总之,我们的结果表明,统计模型复杂性的原则概念与人类和机器决策具有直接、定量的相关性,并对我们倾向于从复杂世界的潜在特性中推断简单性的计算基础和行为益处建立了新的理解。
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引用次数: 0
Rab10 inactivation promotes AMPAR trafficking and spine enlargement during long-term potentiation. Rab10失活促进AMPAR运输和长期增强过程中的脊柱增大。
Pub Date : 2025-08-27 DOI: 10.1101/2022.05.17.492345
Jie Wang, Jun Nishiyama, Paula Parra-Bueno, Elwy Okaz, Goksu Oz, Xiaodan Liu, Tetsuya Watabe, Irena Suponitsky-Kroyter, Timothy E McGraw, Erzsebet M Szatmari, Ryohei Yasuda

Rab-dependent membrane trafficking is critical for changing the structure and function of dendritic spines during synaptic plasticity. Here, we developed highly sensitive sensors to monitor Rab protein activity in single dendritic spines undergoing structural long-term potentiation (sLTP) in rodent organotypic hippocampal slices. During sLTP, Rab10 was persistently inactivated (>30 min) in the stimulated spines, whereas Rab4 was transiently activated over ~5 min. Inhibiting or deleting Rab10 enhanced sLTP, electrophysiological LTP and AMPA receptor (AMPAR) trafficking during sLTP. In contrast, disrupting Rab4 impaired sLTP only in the first few minutes, and decreased AMPAR trafficking during sLTP. Thus, our results suggest that Rab10 and Rab4 oppositely regulate AMPAR trafficking during sLTP, and inactivation of Rab10 signaling facilitates the induction of LTP and associated spine structural plasticity.

在突触可塑性过程中,依赖rab的膜运输对于改变树突棘的结构和功能至关重要。在这里,我们开发了高度敏感的传感器来监测在啮齿动物器官型海马切片中进行结构长期增强(sLTP)的单个树突棘中的Rab蛋白活性。在sLTP期间,Rab10在受刺激的脊髓中持续失活(大约30分钟),而Rab4在约5分钟内短暂激活。抑制或删除Rab10可增强sLTP、电生理LTP和AMPA受体(AMPAR)在sLTP期间的转运。相反,破坏Rab4仅在最初几分钟内破坏sLTP,并减少了sLTP过程中的AMPAR流量。因此,我们的研究结果表明,Rab10和Rab4在sLTP期间反向调节AMPAR的转运,Rab10信号的失活促进了LTP和相关脊柱结构可塑性的诱导。
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引用次数: 0
A multipotent cell type from term human placenta. 从人胎盘中发现一种多能细胞。
Pub Date : 2025-08-26 DOI: 10.1101/2023.08.02.551028
Sangeetha Vadakke-Madathil, Esmaa Bouhamida, Bingyan J Wang, Prabhu Mathiyalagan, Parichitran Ayyamperumal, Amir Khan, Micayla Oniskey, Carlos Santos-Gallegos, Michael Hadley, Lori Croft, Fumiko Dekio, Joseph Tripodi, Vesna Najfeld, Rachel Brody, Shari Gelber, Rhoda Sperling, Hina W Chaudhry

We report a population of multipotent cells isolated from term human placentas that exhibit clonal expansion and migratory capacity, along with a gene expression profile that indicates immune privilege. Previously known largely for its role in early placentation, the developmental regulator CDX2 marks cells capable of differentiating into cardiomyocytes and vascular lineages. Building on our prior findings that murine Cdx2 cells improved cardiac function in mice after myocardial infarction (MI), we isolated CDX2⁺ cells from placentas of 180 healthy pregnancies. These human CDX2 cells spontaneously generate cardiac and vascular lineages in vitro, in vivo, and express transcriptomic signatures associated with cardiogenesis, vasculogenesis, immune modulation, and chemotaxis. When administered to NOD/SCID mice after MI, the cells restore cardiac function. Additionally, CDX2 cells can be clonally propagated while retaining cardiovascular differentiation potential. Our findings support the therapeutic potential of placental CDX2 cells as an ethically accessible and regenerative strategy for cardiovascular disease.

我们首次报道了从人类胎盘中分离出的一组独特的多能细胞,它们可以分化为具有克隆增殖能力、迁移能力和免疫特权转录组学证据的心肌细胞和血管细胞。尾型同源盒-2(CDX2)是一种保守因子,在胚胎早期发育过程中调节滋养细胞外胚层的形成和胎盘形成,但以前从未涉及发育保守的再生机制。我们早些时候报道,在患有实验性心脏损伤(心肌梗死)的雄性小鼠中,小鼠胎盘中的Cdx2谱系细胞能够在静脉注射后恢复心脏功能。在这里,我们证明了CDX2表达细胞在人绒毛膜中普遍存在,并准备进行心血管分化。我们检测了106名健康患者的胎盘,发现分离的CDX2细胞可以自发分化为心肌细胞、功能性血管细胞,并在体外保持归巢能力。转录组学分析的功能注释支持CDX2细胞中增强的心脏生成、血管生成、免疫调节和趋化性基因特征。CDX2细胞可以在保持心血管分化的培养基中克隆繁殖。我们的数据支持在心血管疾病治疗策略的设计中进一步使用这种可获得且符合伦理的细胞源。
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引用次数: 0
Morphometrics of the preserved post-surgical hemisphere in pediatric drug-resistant epilepsy and implications for post-operative cognition. 儿童耐药癫痫手术后保留半球的形态计量学。
Pub Date : 2025-08-25 DOI: 10.1101/2023.09.24.559189
Michael C Granovetter, Anne Margarette S Maallo, Christina Patterson, Daniel Glen, Marlene Behrmann

Characterization of the structural integrity of cortex in adults who have undergone resection for epilepsy treatment has, in some cases, revealed persistent or even accelerated cortical atrophy but, in others, the converse is evident, and atrophy decelerates or even reverses. Whether this variability applies to a pediatric population, for whom postoperative plasticity may be greater than in adulthood, remains to be determined. Furthermore, understanding the morphometrics of this patient population is important, as cognitive gains have been associated with the anatomical status of preserved cortex post-resection. Here, we used high-resolution structural T1 magnetic resonance imaging data to compare the (1) gross anatomy, (2) cortical thickness, volume, and surface area for 34 cortical regions, and (3) volume for nine subcortical regions of 32 pediatric post-surgical cases and 51 healthy controls. Patients with either a preserved right hemisphere (RH) or left hemisphere (LH) had lower total white matter volume and select subcortical structures' volumes, relative to controls; lateral ventricle size of both preserved RH and LH patients was also significantly larger than that of controls. However, relative to controls, only patients with a preserved RH had significantly lower total gray matter volume and lower thickness, volume, and surface area in multiple cortical regions, primarily in frontal and temporal cortex. The differences in preserved RH cortex of LH resection patients may relate to transfer of language function from the resected LH. Our findings lay the foundation for future studies probing associations of the morphometric differences in pediatric epilepsy surgery patients with neuropsychological outcomes.

对接受皮质切除手术治疗癫痫的成年人术后皮质结构完整性的表征得出了喜忧参半的结果。在某些情况下,患者表现出持续或加速的皮质萎缩,而在另一些情况下,萎缩减缓甚至逆转。这种变异性是否也适用于儿科人群,对他们来说,术后可塑性可能更大,还有待确定。在这项病例对照研究中,从32名儿童癫痫手术患者和51名非神经匹配对照中获得了高分辨率结构T1 MRI数据。使用FreeSurfer软件套件增强的自动分割功能,我们在大体解剖水平(侧脑室大小、灰质和白质体积)量化了保留半球的形态计量学。此外,还测量了基于Desikan-Killiany图谱分割的34个皮层区域的皮层厚度、体积和表面积,最后还测量了9个皮层下区域的体积。在患者保留的左半球(LH)或右半球(RH)与年龄匹配的典型发育对照的相应半球之间进行形态计量学比较;然后比较两个患者组(LH与RH)。与对照组相比,患者组的心室更大,总白质体积减少,只有RH保留的患者,而LH保留的患者的总灰质体积相对于对照组减少。此外,与对照组相比,RH保留的患者的皮质厚度和皮质体积较低,几个皮质区域的皮质表面积明显较大。与对照组相比,LH保留的患者在34个皮层区域中的任何一个的厚度、体积或面积上基本上没有差异。此外,与对照组相比,LH和RH患者在选定的皮质下结构中的体积都有所减少。与典型的发育中的、年龄匹配的对照组相比,左侧而非右侧切除与皮质厚度和体积的更显著减少以及皮质表面积的增加有关,这表明保留的RH经历了在右侧儿科切除病例中未观察到的塑性过程。考虑到了解LH与RH手术后结果的重要性,本文所述的术后形态计量学特征为未来的工作提供了基础,以了解作为切除后保留侧功能的可塑性差异。为了理解这些结构发现对临床实践的影响,未来有必要研究当前发现与神经心理学结果的关系。
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引用次数: 0
The balance between intrinsic and ecological fitness reveals hidden regimes in eco-evolutionary population dynamics. 维持、掩蔽和模拟选择:细胞内在和细胞外在效应对生态进化动力学的相互作用。
Pub Date : 2025-08-25 DOI: 10.1101/2023.03.15.532871
Rowan J Barker-Clarke, Jason M Gray, Sydney Leither, Maximilian A R Strobl, Jeff Maltas, Dagim Shiferaw Tadele, Michael Hinczewski, Jacob G Scott

Understanding how populations evolve requires accounting for both intrinsic fitness, defined by genotype and environment, and ecological interactions that emerge in mixed communities. While evolutionary experiments typically assess fitness in isolation, such monoculture measures may misrepresent dynamics in realistic, interacting populations. Here, we present a game-theoretic framework that explicitly separates intrinsic and ecological contributions to fitness, allowing us to map how ecological interactions can mask, mirror, maintain, or mimic selection driven by genetic differences. We derive analytical conditions for these regimes using deterministic replicator dynamics and validate them in stochastic Wright-Fisher models with mutation and drift. Applying our model to published microbial and cancer co-culture data, we show that real systems span both intrinsic-dominant and ecology-dominant regimes, with ecological effects sometimes reversing or neutralizing intrinsic fitness advantages. These results expose a critical blind spot in experimental design and interpretation, emphasizing the need to account for ecological interactions when inferring evolutionary dynamics and designing therapeutic strategies.

进化是一个随机但不可避免的过程,它位于生物学的核心,但在患者体内的多细胞环境中,生态复杂性是通过异质性和微环境产生的。因此,生态学和突变的相互作用是预测复杂疾病进化和设计最佳治疗方案的基础。随着疾病病原体之间生态相互作用的实验证据不断增加,结合这些相互作用效应的进化理论和建模的必要性也在不断增加。受实验细胞生物学的启发,我们将相互作用回报矩阵中的变量转换为我们的数学方法中的细胞-细胞相互作用,将其编码为生长速率修改、频率依赖的相互作用。通过这种方式,我们可以展示这些细胞外在生态相互作用的存在可以在多大程度上改变仅从细胞内在特性预测的进化轨迹。为此,我们为经历扩散、漂移和相互作用的遗传种群建立了一个福克-普朗克方程,并为平稳分布生成了一个新的解析解。我们使用这个解决方案来确定这些相互作用何时可以以维持、掩盖或模仿单一文化适应度差异的方式改变进化。这项工作对实验和患者进化的解释和理解具有重要意义,其结果可能有助于解释癌症系统和一般异质人群中明显中性进化的丰富性。此外,随机、生态相关进化的分析结果的推导为需要稳定解决方案知识的治疗方法铺平了道路,以开发控制协议。
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引用次数: 0
Fear conditioning biases olfactory sensory neuron frequencies across generations. 恐惧条件反射会影响嗅感觉神经元的频率。
Pub Date : 2025-08-22 DOI: 10.1101/2023.02.23.529692
Clara W Liff, Yasmine R Ayman, Eliza C B Jaeger, Avery Cardeiro, Hudson S Lee, Alexis Kim, Angélica V Albarracín, Dianne-Lee K D Ferguson, Bianca J Marlin

The main olfactory epithelium initiates the process of odor encoding. Recent studies have demonstrated intergenerationally inherited changes in the olfactory system in response to fear conditioning, resulting in increases in olfactory sensory neuron frequencies and altered responses to odors. We investigated changes in the cellular composition of the olfactory epithelium in response to an aversive stimulus. Here, we achieve volumetric cellular resolution to demonstrate that olfactory fear conditioning increases the number of odor-encoding neurons in mice that experience odor-shock conditioning (F0), as well as their unconditioned offspring (F1). We demonstrate that the increase in F0 is due, in part, to the biasing of the stem cell layer of the main olfactory epithelium. Detailed analysis of F1 behavior revealed subtle odor-specific differences between the offspring of unconditioned and conditioned parents, despite the absence of an active aversion to the conditioned odor. Thus, we reveal intergenerational regulation of olfactory epithelium composition in response to olfactory fear conditioning, providing insight into the heritability of acquired phenotypes.

One-sentence summary: Olfactory fear conditioning induces heritable changes to the mouse olfactory system and biases neurogenesis and behavior in both parent and offspring.

主嗅觉上皮启动气味编码过程。最近的研究表明,在对恐惧条件反射的反应中,嗅觉系统的代际遗传变化导致嗅觉感觉神经元频率增加和对气味的反应改变。我们研究了嗅觉上皮细胞组成的变化对厌恶刺激的反应。在这里,我们实现了体积细胞分辨率,以证明嗅觉恐惧条件反射增加了经历气味休克条件反射(F0)的小鼠及其非条件反射后代(F1)的气味编码神经元的数量。我们证明,F0的增加部分是由于主嗅上皮干细胞层的偏倚。对F1行为的详细分析显示,尽管没有对条件气味的主动厌恶,但非条件父母和条件父母的后代之间存在微妙的气味特异性差异。因此,我们揭示了嗅觉上皮组成对嗅觉恐惧条件反射的代际调节,为获得性表型的遗传性提供了见解。一句话总结:嗅觉恐惧条件反射诱导小鼠嗅觉系统的遗传变化,并影响双亲和后代的神经发生和行为。
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引用次数: 0
High-speed 3D DNA PAINT and unsupervised clustering for unlocking 3D DNA origami cryptography. 高速3D DNA PAINT和无监督聚类解锁3D DNA折纸密码。
Pub Date : 2025-08-19 DOI: 10.1101/2023.08.29.555281
Gde Bimananda Mahardika Wisna, Daria Sukhareva, Jonathan Zhao, Prathamesh Chopade, Deeksha Satyabola, Michael Matthies, Subhajit Roy, Chao Wang, Petr Šulc, Hao Yan, Rizal F Hariadi

DNA origami information storage is a promising alternative to silicon-based data storage, offering a secure molecular cryptography technique that conceals information within arbitrarily folded DNA origami nanostructures. Routing, sliding, and interlacing staple strands lead to the creation of a large 700-bit key size. The realization of practical DNA data storage requires high information density, robust security, and accurate and rapid information retrieval. To meet these requirements, advanced readout techniques and large encryption key sizes are essential. In this study, we report an enhanced DNA origami cryptography protocol to encrypt information in 2D and 3D DNA origami structures, increasing the number of possible scaffold routings and increasing the encryption key size. We employed all-DNA-based steganography with fast readout through high-speed 2D and 3D DNA-PAINT super-resolution imaging, which enables higher information density. By combining 2D and 3D DNA-PAINT data with unsupervised clustering, we achieved an accuracy of up to 89% and high ratios of correct-to-wrong readout, despite the significant flexibility in the 3D DNA origami structure shown by oxDNA simulation. Furthermore, we propose design criteria that ensure complete information retrieval for the DNA origami cryptography protocol. Our findings demonstrate that DNA-based cryptography is a highly secure and versatile solution for transmitting and storing information, making it an attractive choice for the post-silicon era.

DNA折纸信息存储是硅基数据存储的一个有前途的替代方案,它提供了一种安全的分子密码技术,可以将信息隐藏在任意折叠的DNA折纸纳米结构中。路由、滑动和交错的短钉链导致创建一个大的700位密钥大小。实现实用的DNA数据存储要求信息密度高、安全性强、信息检索准确快速。为了满足这些要求,先进的读出技术和大的加密密钥大小是必不可少的。在这项研究中,我们报告了一种增强的DNA折纸加密协议,用于加密2D和3D DNA折纸结构中的信息,增加了可能的支架路由数量并增加了加密密钥的大小。我们采用全dna隐写术,通过高速2D和3D DNA-PAINT超分辨率成像实现快速读取,从而实现更高的信息密度。通过将2D和3D DNA- paint数据与无监督聚类相结合,我们实现了高达89%的准确率和高正误读数率,尽管oxDNA模拟显示了3D DNA折纸结构的显着灵活性。此外,我们提出了确保DNA折纸密码协议的完整信息检索的设计准则。我们的研究结果表明,基于dna的加密技术是一种高度安全和通用的信息传输和存储解决方案,使其成为后硅时代的一个有吸引力的选择。
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引用次数: 0
Region-Specific Transcriptional Signatures of Brain Aging in the Absence of Neuropathology at the Single-cell Level. 在单细胞分辨率下,人类大脑各区域健康衰老的不同模式揭示了与神经退行性疾病的联系。
Pub Date : 2025-08-19 DOI: 10.1101/2023.07.31.551097
Monica E Mesecar, Megan F Duffy, Dominic J Acri, Jinhui Ding, Rebekah G Langston, Syed I Shah, Mike A Nalls, Xylena Reed, Sonja W Scholz, D Thad Whitaker, Pavan K Auluck, Stefano Marenco, Alex R DeCasien, J Raphael Gibbs, Mark R Cookson

Given that age is a significant risk factor for multiple neurodegenerative diseases, investigating normal brain aging may help identify molecular events that may contribute to increased disease risk over time. Single-nucleus RNA sequencing (snRNA-seq) enables analysis of gene expression changes within specific cell-types, potentially offering insights into the molecular mechanisms underlying aging. However, most brain snRNA-Seq datasets used age-matched controls from studies focused on pathological processes and have largely been limited to cortical regions. Therefore, there is a need to investigate the non-pathological aging process in brain regions that are vulnerable to age-related diseases. Here, we report a snRNA-seq study of 6 young (20-30 years) and 7 aged (60-85 years) encompassing four different brain regions: the entorhinal cortex, middle temporal gyrus, subventricular zone, and putamen. We captured over 150,000 nuclei that represented 10 broad cell-types. While we did not find statistically significant differences in cell-type proportions with age, region- and cell-type-specific differential expression analyses identified over 8,000 age-associated genes. Notably, within a given cell-type, most of these associations were region-specific. Functional enrichment analyses of the gene sets for each cell-type-region combination revealed diverse biological processes, including multiple hallmarks of aging, such as proteostasis, interactions with cytokines, vesicular trafficking, metabolism, inflammation, and metal ion homeostasis. Overall, our findings suggest that unique cell-types exhibit distinct transcriptional aging profiles both at the cell-type level and across different brain regions.

年龄是神经退行性疾病的主要常见风险因素,包括阿尔茨海默病、帕金森病和肌萎缩侧索硬化症。先前的研究表明,按时间顺序排列的年龄与不同大脑区域的基因表达差异相关。然而,先前的数据集并没有消除与年龄相关的表达是否是由于每个细胞的细胞数量和/或基因表达的变化。在这项研究中,我们利用单核RNA测序(snRNAseq)来检测四个不同大脑区域的细胞比例和转录组的变化,每个区域来自12名20-30岁(年轻)或60-85岁(老年)的捐献者。我们从与神经退行性疾病或增殖生态位相关的两个皮层区域(内嗅皮层和颞中回)和两个皮层下区域(壳核和室下区)采集了155192个细胞核。我们发现,随着健康老龄化,大脑不同区域的细胞组成没有变化。令人惊讶的是,我们确实发现每个大脑区域都有不同的衰老特征,不同区域的差异相关基因只有微小的重叠。此外,每种细胞类型都表现出不同的年龄相关表达变化,包括皮层抑制性神经元中蛋白质合成基因的缺失、兴奋性神经元和少突胶质细胞前体细胞中的轴突生成基因的缺失,星形胶质细胞中胶质增生标记物和小胶质细胞中疾病相关标记物的增强,以及对神经元-胶质细胞通讯至关重要的基因。重要的是,我们发现了与阿尔茨海默病和帕金森病全基因组关联研究(GWAS)提名的基因(如载脂蛋白E(APOE)和小胶质细胞中富含亮氨酸的重复激酶2(LRRK2))的细胞类型特异性年龄关联富集,这些基因与不同细胞类型的总体表达水平无关。我们将这些数据作为一种新的资源,首先强调了健康衰老中可能导致选择性脆弱性的区域和细胞类型特异性转录组变化,其次,为测试相关亚型中GWAS提名的疾病风险基因和制定更有针对性的治疗策略提供了背景。数据是容易访问的,而不需要在公共网站中提供广泛的计算支持,https://brainexp-hykyffa56a-uc.a.run.app/.
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bioRxiv : the preprint server for biology
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