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Divergent tumor immunity determined by bacteria-cancer cell engagement. 由细菌-癌细胞结合决定的不同肿瘤免疫。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-19 Epub Date: 2026-02-04 DOI: 10.1016/j.cell.2025.12.044
Bingqing Yao, Xiaoqin Liu, Kanghui Ruan, Xiunan Fang, Chuhan Jiang, Weixiang Bian, Yajing Guo, Xiaosheng Zhu, Zebin Shang, Tianen Hu, Pei Cai, Meizhen Lin, Chunhui Wang, Xiaoyu Kuang, Fanglin Luo, Zhanhao Zhang, Shang Li, Jia Yao, Xu Li, Shang Cai

Intratumor bacteria represent an understudied yet influential component of the cancer ecosystem, critically impinging cancer progression. In PyMT breast tumors, we find intracellular bacteria, when residing in cancer cell cytosol, promote metastasis by triggering cytosolic double-stranded DNA (dsDNA) accumulation, which in turn activates the tumor intrinsic cGAS-STING-interleukin (IL)-17B pathway and redirects neutrophils toward a protumor phenotype that inhibits cytotoxic T cells. By contrast, the same strain of bacteria, when present extracellularly, induces antitumor neutrophil activity without engaging the STING pathway. Physiologically, eliminating intracellular bacteria, or therapeutically introducing extracellular bacteria components, abrogates immunosuppression and prevents postsurgical metastatic recurrence in preclinical models. Clinically, the bacteria invasion signature we have developed is associated with poor prognosis in patients with breast cancer. In summary, the spatial interplay between bacteria and host cells in metastatic niches can shape divergent tumor immunity, highlighting bacterial-host engagement as a crucial determinant of cancer immune regulation and a potential therapeutic target.

肿瘤内细菌代表了癌症生态系统中一个未被充分研究但有影响力的组成部分,对癌症的进展有着关键的影响。在PyMT乳腺肿瘤中,我们发现细胞内细菌,当驻留在癌细胞细胞质中时,通过触发胞质双链DNA (dsDNA)积累来促进转移,这反过来激活肿瘤固有的cgas - sting -白细胞介素(IL)-17B途径,并将中性粒细胞重定向到抑制细胞毒性T细胞的肿瘤表型。相比之下,同一菌株的细菌,当存在于细胞外时,诱导抗肿瘤中性粒细胞活性而不参与STING途径。生理上,在临床前模型中,消除细胞内细菌,或治疗性地引入细胞外细菌成分,消除免疫抑制并防止手术后转移性复发。在临床上,我们发现的细菌入侵特征与乳腺癌患者的不良预后有关。总之,转移性壁龛中细菌和宿主细胞之间的空间相互作用可以形成不同的肿瘤免疫,强调细菌-宿主参与是癌症免疫调节的关键决定因素和潜在的治疗靶点。
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引用次数: 0
Transplantation of encapsulated mitochondria alleviates dysfunction in mitochondrial and Parkinson's disease models. 包封线粒体移植可减轻线粒体和帕金森病模型的功能障碍。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-18 DOI: 10.1016/j.cell.2026.02.023
Shiwei Du, Qi Long, Yanshuang Zhou, Jiangqin Fu, Hao Wu, Liang Yang, Yaohang Xie, Yingzhe Ding, Maolei Zhang, Jingyi Guo, Mengfei Wang, Jiajun Lin, Mingli Hu, Jian Zhang, Deyang Yao, Wei Li, Feixiang Bao, Ge Xiang, Yi Wu, Yile Huang, Haozhao Liang, Rui Wang, Heying Li, Baodan Chen, Chong Li, Junwei Wang, Jiwei Zhang, Dajiang Qin, Jianwei Sun, Yun Zhu, Fei Sun, Wuming Wang, Gang Lu, Wai-Yee Chan, Hui Zhao, Chenli Liu, Xingguo Liu

Mitochondrial transplantation holds significant potential for the treatment of mitochondrial diseases. However, how to efficiently deliver exogenous mitochondria to somatic cells or tissues remains unresolved. We present a mitochondrial transplantation approach to deliver mitochondria into the cells and tissues of mice and monkeys with high efficiency, based on encapsulating mitochondria with vesicles derived from the plasma membrane of erythrocytes. Treatment with encapsulated mitochondria complemented the loss, deletion, or mutation of mitochondrial DNA, thereby rescuing the associated bioenergetic and biochemical defects in patient-derived cells with mitochondrial disorders. Furthermore, mitochondrial capsules rescued the mitochondrial DNA depletion syndrome and Leigh syndrome in Dguok-/- and Ndufs4-/- mouse models, respectively. Moreover, in a mouse model of Parkinson's disease, mitochondrial capsules rescued neuron loss, improved motor skills, and restored mitochondrial function in the affected brain regions. Our study demonstrates the potential of this mitochondrial capsule as a treatment for mitochondrial disorders and proposes an "organelle therapy" strategy in regenerative medicine.

线粒体移植在治疗线粒体疾病方面具有巨大的潜力。然而,如何有效地将外源线粒体输送到体细胞或组织中仍未解决。我们提出了一种线粒体移植方法,将线粒体高效地输送到小鼠和猴子的细胞和组织中,该方法基于红细胞质膜衍生的囊泡包封线粒体。包封线粒体治疗补充了线粒体DNA的缺失、缺失或突变,从而挽救了线粒体疾病患者源性细胞中相关的生物能量和生化缺陷。此外,线粒体胶囊分别挽救了Dguok-/-和Ndufs4-/-小鼠模型的线粒体DNA缺失综合征和Leigh综合征。此外,在帕金森病的小鼠模型中,线粒体胶囊挽救了神经元丢失,改善了运动技能,并恢复了受影响大脑区域的线粒体功能。我们的研究证明了这种线粒体胶囊作为线粒体疾病治疗的潜力,并提出了再生医学中的“细胞器治疗”策略。
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引用次数: 0
Contextual computation by competitive protein dimerization networks. 竞争性蛋白质二聚化网络的上下文计算。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-18 DOI: 10.1016/j.cell.2026.03.015
Jacob Parres-Gold, Matthew Levine, Benjamin Emert, Andrew Stuart, Michael B Elowitz
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引用次数: 0
Thermodynamic prediction of RNA cellular activity from sequence via conformational ensembles. 从构象集成序列对RNA细胞活性的热力学预测。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-18 DOI: 10.1016/j.cell.2026.02.021
Ainan Geng, Rohit Roy, Megan Ken, Linshu Li, Alicia Chime, Hala Abou Assi, Bei Liu, Charles Bou-Nader, Yeongjoon Lee, Jinwei Zhang, Daniel Herschlag, Stephen P Goff, Hashim M Al-Hashimi

Despite advances in structure prediction from sequence, predicting cellular activity requires conformational ensembles that capture propensities to form functionally active states. Such ensembles remain difficult to measure and even harder to predict. Here, we systematically altered the HIV-1 transactivation response element (TAR) RNA sequence to change its propensity to adopt a functional versus inactive secondary structure and quantified these propensities using proton chemical exchange saturation transfer (1H CEST) NMR without isotopic labeling. Minor sequence changes shifted the active-state propensity by ∼500-fold, quantitatively predicting 125- to 300-fold changes in binding to the RNA-binding region of Tat and cellular transactivation. These propensities could be inferred from secondary-structure prediction algorithms and incorporated into a thermodynamic framework to quantitatively predict how sequence changes alter protein-binding affinity and cellular activity in this well-characterized system. Our findings establish a quantitative thermodynamic framework that links the RNA sequence to cellular activity through conformational ensembles, setting the stage for more generalized predictions as computational ensemble modeling continues to advance.

尽管在从序列预测结构方面取得了进展,但预测细胞活动需要捕获形成功能活跃状态的倾向的构象集成。这样的组合仍然难以测量,甚至更难预测。在这里,我们系统地改变了HIV-1转激活反应元件(TAR) RNA序列,以改变其采用功能性和非活性二级结构的倾向,并使用质子化学交换饱和转移(1H CEST) NMR在没有同位素标记的情况下量化了这些倾向。微小的序列变化将活性状态倾向改变了约500倍,定量预测了Tat与rna结合区域的结合和细胞转激活的125至300倍变化。这些倾向可以从二级结构预测算法中推断出来,并结合到热力学框架中,定量预测序列变化如何改变蛋白质结合亲和力和细胞活性。我们的发现建立了一个定量的热力学框架,通过构象集成将RNA序列与细胞活动联系起来,随着计算集成模型的不断发展,为更广泛的预测奠定了基础。
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引用次数: 0
Mitochondrial control of glycerolipid synthesis by a PEP shuttle. 线粒体通过PEP梭体控制甘油脂合成。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-17 DOI: 10.1016/j.cell.2026.02.017
Tadashi Yamamuro, Daisuke Katoh, Guilherme Martins Silva, Hiroshi Nishida, Satoshi Oikawa, Yusuke Higuchi, Dandan Wang, Masanori Fujimoto, Naofumi Yoshida, Mark Li, Jihoon Shin, Zezhou Zhao, Jin-Seon Yook, Lijun Sun, Shingo Kajimura

Mitochondria provide a variety of metabolites, in addition to ATP, to meet cell-specific needs. One such metabolite is phosphoenolpyruvate (PEP), which contains a higher-energy phosphate bond than ATP and has diverse biological functions. However, how mitochondria-generated PEP is delivered to the cytosol and fulfills cell-specific requirements remains elusive. Here, we show that SLC25A35 regulates mitochondrial PEP efflux and glyceroneogenesis in lipogenic cells that utilize the pyruvate-to-PEP bypass. Reconstitution and structural studies demonstrated PEP transport by SLC25A35 in a pH gradient-dependent manner. Loss of SLC25A35 in adipocytes impaired the conversion of mitochondrial PEP into glycerol-3-phosphate, thereby reducing glycerolipid synthesis. Significantly, hepatic inhibition of SLC25A35 in obese mice alleviated steatosis and improved systemic glucose homeostasis. Together, these results suggest that mitochondria facilitate glycerolipid synthesis by providing PEP via SLC25A35, offering lipogenic mitochondria as a target to limit glycerolipid synthesis, a pivotal step in the pathogenesis of hepatic steatosis and type 2 diabetes.

线粒体除了提供ATP外,还提供多种代谢物,以满足细胞的特定需要。其中一种代谢物是磷酸烯醇丙酮酸(PEP),它含有比ATP更高能量的磷酸键,具有多种生物功能。然而,线粒体产生的PEP如何传递到细胞质并满足细胞特异性需求仍然是难以捉摸的。在这里,我们发现SLC25A35调节利用丙酮酸-PEP旁路的脂肪生成细胞的线粒体PEP外排和甘油生成。重构和结构研究表明,PEP通过SLC25A35以pH梯度依赖的方式运输。脂肪细胞中SLC25A35的缺失损害了线粒体PEP向甘油-3-磷酸的转化,从而减少了甘油脂的合成。在肥胖小鼠中,肝脏抑制SLC25A35可减轻脂肪变性,改善全身葡萄糖稳态。总之,这些结果表明,线粒体通过SLC25A35提供PEP促进甘油脂合成,提供了脂肪生成线粒体作为限制甘油脂合成的靶点,这是肝脂肪变性和2型糖尿病发病机制的关键步骤。
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引用次数: 0
Functional RNA splitting drove the evolutionary emergence of type V CRISPR-Cas systems from transposons. 功能性RNA分裂推动了转座子V型CRISPR-Cas系统的进化出现。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-17 DOI: 10.1016/j.cell.2026.03.014
Shuai Jin, Zixu Zhu, Yunjia Li, Shouyue Zhang, Yijing Liu, Danyuan Li, Yuanqing Li, Yingfeng Luo, Zhiheng Cheng, Kevin Tianmeng Zhao, Qiang Gao, Guanglei Yang, Hongchao Li, Ronghong Liang, Rui Zhang, Jin-Long Qiu, Yong E Zhang, Jun-Jie Gogo Liu, Caixia Gao
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引用次数: 0
Deep-learning-based de novo discovery and design of therapeutics that reverse disease-associated transcriptional phenotypes. 基于深度学习的新发现和设计逆转疾病相关转录表型的治疗方法。
IF 42.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-17 DOI: 10.1016/j.cell.2026.02.016
Jing Xing, Mingdian Tan, Dmitry Leshchiner, Mengying Sun, Mohamed Abdelgied, Li Huang, Shreya Paithankar, Katie Uhl, Rama Shankar, Erika Lisabeth, Bilal Aleiwi, Tara Jager, Cameron Lawson, Ruoqiao Chen, Matthew Giletto, Reda Girgis, Richard R Neubig, Samuel So, Edmund Ellsworth, Xiaopeng Li, Mei-Sze Chua, Jiayu Zhou, Bin Chen

Identifying drugs that reverse disease-associated transcriptomic features has been widely explored for drug repurposing, but its potential for de novo drug discovery remains underexplored. Here, we present gene expression profile predictor on chemical structures (GPS), a deep-learning-based drug discovery platform, guided by transcriptomic features, that screens large compound libraries and optimizes lead molecules. We first develop a model that captures transcriptomic perturbation signatures solely from chemical structures and deploy it to library compounds. We refine scoring methods and employ a tree-search method for optimization. By incorporating structure-gene-activity relationships, we uncover drug mechanisms from transcriptomic data. We evaluate GPS across multiple diseases and conduct extensive validation in two cases. In hepatocellular carcinoma, we discover two unique compound series with favorable cellular selectivity and in vivo efficacy. In idiopathic pulmonary fibrosis, we identify one repurposing candidate and one novel anti-fibrotic compound by reversing gene expression of multiple distinct cell types derived from single-cell transcriptomics.

识别逆转疾病相关转录组特征的药物已被广泛探索用于药物再利用,但其在新药物发现方面的潜力仍未得到充分探索。在这里,我们提出了化学结构基因表达谱预测器(GPS),这是一个基于深度学习的药物发现平台,以转录组学特征为指导,筛选大型化合物文库并优化先导分子。我们首先开发了一个模型,该模型仅从化学结构中捕获转录组扰动特征,并将其部署到文库化合物中。我们改进了评分方法,并采用树搜索方法进行优化。通过结合结构-基因-活性关系,我们从转录组学数据中揭示药物机制。我们评估了GPS在多种疾病中的应用,并在两个案例中进行了广泛的验证。在肝细胞癌中,我们发现了两个独特的化合物系列,具有良好的细胞选择性和体内疗效。在特发性肺纤维化中,我们通过逆转来自单细胞转录组学的多种不同细胞类型的基因表达,确定了一种重新利用的候选药物和一种新的抗纤维化化合物。
{"title":"Deep-learning-based de novo discovery and design of therapeutics that reverse disease-associated transcriptional phenotypes.","authors":"Jing Xing, Mingdian Tan, Dmitry Leshchiner, Mengying Sun, Mohamed Abdelgied, Li Huang, Shreya Paithankar, Katie Uhl, Rama Shankar, Erika Lisabeth, Bilal Aleiwi, Tara Jager, Cameron Lawson, Ruoqiao Chen, Matthew Giletto, Reda Girgis, Richard R Neubig, Samuel So, Edmund Ellsworth, Xiaopeng Li, Mei-Sze Chua, Jiayu Zhou, Bin Chen","doi":"10.1016/j.cell.2026.02.016","DOIUrl":"https://doi.org/10.1016/j.cell.2026.02.016","url":null,"abstract":"<p><p>Identifying drugs that reverse disease-associated transcriptomic features has been widely explored for drug repurposing, but its potential for de novo drug discovery remains underexplored. Here, we present gene expression profile predictor on chemical structures (GPS), a deep-learning-based drug discovery platform, guided by transcriptomic features, that screens large compound libraries and optimizes lead molecules. We first develop a model that captures transcriptomic perturbation signatures solely from chemical structures and deploy it to library compounds. We refine scoring methods and employ a tree-search method for optimization. By incorporating structure-gene-activity relationships, we uncover drug mechanisms from transcriptomic data. We evaluate GPS across multiple diseases and conduct extensive validation in two cases. In hepatocellular carcinoma, we discover two unique compound series with favorable cellular selectivity and in vivo efficacy. In idiopathic pulmonary fibrosis, we identify one repurposing candidate and one novel anti-fibrotic compound by reversing gene expression of multiple distinct cell types derived from single-cell transcriptomics.</p>","PeriodicalId":9656,"journal":{"name":"Cell","volume":" ","pages":""},"PeriodicalIF":42.5,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147479657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Four centuries of commercial whaling eroded 11,000 years of population stability in bowhead whales 四个世纪的商业捕鲸破坏了11000年来弓头鲸数量的稳定
IF 64.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-17 DOI: 10.1016/j.cell.2026.02.022
Michael V. Westbury, Stuart C. Brown, Andrea A. Cabrera, Hernán E. Morales, Bárbara Parreira, Jilong Ma, Moisès Coll Macià, Alba Rey-Iglesia, Arthur Dyke, Camilla Hjorth Scharff-Olsen, Michael B. Scott, Øystein Wiig, Lutz Bachmann, Kit M. Kovacs, Christian Lydersen, Steven H. Ferguson, Paul Szpak, Damien A. Fordham, Eline D. Lorenzen
Bowhead whales were heavily exploited during commercial whaling between the 16th and 20th centuries. Current and near-future climate warming poses a new threat. Assessing bowhead vulnerability to climatic change remains challenging due to insufficient knowledge regarding responses to past climates and pre-whaling population dynamics. We integrate paleogenomics and stable isotopes (δ13C and δ15N) from 206 bowhead fossils from the Atlantic Arctic with paleoclimate and ecological modeling based on 823 radiocarbon-dated fossils, including 140 from this study. We find long-term resilience of bowheads to Holocene environmental perturbations, with no detectable changes in genetic diversity or population structure. Simulated commercial-whaling-driven genetic and fitness changes indicate that population subdivision and loss of genetic diversity are unlikely to be fully realized, despite nearly a century since whaling ceased. Furthermore, even in simulated complete population recovery scenarios, overall fitness did not return to pre-whaling levels, potentially compromising the future resilience of bowhead whales.
在16世纪到20世纪的商业捕鲸活动中,弓头鲸被大量捕杀。当前和近期的气候变暖构成了新的威胁。由于对过去气候的反应和捕鲸前种群动态的了解不足,评估弓头鲸对气候变化的脆弱性仍然具有挑战性。我们将大西洋北极地区206块弓头鲸化石的古基因组学和稳定同位素(δ13C和δ15N)与823块放射性碳定年化石的古气候和生态模型相结合,其中140块来自本研究。我们发现弓头鲸对全新世环境扰动的长期适应能力,在遗传多样性或种群结构方面没有可检测到的变化。模拟商业捕鲸导致的遗传和适应性变化表明,种群细分和遗传多样性的丧失不太可能完全实现,尽管捕鲸已经停止了近一个世纪。此外,即使在模拟种群完全恢复的情况下,整体适应度也没有恢复到捕鲸前的水平,这可能会损害弓头鲸未来的恢复能力。
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引用次数: 0
Pluripotent stem-cell-based screening uncovers sildenafil as a mitochondrial disease therapy 基于多能干细胞的筛选揭示了西地那非作为线粒体疾病治疗
IF 64.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-11 DOI: 10.1016/j.cell.2026.02.008
Annika Zink, Dao-Fu Dai, Annika Wittich, Marie-Thérèse Henke, Giulia Pedrotti, Sonja Heiduschka, Guillem Santamaria, Tancredi Massimo Pentimalli, Christian Brueser, Sofia Notopoulou, Abdul Rahim Umar, Aleksandra Zhaivoron, Laura Petersilie, Caleb Jerred, Jesper Bergmans, Louis Anton Neu, Fabian Schumacher, Jan Keller-Findeisen, Agnieszka Rybak-Wolf, Daniel Stach, Alessandro Prigione
Mitochondrial disease encompasses inherited disorders affecting mitochondrial function. A severe and untreatable form of mitochondrial disease is Leigh syndrome (LS), causing psychomotor regression and metabolic crises. To accelerate drug discovery for LS, we screen a library of 5,632 repurposable compounds in neural cells from LS-patient-derived induced pluripotent stem cells (iPSCs). We identify phosphodiesterase type 5 (PDE5) inhibitors as leads and prioritize sildenafil for its clinical safety. Sildenafil corrects mitochondrial membrane potential defects, restores neurodevelopmental pathways, and normalizes calcium responses in LS brain organoids. In small and large mammalian models of LS, sildenafil extends lifespan and ameliorates disease phenotypes. Off-label treatment on an individual basis with sildenafil in six LS patients improves their motor function and resistance to metabolic crises. Collectively, the findings highlight the potential of iPSC-driven drug discovery and position sildenafil as a promising drug candidate for mitochondrial disease.
线粒体疾病包括影响线粒体功能的遗传性疾病。Leigh综合征(LS)是一种严重且无法治疗的线粒体疾病,可导致精神运动衰退和代谢危机。为了加速LS药物的发现,我们在LS患者来源的诱导多能干细胞(iPSCs)的神经细胞中筛选了5,632种可重复利用的化合物。我们确定磷酸二酯酶5型(PDE5)抑制剂作为先导,并优先考虑西地那非的临床安全性。西地那非纠正线粒体膜潜在缺陷,恢复神经发育途径,并使LS脑类器官的钙反应正常化。在小型和大型LS哺乳动物模型中,西地那非延长了寿命并改善了疾病表型。在6例LS患者的个体基础上使用西地那非进行标签外治疗,改善了他们的运动功能和对代谢危机的抵抗力。总的来说,这些发现突出了ipsc驱动的药物发现的潜力,并将西地那非定位为线粒体疾病的有希望的候选药物。
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引用次数: 0
Cell-type-specific transposon demethylation and TAD remodeling in aging mouse brain 衰老小鼠大脑中细胞类型特异性转座子去甲基化和TAD重塑
IF 64.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-11 DOI: 10.1016/j.cell.2026.02.015
Qiurui Zeng, Wenliang Wang, Wei Tian, Amit Klein, Anna Bartlett, Hanqing Liu, Joseph R. Nery, Rosa G. Castanon, Julia Osteen, Nicholas D. Johnson, Wubin Ding, Huaming Chen, Jordan Altshul, Mia Kenworthy, Cynthia Valadon, William Owens, Zhanghao Wu, Maria Luisa Amaral, Nathan R. Zemke, Yuru Song, Joseph R. Ecker
Aging is a major risk factor for neurodegenerative diseases, yet the underlying epigenetic mechanisms remain unclear. Here, we generated a comprehensive single-nucleus cell atlas of brain aging across multiple brain regions, comprising 132,551 single-cell methylomes and 72,666 joint chromatin conformation-methylome nuclei. Integration with companion transcriptomic and chromatin accessibility data yielded a cross-modality taxonomy of 36 major cell types. We observed that transposable element (TE) methylation alone distinguished age groups, showing cell-type-specific genome-wide demethylation. Chromatin conformation analysis demonstrated age-related increases in topologically associated domain (TAD) boundary strength with enhanced accessibility at CCCTC-binding factor (CTCF) binding sites. Spatial transcriptomics across 895,296 cells revealed regional heterogeneity during aging within identical cell types. Finally, we developed deep-learning models that reliably predict age-related gene expression changes using multi-modal epigenetic features, providing mechanistic insights into gene regulation. Age-related comparisons use a 2-month baseline reflecting the late-adolescent/early-young adult stage. This dataset advances our understanding of brain aging and offers potential translational applications.
衰老是神经退行性疾病的主要危险因素,但其潜在的表观遗传机制尚不清楚。在这里,我们生成了一个跨越多个大脑区域的全面的大脑衰老单核细胞图谱,包括132,551个单细胞甲基组和72,666个联合染色质构象甲基组核。结合转录组学和染色质可及性数据,对36种主要细胞类型进行了跨模态分类。我们观察到,转座因子(TE)甲基化单独区分年龄组,显示细胞类型特异性全基因组去甲基化。染色质构象分析显示,年龄相关的拓扑相关结构域(TAD)边界强度增加,ccctc结合因子(CTCF)结合位点的可及性增强。895,296个细胞的空间转录组学揭示了相同细胞类型在衰老过程中的区域异质性。最后,我们开发了深度学习模型,利用多模态表观遗传特征可靠地预测与年龄相关的基因表达变化,为基因调控提供了机制见解。与年龄相关的比较采用2个月的基线,反映青少年晚期/青年早期阶段。该数据集促进了我们对大脑衰老的理解,并提供了潜在的翻译应用。
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引用次数: 0
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