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Single-cell transcriptomic analysis of plant quiescent center by third-generation sequencing reveals developmental trajectories. 利用第三代测序技术对植物静止中心进行单细胞转录组学分析,揭示植物发育轨迹。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-09 DOI: 10.1186/s13059-026-03989-0
Guihua Hu, Cong Li, Weijun Guo, Dongwei Li, Liwen Yang, Xiaofeng Gu

Background: The quiescent center of plant roots plays a critical role in maintaining stemness and proliferative activity of surrounding meristem cells that drive root growth. However, it remains difficult to distinguish and isolate quiescent center cells for transcriptomic analysis.

Results: To overcome the challenges, we develop a protocol for isolating intact quiescent center cells from Arabidopsis root tips and perform single-cell long-read RNA sequencing of quiescent center cells across two developmental stages. The analysis reveals a transition from hormone signaling and proliferation toward differentiation between 5 and 10 days after germination. We capture 6,713 previously unannotated transcripts, including several isoform types. We validate ROOT MERISTEM GROWTH FACTOR 10 (RGF10) as a quiescent center specific marker gene. We also detect enrichment in transcripts associated with cell growth, auxin response, and cell division at 5 days, but lost at 10 days, after germination. Functional analysis suggests that the quiescent center marker, TERMINAL EAR1-like (TEL1), is involved in maintaining stem cell identity via regulation of WUSCHEL-RELATED HOMEOBOX 5 (WOX5). Comparative analysis of rice quiescent center transcriptomes reveals distinct auxin biosynthesis and signaling pathways compared to that in Arabidopsis.

Conclusions: This study provides a method for isolating rare cell types and generates long- and short-read transcriptomic atlases, offering novel mechanistic insights into stem cell maintenance in monocot and eudicot roots. The findings have implications for improving crop root systems.

背景:植物根系的静止中心在维持根系生长的茎性和周围分生组织细胞的增殖活性方面起着至关重要的作用。然而,仍然难以区分和分离静止中心细胞进行转录组学分析。为了克服这些挑战,我们开发了一种从拟南芥根尖分离完整的静止中心细胞的方法,并对两个发育阶段的静止中心细胞进行了单细胞长读RNA测序。分析表明,在萌发后5至10天,从激素信号和增殖向分化转变。我们捕获了6,713个以前未注释的转录本,包括几种同种异构体类型。我们验证了根分生系统生长因子10 (RGF10)是一个静止的中心特异性标记基因。我们还检测到与细胞生长、生长素反应和细胞分裂相关的转录本在萌发后5天富集,但在萌发后10天丢失。功能分析表明,静止中心标记TERMINAL EAR1-like (TEL1)通过调节wuschell相关HOMEOBOX 5 (WOX5)参与维持干细胞身份。水稻静止中心转录组的对比分析揭示了与拟南芥不同的生长素生物合成和信号通路。结论:该研究提供了一种分离稀有细胞类型的方法,并生成了长读和短读转录组图谱,为单子叶和双子叶根干细胞维持提供了新的机制见解。这一发现对改善作物根系具有启示意义。
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引用次数: 0
Ubiquitination degradation of GATA4 by CUL4B promotes ovarian cancer metastasis by inducing lysosomal acidification. CUL4B对GATA4泛素化降解通过诱导溶酶体酸化促进卵巢癌转移。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-09 DOI: 10.1186/s13059-026-03982-7
Xin Yin, Rufei Gao, Yanqing Geng, Xinyi Mu, Yan Zhang, Yidan Ma, Xuemei Chen, Fei Han, Zhuxiu Chen, Fangfang Li, Junlin He

Background: Ovarian cancer remains highly lethal due to late-stage diagnosis and aggressive metastatic potential. Lysosomal acidification plays a critical role in tumor metastasis, regulated by multiple genetic factors. While GATA4 is a well-established transcriptional activator in cardiomyogenesis, its function in carcinogenesis remains ambiguous, particularly in ovarian cancer, and its impact on lysosomal regulation is poorly understood. Therefore, we aim to elucidate the function of GATA4 in ovarian cancer metastasis and the underlying molecular mechanisms.

Results: We find that downregulation of GATA4 in ovarian cancer correlates with enhanced lysosomal acidification, increased cell proliferation, and elevated lung and abdominal metastasis both in vitro and in vivo. Mechanistically, GATA4 interacts with the CRL4B complex and undergoes CUL4B-mediated ubiquitination at lysine residues 329 and 404. Integrated RNA-seq and CUT&Tag, ChIP-qPCR, and dual-luciferase assays reveal that GATA4 activates H3K27ac modification at tumor suppressor gene TRIM22, consequently modulating epithelial-mesenchymal transition and lysosomal acidification. These findings demonstrate that GATA4 suppresses lysosomal acidification and epithelial-mesenchymal transition, while its CRL4B-mediated ubiquitination and degradation in metastatic ovarian cancer cells leads to reduced H3K27ac modification at tumor suppressor genes.

Conclusions: Our study elucidates the tumor-suppressive role of GATA4 in regulating lysosomal acidification and epithelial-mesenchymal transition through ubiquitination-dependent mechanisms and histone acetylation modulation. The findings identify GATA4 as a promising therapeutic target and diagnostic marker for ovarian cancer intervention.

背景:由于晚期诊断和侵袭性转移潜力,卵巢癌仍然具有高致死率。溶酶体酸化在肿瘤转移中起关键作用,受多种遗传因素调控。虽然GATA4在心肌形成中是一种公认的转录激活因子,但其在癌症发生中的功能仍不明确,特别是在卵巢癌中,其对溶酶体调节的影响尚不清楚。因此,我们旨在阐明GATA4在卵巢癌转移中的作用及其分子机制。结果:在体外和体内实验中,我们发现卵巢癌中GATA4的下调与溶酶体酸化增强、细胞增殖增加以及肺和腹部转移增加有关。在机制上,GATA4与CRL4B复合物相互作用,并在赖氨酸残基329和404处经历cul4b介导的泛素化。综合RNA-seq和CUT&Tag、ChIP-qPCR和双荧光素酶分析显示,GATA4激活肿瘤抑制基因TRIM22上的H3K27ac修饰,从而调节上皮-间质转化和溶酶体酸化。这些发现表明GATA4抑制溶酶体酸化和上皮间质转化,而其在转移性卵巢癌细胞中crl4b介导的泛素化和降解导致肿瘤抑制基因的H3K27ac修饰减少。结论:我们的研究阐明了GATA4通过泛素化依赖机制和组蛋白乙酰化调节来调节溶酶体酸化和上皮-间质转化的肿瘤抑制作用。研究结果确定GATA4是卵巢癌干预的一个有希望的治疗靶点和诊断标志物。
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引用次数: 0
The gene expression landscape of disease genes. 疾病基因的基因表达格局。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-09 DOI: 10.1186/s13059-026-03958-7
Judit García-González, Alanna C Cote, Saul Garcia-Gonzalez, Lathan Liou, Paul F O'Reilly

Background: Fine-mapping and gene-prioritisation techniques applied to the latest genome-wide association study (GWAS) results have prioritised hundreds of genes as causally associated with disease. Here we leverage these recently compiled lists of high-confidence causal genes to interrogate where in the body disease genes operate, providing a more direct approach than previous studies, which have primarily relied on the enrichment of GWAS signals among genes with cell- or tissue-specific expression.

Results: By integrating GWAS summary statistics, gene prioritisation results, and RNA-seq data from 46 tissues and 204 cell types, we directly analyse the gene expression of putative disease genes across the body in relation to 11 major diseases and cancers. In tissues and cell types with established disease relevance, disease genes show higher and more specific gene expression compared to control genes. Moreover, we detect elevated expression in tissues and cell types without previous links to the corresponding disease. While some of these results may be explained by cell types that span multiple tissues, such as macrophages in brain, blood, lung and spleen in relation to Alzheimer's disease (P-values < 10-3), the cause for others is unclear and warrants further investigation. To support functional follow-up studies of disease genes, we identify technical and biological factors influencing their expression. Finally, we highlight tissue-disease pairs in which significantly elevated expression is associated with increased odds of inclusion in drug development programmes.

Conclusions: We provide our systematic testing framework as an open-source, publicly available tool that can be utilised to offer novel insights into the genes, tissues and cell types involved in any disease, with the potential for informing drug development and delivery strategies.

背景:应用于最新全基因组关联研究(GWAS)结果的精细定位和基因优先化技术已经优先确定了数百个与疾病因果相关的基因。在这里,我们利用这些最近编制的高可信度因果基因列表来询问体内疾病基因的作用,提供了一种比以前的研究更直接的方法,这些研究主要依赖于细胞或组织特异性表达基因中GWAS信号的富集。结果:通过整合来自46种组织和204种细胞类型的GWAS汇总统计、基因优先排序结果和RNA-seq数据,我们直接分析了与11种主要疾病和癌症相关的全身推定疾病基因的基因表达。在与疾病相关的组织和细胞类型中,与控制基因相比,疾病基因表现出更高和更特异性的基因表达。此外,我们在组织和细胞类型中检测到与相应疾病没有关联的表达升高。虽然这些结果中的一些可以用跨越多个组织的细胞类型来解释,例如脑、血液、肺和脾脏中的巨噬细胞与阿尔茨海默病有关(p值-3),但其他原因尚不清楚,需要进一步研究。为了支持疾病基因的功能随访研究,我们确定了影响其表达的技术和生物学因素。最后,我们强调了组织疾病对,其中显著升高的表达与药物开发计划中纳入的几率增加有关。结论:我们提供的系统测试框架是一个开源的、公开可用的工具,可用于提供有关任何疾病的基因、组织和细胞类型的新见解,具有为药物开发和递送策略提供信息的潜力。
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引用次数: 0
Genetic affinities between the ancient Greek colony of Amvrakia and its metropolis. 古希腊殖民地阿姆夫拉基亚与其大都市之间的遗传亲缘关系。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-07 DOI: 10.1186/s13059-026-03968-5
Nikolaos Psonis, Eugenia Tabakaki, Despoina Vassou, Stefanos Papadantonakis, Angelos Souleles, Argyro Nafplioti, Georgios Kousis Tsampazis, Angeliki Papadopoulou, Kiriakos Xanthopoulos, Panagiotis Panailidis, Angeliki Georgiadou, Dimitra Papakosta, Sevasti Koursioti, Maria Evangelinou, Varvara Papadopoulou, Paraskevi Evaggeloglou, Elena Korka, Ioannis Christidis, Michael Ioannou, Theodora Kontogianni, Athanasios Arkoumanis, Alexandros Stamatakis, Nikos Poulakakis, Christina Papageorgopoulou, Pavlos Pavlidis

Background: The complex historical phenomenon known as Greek colonization refers to the strategic establishment of new settlements (colonies) from the 8th to the early fourth century BCE. Unlike earlier migrations, this process was planned and driven by the need to expand trade, access resources, and develop economic as well as political networks. Corinth, a prominent commercial center in southern Greece, constitutes a prominent example for initiating colonization. By founding colonies, Corinth established a safe and continuous route for moving goods along the coasts of western mainland Greece and the Adriatic. Amvrakia was one of Corinth's principal colonies along this route in northwestern Greece. Founded in the seventh century BCE, Amvrakia was characterized by a strong dependence on its metropolis (Corinth). Here, we aim to investigate the genetic relationships between the Corinthian metropolis and the Amvrakia colony, the contribution of the local population to the founding genetic pool, as well as the demography of Amvrakia in subsequent periods.

Results: During its foundation in the Archaic period, Amvrakia appears to have been shaped by genetic influences from a single source. This source migrated from the Corinth territory, represented by the Archaic Tenea population and is supported via an Identity By Descent (IBD) analysis. A direct ancestry from Late Bronze Age (LBA) Greece, including a local LBA population represented by the Ammotopos site located in close proximity to Amvrakia, was not inferred despite conducting a plethora of independent population genomics analyses. During the subsequent Classical and Hellenistic periods, the population of Amvrakia appears to have only slightly differentiated and evidence of genetic continuity over time is observed.

Conclusions: The migration of Corinthians to Amvrakia was the major contributor to the initial genetic pool of the colony, indicating that the Corinthian colonization included both genetic and cultural transmission between the metropolis and its colony.

背景:希腊殖民是一个复杂的历史现象,指的是从公元前8世纪到公元前4世纪早期战略性地建立新的定居点(殖民地)。与早期的移民不同,这一过程是由扩大贸易、获取资源、发展经济和政治网络的需要计划和驱动的。科林斯是希腊南部一个著名的商业中心,是开始殖民的一个突出例子。通过建立殖民地,科林斯建立了一条沿着希腊西部大陆和亚得里亚海海岸运输货物的安全而连续的路线。阿姆弗拉基亚是科林斯在希腊西北部这条路线上的主要殖民地之一。安弗拉基亚始建于公元前7世纪,其特点是对其大都市(科林斯)的强烈依赖。在这里,我们的目的是研究科林斯大都市和阿姆瓦拉基亚殖民地之间的遗传关系,当地人口对建立基因库的贡献,以及阿姆瓦拉基亚随后时期的人口统计。结果:在古代时期,Amvrakia似乎是由单一来源的遗传影响形成的。这一来源来自科林斯地区,以古特尼亚人口为代表,并通过血统认同(IBD)分析得到支持。尽管进行了大量独立的种群基因组学分析,但并没有推断出来自青铜时代晚期希腊(LBA)的直系祖先,包括位于Amvrakia附近的Ammotopos遗址所代表的当地LBA人群。在随后的古典和希腊化时期,Amvrakia的人口似乎只有轻微的分化,随着时间的推移,遗传连续性的证据被观察到。结论:科林蒂安人向Amvrakia的迁移是该群体初始基因库的主要贡献者,表明科林蒂安人的殖民包括大都市与殖民地之间的遗传和文化传播。
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引用次数: 0
Genetic impacts on within-pair DNA methylation variance in monozygotic twins capture gene-environment interactions and cell-type effects. 基因对同卵双胞胎内DNA甲基化变异的影响捕获基因-环境相互作用和细胞类型效应。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-07 DOI: 10.1186/s13059-026-03947-w
Xiaopu Zhang, Idil Yet, Sergio Villicaña, Juan Castillo-Fernandez, Massimo Mangino, Jouke Jan Hottenga, Pei-Chien Tsai, Josine L Min, Mario Falchi, Andrew Wong, Dorret I Boomsma, Ken K Ong, Jenny van Dongen, Jordana T Bell

Background: Genetic variants that are associated with phenotypic variability, or variance quantitative trait loci (vQTLs), have been detected for multiple human traits. Gene-environment interactions can lead to differential phenotypic variability across genotype groups, therefore, genetic variants that interact with environmental exposures can manifest as vQTLs. Although changes in DNA methylation variability have been observed in several diseases, vQTLs for methylation levels (vmeQTL) have not yet been explored in depth.

Results: We optimize the value of monozygotic twin studies to identify and replicate vmeQTLs for blood DNA methylation variance at 358 CpGs in 988 adult monozygotic twin pairs from two European twin registries. Over a third of vmeQTLs capture identical vmeQTL-environmental factor interactions in both datasets, and the majority of interactions are observed with blood cell counts. Correspondingly, over 60% of CpGs affected by genotype-monocyte and genotype-T cell interactions replicate as CpGs affected by genetic effects in the relevant cell type in an independent dataset. Most vmeQTLs also replicate in 1,348 UK non-twin adults and show longitudinal stability in a sample subset. Integrating gene expression and phenotype association results identifies multiple vmeQTLs that capture GxE effects relevant to human health. Examples include vmeQTLs interacting with blood cell type to influence DNA methylation in FAM65A, NAPRT, and CSGALNACT1 underlying immune disease susceptibility and progression.

Conclusions: Our findings identify novel genetic effects on human DNA methylation variability within a unique monozygotic twin study design. The results show the potential of vmeQTLs to identify gene-environment interactions and provide novel insights into complex traits.

背景:与表型变异性或变异数量性状位点(vqtl)相关的遗传变异已经在多种人类性状中被检测到。基因-环境相互作用可导致不同基因型群体的差异表型变异,因此,与环境暴露相互作用的遗传变异可表现为vqtl。虽然在几种疾病中已经观察到DNA甲基化变异性的变化,但甲基化水平的vqtl (vmeQTL)尚未得到深入探讨。结果:我们优化了单卵双胞胎研究的价值,以鉴定和复制来自两个欧洲双胞胎注册中心的988对成年单卵双胞胎血液DNA甲基化变异的358个CpGs的vmeqtl。在两个数据集中,超过三分之一的vmeqtl捕获相同的vmeqtl -环境因子相互作用,并且大多数相互作用与血细胞计数有关。相应地,在一个独立的数据集中,超过60%的受基因型-单核细胞和基因型- t细胞相互作用影响的CpGs在相关细胞类型中复制为受遗传效应影响的CpGs。大多数vmeqtl也在1348名英国非双胞胎成年人中复制,并在样本子集中显示纵向稳定性。整合基因表达和表型关联结果确定了多个捕获与人类健康相关的GxE效应的vmeqtl。例如,vmeqtl与血细胞类型相互作用,影响FAM65A、NAPRT和CSGALNACT1中DNA甲基化,从而导致免疫疾病的易感性和进展。结论:我们的研究结果在一个独特的单卵双胞胎研究设计中确定了人类DNA甲基化变异性的新遗传效应。研究结果表明,vmeqtl具有识别基因-环境相互作用的潜力,并为复杂性状的研究提供了新的见解。
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引用次数: 0
A reference-free pipeline for detecting shared transposable elements from pan-genomes to retrace their dynamics in a species. 一个无参考的管道检测共享转座元件从泛基因组追溯其动态在一个物种。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-07 DOI: 10.1186/s13059-026-03984-5
Somia Saidi, Mathieu Blaison, María Del Pilar Rodríguez-Ordóñez, Johann Confais, Hadi Quesneville

Background: The role of transposable elements (TEs) in host adaptation has gained interest in recent years. Individuals of the same species undergo independent TE insertions, providing genetic variability within populations, upon which natural selection can act to foster adaptation to environmental conditions.

Results: As de novo assembled genomes are becoming increasingly affordable, helping to overcome the bias introduced by relying on a single reference genome, there is a growing need for suitable pangenomic tools to explore the genomic diversity within a species. We developed a new pipeline called panREPET that identifies TE insertions shared by groups of individuals. Unlike other pangenomic tools, panREPET operates independently of a reference genome and provides the precise sequence and genomic coordinates of each TE copy for each genome.

Conclusions: We showcase the potential of this tool by identifying TE insertions shared among 42 Brachypodium distachyon genomes and by comparing our results with those of existing tools to demonstrate its advantages. Using panREPET, we were able to date two major TE bursts corresponding to major climate events: 22 kya during the Last Glacial Maximum and 10 kya during the Holocene, showing a potential link between environmental stress and TE activity.

背景:转座因子(te)在宿主适应中的作用近年来引起了人们的关注。同一物种的个体经历独立的TE插入,在种群内提供遗传变异,在此基础上自然选择可以促进对环境条件的适应。结果:随着重新组装基因组的成本越来越低,这有助于克服依赖单一参考基因组带来的偏见,因此越来越需要合适的全基因组学工具来探索物种内的基因组多样性。我们开发了一个名为panREPET的新管道,用于识别个体群体共享的TE插入。与其他泛基因组学工具不同,panREPET独立于参考基因组运行,并提供每个基因组的每个TE拷贝的精确序列和基因组坐标。结论:我们通过鉴定42个短柄藻基因组中共有的TE插入,并将我们的结果与现有工具的结果进行比较,展示了该工具的潜力,以证明其优势。利用panREPET,我们能够确定与主要气候事件相对应的两次主要TE爆发的日期:末次冰盛期的22 kya和全新世的10 kya,显示了环境压力与TE活动之间的潜在联系。
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引用次数: 0
PlasRAG: comprehensive plasmid characterization and retrieval through sequence-text alignment. PlasRAG:通过序列-文本比对的综合质粒特性和检索。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-07 DOI: 10.1186/s13059-026-03966-7
Yongxin Ji, Jiaojiao Guan, Herui Liao, Jiayu Shang, Yanni Sun

Plasmids play a pivotal role in the emergence of multidrug-resistant and pathogenic bacteria, posing significant clinical challenges. However, the rapidly growing number of unannotated plasmids necessitates comprehensive characterization of their diverse properties. Here, we present PlasRAG, a tool that integrates multi-faceted property characterization of query plasmids and plasmid DNA retrieval based on textual queries. PlasRAG employs a bidirectional multi-modal information retrieval model that aligns DNA sequences with textual data, effectively overcoming the limitations of traditional approaches. Rigorous experiments demonstrate that PlasRAG delivers robust performance and enhanced analytical capabilities, underscoring the effectiveness of its architectural design.

质粒在多重耐药细菌和致病菌的出现中起着关键作用,带来了重大的临床挑战。然而,随着未加注释质粒数量的迅速增加,需要对其多种性质进行全面的表征。在这里,我们提出了PlasRAG,一个整合了查询质粒的多方面特性表征和基于文本查询的质粒DNA检索的工具。PlasRAG采用双向多模态信息检索模型,将DNA序列与文本数据进行比对,有效克服了传统方法的局限性。严格的实验证明,PlasRAG提供了强大的性能和增强的分析能力,强调了其架构设计的有效性。
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引用次数: 0
Resolving sampling and population-size biases in domestication genomics supports a South Asian origin of walnuts. 解决驯化基因组学中的抽样和种群大小偏差支持核桃起源于南亚。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 DOI: 10.1186/s13059-026-03959-6
Cai-Jin Chen, Xiao-Xu Pang, Ya-Mei Ding, Wei-Ping Zhang, Yang Yang, Jie Liu, Anush Nersesyan, Bo-Wen Zhang, Susanne S Renner, Da-Yong Zhang, Wei-Ning Bai

Background: The inference of population structure in domestication studies is prone to biases whenever sampling is unbalanced and effective population sizes (Ne) differ across populations. Such biases can lead to the misclassification of large ancestral populations as admixed, particularly under single-origin domestication scenarios.

Results: We propose a novel parameterization strategy for the STRUCTURE software, combining the F model and alternative ancestry prior (along with a smaller initial ALPHA value), and simulations demonstrate that the strategy mitigates unbalanced sampling and unequal population size biases. We apply our strategy to the domestication history of the common walnut (Juglans regia), using whole-genome resequencing data from 298 individuals from across its range. The results support an origin of J. regia in South Asia, where walnut populations are characterized by high genetic diversity, extensive private allele content, low mutation load, and demographic stability. Building on this demographic framework, we further identify genomic regions under recent positive selection and candidate domestication genes involved in shell structure, pollen development, and lipid transport.

Conclusions: Our results clarify the long-standing debate on the geographic origin of walnut domestication and demonstrate that an optimized, model-aware use of STRUCTURE can substantially improve population-genetic inference in domestication studies and other systems characterized by complex demography.

背景:当采样不平衡且不同种群间有效种群大小(Ne)不同时,驯化研究中的种群结构推断容易产生偏差。这种偏见可能导致将大量祖先种群错误地分类为混合种群,特别是在单一起源驯化情景下。结果:我们为STRUCTURE软件提出了一种新的参数化策略,结合F模型和替代祖先先验(以及较小的初始ALPHA值),仿真表明该策略减轻了不平衡抽样和不平等总体大小偏差。我们将我们的策略应用于普通核桃(Juglans regia)的驯化历史,使用来自其范围内298个个体的全基因组重测序数据。结果支持核桃起源于南亚,那里的核桃种群具有高遗传多样性、广泛的私人等位基因含量、低突变负荷和人口统计学稳定性的特点。在这一人口统计学框架的基础上,我们进一步确定了近期正选择的基因组区域和参与壳结构、花粉发育和脂质转运的候选驯化基因。结论:我们的研究结果澄清了长期以来关于核桃驯化地理起源的争论,并证明了优化的、模型感知的STRUCTURE使用可以大大提高驯化研究和其他具有复杂人口统计学特征的系统中的群体遗传推断。
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引用次数: 0
Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts. 参数有效的微调使调节序列模型的可扩展转移到新的环境。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 DOI: 10.1186/s13059-026-03935-0
Han Yuan, Johannes Linder, David R Kelley

Background: DNA sequence deep learning models can accurately predict epigenetic and transcriptional profiles, enabling analysis of gene regulation and genetic variant effects. While large-scale models like Enformer and Borzoi are trained on abundant data, they cannot cover all cell states and assays, necessitating training new model to analyze gene regulation in novel contexts. However, training models from scratch for new datasets is computationally expensive.

Results: In this study, we systematically develop and evaluate a transfer learning framework based on parameter-efficient fine-tuning for supervised regulatory sequence models. Using the state-of-the-art model Borzoi, our framework enables accurate model transfer while significantly reducing runtime and memory requirements. Across bulk and single cell RNA-seq datasets, the transferred models effectively predict held-out gene expression changes, identify regulatory drivers in perturbation conditions, and predict cell-type-specific variant effects. We further demonstrate that transferring Borzoi to relevant cell types facilitates mechanistic interpretation of fine-mapped GWAS variants.

Conclusions: Our framework offers a scalable and practical solution for extending large sequence models to novel biological contexts, enabling mechanistic insight into gene regulation and variant effects.

背景:DNA序列深度学习模型可以准确预测表观遗传和转录谱,从而分析基因调控和遗传变异效应。虽然像Enformer和Borzoi这样的大型模型是在丰富的数据基础上训练的,但它们不能涵盖所有的细胞状态和分析,这就需要训练新的模型来分析新环境下的基因调控。然而,从头开始训练新数据集的模型在计算上是昂贵的。结果:在本研究中,我们系统地开发和评估了一个基于参数有效微调的迁移学习框架,用于监督调节序列模型。使用最先进的Borzoi模型,我们的框架可以实现准确的模型转移,同时显着减少运行时和内存需求。通过大量和单细胞RNA-seq数据集,转移的模型有效地预测了基因表达变化,识别了扰动条件下的调控驱动因素,并预测了细胞类型特异性变异效应。我们进一步证明,将猎狼转移到相关的细胞类型有助于对精细定位的GWAS变体进行机制解释。结论:我们的框架提供了一个可扩展的和实用的解决方案,将大序列模型扩展到新的生物学背景,使我们能够深入了解基因调控和变异效应的机制。
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引用次数: 0
RNA2seg: a generalist model for cell segmentation in image-based spatial transcriptomics. RNA2seg:基于图像的空间转录组学中细胞分割的通用模型。
IF 10.1 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 DOI: 10.1186/s13059-025-03908-9
Thomas Defard, Alice Blondel, Sebastien Bellow, Anthony Coleon, Guilherme Dias de Melo, Florian Mueller, Thomas Walter

Imaging-based spatial transcriptomics enables high-resolution spatial mapping of RNA species. A key challenge in imaging-based spatial transcriptomics is accurate cell segmentation to assign each RNA molecule to the right cell. Here, we present RNA2seg, a novel segmentation algorithm trained on over 4 million cells from MERFISH and CosMx datasets across seven organs using a teacher-student training scheme. RNA2seg integrates RNA point clouds and all available membrane and nuclear stainings. Validation on manually annotated data shows superior performance including in zero-shot and few-shot settings.

基于成像的空间转录组学使RNA物种的高分辨率空间映射成为可能。基于成像的空间转录组学的一个关键挑战是准确的细胞分割,将每个RNA分子分配到正确的细胞。在这里,我们提出了RNA2seg,这是一种新的分割算法,使用师生培训方案对来自MERFISH和CosMx数据集的超过400万个细胞进行了训练。RNA2seg整合了RNA点云和所有可用的膜和核染色。对手动注释数据的验证显示了包括零射击和少射击设置在内的优越性能。
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Genome Biology
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