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Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage. 将机制模型与单细胞转录组学数据联系起来的深度学习揭示了DNA损伤的转录爆发反应。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-04 DOI: 10.7554/eLife.100623
Zhiwei Huang, Songhao Luo, Zihao Wang, Zhenquan Zhang, Benyuan Jiang, Qing Nie, Jiajun Zhang

Cells must adopt flexible regulatory strategies to make decisions regarding their fate, including differentiation, apoptosis, or survival in the face of various external stimuli. One key cellular strategy that enables these functions is stochastic gene expression programs. However, understanding how transcriptional bursting, and consequently, cell fate, responds to DNA damage on a genome-wide scale poses a challenge. In this study, we propose an interpretable and scalable inference framework, DeepTX, that leverages deep learning methods to connect mechanistic models and single-cell RNA sequencing (scRNA-seq) data, thereby revealing genome-wide transcriptional burst kinetics. This framework enables rapid and accurate solutions to transcription models and the inference of transcriptional burst kinetics from scRNA-seq data. Applying this framework to several scRNA-seq datasets of DNA-damaging drug treatments, we observed that fluctuations in transcriptional bursting induced by different drugs were associated with distinct fate decisions: 5'-iodo-2'-deoxyuridine treatment was associated with differentiation in mouse embryonic stem cells by increasing the burst size of gene expression, while low- and high-dose 5-fluorouracil treatments in human colon cancer cells were associated with changes in burst frequency that corresponded to apoptosis- and survival-related fate, respectively. Together, these results show that DeepTX enables genome-wide inference of transcriptional bursting from single-cell transcriptomics data and can generate hypotheses about how bursting dynamics relate to cell fate decisions.

细胞必须采取灵活的调控策略来决定自己的命运,包括分化、凋亡或生存,面对各种外部刺激。实现这些功能的一个关键细胞策略是随机基因表达程序。然而,了解转录破裂以及细胞命运如何在全基因组范围内对DNA损伤作出反应是一个挑战。在这项研究中,我们提出了一个可解释和可扩展的推理框架,DeepTX,它利用深度学习方法将机制模型和单细胞RNA测序(scRNA-seq)数据连接起来,从而揭示全基因组转录爆发动力学。该框架能够快速准确地解决转录模型,并从scRNA-seq数据推断转录突发动力学。将这一框架应用于dna损伤药物治疗的几个scRNA-seq数据集,我们观察到不同药物诱导的转录破裂波动与不同的命运决定相关:5'-碘-2'-脱氧尿苷处理通过增加基因表达的爆发大小与小鼠胚胎干细胞的分化相关,而5-氟尿嘧啶在人类结肠癌细胞中的低剂量和高剂量处理分别与爆发频率的变化相关,这与凋亡和生存相关的命运有关。总之,这些结果表明,DeepTX能够从单细胞转录组学数据中推断转录破裂的全基因组,并可以产生关于破裂动力学如何与细胞命运决定相关的假设。
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引用次数: 0
Correction: Opposing p53 and mTOR/AKT promote an in vivo switch from apoptosis to senescence upon telomere shortening in zebrafish. 更正:相反的p53和mTOR/AKT在斑马鱼端粒缩短的过程中促进了从凋亡到衰老的体内转换。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-04 DOI: 10.7554/eLife.111193
Mounir El Maï, Marta Marzullo, Inês Pimenta de Castro, Miguel Godinho Ferreira

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引用次数: 0
Acetylation of H3K115 is associated with fragile nucleosomes at CpG island promoters and active regulatory sites. H3K115的乙酰化与CpG岛启动子和活性调控位点的脆弱核小体有关。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-04 DOI: 10.7554/eLife.108802
Yatendra Kumar, Dipta Sengupta, Elias T Friman, Robert S Illingworth, Manon Soleil, Zheng Fan, Hua Wang, Kristian Helin, Matthieu Gérard, Wendy A Bickmore

Acetylation of lysine residues in the tail domain of histone H3 is well characterised, but lysine residues in the histone globular domain are also acetylated. Histone modifications in the globular domain have regulatory potential because of their impact on nucleosome stability but remain poorly characterised. In this study, we report the genome-wide distribution of acetylated H3 lysine 115 (H3K115ac), a residue on the lateral surface at the nucleosome dyad, using chromatin immunoprecipitation. In mouse embryonic stem cells, we find that detectable H3K115ac is enriched at the transcription start site of active CpG island promoters, but also at polycomb-repressed promoters prior to their subsequent activation during differentiation. By contrast, at enhancers, H3K115ac enrichment is dynamic, changing in line with gene activation and chromatin accessibility during differentiation. Most strikingly, we show that H3K115ac is detected as enriched on 'fragile' nucleosomes within nucleosome-depleted regions at promoters and active enhancers, where it coincides with transcription factor binding, and at CTCF-bound sites. These unique features suggest that H3K115ac correlates with, and could contribute to, nucleosome destabilisation and that it might be a valuable marker for identifying functionally important regulatory elements in mammalian genomes.

组蛋白H3尾部区域赖氨酸残基的乙酰化被很好地表征,但组蛋白球状区域赖氨酸残基也被乙酰化。由于对核小体稳定性的影响,球状结构域的组蛋白修饰具有调节潜力,但仍然缺乏表征。在这项研究中,我们报告了乙酰化H3赖氨酸115 (H3K115ac)的全基因组分布,这是核小体二体侧表面的残基。在小鼠胚胎干细胞中,我们发现可检测到的H3K115ac富集于活性CpG岛启动子的转录起始位点,但也富集于polycomb抑制启动子在分化过程中随后激活之前的转录起始位点。相比之下,在增强子中,H3K115ac的富集是动态的,随着基因激活和分化过程中染色质可及性的变化而变化。最引人注目的是,我们发现H3K115ac在启动子和活性增强子核小体缺失区域的“脆弱”核小体上被检测到富集,在启动子和活性增强子区域,H3K115ac与转录因子结合位点和ctcf结合位点一致。这些独特的特征表明,H3K115ac与核小体不稳定相关,并且可能有助于核小体不稳定,并且它可能是识别哺乳动物基因组中功能重要的调节元件的有价值的标记。
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引用次数: 0
Ancient photoreceptor shapes behavioural responses. 远古的光感受器塑造行为反应。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-04 DOI: 10.7554/eLife.110807
N Sören Häfker

Experiments on Drosophila show that an evolutionarily conserved photoreceptor that senses light outside of the retina can regulate responses to direct visual cues.

在果蝇身上进行的实验表明,一种进化上保守的感光器在视网膜外感知光线,可以调节对直接视觉线索的反应。
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引用次数: 0
SLC4A1 mutations that cause distal renal tubular acidosis alter cytoplasmic pH and cellular autophagy. SLC4A1突变引起远端肾小管酸中毒,改变细胞质pH值和细胞自噬。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-04 DOI: 10.7554/eLife.108253
Grace Essuman, Midhat Rizvi, Ensaf Almomani, Shahid A K M Ullah, Sarder M A Hasib, Forough Chelangarimiyandoab, Priyanka Mungara, Manfred J Schmitt, Marguerite Hureaux, Rosa Vargas-Poussou, Nicolas Touret, Emmanuelle Cordat

Distal renal tubular acidosis (dRTA) is a disorder characterized by the inability of the collecting duct system to secrete acids during metabolic acidosis. The pathophysiology of dominant or recessive SLC4A1 variant-related dRTA has been linked with the mis-trafficking defect of mutant kAE1 protein. However, in vivo studies in kAE1 R607H dRTA mice and humans have revealed a complex pathophysiology implicating a loss of kAE1-expressing intercalated cells and intracellular relocation of the H+-ATPase in the remaining type-A intercalated cells. These cells also displayed accumulation of ubiquitin and p62 autophagy markers. The highly active transport properties of collecting duct cells require the maintenance of cellular energy and homeostasis, a process dependent on intracellular pH. Therefore, we hypothesized that the expression of dRTA variants affects intracellular pH and autophagy pathways. In this study, we report the characterization of newly identified dRTA variants and provide evidence of abnormal autophagy and degradative pathways in mouse inner medullary collecting duct cells and kidneys from mice expressing kAE1 R607H dRTA mutant protein. We show that reduced transport activity of the kAE1 variants correlated with increased cytosolic pH, reduced ATP synthesis, attenuated downstream autophagic pathways pertaining to the fusion of autophagosomes and lysosomes and/or lysosomal degradative activity. Our study elucidated a close relationship between the expression of defective kAE1 proteins, reduced mitochondrial activity, and decreased autophagy and protein degradative flux.

远端肾小管酸中毒(dRTA)是一种以代谢性酸中毒期间收集管系统不能分泌酸为特征的疾病。显性或隐性SLC4A1变异相关dRTA的病理生理与突变型kAE1蛋白的误转运缺陷有关。然而,对kAE1 R607H dRTA小鼠和人类的体内研究揭示了一个复杂的病理生理学,涉及表达kAE1的插层细胞的丢失和H+- atp酶在剩余的a型插层细胞中的细胞内重新定位。这些细胞也显示出泛素和p62自噬标志物的积累。收集管细胞高度活跃的运输特性需要维持细胞能量和稳态,这一过程依赖于细胞内pH。因此,我们假设dRTA变异的表达影响细胞内pH和自噬途径。在这项研究中,我们报道了新发现的dRTA变异的特征,并提供了表达kAE1 R607H dRTA突变蛋白的小鼠髓内收集管细胞和肾脏中异常自噬和降解途径的证据。研究表明,kAE1变异的运输活性降低与细胞质pH升高、ATP合成减少、自噬体与溶酶体融合的下游自噬途径减弱和/或溶酶体降解活性相关。我们的研究阐明了缺陷kAE1蛋白的表达、线粒体活性降低、自噬和蛋白质降解通量降低之间的密切关系。
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引用次数: 0
Intracellular expression of a fluorogenic DNA aptamer using retron Eco2. 荧光DNA适体在细胞内的表达。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-03 DOI: 10.7554/eLife.99554
Mahesh A Vibhute, Corbin Machatzke, Saskia Krümpel, Malte Dirks, Katrin Bigler, Daniel Summerer, Hannes Mutschler

DNA aptamers are short, single-stranded DNA molecules that bind specifically to a range of targets such as proteins, cells, and small molecules. Typically, they are utilized in the development of therapeutic agents, diagnostics, drug delivery systems, and biosensors. Although aptamers perform well in controlled extracellular environments, their intracellular use has been less explored due to challenges of expressing them in vivo. In this study, we employed the bacterial retron system Eco2 to express a DNA light-up aptamer in Escherichia coli. Our data confirms that structure-guided insertion of the aptamer domain into the non-coding region of the retron enables reverse transcription and biosynthesis of functional aptamer constructs in bacteria. The purified DNA aptamer synthesized under intracellular conditions shows comparable activity to a chemically synthesized control. Our findings demonstrate that retrons can be used to express short DNA aptamers within living cells, potentially broadening and optimizing their application in intracellular settings.

DNA适体是一种短的单链DNA分子,可以与一系列目标(如蛋白质、细胞和小分子)特异性结合。通常,它们被用于治疗剂、诊断、药物输送系统和生物传感器的开发。尽管适体在受控的细胞外环境中表现良好,但由于在体内表达它们的挑战,它们在细胞内的使用一直很少被探索。在本研究中,我们利用细菌逆转录系统Eco2在大肠杆菌中表达DNA点亮适配体。我们的数据证实,在结构引导下将适体结构域插入逆转录子的非编码区,可以在细菌中实现逆转录和功能性适体结构的生物合成。在细胞内条件下合成的纯化DNA适体显示出与化学合成对照相当的活性。我们的研究结果表明,逆转录酶可以在活细胞内表达短DNA适体,潜在地扩大和优化其在细胞内环境中的应用。
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引用次数: 0
Toward neuroanatomical and cognitive foundations of macaque social tolerance grades. 猕猴社会容忍等级的神经解剖学和认知基础。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-03 DOI: 10.7554/eLife.106424
Sarah Silvere, Julien Lamy, Chrystelle Po, Mathieu Legrand, Jerome Sallet, Sebastien Ballesta

The macaque genus includes 25 species with diverse social systems, ranging from low to high social tolerance grades. Such interspecific behavioral variability provides a unique model to tackle the evolutionary foundation of primate social brain. Yet, the neuroanatomical correlates of these social tolerance grades remain unknown. To address this question, we expressed social tolerance grades within a novel cognitive framework and analyzed post-mortem structural scans from 12 macaque species. Our results show that amygdala volume is a subcortical predictor of macaques' social tolerance, with high tolerance species exhibiting larger amygdala than low tolerance ones. We further investigated the developmental trajectory of amygdala across social grades and found that intolerant species showed a gradual increase in relative amygdala volume across the lifespan. Unexpectedly, tolerant species exhibited a decrease in relative amygdala volume across the lifespan, contrasting with the age-related increase observed in intolerant species-a developmental pattern previously undescribed in primates. Taken together, these findings provide valuable insights into the cognitive, neuroanatomical, and evolutionary basis of primates' social behaviors.

猕猴属包括25种不同的社会系统,从低到高的社会容忍等级。这种种间行为变异为研究灵长类社会脑的进化基础提供了一个独特的模型。然而,这些社会耐受性等级的神经解剖学相关性仍然未知。为了解决这个问题,我们在一个新的认知框架内表达了社会容忍等级,并分析了12种猕猴的死后结构扫描。我们的研究结果表明,杏仁核体积是猕猴社会耐受性的皮层下预测因子,高耐受性物种的杏仁核比低耐受性物种的杏仁核更大。我们进一步研究了不同社会等级的杏仁核发育轨迹,发现不耐受物种的相对杏仁核体积在整个生命周期中逐渐增加。出乎意料的是,耐药物种在整个生命周期中表现出相对杏仁核体积的减少,而不耐药物种则表现出与年龄相关的增加——这是一种以前在灵长类动物中描述过的发育模式。综上所述,这些发现为灵长类动物社会行为的认知、神经解剖学和进化基础提供了有价值的见解。
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引用次数: 0
Sperm motility in mice with oligo-astheno-teratozoospermia restored by in vivo injection and electroporation of naked mRNA. 体内注射和电穿孔裸mRNA恢复少弱畸形精子症小鼠精子活力。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-03 DOI: 10.7554/eLife.94514
Charline Vilpreux, Paul Fourquin, Guillaume Martinez, Magali Court, Florence Appaix, Jean Luc Duteyrat, Maxime Henry, Julien Vollaire, Camille Ayad, Altan Yavuz, Geneviève Chevalier, Lisa De Macedo, Sofia Andrade Rebelo, Edgar Del Llano, Célia Tebbakh, Zine Eddine Kherraf, Emeline Lambert, Sekou Ahmed Conté, Zeina Wehbe, Elsa Giordani, Veronique Josserand, Jacques Brocard, Charles Coutton, Bernard Verrier, Pierre F Ray, Corinne Loeuillet, Christophe Arnoult, Jessica Escoffier

Oligo-astheno-teratozoospermia (OAT), a recurrent cause of male infertility, is the most frequent disorder of spermatogenesis with a predominantly genetic origin. Patients and mice bearing mutations in the ARMC2 gene exhibit reduced sperm concentration, multiple morphological defects, and impaired motility, defining a canonical OAT phenotype. Intracytoplasmic sperm injection (ICSI) is required to treat this condition; however, it is associated with a slightly increased risk of birth defects compared with natural conception, highlighting the need for novel targeted therapies. Here, in vivo testicular injection followed by electroporation of capped, polyadenylated naked messenger RNA (mRNA) was evaluated as a strategy to treat ARMC2-related infertility in mice. mRNAs encoding reporter proteins were used to assess expression efficiency and kinetics using in vivo and in vitro 2D and 3D imaging. Reporter proteins were detected in germ cells for up to three weeks, demonstrating the feasibility of mRNA-based approaches. These results were compared with a non-integrative plasmid Enhanced Episomal Vector, which induced weak and transient expression in spermatogenic cells. Delivery of Armc2 mRNA restored morphologically normal and motile sperm in deficient males, capable of producing embryos via in vitro fertilization and ICSI. These findings provide proof-of-concept that mRNA electroporation can restore sperm motility and fertilizing potential, offering a novel strategy to correct monogenic male infertility.

少弱畸胎性精子症(OAT)是男性不育的复发性原因,是最常见的精子发生障碍,主要是遗传原因。携带ARMC2基因突变的患者和小鼠表现出精子浓度降低、多种形态缺陷和运动能力受损,这是典型的OAT表型。治疗这种情况需要卵胞浆内单精子注射(ICSI);然而,与自然受孕相比,它与出生缺陷的风险略有增加有关,这突出了对新型靶向治疗的需求。本研究评估了体内睾丸注射后电穿孔带帽的聚腺苷化裸信使RNA (mRNA)作为治疗小鼠armc2相关不孕症的策略。使用编码报告蛋白的mrna在体内和体外二维和三维成像来评估表达效率和动力学。在生殖细胞中检测到报告蛋白长达三周,证明了基于mrna的方法的可行性。这些结果与非整合质粒增强Episomal载体进行了比较,后者在生精细胞中诱导弱且短暂的表达。Armc2 mRNA的传递恢复了缺陷雄性精子形态正常和活动的精子,能够通过体外受精和ICSI产生胚胎。这些发现提供了mRNA电穿孔可以恢复精子活力和受精潜力的概念证明,为纠正单基因男性不育提供了一种新的策略。
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引用次数: 0
Dissociable dynamic effects of expectation during statistical learning. 统计学习中期望的可解离动态效应。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-03 DOI: 10.7554/eLife.103689
Hannah H McDermott, Federico de Martino, Caspar M Schwiedrzik, Ryszard Auksztulewicz

The brain is thought to optimise behaviour by generating predictions based on learned statistical regularities. Predictive processing seemingly explains expectation suppression (ES), the attenuation of neural activity in response to expected stimuli. However, the mechanisms behind ES are unclear, with conflicting evidence for alternative models. Sharpening models propose that expectations suppress neurons away from the expected stimulus, increasing the signal-to-noise ratio and boosting decoding for expected stimuli. In contrast, dampening models posit that expectations suppress neurons that are tuned to the expected stimuli, reducing overall response magnitude and decoding accuracy. The opposing process theory (OPT) suggests that both processes occur at different time points, namely that initial sharpening is followed by later dampening of the neural representations of the expected stimulus. Here we test this theory and shed light on the dynamics of expectation effects, both at single-trial level and over time. Thirty-one participants completed a statistical learning task in which a 'leading' image from one category predicted a 'trailing' image from a different category. Multivariate EEG analyses decoded stimulus information related to the trailing category. Within-trial, expectation increased decoding accuracy at early latencies and decreased it at later latencies, in line with OPT. However, across trials, stimulus expectation decreased decoding accuracy in initial trials and increased it in later trials. We theorise that these dissociable dynamics of expectation effects within and across trials support hierarchical learning mechanisms. While within-trial results support the OPT, across-trial results suggest that sharpening and dampening effects emerge at distinct stages of associative learning.

人们认为,大脑通过根据习得的统计规律产生预测来优化行为。预测加工似乎解释了期望抑制(ES),即神经活动在预期刺激下的衰减。然而,ES背后的机制尚不清楚,其他模型的证据相互矛盾。锐化模型提出,预期抑制了远离预期刺激的神经元,增加了信噪比,并促进了对预期刺激的解码。相反,抑制模型认为预期抑制了神经元对预期刺激的调节,降低了整体反应幅度和解码精度。相反过程理论(OPT)认为这两个过程发生在不同的时间点,即最初的锐化之后是预期刺激的神经表征随后的衰减。在这里,我们测试了这一理论,并在单次试验水平和随着时间的推移,阐明了期望效应的动态。31名参与者完成了一项统计学习任务,其中一个类别的“领先”图像预测了另一个类别的“落后”图像。多变量脑电图分析解码了与尾随类别相关的刺激信息。在试验中,期望提高了早期潜伏期的解码精度,降低了后期潜伏期的解码精度,与OPT一致。然而,在试验中,刺激期望降低了初始试验的解码精度,提高了后期试验的解码精度。我们的理论是,这些可分离的动态期望效应在试验内部和跨试验支持分层学习机制。虽然试验内部结果支持OPT,但跨试验结果表明,在联想学习的不同阶段出现了锐化和抑制效应。
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引用次数: 0
JAX Animal Behavior System (JABS), a genetics-informed, end-to-end advanced behavioral phenotyping platform for the laboratory mouse. JAX动物行为系统(JABS),一个遗传学信息,端到端先进的实验小鼠行为表型平台。
IF 6.4 1区 生物学 Q1 BIOLOGY Pub Date : 2026-03-02 DOI: 10.7554/eLife.107259
Anshul Choudhary, Brian Q Geuther, Thomas J Sproule, Glen Beane, Vivek Kohar, Jarek Trapszo, Vivek Kumar

Automated detection of complex animal behavior remains a challenge in neuroscience. Developments in computer vision have greatly advanced automated behavior detection and allow high-throughput preclinical and mechanistic studies. An integrated hardware and software solution is necessary to facilitate the adoption of these advances in the field of behavioral neurogenetics, particularly for non-computational laboratories. We have published a series of papers using an open field arena to annotate complex behaviors such as grooming, posture, and gait as well as higher-level constructs such as biological age and pain. Here, we present our integrated rodent phenotyping platform, JAX Animal Behavior System (JABS), to the community for data acquisition, machine learning-based behavior annotation and classification, classifier sharing, and genetic analysis. The JABS Data Acquisition Module (JABS-DA) enables uniform data collection with its combination of 3D hardware designs and software for real-time monitoring and video data collection. JABS-Active Learning Module (JABS-AL) allows behavior annotation, classifier training, and validation. We introduce a novel graph-based framework (ethograph) that enables efficient boutwise comparison of JABS-AL classifiers. JABS-Analysis and Integration Module (JABS-AI), a web application, facilitates users to deploy and share any classifier that has been trained on JABS, reducing the effort required for behavior annotation. It supports the inference and sharing of the trained JABS classifiers and downstream genetic analyses (heritability and genetic correlation) on three curated datasets spanning 168 mouse strains that we are publicly releasing alongside this study. This enables the use of genetics as a guide to proper behavior classifier selection. This open-source tool is an ecosystem that allows the neuroscience and genetics community to share advanced behavior analysis and reduces the barrier to entry into this new field.

复杂动物行为的自动检测仍然是神经科学领域的一个挑战。计算机视觉的发展极大地促进了自动行为检测,并允许高通量的临床前和机制研究。一个集成的硬件和软件解决方案是必要的,以促进在行为神经遗传学领域的这些进展的采用,特别是对于非计算实验室。我们已经发表了一系列论文,使用开放的领域来注释复杂的行为,如梳理,姿势和步态,以及更高层次的结构,如生物年龄和疼痛。在这里,我们向社区展示了我们集成的啮齿动物表型平台,JAX动物行为系统(JABS),用于数据采集,基于机器学习的行为注释和分类,分类器共享和遗传分析。JABS数据采集模块(JABS- da)通过其3D硬件设计和实时监控和视频数据采集软件的结合,实现了统一的数据采集。主动学习模块(JABS-AL)允许行为注释、分类器训练和验证。我们引入了一种新的基于图的框架(ethograph),使JABS-AL分类器能够进行有效的双向比较。JABS- analysis and Integration Module (JABS- ai)是一个web应用程序,方便用户部署和共享任何在JABS上训练过的分类器,从而减少了行为注释所需的工作量。它支持推断和共享经过训练的JABS分类器和下游遗传分析(遗传性和遗传相关性),这些数据集跨越168个小鼠品系,我们将与本研究一起公开发布。这使得使用遗传学作为正确的行为分类器选择的指导。这个开源工具是一个生态系统,它允许神经科学和遗传学社区分享先进的行为分析,并减少进入这个新领域的障碍。
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引用次数: 0
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