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Epigenome-wide association study of circulating interleukin-6 connects DNA methylation to immunometabolic and inflammatory health. 循环白细胞介素-6的表观基因组关联研究将DNA甲基化与免疫代谢和炎症健康联系起来
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09520-2
Lucy Sinke, Jenny van Dongen, Thomas Delerue, Rory Wilson, Yujing Xia, Marian Beekman, Gonneke Willemsen, Christian Gieger, Christian Herder, Wolfgang Koenig, Annette Peters, Eco J C de Geus, José M Ordovas, Jordana T Bell, Melanie Waldenberger, Dorret I Boomsma, P Eline Slagboom, Bastiaan T Heijmans

Interleukin-6 (IL-6) drives metabolic and inflammatory processes central to disease. Current knowledge implicates epigenetic mechanisms in the regulation of these pathways, including through the methylation of CpG sites. This blood-based meta-analysis of three cohorts (n = 4,361) identifies 401 IL-6-associated CpGs enriched in regulatory regions and linked to key immunometabolic genes, including AIM2, MTOR, and IL6R. Three complementary causal inference approaches support most sites as responding to IL-6, with SOCS3 (Suppressor of Cytokine Signalling 3) methylation statistically mediating inflammatory bowel disease risk. Notably, one CpG connected to NFATC2IP (Nuclear Factor of Activated T-cells 2 Interacting Protein) plausibly influences both IL-6 production and multiple immunometabolic conditions, including body mass index and type 2 diabetes. Collectively, our results map the DNA methylation landscape surrounding circulating IL-6 levels and unveil directional effects and distinct functional relationships between epigenetics and inflammation.

白细胞介素-6 (IL-6)驱动疾病的核心代谢和炎症过程。目前的知识暗示了这些途径的调控的表观遗传机制,包括通过CpG位点的甲基化。这项基于血液的荟萃分析包括三个队列(n = 4361),确定了401个il -6相关的CpGs,这些CpGs富集于调节区域,并与关键的免疫代谢基因(包括AIM2、MTOR和IL6R)相关。三种互补的因果推断方法支持大多数位点对IL-6的反应,SOCS3(细胞因子信号抑制因子3)甲基化在统计学上介导炎症性肠病的风险。值得注意的是,一个与NFATC2IP(活化t细胞2相互作用蛋白的核因子)相连的CpG可能会影响IL-6的产生和多种免疫代谢状况,包括体重指数和2型糖尿病。总的来说,我们的研究结果绘制了围绕循环IL-6水平的DNA甲基化景观,揭示了表观遗传学与炎症之间的定向效应和独特的功能关系。
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引用次数: 0
enGLOW 3D microscopy of the enteric nervous system in cleared human and mouse gut. 清除后的人和小鼠肠道内的肠神经系统enGLOW三维显微镜。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09643-6
Arielle Planchette, Ivana Gantar, Jules Scholler, Aleksander Sobolewski, Yoseline Cabara, Karol Wojcicki, Corinne Brana, Tony Durand, Philippe Naveilhan, Gaël Barthet, Michel Neunlist, Stéphane Pagès, Michalina J Gora

The enteric nervous system (ENS) is involved in many gastrointestinal (GI) disorders and our understanding of how gut morphology is disrupted remains limited due to a lack of tools to investigate tissues at the organ scale. Here we present enGLOW (enteric network Gastrointestinal Lightsheet Optical Workflow), a workflow customized for high spatial-resolution investigation of the ENS in gastrointestinal samples. We demonstrate how enGLOW can extract quantitative data in cubic centimeters of intact tissue. In a single dataset, we quantify intestinal wall metrics in autofluorescence and labeled ENS-associated cells in centimeter-long segments of tissue using three-dimensional (3D) segmentation. With virtual tissue flattening, we separate neuronal plexuses in mouse and human samples, and observe variations in mucosal morphology and labeled signal distribution in genetically modified animals. As an optimized ready-to-use workflow, enGLOW expands the gut research toolbox to enable understanding of enteric network morphology at scales that encompass functional networks.

肠神经系统(ENS)参与许多胃肠道(GI)疾病,由于缺乏在器官尺度上研究组织的工具,我们对肠道形态如何被破坏的理解仍然有限。在这里,我们提出了enGLOW(肠道网络胃肠道光片光学工作流程),这是一个为胃肠道样品中ENS的高空间分辨率调查定制的工作流程。我们演示了enGLOW如何在立方厘米的完整组织中提取定量数据。在单一数据集中,我们用自身荧光定量肠壁指标,并使用三维(3D)分割在厘米长的组织片段中标记ens相关细胞。通过虚拟组织扁平,我们分离了小鼠和人类样本的神经丛,并观察了转基因动物粘膜形态和标记信号分布的变化。作为一种优化的即用型工作流程,enGLOW扩展了肠道研究工具箱,可以在包含功能网络的尺度上理解肠道网络形态。
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引用次数: 0
Joint modeling of cellular heterogeneity and condition effects with scPCA in single-cell RNA-seq. 单细胞RNA-seq中scPCA联合建模细胞异质性和条件效应。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09651-6
Harald Vöhringer

Single-cell RNA sequencing (scRNA-seq) in multi-condition experiments enables the systematic assessment of treatment effects. Analyzing scRNA-seq data relies on linear dimensionality reduction (DR) methods like principal component analysis (PCA). These methods decompose high-dimensional gene expression profiles into interpretable factor representations and prototypical expression patterns (components). However, integrating study covariates within linear DR frameworks remains a challenging task. We present scPCA, a flexible DR framework that jointly models cellular heterogeneity and conditioning variables, allowing it to recover an integrated factor representation and reveal transcriptional changes across conditions and components of the decomposition. We show that scPCA extracts an interpretable latent representation by analyzing unstimulated and IFNß-treated PBMCs and show its utility in mitigating batch effects. We examine age-related changes in rodent lung cell populations, uncovering a previously unreported surge in Ccl5 expression in T cells. We illustrate how scPCA may be employed to identify coordinated transcriptional changes across multiple time-points in depolarized visual cortex neurons. Finally, we show that scPCA elucidates transcriptional shifts in CRISPR-Cas9 chordin knockout zebrafish single-cell data despite large difference cell abundance across conditions. scPCA is a general method applicable beyond scRNA-seq to other high-dimensional datasets.

多条件实验中的单细胞RNA测序(scRNA-seq)能够系统地评估治疗效果。分析scRNA-seq数据依赖于线性降维(DR)方法,如主成分分析(PCA)。这些方法将高维基因表达谱分解为可解释的因子表示和原型表达模式(组件)。然而,在线性DR框架内整合研究协变量仍然是一项具有挑战性的任务。我们提出了scPCA,这是一个灵活的DR框架,可以联合模拟细胞异质性和条件变量,使其能够恢复综合因子表示,并揭示分解条件和成分之间的转录变化。我们展示了scPCA通过分析未刺激和ifn ß-处理的pbmc提取可解释的潜在表征,并展示了其在缓解批效应方面的效用。我们研究了啮齿动物肺细胞群的年龄相关变化,发现了以前未报道的T细胞中Ccl5表达的激增。我们说明了scPCA如何被用来识别在去极化视觉皮层神经元中跨多个时间点的协调转录变化。最后,我们发现尽管不同条件下细胞丰度差异很大,但scPCA阐明了CRISPR-Cas9 chordin敲除斑马鱼单细胞数据中的转录变化。scPCA是除scRNA-seq之外适用于其他高维数据集的通用方法。
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引用次数: 0
Linking aerobic scope to fitness in the wild reveals potential opportunities to help recover imperiled salmon populations. 将有氧范围与野外健康联系起来,揭示了帮助恢复濒危鲑鱼种群的潜在机会。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09642-7
Benjamin P Burford, Brendan M Lehman, Kenneth W Zillig, Vanessa K Lo, Alexandra G McInturf, Garfield T Kwan, Dennis E Cocherell, Nann A Fangue, Cyril J Michel

Aquatic ectotherms are hypothesized to be vulnerable to warming and deoxygenation associated with environmental change because temperature and oxygen (O2) supply can restrict aerobic scope (AS) in captivity. However, evidence of a direct association between AS and fitness in the wild is lacking, inspiring debate about the circumstances under which AS is the primary driver of population fluctuations. Using respirometry data, telemetry studies, long-term population monitoring, and in situ predator-prey experiments, we related AS to two Chinook salmon (Oncorhynchus tshawytscha) population bottlenecks in the wild, juvenile rearing and migration. We found that AS, which we quantified using the metabolic index (ɸ), was associated with success probability for these bottlenecks only under a relatively narrow window of viable environmental conditions, depending on intraspecific metabolic trait diversity and hydrologic conditions. Opportunities for potentially high-impact temperature- and O2-specific conservation and management actions using existing hydraulic engineering infrastructure could therefore exist when AS is between critical (ɸcrit) and stable (ɸstable) values. Outside of this ecological threshold, changes in AS did not yield appreciable fitness benefits because successful rearing and migration were either exceptionally improbable (i.e., AS<ɸcrit), or seemingly independent of AS (i.e., AS>ɸstable). In addition, AS impairments likely increased susceptibility to predation, and this may have been involved in the putative association between AS and fitness in the wild.

水生变温动物被认为容易受到与环境变化相关的变暖和脱氧的影响,因为温度和氧气(O2)供应会限制圈养动物的有氧范围(AS)。然而,在野外,AS和适应性之间的直接联系的证据是缺乏的,这激发了关于AS是种群波动的主要驱动因素的争论。利用呼吸测量数据、遥测研究、长期种群监测和原位捕食-被捕食实验,我们将AS与两种奇努克鲑鱼(Oncorhynchus tshawytscha)在野外的种群瓶颈、幼崽的饲养和迁徙联系起来。我们发现,我们使用代谢指数(h)量化的AS仅在相对狭窄的可行环境条件窗口下与这些瓶颈的成功概率相关,这取决于种内代谢性状多样性和水文条件。因此,当AS介于临界值(crit)和稳定值(stable)之间时,利用现有的水利工程基础设施,可以采取潜在的高影响温度和特定于o2的保护和管理行动。在这个生态阈值之外,AS的变化不会产生明显的适应性效益,因为成功的饲养和迁移要么是非常不可能的(即AScrit),要么是看似独立于AS(即AS b> h稳定)。此外,AS损伤可能会增加对捕食的易感性,这可能与假定的AS与野外适应性之间的关联有关。
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引用次数: 0
STING controls glycolysis and histone lactylation to drive macrophage metabolic reprogramming in postoperative ileus. 在术后肠梗阻中,STING控制糖酵解和组蛋白乳酸化,驱动巨噬细胞代谢重编程。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09602-1
Kai Chen, Guofang Li, Ye Cheng, Xudong Zhu, Xingzhou Wang, Qiongyuan Hu, Wenxian Guan, Song Liu

Postoperative ileus (POI) is characterized by dysregulated inflammation within the intestinal muscular layer, which significantly disrupts gastrointestinal motility and presents a major challenge to postoperative recovery. Although macrophages are known to contribute to inflammation through glycolytic bursts that support rapid energy production, the role of the stimulator of interferon genes (STING) in orchestrating macrophage glycolysis and modulating phenotypic polarization remains poorly defined. To address this gap, we examined the regulatory relationship between STING and macrophage metabolism. Here, we demonstrate that lipopolysaccharide (LPS)-stimulated RAW 264.7 cells display a pronounced enhancement of glycolysis, an effect that was markedly attenuated in STING knockout (STING KO) cells. Further analysis revealed that STING deletion reduces histone lactylation, consequently restricting chromatin accessibility at the hexokinase 2 (HK2) gene loci. Through CUT&Tag sequencing, we identified IRF3 as a transcription factor that directly binds to the promoter regions of HK2 and enhances its expression. Our results delineate a STING-regulated glycolytic feedback loop in macrophages: STING stabilizes hypoxia-inducible factor 1-alpha (HIF1α), thereby amplifying glycolysis and promoting histone lactylation at HK2 loci. This epigenetic modification facilitates IRF3 binding to the HK2 promoter, further boosting HK2 expression and sustaining glycolytic flux. Together, these findings elucidate a molecular mechanism through which STING modulates macrophage polarization via metabolic reprogramming, highlighting the therapeutic potential of targeting STING to regulate macrophage metabolism, alleviate inflammation, and improve outcomes in POI.

术后肠梗阻(POI)的特征是肠肌层内炎症失调,严重扰乱胃肠运动,是术后恢复的主要挑战。虽然已知巨噬细胞通过支持快速能量产生的糖酵解爆发促进炎症,但干扰素基因刺激因子(STING)在协调巨噬细胞糖酵解和调节表型极化中的作用仍不明确。为了解决这一空白,我们研究了STING和巨噬细胞代谢之间的调节关系。在这里,我们证明了脂多糖(LPS)刺激的RAW 264.7细胞表现出糖酵解的显著增强,而这种效应在STING敲除(STING KO)细胞中明显减弱。进一步分析显示,STING缺失减少了组蛋白乳酸化,从而限制了己糖激酶2 (HK2)基因位点的染色质可及性。通过CUT&Tag测序,我们发现IRF3是一个直接结合到HK2启动子区域并增强其表达的转录因子。我们的研究结果描绘了巨噬细胞中STING调节的糖酵解反馈回路:STING稳定缺氧诱导因子1- α (HIF1α),从而放大糖酵解并促进HK2位点的组蛋白乳酸化。这种表观遗传修饰促进IRF3与HK2启动子结合,进一步促进HK2表达并维持糖酵解通量。总之,这些发现阐明了STING通过代谢重编程调节巨噬细胞极化的分子机制,突出了靶向STING调节巨噬细胞代谢、减轻炎症和改善POI预后的治疗潜力。
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引用次数: 0
An inter-subunit path is required for entropically-driven and negatively cooperative binding of cyclic nucleotides in the HCN2 channel. 在HCN2通道中,环核苷酸的熵驱动和负合作结合需要一个亚基间路径。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09626-7
Flavio Costa, Leo C T Ng, Sarah S Chow, Filip Van Petegem, Eric A Accili

The gating of HCN channels is regulated by both voltage and the binding of cyclic nucleotides to their intracellular domain. However, the molecular determinants underlying this regulation by cyclic nucleotide binding remain unclear and controversial. Here, we combine theoretical and experimental approaches to investigate the binding process in the HCN2 channel. First, molecular dynamics simulations show that the binding of cAMP and cGMP to one HCN2 subunit affects not only the stability of that subunit but also that of neighbouring ones in the absence of any large changes in backbone structure and in a way that is consistent with negative cooperativity. Next, network analysis reveals an inter-subunit communication path that connects cAMP and cGMP binding to the C-linker, which is attached to the pore domain. Finally, experimental analyses confirm that this path is essential for cyclic nucleotide-induced interactions between subunits and high affinity and negatively cooperative binding of ligand that is driven by favourable entropy. Together, these findings provide new insights into the regulatory mechanism of HCN2 gating mediated by cyclic nucleotides and clarify the role of residue E488, which lies on this path and whose mutations are known to cause idiopathic generalized epilepsy.

HCN通道的门控是由电压和环核苷酸与其胞内结构域的结合来调节的。然而,这种环核苷酸结合调控的分子决定因素仍然不清楚和有争议。在这里,我们结合理论和实验方法来研究HCN2通道中的结合过程。首先,分子动力学模拟表明,cAMP和cGMP结合到一个HCN2亚基上,不仅会影响该亚基的稳定性,还会影响邻近亚基的稳定性,而主链结构没有任何大的变化,并且以一种与负协同性一致的方式。接下来,网络分析揭示了连接cAMP和cGMP结合的亚基间通信路径,该路径连接到附着在孔结构域的c连接子上。最后,实验分析证实,这一途径对于环核苷酸诱导的亚基之间的相互作用以及由有利熵驱动的配体的高亲和力和负合作结合是必不可少的。总之,这些发现为环核苷酸介导的HCN2门控调控机制提供了新的见解,并阐明了残基E488的作用,E488位于这条通路上,其突变已知可引起特发性全能性癫痫。
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引用次数: 0
Deep generative computed perfusion-deficit mapping of ischaemic stroke. 缺血性脑卒中的深度生成计算灌注缺陷映射。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-025-09495-6
Chayanin Tangwiriyasakul, Pedro Borges, Guilherme Pombo, Stefano Moriconi, Michael S Elmalem, Paul Wright, Yee-Haur Mah, Jane Maryam Rondina, Sebastien Ourselin, Parashkev Nachev, Manuel Jorge Cardoso

Focal deficits in ischaemic stroke arise primarily from impaired perfusion downstream of a critical vascular occlusion. Though the consequent parenchymal lesion is traditionally used to predict clinical deficits, the underlying pattern of disrupted perfusion provides information upstream of the lesion, potentially yielding earlier predictive and localising signals. We previously developed a technique to compute perfusion maps from routine CT and CT angiography (CTA), an imaging modality widely deployed in clinical practice and available at large data scales. Analysing computed perfusion maps (derived from CT and CTA) from 1393 CTA-imaged patients with confirmed acute ischaemic stroke, here we use deep generative perfusion-deficit inference to localise the neural substrates of NIHSS sub-scores, explicitly disentangling the distinct topologies of disrupted perfusion and neural dependence. We show that our approach replicates known lesion-deficit relations without knowledge of the lesion itself and reveals novel neural dependents. The high achieved anatomical fidelity suggests acute CTA-derived computed perfusion maps may be of substantial clinical and scientific value in rich phenotyping of acute stroke. By relying only on an imaging modality well-established in the hyperacute setting, deep generative perfusion-deficit inference could power highly expressive models of functional anatomical relations in ischaemic stroke within the critical pre-interventional window.

缺血性脑卒中的局灶性缺陷主要是由严重血管闭塞的下游灌注受损引起的。尽管由此产生的实质病变传统上被用于预测临床缺陷,但灌注中断的潜在模式提供了病变上游的信息,可能产生更早的预测和定位信号。我们之前开发了一种从常规CT和CT血管造影(CTA)计算灌注图的技术,这是一种广泛应用于临床实践并可用于大数据规模的成像方式。通过分析1393例经CT和CTA成像的确诊急性缺血性卒中患者的计算机灌注图(来自CT和CTA),我们使用深度生成性灌注缺陷推断来定位NIHSS亚评分的神经基质,明确地揭示了灌注中断和神经依赖性的不同拓扑结构。我们表明,我们的方法在不了解病变本身的情况下复制了已知的病变-缺陷关系,并揭示了新的神经依赖性。高解剖保真度表明,急性cta衍生的计算机灌注图可能在丰富的急性卒中表型中具有重要的临床和科学价值。仅依靠在超急性环境中建立的成像模式,深度生成性灌注缺陷推断可以在关键的介入前窗口内为缺血性卒中功能解剖关系的高表达模型提供动力。
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引用次数: 0
Uniparental analysis of Deep Maniot Greeks reveals genetic continuity from the pre-Medieval era. 对深马尼奥特希腊人的单系分析揭示了中世纪前的遗传连续性。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09597-9
Leonidas-Romanos Davranoglou, Athanasios Petros Kofinakos, Anargyros D Mariolis, Göran Runfeldt, Paul Andrew Maier, Michael Sager, Panagiota Soulioti, Theodoros Mariolis-Sapsakos, Alexandros Heraclides

The Deep Maniots, an isolated population at the southernmost tip of mainland Greece, have drawn scholarly interest for their unique dialect, culture, and patrilineal clan structure. Geographically shielded by the Mani Peninsula, they are thought to have been minimally affected by 6th-century CE migrations that transformed Balkan demography. To investigate their genetic origins, we analysed Y-DNA and mtDNA from 102 Deep Maniots using next-generation sequencing. Paternally, Deep Maniots exhibit an exceptional prevalence (~80%) of West Asian haplogroup J-M172 (J2a), with subclade J-L930 accounting for ~50% of lineages. We identify Bronze Age Greek ancestry in Y-haplogroups nearly absent elsewhere, highlighting their longstanding genetic isolation. The absence of northeast European-related paternal lineages, common in other mainland Greeks, suggests preservation of southern Greece's pre-Medieval genetic landscape. Y-haplogroup phylogeny reveals strong founder effects dated to ~380-670 CE, while the emergence of clan-based social structure is estimated around 1350 CE, centuries earlier than previously thought. In contrast, maternal lineages display greater heterogeneity, primarily originating from ancient Balkan, Levantine, and West Eurasian sources. These results align with historical and anthropological accounts, showcasing Deep Maniots as a genetic snapshot of pre-Medieval southern Greece, offering new perspectives on population continuity and mobility in the Late Antique eastern Mediterranean.

深马尼奥特人(Deep Maniots)是希腊大陆最南端的一个孤立人口,因其独特的方言、文化和父系氏族结构而引起了学术界的兴趣。在地理上受到马尼半岛的保护,他们被认为受到公元6世纪改变巴尔干人口结构的移民的影响最小。为了研究它们的遗传起源,我们使用新一代测序技术分析了102只深马尼人的Y-DNA和mtDNA。在父系上,深马尼特人表现出罕见的西亚单倍群J-M172 (J2a)的患病率(约80%),其中亚支J-L930占谱系的约50%。我们在其他地方几乎没有的y单倍群中发现了青铜时代希腊人的祖先,突出了他们长期存在的遗传隔离。在其他希腊大陆上普遍存在的与东北欧洲相关的父系谱系的缺失,表明希腊南部中世纪前的遗传景观得到了保存。y -单倍群的系统发育表明,强大的奠基人效应可以追溯到公元380-670年,而以氏族为基础的社会结构的出现估计在公元1350年左右,比之前认为的早了几个世纪。相比之下,母系表现出更大的异质性,主要来自古代巴尔干、黎凡特和西欧亚。这些结果与历史和人类学的描述相一致,展示了深马尼奥特人是中世纪前希腊南部的基因快照,为古晚期东地中海人口的连续性和流动性提供了新的视角。
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引用次数: 0
JanusDDG: a physics-informed neural network for sequence-based protein stability via two-fronts attention. JanusDDG:一个物理信息的神经网络,通过两方面的关注来实现基于序列的蛋白质稳定性。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-03 DOI: 10.1038/s42003-026-09632-9
Guido Barducci, Ivan Rossi, Francesco Codicé, Cesare Rollo, Valeria Repetto, Corrado Pancotti, Virginia Iannibelli, Tiziana Sanavia, Piero Fariselli

Predicting how residue variations affect protein stability is crucial for rational protein design and for assessing the impact of disease-related mutations. Recent advances in protein language models have revolutionized computational protein analysis, enabling more accurate predictions of mutational effects. However, balancing predictive accuracy with the fundamental laws of thermodynamics remains a challenge for sequence-based models. Here we show JanusDDG, a physics-informed neural network that leverages embeddings from protein language models and a bidirectional cross-attention transformer architecture to predict stability changes for both single and multiple residue mutations. By adopting a physics-informed paradigm, the model is explicitly constrained to satisfy fundamental thermodynamic principles, such as antisymmetry and transitivity, while maintaining high predictive performance. Instead of conventional self-attention, JanusDDG employs a cross-interleaved attention mechanism that computes the relationship between wild-type and mutant embeddings to capture mutation-induced perturbations while preserving essential contextual information. Our results demonstrate that JanusDDG achieves state-of-the-art performance in predicting stability changes from sequence alone, matching or exceeding the accuracy of structure-based methods for both single and multiple mutations.

预测残基变异如何影响蛋白质稳定性对于合理的蛋白质设计和评估疾病相关突变的影响至关重要。蛋白质语言模型的最新进展彻底改变了计算蛋白质分析,使更准确地预测突变效应成为可能。然而,对于基于序列的模型来说,平衡预测精度和热力学基本定律仍然是一个挑战。在这里,我们展示了JanusDDG,这是一个物理信息神经网络,利用蛋白质语言模型的嵌入和双向交叉注意转换器架构来预测单个和多个残基突变的稳定性变化。通过采用物理信息范式,该模型明确地约束以满足基本的热力学原理,如反对称和传递性,同时保持高预测性能。与传统的自我注意不同,JanusDDG采用交叉交叉注意机制,计算野生型和突变型嵌入之间的关系,以捕获突变引起的扰动,同时保留基本的上下文信息。我们的研究结果表明,JanusDDG在预测单序列和多突变的稳定性变化方面达到了最先进的性能,匹配或超过了基于结构的方法的准确性。
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引用次数: 0
TGFBI promotes liver fibrosis through remodeling the profibrotic microenvironment by a positive feedback regulatory loop. TGFBI通过正反馈调控回路重塑促纤维化微环境促进肝纤维化。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-03 DOI: 10.1038/s42003-026-09601-2
Heming Wu, Xueqian Yan, Lijun Kuang, Yanfei Zhang, Shuting Ye, Rui Huang, Yuehua Zhang, Gaoliang Ouyang, Tiantian Wu, Fan Liu, Yingfu Liu

Liver fibrosis is a major global health burden with limited treatment options. Transforming growth factor-beta-induced protein (TGFBI) is crucial in fibrotic diseases and tumors, however, its precise mechanism in liver fibrosis remains unclear. Here we show that TGFBI promotes liver fibrosis in male C57BL/6 mice. TGFBI is upregulated in fibrotic livers and derived from non-parenchymal cells. Genetic TGFBI deficiency alleviates liver fibrosis in both CCl4 (carbon tetrachloride) injection and bile duct ligation (BDL) models. Mechanistically, PDGFRβ is identified via RNA sequencing as a key downstream molecule upregulated by TGFBI in hepatic stellate cells (HSCs) via the integrin αvβ3-FAK-STAT3 pathway, promoting HSC proliferation and activation. Meanwhile, TGFBI increases PDGF-B expression in macrophages through the integrin αvβ3-AKT-ERK pathway, driving their proliferation, migration and differentiation into the profibrotic TREM2+CD9+ subpopulation. Elevated PDGF-B reversely stimulates TGFBI production in macrophages, which creates a positive feedback loop. This TGFBI-mediated interaction between HSCs and macrophages remodels the profibrotic microenvironment to promote liver fibrosis, identifying a potential therapeutic target.

肝纤维化是全球主要的健康负担,治疗选择有限。转化生长因子- β诱导蛋白(TGFBI)在纤维化疾病和肿瘤中至关重要,但其在肝纤维化中的确切机制尚不清楚。本研究表明TGFBI促进雄性C57BL/6小鼠肝纤维化。TGFBI在纤维化肝脏中表达上调,来源于非实质细胞。在CCl4(四氯化碳)注射和胆管结扎(BDL)模型中,遗传TGFBI缺乏均可减轻肝纤维化。机制上,PDGFRβ通过RNA测序鉴定为TGFBI在肝星状细胞(HSC)中通过整合素αvβ3-FAK-STAT3通路上调的关键下游分子,促进HSC增殖和活化。同时,TGFBI通过整合素αvβ3-AKT-ERK途径增加巨噬细胞中PDGF-B的表达,推动巨噬细胞增殖、迁移和分化为促纤维化的TREM2+CD9+亚群。升高的PDGF-B反过来刺激巨噬细胞中TGFBI的产生,从而形成正反馈循环。这种tgfbi介导的hsc和巨噬细胞之间的相互作用重塑了促纤维化微环境,从而促进肝纤维化,确定了潜在的治疗靶点。
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引用次数: 0
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Communications Biology
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