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Measuring instability in chronic human intracortical neural recordings towards stable, long-term brain-computer interfaces 测量大脑皮层内长期神经记录的不稳定性,实现稳定、长期的脑机接口。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-06784-4
Tsam Kiu Pun, Mona Khoshnevis, Tommy Hosman, Guy H. Wilson, Anastasia Kapitonava, Foram Kamdar, Jaimie M. Henderson, John D. Simeral, Carlos E. Vargas-Irwin, Matthew T. Harrison, Leigh R. Hochberg
Intracortical brain-computer interfaces (iBCIs) enable people with tetraplegia to gain intuitive cursor control from movement intentions. To translate to practical use, iBCIs should provide reliable performance for extended periods of time. However, performance begins to degrade as the relationship between kinematic intention and recorded neural activity shifts compared to when the decoder was initially trained. In addition to developing decoders to better handle long-term instability, identifying when to recalibrate will also optimize performance. We propose a method, “MINDFUL”, to measure instabilities in neural data for useful long-term iBCI, without needing labels of user intentions. Longitudinal data were analyzed from two BrainGate2 participants with tetraplegia as they used fixed decoders to control a computer cursor spanning 142 days and 28 days, respectively. We demonstrate a measure of instability that correlates with changes in closed-loop cursor performance solely based on the recorded neural activity (Pearson r = 0.93 and 0.72, respectively). This result suggests a strategy to infer online iBCI performance from neural data alone and to determine when recalibration should take place for practical long-term use. Detection of neural data instability offers a strategy for optimizing brain-computer interfaces.
皮层内脑机界面(iBCIs)能让四肢瘫痪患者从运动意图中获得直观的光标控制。要转化为实际应用,iBCI 应能在较长时间内提供可靠的性能。然而,当运动意图和记录的神经活动之间的关系与解码器最初训练时相比发生变化时,性能就会开始下降。除了开发解码器以更好地处理长期不稳定性外,确定何时重新校准也将优化性能。我们提出了一种名为 "MINDFUL "的方法,用于测量神经数据中的不稳定性,以实现有用的长期 iBCI,而无需用户意图标签。我们分析了两名四肢瘫痪的 BrainGate2 参与者的纵向数据,他们使用固定解码器控制电脑光标的时间跨度分别为 142 天和 28 天。我们根据记录的神经活动,证明了不稳定性与闭环光标性能变化的相关性(Pearson r = 0.93 和 0.72)。这一结果为仅从神经数据推断在线 iBCI 性能以及确定何时进行重新校准以实现长期实际使用提供了一种策略。
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引用次数: 0
Decoding the multiple functions of ZBP1 in the mechanism of sepsis-induced acute lung injury 解码 ZBP1 在脓毒症诱发急性肺损伤机制中的多重功能。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-07072-x
Ting Gong, Yu Fu, Qingde Wang, Patricia A. Loughran, Yuehua Li, Timothy R. Billiar, Zongmei Wen, Youtan Liu, Jie Fan
Sepsis-induced acute lung injury (ALI), characterized by severe hypoxemia and pulmonary leakage, remains a leading cause of mortality in intensive care units. The exacerbation of ALI during sepsis is largely attributed to uncontrolled inflammatory responses and endothelial dysfunction. Emerging evidence suggests an important role of Z-DNA binding protein 1 (ZBP1) as a sensor in innate immune to drive inflammatory signaling and cell death during infections. However, the role of ZBP1 in sepsis-induced ALI has yet to be defined. We utilized ZBP1 knockout mice and combined single-cell RNA sequencing with experimental validation to investigate ZBP1’s roles in the regulation of macrophages and lung endothelial cells during sepsis. We demonstrate that in sepsis, ZBP1 deficiency in macrophages reduces mitochondrial damage and inhibits glycolysis, thereby altering the metabolic status of macrophages. Consequently, this metabolic shift leads to a reduction in the differentiation of macrophages into pro-inflammatory states and decreases macrophage pyroptosis triggered by activation of the NLRP3 inflammasome. These changes significantly weaken the inflammatory signaling pathways between macrophages and endothelial cells and alleviate endothelial dysfunction and cellular damage. These findings reveal important roles for ZBP1 in mediating multiple pathological processes involved in sepsis-induced ALI by modulating the functional states of macrophages and endothelial cells, thereby highlighting its potential as a promising therapeutic target. ZBP1 drives inflammatory signaling in sepsis-induced acute lung injury, linking macrophage metabolic reprogramming and endothelial dysfunction, revealing its potential as a therapeutic target in critical care.
脓毒症诱发的急性肺损伤(ALI)以严重低氧血症和肺渗漏为特征,仍然是重症监护病房的主要死亡原因。脓毒症期间 ALI 的恶化主要归因于不受控制的炎症反应和内皮功能障碍。新的证据表明,Z-DNA 结合蛋白 1(ZBP1)在先天性免疫中扮演着重要的传感器角色,可在感染期间驱动炎症信号转导和细胞死亡。然而,ZBP1 在败血症诱发的 ALI 中的作用尚未明确。我们利用 ZBP1 基因敲除小鼠,结合单细胞 RNA 测序和实验验证,研究了 ZBP1 在脓毒症期间调控巨噬细胞和肺内皮细胞的作用。我们证明,在脓毒症中,巨噬细胞中 ZBP1 的缺乏会减少线粒体损伤并抑制糖酵解,从而改变巨噬细胞的代谢状态。因此,这种代谢转变导致巨噬细胞向促炎状态分化的减少,并降低了 NLRP3 炎性体激活引发的巨噬细胞脓毒症。这些变化大大削弱了巨噬细胞和内皮细胞之间的炎症信号通路,缓解了内皮功能障碍和细胞损伤。这些发现揭示了 ZBP1 通过调节巨噬细胞和内皮细胞的功能状态,在介导脓毒症诱发的 ALI 所涉及的多种病理过程中发挥的重要作用,从而凸显了其作为一个有潜力的治疗靶点的潜力。
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引用次数: 0
Analyses of GWAS signal using GRIN identify additional genes contributing to suicidal behavior 利用 GRIN 对 GWAS 信号进行分析,发现了更多导致自杀行为的基因。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-06943-7
Kyle A. Sullivan, Matthew Lane, Mikaela Cashman, J. Izaak Miller, Mirko Pavicic, Angelica M. Walker, Ashley Cliff, Jonathon Romero, Xuejun Qin, Niamh Mullins, Anna Docherty, Hilary Coon, Douglas M. Ruderfer, International Suicide Genetics Consortium, VA Million Veteran Program, MVP Suicide Exemplar Workgroup, Michael R. Garvin, John P. Pestian, Allison E. Ashley-Koch, Jean C. Beckham, Benjamin McMahon, David W. Oslin, Nathan A. Kimbrel, Daniel A. Jacobson, David Kainer
Genome-wide association studies (GWAS) identify genetic variants underlying complex traits but are limited by stringent genome-wide significance thresholds. We present GRIN (Gene set Refinement through Interacting Networks), which increases confidence in the expanded gene set by retaining genes strongly connected by biological networks when GWAS thresholds are relaxed. GRIN was validated on both simulated interrelated gene sets as well as multiple GWAS traits. From multiple GWAS summary statistics of suicide attempt, a complex phenotype, GRIN identified additional genes that replicated across independent cohorts and retained biologically interrelated genes despite a relaxed significance threshold. We present a conceptual model of how these retained genes interact through neurobiological pathways that may influence suicidal behavior, and identify existing drugs associated with these pathways that would not have been identified under traditional GWAS thresholds. We demonstrate GRIN’s utility in boosting GWAS results by increasing the number of true positive genes identified from GWAS results. Using the software GRIN, GWAS results are refined by reducing false positive genes using biological network topology, allowing users to lower GWAS significance thresholds to identify additional genes associated with complex traits
全基因组关联研究(GWAS)能确定复杂性状的基因变异,但受到严格的全基因组显著性阈值的限制。我们提出了 GRIN(通过互动网络完善基因组),它能在放宽全基因组关联研究阈值时,保留通过生物网络紧密连接的基因,从而提高扩展基因组的可信度。GRIN 在模拟的相互关联基因集和多个 GWAS 特征上都得到了验证。从自杀未遂这一复杂表型的多个 GWAS 统计摘要中,尽管放宽了显著性阈值,GRIN 还是发现了在独立队列中重复的额外基因,并保留了生物学上相互关联的基因。我们提出了一个概念模型,说明这些被保留的基因如何通过可能影响自杀行为的神经生物学通路相互作用,并确定了与这些通路相关的现有药物,而这些药物在传统的 GWAS 阈值下是无法确定的。我们通过增加从 GWAS 结果中鉴定出的真正阳性基因的数量,证明了 GRIN 在提升 GWAS 结果方面的实用性。
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引用次数: 0
Overcoming photon and spatiotemporal sparsity in fluorescence lifetime imaging with SparseFLIM 利用 SparseFLIM 克服荧光寿命成像中的光子和时空稀疏性。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-07080-x
Binglin Shen, Yuan Lu, Fangyin Guo, Fangrui Lin, Rui Hu, Feng Rao, Junle Qu, Liwei Liu
Fluorescence lifetime imaging microscopy (FLIM) provides quantitative readouts of biochemical microenvironments, holding great promise for biomedical imaging. However, conventional FLIM relies on slow photon counting routines to accumulate sufficient photon statistics, restricting acquisition speeds. Here we demonstrate SparseFLIM, an intelligent paradigm for achieving high-fidelity FLIM reconstruction from sparse photon measurements. We develop a coupled bidirectional propagation network that enriches photon counts and recovers hidden spatial-temporal information. Quantitative analysis shows over tenfold photon enrichment, dramatically improving signal-to-noise ratio, lifetime accuracy, and correlation compared to the original sparse data. SparseFLIM enables reconstructing spatially and temporally undersampled FLIM at full resolution and channel count. The model exhibits strong generalization across experimental modalities including multispectral FLIM and in vivo endoscopic FLIM. This work establishes deep learning as a promising approach to enhance fluorescence lifetime imaging and transcend limitations imposed by the inherent codependence between measurement duration and information content. SparseFLIM enhances fluorescence lifetime imaging by reconstructing high-fidelity images from sparse photon data, generalizing across various imaging modalities, addressing fundamental trade-offs in FLIM to enable faster and higher-quality imaging.
荧光寿命成像显微镜(FLIM)可提供生化微环境的定量读数,在生物医学成像方面大有可为。然而,传统的荧光寿命成像依赖于缓慢的光子计数程序来积累足够的光子统计数据,从而限制了采集速度。在这里,我们展示了 SparseFLIM,一种通过稀疏光子测量实现高保真 FLIM 重建的智能范例。我们开发了一种耦合双向传播网络,可以丰富光子计数并恢复隐藏的时空信息。定量分析显示,与原始稀疏数据相比,光子富集超过十倍,极大地提高了信噪比、寿命精度和相关性。SparseFLIM 能够以全分辨率和通道数重建空间和时间采样不足的 FLIM。该模型在包括多光谱 FLIM 和活体内窥镜 FLIM 在内的各种实验模式中都表现出很强的通用性。这项工作证明,深度学习是增强荧光寿命成像和超越测量持续时间与信息内容之间固有的相互依赖关系所带来的限制的一种有前途的方法。
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引用次数: 0
Enhancing spatial domain detection in spatial transcriptomics with EnSDD 利用 EnSDD 增强空间转录组学中的空间域检测。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-07001-y
Hui-Sheng Li, Yu-Ting Tan, Xiao-Fei Zhang
Advancements in spatial transcriptomics have transformed our understanding of organ function and tissue microenvironment. However, accurately identifying spatial domains to depict genome heterogeneity and cellular interactions remains a challenge. In this study, we propose EnSDD (Ensemble-learning for Spatial Domain Detection), a method that ingeniously integrates eight state-of-the-art spatial domain detection methods to automatically identify spatial domains. A key innovation of EnSDD is its dynamic weighting mechanism within the ensemble learning process, which optimizes the contribution of each base model and provides a performance evaluation metric without the need for ground truth data. By leveraging the spatial domains identified through EnSDD, we incorporate the detection of domain-specific spatially variable genes and the spatial distribution of cell types, thereby providing deeper insights into tissue heterogeneity. We validate EnSDD across diverse spatial transcriptomics datasets from various tissue organizational structures. Our results demonstrate that EnSDD significantly enhances spatial domain identification accuracy, identifies genes with spatial expression patterns, and reveals domain-specific cell type enrichment patterns, offering invaluable insights into tissue spatial heterogeneity and regionalization. EnSDD, an ensemble-learning method for spatial domain detection, integrates multiple techniques to enhance identification of spatial domains in transcriptomics, revealing insights into tissue heterogeneity and cancer microenvironments.
空间转录组学的进步改变了我们对器官功能和组织微环境的认识。然而,准确识别空间域以描述基因组异质性和细胞相互作用仍然是一项挑战。在这项研究中,我们提出了 EnSDD(Ensemble-learning for Spatial Domain Detection)方法,它巧妙地整合了八种最先进的空间域检测方法来自动识别空间域。EnSDD 的一个关键创新点是其集合学习过程中的动态加权机制,该机制可优化每个基础模型的贡献,并在无需地面实况数据的情况下提供性能评估指标。通过利用 EnSDD 确定的空间域,我们结合了对域特异性空间可变基因和细胞类型空间分布的检测,从而更深入地了解了组织异质性。我们在来自不同组织结构的各种空间转录组学数据集上验证了 EnSDD。我们的研究结果表明,EnSDD 能显著提高空间域识别的准确性,识别具有空间表达模式的基因,并揭示域特异性细胞类型富集模式,从而为组织空间异质性和区域化提供宝贵的见解。
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引用次数: 0
Interplay between acetylation and ubiquitination controls PSAT1 protein stability in lung adenocarcinoma 乙酰化和泛素化之间的相互作用控制着肺腺癌中 PSAT1 蛋白的稳定性。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-07051-2
Yuhan Liu, Wenze Xun, Tao Zhao, Menglin Huang, Longhua Sun, Guilan Wen, Xiuhua Kang, Jianbin Wang, Tianyu Han
Serine is essential to maintain maximal growth and proliferation of cancer cells by providing adequate intermediate metabolites and energy. Phosphoserine aminotransferase 1 (PSAT1) is a key enzyme in de novo serine synthesis. However, little is known about the mechanisms underlying PSAT1 degradation. We found that acetylation was the switch that regulated the degradation of PSAT1 in lung adenocarcinoma (LUAD). Deacetylation of PSAT1 on Lys51 by histone deacetylase 7 (HDAC7) enhanced the interaction between PSAT1 and the deubiquitinase ubiquitin-specific processing protease 14 (USP14), leading to the deubiquitination and stabilization of PSAT1; while acetylation of PSAT1 promoted its interaction with the E3 ligase ubiquitination factor E4B (UBE4B), leading to proteasomal degradation. Acetylation of PSAT1 on Lys51 regulated serine metabolism and tumor proliferation in LUAD. Thus, acetylation and ubiquitination cooperatively regulated the protein homeostasis of PSAT1. In conclusion, our study reveals a key regulatory mechanism for maintaining PSAT1 protein homeostasis in LUAD. Acetylation and ubiquitination cooperatively regulate the protein homeostasis of PSAT1 and contribute to serine synthesis and tumorigenesis of lung adenocarcinoma.
丝氨酸能提供充足的中间代谢产物和能量,是维持癌细胞最大限度生长和增殖的必要条件。磷酸丝氨酸氨基转移酶 1(PSAT1)是丝氨酸从头合成的关键酶。然而,人们对 PSAT1 的降解机制知之甚少。我们发现,乙酰化是调控肺腺癌(LUAD)中 PSAT1 降解的开关。组蛋白去乙酰化酶7(HDAC7)对PSAT1 Lys51的去乙酰化增强了PSAT1与去泛素化酶泛素特异性加工蛋白酶14(USP14)之间的相互作用,导致PSAT1的去泛素化和稳定化;而PSAT1的乙酰化促进了它与E3连接酶泛素化因子E4B(UBE4B)的相互作用,导致蛋白酶体降解。PSAT1在Lys51上的乙酰化调节了丝氨酸代谢和LUAD的肿瘤增殖。因此,乙酰化和泛素化协同调控了PSAT1的蛋白质平衡。总之,我们的研究揭示了维持LUAD中PSAT1蛋白平衡的关键调控机制。
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引用次数: 0
Crystal structure of the 4-hydroxybutyryl-CoA synthetase (ADP-forming) from nitrosopumilus maritimus 来自海洋硝化甘油菌的 4-羟基丁酰-CoA 合成酶(ADP 形成)的晶体结构。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-06432-x
Jerome Johnson, Bradley B. Tolar, Bilge Tosun, Yasuo Yoshikuni, Christopher A. Francis, Soichi Wakatsuki, Hasan DeMirci
The 3-hydroxypropionate/4-hydroxybutyrate (3HP/4HB) cycle from ammonia-oxidizing Thaumarchaeota is currently considered the most energy-efficient aerobic carbon fixation pathway. The Nitrosopumilus maritimus 4-hydroxybutyryl-CoA synthetase (ADP-forming; Nmar_0206) represents one of several enzymes from this cycle that exhibit increased efficiency over crenarchaeal counterparts. This enzyme reduces energy requirements on the cell, reflecting thaumarchaeal success in adapting to low-nutrient environments. Here we show the structure of Nmar_0206 from Nitrosopumilus maritimus SCM1, which reveals a highly conserved interdomain linker loop between the CoA-binding and ATP-grasp domains. Phylogenetic analysis suggests the widespread prevalence of this loop and highlights both its underrepresentation within the PDB and structural importance within the (ATP-forming) acyl-CoA synthetase (ACD) superfamily. This linker is shown to have a possible influence on conserved interface interactions between domains, thereby influencing homodimer stability. These results provide a structural basis for the energy efficiency of this key enzyme in the modified 3HP/4HB cycle of Thaumarchaeota. Structural analysis suggests the importance of linkers in stability of oligomers within the (ADP-forming) Acyl-CoA Synthetase superfamily.
来自氨氧化潮虫的 3-hydroxypropionate/4-hydroxybutyrate (3HP/4HB) 循环目前被认为是能量效率最高的有氧碳固定途径。Nitrosopumilus maritimus 的 4-hydroxybutyryl-CoA 合成酶(ADP-forming;Nmar_0206)是这一循环中的几种酶之一,其效率要高于子囊菌。这种酶降低了细胞对能量的需求,反映了厚朴藻在适应低营养环境方面的成功。在这里,我们展示了来自海洋硝化藻 SCM1 的 Nmar_0206 的结构,它揭示了 CoA 结合域和 ATP 抓住域之间高度保守的域间连接环。系统发生学分析表明,该环路广泛存在,并强调了它在 PDB 中的代表性不足以及在(ATP 形成的)酰基-CoA 合成酶(ACD)超家族中的结构重要性。研究表明,该连接环可能会影响结构域之间的保守界面相互作用,从而影响同源二聚体的稳定性。这些结果为这种关键酶在陶氏古菌改良的 3HP/4HB 循环中的能量效率提供了结构基础。
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引用次数: 0
RNA-binding protein IGF2BP1 is required for spermatogenesis in an age-dependent manner RNA结合蛋白IGF2BP1是精子发生所必需的,且与年龄有关。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-21 DOI: 10.1038/s42003-024-07055-y
Jiaqiang Luo, Chao Yang, Shuai Xu, Zhiyong Ji, Yuxiang Zhang, Haowei Bai, Zhiwen Deng, Jiayi Liang, Yuhua Huang, Erlei Zhi, Ruhui Tian, Peng Li, Fujun Zhao, Zhi Zhou, Zheng Li, Chencheng Yao
Post-transcriptional regulation mediated by RNA binding proteins is crucial for male germline development. Insulin-like growth factor 2 mRNA-binding protein 1 (IGF2BP1), an RNA binding protein, is specifically expressed in human and mouse male gonads and is involved in manifold biological processes and tumorigenesis. However, the function of IGF2BP1 in mammalian spermatogenesis remains poorly understood. Herein, we generated an Igf2bp1 conditional knockout mouse model using Nanos3-Cre. Germ cell deficiency of Igf2bp1 in mice caused spermatogenic defects in an age-dependent manner, resulting in decreased numbers of undifferentiated spermatogonia and increased germ cell apoptosis. Immunoprecipitation-mass spectrometry analysis revealed that ELAV-like RNA binding protein 1, a well-recognized mRNA stabilizer, interacted with IGF2BP1. Single cell RNA-sequencing showed distinct mRNA profiles in spermatogonia from conditional knockout versus wide type mice. Further research showed that IGF2BP1 plays a vital role in the modulation of spermatogenesis by regulating Lin28a mRNA, which is essential for clonal expansion of undifferentiated spermatogonia. Thus, our results highlight the crucial effects of IGF2BP1 on spermatogonia for the long-term maintenance of spermatogenesis. A study characterizes the in vivo function of RNA-binding protein IGF2BP1 during spermatogenesis and further identifies ELAVL1 as a binding partner and Lin28a mRNA as a downstream target.
RNA 结合蛋白介导的转录后调控对雄性生殖细胞的发育至关重要。胰岛素样生长因子 2 mRNA 结合蛋白 1(IGF2BP1)是一种 RNA 结合蛋白,在人类和小鼠雄性性腺中特异性表达,参与多种生物过程和肿瘤发生。然而,人们对 IGF2BP1 在哺乳动物精子发生过程中的功能仍知之甚少。在此,我们利用Nanos3-Cre产生了一个Igf2bp1条件性基因敲除小鼠模型。小鼠生殖细胞缺乏 Igf2bp1 会导致精子发生缺陷,这种缺陷呈年龄依赖性,导致未分化精原细胞数量减少和生殖细胞凋亡增加。免疫沉淀-质谱分析显示,ELAV 样 RNA 结合蛋白 1(一种公认的 mRNA 稳定剂)与 IGF2BP1 相互作用。单细胞 RNA 测序显示,条件性基因敲除小鼠与宽基因型小鼠的精原细胞中的 mRNA 轮廓截然不同。进一步的研究表明,IGF2BP1 通过调节 Lin28a mRNA 在调节精子发生过程中发挥着重要作用,而 Lin28a mRNA 对未分化精原细胞的克隆扩增至关重要。因此,我们的研究结果凸显了 IGF2BP1 对精原细胞长期维持精子发生的关键作用。
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引用次数: 0
Interpretable GWAS by linking clinical phenotypes to quantifiable immune repertoire components 通过将临床表型与可量化的免疫组群成分联系起来,实现可解释的基因组学分析。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-20 DOI: 10.1038/s42003-024-07010-x
Yuhao Tan, Lida Wang, Hongyi Zhang, Mingyao Pan, Dajiang J. Liu, Xiaowei Zhan, Bo Li
Bridging the gap between genotype and phenotype in GWAS studies is challenging. A multitude of genetic variants have been associated with immune-related diseases, including cancer, yet the interpretability of most variants remains low. Here, we investigate the quantitative components in the T cell receptor (TCR) repertoire, the frequency of clusters of TCR sequences predicted to have common antigen specificity, to interpret the genetic associations of diverse human diseases. We first developed a statistical model to predict the TCR components using variants in the TRB and HLA loci. Applying this model to over 300,000 individuals in the UK Biobank data, we identified 2309 associations between TCR abundances and various immune diseases. TCR clusters predicted to be pathogenic for autoimmune diseases were significantly enriched for predicted autoantigen-specificity. Moreover, four TCR clusters were associated with better outcomes in distinct cancers, where conventional GWAS cannot identify any significant locus. Collectively, our results highlight the integral role of adaptive immune responses in explaining the associations between genotype and phenotype. Analyzing the impact of genetic variants on T cell receptor repertoire components reveals the mechanisms behind susceptibility variants in autoimmune diseases and cancers.
在 GWAS 研究中弥合基因型与表型之间的差距具有挑战性。许多基因变异与包括癌症在内的免疫相关疾病有关,但大多数变异的可解释性仍然很低。在这里,我们研究了 T 细胞受体(TCR)复合物中的定量成分,即预测具有共同抗原特异性的 TCR 序列群的频率,以解释人类各种疾病的遗传关联。我们首先开发了一个统计模型,利用 TRB 和 HLA 基因座的变异来预测 TCR 成分。将该模型应用于英国生物库数据中的 30 多万人,我们发现了 2309 种 TCR 丰度与各种免疫疾病之间的关联。预测对自身免疫性疾病具有致病性的 TCR 簇明显富集于预测的自身抗原特异性。此外,有四个 TCR 簇与不同癌症的较佳预后相关,而传统的 GWAS 无法在这些癌症中发现任何重要的基因位点。总之,我们的研究结果凸显了适应性免疫反应在解释基因型与表型之间的关联方面所起的不可或缺的作用。
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引用次数: 0
Distinct molecular profiles and shared drug vulnerabilities in pancreatic metastases of renal cell carcinoma 肾细胞癌胰腺转移的不同分子特征和共同的药物弱点。
IF 5.2 1区 生物学 Q1 BIOLOGY Pub Date : 2024-10-20 DOI: 10.1038/s42003-024-07004-9
Matilda Roos-Mattila, Pauliina Kallio, Tamara J. Luck, Minttu Polso, Romika Kumari, Piia Mikkonen, Katja Välimäki, Minna Malmstedt, Pekka Ellonen, Teijo Pellinen, Caroline A. Heckman, Harri Mustonen, Pauli A. Puolakkainen, Kari Alitalo, Olli Kallioniemi, Tuomas Mirtti, Antti S. Rannikko, Vilja M. Pietiäinen, Hanna E. Seppänen
Clear-cell renal cell carcinoma (ccRCC) is the most common origin of pancreatic metastases (PM). Distinct genomic aberrations, favorable prognosis, and clinical observations on high angiogenesis, and succeeding tyrosine kinase inhibitor (TKI) sensitivity have been reported in PM-ccRCC. However, no functional or single-cell studies have been conducted thus far. We recruited five PM-ccRCC patients and investigated the genomic, single-cell transcriptomic, and drug sensitivity profiles of their patient-derived cells (PDCs). The PM depicted both expected and novel genomic alterations. Further, the transcriptomics differed from both primary and metastatic ccRCC, with upregulations of the PI3K/mTOR and – supporting the clinical observations – angiogenesis pathways. Data integration at pathway level showed that transcriptomics explained drug sensitivities the best. Accordingly, PM-ccRCC PDCs shared sensitivity to many PI3K/mTOR inhibitors. Altogether, we show distinct genomic and transcriptomic signatures in PM-ccRCC, highlight the superiority of transcriptomics in interpreting drug sensitivities, and encourage the use of TKIs and PI3K/mTOR inhibitors in PM-ccRCC. Functional precision medicine approach reveals genomic and transcriptomic aberrations that distinguish pancreatic metastases from other types of ccRCC metastases and suggest potential therapeutic targets at the individual level.
透明细胞肾细胞癌(ccRCC)是胰腺转移瘤(PM)最常见的起源。有报道称,透明细胞肾细胞癌(ccRCC)存在不同的基因组畸变、良好的预后、高血管生成以及对酪氨酸激酶抑制剂(TKI)的敏感性。然而,迄今为止还没有进行过功能或单细胞研究。我们招募了五名PM-ccRCC患者,研究了他们的患者衍生细胞(PDCs)的基因组、单细胞转录组和药物敏感性特征。PM描述了预期的和新的基因组改变。此外,转录组学与原发性和转移性 ccRCC 都有所不同,PI3K/mTOR 和血管生成通路上调,这与临床观察结果相吻合。通路层面的数据整合显示,转录组学最能解释药物敏感性。因此,PM-ccRCC PDCs对许多PI3K/mTOR抑制剂具有共同的敏感性。总之,我们在PM-ccRCC中发现了不同的基因组和转录组特征,突出了转录组学在解释药物敏感性方面的优势,并鼓励在PM-ccRCC中使用TKIs和PI3K/mTOR抑制剂。
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引用次数: 0
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Communications Biology
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