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Data- and knowledge-derived functional landscape of human solute carriers. 人类溶质载体的数据和知识衍生的功能景观。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-05-12 DOI: 10.1038/s44320-025-00108-2
Ulrich Goldmann, Tabea Wiedmer, Andrea Garofoli, Vitaly Sedlyarov, Manuel Bichler, Ben Haladik, Gernot Wolf, Eirini Christodoulaki, Alvaro Ingles-Prieto, Evandro Ferrada, Fabian Frommelt, Shao Thing Teoh, Philipp Leippe, Gabriel Onea, Martin Pfeifer, Mariah Kohlbrenner, Lena Chang, Paul Selzer, Jürgen Reinhardt, Daniela Digles, Gerhard F Ecker, Tanja Osthushenrich, Aidan MacNamara, Anders Malarstig, David Hepworth, Giulio Superti-Furga

The human solute carrier (SLC) superfamily of ~460 membrane transporters remains the largest understudied protein family despite its therapeutic potential. To advance SLC research, we developed a comprehensive knowledgebase that integrates systematic multi-omics data sets with selected curated information from public sources. We annotated SLC substrates through literature curation, compiled SLC disease associations using data mining techniques, and determined the subcellular localization of SLCs by combining annotations from public databases with an immunofluorescence imaging approach. This SLC-centric knowledge is made accessible to the scientific community via a web portal featuring interactive dashboards and visualization tools. Utilizing this systematically collected and curated resource, we computationally derived an integrated functional landscape for the entire human SLC superfamily. We identified clusters with distinct properties and established functional distances between transporters. Based on all available data sets and their integration, we assigned biochemical/biological functions to each SLC, making this study one of the largest systematic annotations of human gene function and a potential blueprint for future research endeavors.

人类溶质载体(SLC)超家族的~460膜转运蛋白仍然是最大的未被研究的蛋白家族,尽管它具有治疗潜力。为了推进SLC研究,我们开发了一个综合知识库,将系统的多组学数据集与来自公共资源的精选信息集成在一起。我们通过文献整理对SLC底物进行注释,使用数据挖掘技术编译SLC疾病关联,并通过结合公共数据库的注释和免疫荧光成像方法确定SLC的亚细胞定位。这种以slc为中心的知识可以通过具有交互式仪表板和可视化工具的门户网站向科学界提供。利用这些系统收集和整理的资源,我们计算得出了整个人类SLC超家族的综合功能景观。我们确定了具有不同性质的簇,并建立了转运蛋白之间的功能距离。基于所有可用的数据集及其整合,我们为每个SLC分配了生化/生物学功能,使本研究成为人类基因功能的最大系统注释之一,并为未来的研究工作提供了潜在的蓝图。
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引用次数: 0
Metabolic modelling reveals increased autonomy and antagonism in type 2 diabetic gut microbiota. 代谢模型显示2型糖尿病肠道微生物群的自主性和拮抗性增加。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-04-22 DOI: 10.1038/s44320-025-00100-w
A Samer Kadibalban, Axel Künstner, Torsten Schröder, Julius Zauleck, Oliver Witt, Georgios Marinos, Christoph Kaleta

Type 2 diabetes (T2D) presents a global health concern, with evidence highlighting the role of the human gut microbiome in metabolic diseases. This study employs metabolic modelling to elucidate changes in host-microbiome interactions in T2D. Glucose levels, diet, 16S sequences and metadata were collected for 1866 individuals. In addition, microbial community models, and ecological interactions were simulated for the gut microbiomes. Our findings revealed a significant decrease in metabolic fluxes provided by the host's diet to the microbiome in T2D patients, accompanied by increased within-community exchanges. Moreover, the diabetic microbiomes shift towards increased exploitative ecological interactions at the expense of collaborative interactions. The reduced microbiome-to-host butyrate flux, along with decreased fluxes of amino acids (including tryptophan), nucleotides, and B vitamins from the host's diet, further highlight the dysregulation in microbial-host interactions in diabetes. In addition, microbiomes of T2D patients exhibit enrichment in energy metabolism, indicative of increased metabolic activity and antagonism. This study sheds light on the increased microbiome autonomy and antagonism accompanying diabetes, and provides candidate metabolic targets for intervention studies and experimental validation.

2型糖尿病(T2D)是一个全球性的健康问题,有证据强调了人类肠道微生物组在代谢性疾病中的作用。本研究采用代谢模型来阐明T2D中宿主-微生物组相互作用的变化。他们收集了1866个人的血糖水平、饮食、16S序列和元数据。此外,还模拟了肠道微生物群的微生物群落模型和生态相互作用。我们的研究结果显示,在T2D患者中,宿主饮食提供给微生物组的代谢通量显著减少,同时伴随着社区内交流的增加。此外,糖尿病微生物群以牺牲协作相互作用为代价,转向增加剥削性生态相互作用。微生物组对宿主丁酸通量的减少,以及宿主饮食中氨基酸(包括色氨酸)、核苷酸和B族维生素通量的减少,进一步突出了糖尿病中微生物-宿主相互作用的失调。此外,T2D患者的微生物组在能量代谢中表现出富集,表明代谢活性和拮抗作用增加。该研究揭示了伴随糖尿病的微生物组自主性和拮抗性的增加,并为干预研究和实验验证提供了候选代谢靶点。
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引用次数: 0
Metabolic reaction fluxes as amplifiers and buffers of risk alleles for coronary artery disease. 代谢反应通量作为冠状动脉疾病风险等位基因的放大和缓冲
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-04-02 DOI: 10.1038/s44320-025-00097-2
Carles Foguet, Xilin Jiang, Scott C Ritchie, Elodie Persyn, Yu Xu, Chief Ben-Eghan, Henry J Taylor, Emanuele Di Angelantonio, John Danesh, Adam S Butterworth, Samuel A Lambert, Michael Inouye

Genome-wide association studies have identified thousands of variants associated with disease risk but the mechanism by which such variants contribute to disease remains largely unknown. Indeed, a major challenge is that variants do not act in isolation but rather in the framework of highly complex biological networks, such as the human metabolic network, which can amplify or buffer the effect of specific risk alleles on disease susceptibility. Here we use genetically predicted reaction fluxes to perform a systematic search for metabolic fluxes acting as buffers or amplifiers of coronary artery disease (CAD) risk alleles. Our analysis identifies 30 risk locus-reaction flux pairs with significant interaction on CAD susceptibility involving 18 individual reaction fluxes and 8 independent risk loci. Notably, many of these reactions are linked to processes with putative roles in the disease such as the metabolism of inflammatory mediators. In summary, this work establishes proof of concept that biochemical reaction fluxes can have non-additive effects with risk alleles and provides novel insights into the interplay between metabolism and genetic variation on disease susceptibility.

全基因组关联研究已经确定了数千种与疾病风险相关的变异,但这些变异导致疾病的机制在很大程度上仍然未知。事实上,一个主要的挑战是,变异不是孤立地起作用,而是在高度复杂的生物网络框架内起作用,例如人类代谢网络,它可以放大或缓冲特定风险等位基因对疾病易感性的影响。在这里,我们使用基因预测的反应通量来进行系统的搜索代谢通量作为缓冲或放大冠状动脉疾病(CAD)风险等位基因。我们的分析确定了30个风险位点-反应通量对,涉及18个单独的反应通量和8个独立的风险位点,它们与CAD易感性有显著的相互作用。值得注意的是,许多这些反应与疾病中假定的作用有关,例如炎症介质的代谢。总之,这项工作建立了生物化学反应通量可以与风险等位基因产生非加性效应的概念证明,并为代谢和遗传变异之间对疾病易感性的相互作用提供了新的见解。
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引用次数: 0
Systemic genome-epigenome analysis captures a lineage-specific super-enhancer for MYB in gastrointestinal adenocarcinoma. 系统基因组-表观基因组分析捕获了胃肠道腺癌中MYB的谱系特异性超增强子。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-04-15 DOI: 10.1038/s44320-025-00098-1
Fuyuan Li, Shangzi Wang, Lian Chen, Ning Jiang, Xingdong Chen, Jin Li

Gastrointestinal adenocarcinoma is a major cancer type for the digestive system, ranking as the top cause of cancer-related deaths worldwide. While there has been extensive research on mutations in protein-coding regions, the knowledge of the landscape of its non-coding regulatory elements is still insufficient. Combining the analysis of active enhancer profiles and genomic structural variation, we discovered and validated a lineage-specific super-enhancer for MYB in gastrointestinal adenocarcinoma. This super-enhancer is composed of a predominant enhancer e4 and several additional enhancers, whose transcriptional activity is regulated by the direct binding of HNF4A and MYB itself. Suppression of the super-enhancer downregulated the expression of MYB, inhibited downstream Notch signaling and prevented the development of gastrointestinal adenocarcinoma both in vitro and in vivo. Our study uncovers a mechanism driven by non-coding variations that regulate MYB expression in a lineage-specific manner, offering new insights into the carcinogenic mechanism and potential therapeutic strategies for gastrointestinal adenocarcinoma.

胃肠道腺癌是消化系统的主要癌症类型,是全球癌症相关死亡的首要原因。虽然对蛋白质编码区突变的研究已经非常广泛,但对其非编码调控元件的认识仍然不足。结合对活性增强子谱和基因组结构变异的分析,我们发现并验证了胃肠道腺癌中MYB的谱系特异性超级增强子。这种超级增强子由一个优势增强子e4和几个额外的增强子组成,其转录活性由HNF4A和MYB本身的直接结合调节。在体外和体内实验中,抑制超增强子可下调MYB的表达,抑制下游Notch信号通路,阻止胃肠道腺癌的发展。我们的研究揭示了一种由非编码变异驱动的机制,以一种谱系特异性的方式调节MYB的表达,为胃肠道腺癌的致癌机制和潜在的治疗策略提供了新的见解。
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引用次数: 0
The solute carrier superfamily interactome. 溶质载体超族相互作用。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-05-12 DOI: 10.1038/s44320-025-00109-1
Fabian Frommelt, Rene Ladurner, Ulrich Goldmann, Gernot Wolf, Alvaro Ingles-Prieto, Eva Lineiro-Retes, Zuzana Gelová, Ann-Katrin Hopp, Eirini Christodoulaki, Shao Thing Teoh, Philipp Leippe, Brianda L Santini, Manuele Rebsamen, Sabrina Lindinger, Iciar Serrano, Svenja Onstein, Christoph Klimek, Barbara Barbosa, Anastasiia Pantielieieva, Vojtech Dvorak, Thomas J Hannich, Julian Schoenbett, Gilles Sansig, Tamara A M Mocking, Jasper F Ooms, Adriaan P IJzerman, Laura H Heitman, Peter Sykacek, Juergen Reinhardt, André C Müller, Tabea Wiedmer, Giulio Superti-Furga

Solute carrier (SLC) transporters form a protein superfamily that enables transmembrane transport of diverse substrates including nutrients, ions and drugs. There are about 450 different SLCs, residing in a variety of subcellular membranes. Loss-of-function of an unusually high proportion of SLC transporters is genetically associated with a plethora of human diseases, making SLCs a rapidly emerging but challenging drug target class. Knowledge of their protein environment may elucidate the molecular basis for their functional integration with metabolic and cellular pathways and help conceive pharmacological interventions based on modulating proteostatic regulation. We aimed at obtaining a global survey of the SLC-protein interaction landscape and mapped the protein-protein interactions of 396 SLCs by interaction proteomics. We employed a functional assessment based on RNA interference of interactors in combination with measurement of protein stability and localization. As an example, we detail the role of a SLC16A6 phospho-degron and the contributions of PDZ-domain proteins LIN7C and MPP1 to the trafficking of SLC43A2. Overall, our work offers a resource for SLC-protein interactions for the scientific community.

溶质载体(SLC)转运蛋白形成一个蛋白质超家族,能够跨膜运输多种底物,包括营养物质、离子和药物。大约有450种不同的SLCs存在于不同的亚细胞膜中。异常高比例的SLC转运体功能丧失与大量人类疾病在遗传上相关,这使得SLC成为一个迅速出现但具有挑战性的药物靶点类别。了解它们的蛋白质环境可以阐明它们与代谢和细胞途径功能整合的分子基础,并有助于构思基于调节蛋白质抑制调节的药理学干预。我们旨在获得slc -蛋白相互作用格局的全球调查,并通过相互作用蛋白质组学绘制了396种slc的蛋白相互作用图谱。我们采用了基于相互作用物的RNA干扰的功能评估,结合蛋白质稳定性和定位的测量。作为一个例子,我们详细介绍了SLC16A6磷酸化降解子的作用以及pdz结构域蛋白LIN7C和MPP1在SLC43A2转运中的作用。总的来说,我们的工作为科学界提供了slc -蛋白相互作用的资源。
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引用次数: 0
Metabolic mapping of the human solute carrier superfamily. 人类溶质载体超家族的代谢图谱。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-05-12 DOI: 10.1038/s44320-025-00106-4
Tabea Wiedmer, Shao Thing Teoh, Eirini Christodoulaki, Gernot Wolf, Chengzhe Tian, Vitaly Sedlyarov, Abigail Jarret, Philipp Leippe, Fabian Frommelt, Alvaro Ingles-Prieto, Sabrina Lindinger, Barbara M G Barbosa, Svenja Onstein, Christoph Klimek, Julio Garcia, Iciar Serrano, Daniela Reil, Diana Santacruz, Mary Piotrowski, Stephen Noell, Christoph Bueschl, Huanyu Li, Gamma Chi, Stefan Mereiter, Tiago Oliveira, Josef M Penninger, David B Sauer, Claire M Steppan, Coralie Viollet, Kristaps Klavins, J Thomas Hannich, Ulrich Goldmann, Giulio Superti-Furga

Solute carrier (SLC) transporters govern most of the chemical exchange across cellular membranes and are integral to metabolic regulation, which in turn is linked to cellular function and identity. Despite their key role, individual functions of the SLC superfamily members were not evaluated systematically. We determined the metabolic and transcriptional profiles upon SLC overexpression in knock-out or wild-type isogenic cell backgrounds for 378 SLCs and 441 SLCs, respectively. Targeted metabolomics provided a fingerprint of 189 intracellular metabolites, while transcriptomics offered insights into cellular programs modulated by SLC expression. Beyond the metabolic profiles of 102 SLCs directly related to their known substrates, we identified putative substrates or metabolic pathway connections for 71 SLCs without previously annotated bona fide substrates, including SLC45A4 as a new polyamine transporter. By comparing the molecular profiles, we identified functionally related SLC groups, including some with distinct impacts on osmolyte balancing and glycosylation. The assessment of functionally related human genes presented here may serve as a blueprint for other systematic studies and supports future investigations into the functional roles of SLCs.

溶质载体(SLC)转运体控制着大多数跨细胞膜的化学交换,是代谢调节的组成部分,而代谢调节又与细胞功能和身份有关。尽管他们的关键作用,个体功能的SLC超家族成员没有被系统地评估。我们分别测定了378个SLC和441个SLC在敲除或野生型等基因细胞背景下过表达时的代谢和转录谱。靶向代谢组学提供了189种细胞内代谢物的指纹图谱,而转录组学提供了由SLC表达调节的细胞程序的见解。除了102种SLCs与其已知底物直接相关的代谢谱外,我们还鉴定了71种SLCs的推定底物或代谢途径连接,其中没有先前注释的真正底物,包括SLC45A4作为一种新的多胺转运体。通过比较分子谱,我们确定了功能相关的SLC基团,包括一些对渗透平衡和糖基化有明显影响的SLC基团。本文对功能相关人类基因的评估可以作为其他系统研究的蓝图,并支持对SLCs功能作用的未来研究。
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引用次数: 0
Who controls the tariffs of a human cell? 谁控制着人类细胞的活性?
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-05-12 DOI: 10.1038/s44320-025-00112-6
Maximilian Billmann
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引用次数: 0
Constraints on the optimization of gene product diversity. 基因产物多样性优化的制约因素。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-05-01 Epub Date: 2025-04-10 DOI: 10.1038/s44320-025-00095-4
Daohan Jiang, Nevraj Kejiou, Yi Qiu, Alexander F Palazzo, Matt Pennell

RNA and proteins can have diverse isoforms due to post-transcriptional and post-translational modifications. A fundamental question is whether these isoforms are mostly beneficial or the result of noisy molecular processes. To assess the plausibility of these explanations, we developed mathematical models depicting different regulatory architectures and investigated isoform evolution under multiple population genetic regimes. We found that factors beyond selection, such as effective population size and the number of cis-acting loci, significantly influence evolutionary outcomes. We found that sub-optimal phenotypes are more likely to evolve when populations are small and/or when the number of cis-loci is large. We also discovered that opposing selection on cis- and trans-acting loci can constrain adaptation, leading to a non-monotonic relationship between effective population size and optimization. More generally, our models provide a quantitative framework for developing statistical tests to analyze empirical data; as a demonstration of this, we analyzed A-to-I RNA editing levels in coleoids and found these to be largely consistent with non-adaptive explanations.

由于转录后和翻译后的修饰,RNA和蛋白质可以具有不同的同种异构体。一个基本的问题是,这些同工异构体主要是有益的还是嘈杂的分子过程的结果。为了评估这些解释的合理性,我们建立了描述不同调控结构的数学模型,并研究了多种种群遗传制度下的同工异构体进化。我们发现,选择之外的因素,如有效种群规模和顺式作用位点的数量,显著影响进化结果。我们发现,当种群较小和/或顺式位点数量较大时,次优表型更有可能进化。我们还发现,顺式和反式基因座的反向选择会限制适应性,导致有效种群规模与优化之间存在非单调关系。更一般地说,我们的模型为开发统计测试来分析经验数据提供了一个定量框架;为了证明这一点,我们分析了胶体中a -to- i RNA编辑水平,发现这些水平与非适应性解释基本一致。
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引用次数: 0
Mouse promoters are characterised by low occupancy and high turnover of RNA polymerase II. 小鼠启动子的特点是RNA聚合酶II的低占用和高周转。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-05-01 Epub Date: 2025-03-31 DOI: 10.1038/s44320-025-00094-5
Kasit Chatsirisupachai, Christina J I Moene, Rozemarijn Kleinendorst, Elisa Kreibich, Nacho Molina, Arnaud Krebs

The general transcription machinery and its occupancy at promoters are highly conserved across metazoans. This contrasts with the kinetics of mRNA production that considerably differ between model species such as Drosophila and mouse. The molecular basis for these kinetic differences is currently unknown. Here, we used Single-Molecule Footprinting to measure RNA Polymerase II (Pol II) occupancy, the fraction of DNA molecules bound, at promoters in mouse and Drosophila cell lines. Single-molecule data reveals that Pol II occupancy is on average 3-5 times more frequent at transcriptionally active Drosophila promoters than active mouse promoters. Kinetic modelling of the occupancy states suggests that these differences in Pol II occupancy are determined by the ratio between the transcription initiation and Pol II turnover rates. We used chemical perturbation of transcription initiation to determine Pol II turnover rate in both species. Integration of these data into the model shows that infrequent Pol II occupancy in mouse is explained by the combination of high Pol II turnover and low transcription initiation rates.

一般的转录机制及其在启动子上的占用在后生动物中是高度保守的。这与模型物种(如果蝇和小鼠)之间显著不同的mRNA产生动力学形成对比。这些动力学差异的分子基础目前尚不清楚。在这里,我们使用单分子足迹测量RNA聚合酶II (Pol II)占用率,DNA分子结合的比例,在小鼠和果蝇细胞系的启动子。单分子数据显示,在转录活跃的果蝇启动子中,Pol II占用的频率平均是小鼠启动子的3-5倍。占用状态的动力学模型表明,这些Pol II占用的差异是由转录起始率和Pol II周转率之间的比率决定的。我们利用转录起始的化学扰动来测定两个物种的Pol II周转率。将这些数据整合到模型中表明,小鼠Pol II占用率低可以解释为Pol II周转率高和转录起始率低的结合。
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引用次数: 0
Multi-epitope immunocapture of huntingtin reveals striatum-selective molecular signatures. 亨廷顿蛋白的多表位免疫捕获揭示纹状体选择性分子特征。
IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-05-01 Epub Date: 2025-04-01 DOI: 10.1038/s44320-025-00096-3
Joshua L Justice, Todd M Greco, Josiah E Hutton, Tavis J Reed, Megan L Mair, Juan Botas, Ileana M Cristea

Huntington's disease (HD) is a debilitating neurodegenerative disorder affecting an individual's cognitive and motor abilities. HD is caused by a mutation in the huntingtin gene producing a toxic polyglutamine-expanded protein (mHTT) and leading to degeneration in the striatum and cortex. Yet, the molecular signatures that underlie tissue-specific vulnerabilities remain unclear. Here, we investigate this aspect by leveraging multi-epitope protein interaction assays, subcellular fractionation, thermal proteome profiling, and genetic modifier assays. The use of human cell, mouse, and fly models afforded capture of distinct subcellular pools of epitope-enriched and tissue-dependent interactions linked to dysregulated cellular pathways and disease relevance. We established an HTT association with nearly all subunits of the transcriptional regulatory Mediator complex (20/26), with preferential enrichment of MED15 in the tail domain. Using HD and KO models, we find HTT modulates the subcellular localization and assembly of the Mediator. We demonstrated striatal enriched and functional interactions with regulators of calcium homeostasis and chromatin remodeling, whose disease relevance was supported by HD fly genetic modifiers assays. Altogether, we offer insights into tissue- and localization-dependent (m)HTT functions and pathobiology.

亨廷顿氏病(HD)是一种使人衰弱的神经退行性疾病,影响个人的认知和运动能力。亨廷顿舞蹈症是由亨廷顿基因突变引起的,该基因产生一种有毒的多谷氨酰胺扩展蛋白(mHTT),并导致纹状体和皮层退化。然而,组织特异性脆弱性背后的分子特征仍不清楚。在这里,我们通过利用多表位蛋白相互作用分析、亚细胞分离、热蛋白质组分析和遗传修饰剂分析来研究这方面。使用人类细胞、小鼠和苍蝇模型,可以捕获与失调的细胞通路和疾病相关性相关的表位富集和组织依赖性相互作用的不同亚细胞池。我们发现HTT与转录调控介质复合体的几乎所有亚基(20/26)都有关联,MED15优先富集在尾部区域。使用HD和KO模型,我们发现HTT调节了中介的亚细胞定位和组装。我们证明纹状体与钙稳态和染色质重塑调节因子的富集和功能相互作用,其疾病相关性得到HD蝇遗传修饰剂测定的支持。总之,我们提供了对组织和定位依赖(m)HTT功能和病理生物学的见解。
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引用次数: 0
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