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Amalgam plays a dual role in controlling the number of leg muscle progenitors and regulating their interactions with the developing Drosophila tendon. 汞齐在控制腿部肌肉祖细胞的数量以及调节它们与发育中果蝇肌腱的相互作用方面发挥着双重作用。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-10-07 eCollection Date: 2024-10-01 DOI: 10.1371/journal.pbio.3002842
Blandine Moucaud, Elodie Prince, Elia Ragot, Yoan Renaud, Krzysztof Jagla, Guillaume Junion, Cedric Soler

Formation of functional organs requires cell-cell communication between different cell lineages and failure in this communication can result in severe developmental defects. Hundreds of possible interacting pairs of proteins are known, but identifying the interacting partners that ensure a specific interaction between 2 given cell types remains challenging. Here, we use the Drosophila leg model and our cell type-specific transcriptomic data sets to uncover the molecular mediators of cell-cell communication between tendon and muscle precursors. Through the analysis of gene expression signatures of appendicular muscle and tendon precursor cells, we identify 2 candidates for early interactions between these 2 cell populations: Amalgam (Ama) encoding a secreted protein and Neurotactin (Nrt) known to encode a membrane-bound protein. Developmental expression and function analyses reveal that: (i) Ama is expressed in the leg myoblasts, whereas Nrt is expressed in adjacent tendon precursors; and (ii) in Ama and Nrt mutants, myoblast-tendon cell-cell association is lost, leading to tendon developmental defects. Furthermore, we demonstrate that Ama acts downstream of the FGFR pathway to maintain the myoblast population by promoting cell survival and proliferation in an Nrt-independent manner. Together, our data pinpoint Ama and Nrt as molecular actors ensuring early reciprocal communication between leg muscle and tendon precursors, a prerequisite for the coordinated development of the appendicular musculoskeletal system.

功能器官的形成需要不同细胞系之间的细胞间交流,这种交流的失败会导致严重的发育缺陷。目前已知有数百对可能存在相互作用的蛋白质,但确定确保两种特定细胞类型之间发生特定相互作用的相互作用伙伴仍然具有挑战性。在这里,我们利用果蝇腿部模型和细胞类型特异性转录组数据集来揭示肌腱和肌肉前体之间细胞-细胞通讯的分子介质。通过分析附着肌和肌腱前体细胞的基因表达特征,我们确定了这两种细胞群之间早期相互作用的两个候选者:Amalgam(Ama)编码一种分泌蛋白,Neurotactin(Nrt)编码一种膜结合蛋白。发育表达和功能分析显示(i) Ama 在腿部肌母细胞中表达,而 Nrt 则在邻近的肌腱前体中表达;(ii) 在 Ama 和 Nrt 突变体中,肌母细胞-肌腱细胞-细胞间的关联丧失,导致肌腱发育缺陷。此外,我们还证明,Ama 在表皮生长因子受体通路的下游发挥作用,以一种不依赖 Nrt 的方式促进细胞存活和增殖,从而维持肌母细胞群。总之,我们的数据指出,Ama 和 Nrt 是确保腿部肌肉和肌腱前体之间早期相互交流的分子角色,而这种交流是附属肌肉骨骼系统协调发育的先决条件。
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引用次数: 0
Reviving collapsed plant-pollinator networks from a single species. 从单一物种中恢复崩溃的植物授粉者网络
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-10-04 eCollection Date: 2024-10-01 DOI: 10.1371/journal.pbio.3002826
Gaurav Baruah, Meike J Wittmann

Mutualistic ecological networks can suddenly transition to undesirable states due to small changes in environmental conditions. Recovering from such a collapse can be difficult as restoring the original environmental conditions may be infeasible. Additionally, such networks can also exhibit a phenomenon known as hysteresis, whereby the system could exhibit multiple states under the same environmental conditions, implying that ecological networks may not recover. Here, we attempted to revive collapsed mutualistic networks to a high-functioning state from a single species, using concepts from signal propagation theory and an eco-evolutionary model based on network structures of 115 empirical plant-pollinator networks. We found that restoring the environmental conditions rarely aided in recovery of collapsed networks, but a positive relationship between recovering pollinator density and network nestedness emerged, which was qualitatively supported by empirical plant-pollinator restoration data. In contrast, network resurrection from a collapsed state in undesirable environmental conditions where restoration has minimal impacts could be readily achieved by perturbing a single species or a few species that control the response of the dynamical networks. Additionally, nestedness in networks and a moderate amount of trait variation could aid in the revival of networks even in undesirable environmental conditions. Our work suggests that focus should be applied to a few species whose dynamics could be steered to resurrect entire networks from a collapsed state and that network architecture could play a crucial role in reviving collapsed plant-pollinator networks.

由于环境条件的微小变化,互助生态网络可能会突然过渡到不理想的状态。要从这种崩溃中恢复过来可能很困难,因为恢复原来的环境条件可能是不可行的。此外,这种网络还可能表现出一种被称为滞后的现象,即在相同的环境条件下,系统可能表现出多种状态,这意味着生态网络可能无法恢复。在这里,我们尝试利用信号传播理论的概念和基于 115 个经验性植物-传粉昆虫网络结构的生态进化模型,使崩溃的互惠网络从单一物种恢复到高功能状态。我们发现,恢复环境条件很少有助于崩溃网络的恢复,但传粉昆虫密度的恢复与网络嵌套度之间出现了正相关关系,这一点得到了植物传粉昆虫恢复经验数据的定性支持。与此相反,在对恢复影响极小的不良环境条件下,通过扰动控制动态网络响应的单个或少数几个物种,很容易实现网络从崩溃状态的复活。此外,即使在不理想的环境条件下,网络中的嵌套性和适量的性状变异也有助于网络的恢复。我们的研究表明,应将重点放在少数几个物种上,通过引导这些物种的动态变化,可以使整个网络从崩溃状态中复活,而且网络结构在恢复崩溃的植物传粉昆虫网络中可以发挥至关重要的作用。
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引用次数: 0
Impaired motor-to-sensory transformation mediates auditory hallucinations. 运动到感官的转换受损会导致幻听。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-10-03 eCollection Date: 2024-10-01 DOI: 10.1371/journal.pbio.3002836
Fuyin Yang, Hao Zhu, Xinyi Cao, Hui Li, Xinyu Fang, Lingfang Yu, Siqi Li, Zenan Wu, Chunbo Li, Chen Zhang, Xing Tian

Distinguishing reality from hallucinations requires efficient monitoring of agency. It has been hypothesized that a copy of motor signals, termed efference copy (EC) or corollary discharge (CD), suppresses sensory responses to yield a sense of agency; impairment of the inhibitory function leads to hallucinations. However, how can the sole absence of inhibition yield positive symptoms of hallucinations? We hypothesize that selective impairments in functionally distinct signals of CD and EC during motor-to-sensory transformation cause the positive symptoms of hallucinations. In an electroencephalography (EEG) experiment with a delayed articulation paradigm in schizophrenic patients with (AVHs) and without auditory verbal hallucinations (non-AVHs), we found that preparing to speak without knowing the contents (general preparation) did not suppress auditory responses in both patient groups, suggesting the absent of inhibitory function of CD. Whereas, preparing to speak a syllable (specific preparation) enhanced the auditory responses to the prepared syllable in non-AVHs, whereas AVHs showed enhancement in responses to unprepared syllables, opposite to the observations in the normal population, suggesting that the enhancement function of EC is not precise in AVHs. A computational model with a virtual lesion of an inhibitory inter-neuron and disproportional sensitization of auditory cortices fitted the empirical data and further quantified the distinct impairments in motor-to-sensory transformation in AVHs. These results suggest that "broken" CD plus "noisy" EC causes erroneous monitoring of the imprecise generation of internal auditory representation and yields auditory hallucinations. Specific impairments in functional granularity of motor-to-sensory transformation mediate positivity symptoms of agency abnormality in mental disorders.

要区分现实和幻觉,就必须对代理进行有效监控。有一种假设认为,运动信号的副本(称为 "效应副本"(Efference Copy,EC)或 "必然放电"(corollary discharge,CD))会抑制感觉反应,从而产生代理感;抑制功能受损会导致幻觉。然而,仅仅缺乏抑制功能怎么会产生幻觉的阳性症状呢?我们假设,在运动到感觉的转换过程中,CD 和 EC 功能上不同信号的选择性损伤会导致幻觉的阳性症状。在对有幻听和无幻听的精神分裂症患者进行的延迟发音范式脑电图(EEG)实验中,我们发现,在不知道内容的情况下准备说话(一般准备)并不能抑制两组患者的听觉反应,这表明 CD 的抑制功能缺失。而准备说一个音节(特定准备)会增强非 AVH 患者对准备好的音节的听觉反应,而 AVH 患者对未准备好的音节的反应会增强,这与正常人群的观察结果相反,表明 EC 的增强功能在 AVH 患者中并不精确。一个抑制性神经元间虚拟病变和听觉皮层不相称敏感化的计算模型与经验数据相吻合,并进一步量化了 AVHs 运动到感觉转换的明显障碍。这些结果表明,"破碎的 "CD 加上 "嘈杂的 "EC 会导致对不精确的内部听觉表征生成的错误监测,并产生听觉幻觉。运动到感觉转换的功能粒度的特定损伤介导了精神障碍中机构异常的阳性症状。
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引用次数: 0
MMTV RNA packaging requires an extended long-range interaction for productive Gag binding to packaging signals. MMTV RNA 包装需要延伸的长程相互作用,才能使 Gag 与包装信号有效结合。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-10-03 eCollection Date: 2024-10-01 DOI: 10.1371/journal.pbio.3002827
Suresha G Prabhu, Vineeta N Pillai, Lizna Mohamed Ali, Valérie Vivet-Boudou, Akhil Chameettachal, Serena Bernacchi, Farah Mustafa, Roland Marquet, Tahir A Rizvi

The packaging of genomic RNA (gRNA) into retroviral particles relies on the specific recognition by the Gag precursor of packaging signals (Psi), which maintain a complex secondary structure through long-range interactions (LRIs). However, it remains unclear whether the binding of Gag to Psi alone is enough to promote RNA packaging and what role LRIs play in this process. Using mouse mammary tumor virus (MMTV), we investigated the effects of mutations in 4 proposed LRIs on gRNA structure and function. Our findings revealed the presence of an unsuspected extended LRI, and hSHAPE revealed that maintaining a wild-type-like Psi structure is crucial for efficient packaging. Surprisingly, filter-binding assays demonstrated that most mutants, regardless of their packaging capability, exhibited significant binding to Pr77Gag, suggesting that Gag binding to Psi is insufficient for efficient packaging. Footprinting experiments indicated that efficient RNA packaging is promoted when Pr77Gag binds to 2 specific sites within Psi, whereas binding elsewhere in Psi does not lead to efficient packaging. Taken together, our results suggest that the 3D structure of the Psi/Pr77Gag complex regulates the assembly of viral particles around gRNA, enabling effective discrimination against other viral and cellular RNAs that may also bind Gag efficiently.

将基因组 RNA(gRNA)包装成逆转录病毒颗粒依赖于 Gag 前体对包装信号(Psi)的特异性识别,包装信号通过长程相互作用(LRIs)维持复杂的二级结构。然而,Gag 与 Psi 的结合是否足以促进 RNA 包装,以及 LRIs 在这一过程中发挥什么作用,目前仍不清楚。我们利用小鼠乳腺肿瘤病毒(MMTV)研究了 4 个拟议的 LRIs 突变对 gRNA 结构和功能的影响。我们的发现揭示了一种未被发现的扩展 LRI 的存在,而 hSHAPE 则揭示了维持野生型 Psi 结构对于高效包装至关重要。令人惊讶的是,过滤结合实验表明,大多数突变体,无论其包装能力如何,都表现出与 Pr77Gag 的显著结合,这表明 Gag 与 Psi 的结合不足以实现高效包装。足迹实验表明,当 Pr77Gag 与 Psi 中的两个特定位点结合时,可促进有效的 RNA 包装,而与 Psi 中的其他位点结合则不会导致有效的包装。综上所述,我们的研究结果表明,Psi/Pr77Gag 复合物的三维结构调节了病毒颗粒围绕 gRNA 的组装,从而能够有效区分其他也可能与 Gag 有效结合的病毒和细胞 RNA。
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引用次数: 0
Dog-human vocal interactions match dogs' sensory-motor tuning. 狗与人之间的声音互动与狗的感觉运动调谐相匹配。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-10-01 DOI: 10.1371/journal.pbio.3002789
Eloïse C Déaux, Théophane Piette, Florence Gaunet, Thierry Legou, Luc Arnal, Anne-Lise Giraud

Within species, vocal and auditory systems presumably coevolved to converge on a critical temporal acoustic structure that can be best produced and perceived. While dogs cannot produce articulated sounds, they respond to speech, raising the question as to whether this heterospecific receptive ability could be shaped by exposure to speech or remains bounded by their own sensorimotor capacity. Using acoustic analyses of dog vocalisations, we show that their main production rhythm is slower than the dominant (syllabic) speech rate, and that human-dog-directed speech falls halfway in between. Comparative exploration of neural (electroencephalography) and behavioural responses to speech reveals that comprehension in dogs relies on a slower speech rhythm tracking (delta) than humans' (theta), even though dogs are equally sensitive to speech content and prosody. Thus, the dog audio-motor tuning differs from humans', and we hypothesise that humans may adjust their speech rate to this shared temporal channel as means to improve communication efficacy.

在物种内部,发声系统和听觉系统可能共同进化到一个关键的时间声学结构上,该结构能够最好地产生和感知声音。虽然狗不能发出有声的声音,但它们却能对语言做出反应,这就提出了一个问题:这种异质性的接受能力是通过接触语言来形成的,还是仍然受限于它们自身的感觉运动能力。通过对狗的发声进行声学分析,我们发现它们的主要发音节奏比主要(音节)语速要慢,而人狗引导的语音则介于两者之间。对神经(脑电图)和行为对语音反应的比较研究表明,狗对语音的理解依赖于比人(θ)更慢的语音节奏跟踪(delta),尽管狗对语音内容和前奏同样敏感。因此,狗的音频-运动调谐与人类不同,我们假设人类可能会根据这一共同的时间通道调整自己的语速,以提高交流效率。
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引用次数: 0
Experience-dependent serotonergic signaling in glia regulates targeted synapse elimination. 神经胶质中依赖经验的血清素能信号调节定向突触消除。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-10-01 DOI: 10.1371/journal.pbio.3002822
Vanessa Kay Miller, Kendal Broadie

The optimization of brain circuit connectivity based on initial environmental input occurs during critical periods characterized by sensory experience-dependent, temporally restricted, and transiently reversible synapse elimination. This precise, targeted synaptic pruning mechanism is mediated by glial phagocytosis. Serotonin signaling has prominent, foundational roles in the brain, but functions in glia, or in experience-dependent brain circuit synaptic connectivity remodeling, have been relatively unknown. Here, we discover that serotonergic signaling between glia is essential for olfactory experience-dependent synaptic glomerulus pruning restricted to a well-defined Drosophila critical period. We find that experience-dependent serotonin signaling is restricted to the critical period, with both (1) serotonin production and (2) 5-HT2A receptors specifically in glia, but not neurons, absolutely required for targeted synaptic glomerulus pruning. We discover that glial 5-HT2A receptor signaling limits the experience-dependent synaptic connectivity pruning in the critical period and that conditional reexpression of 5-HT2A receptors within adult glia reestablishes "critical period-like" experience-dependent synaptic glomerulus pruning at maturity. These results reveal an essential requirement for glial serotonergic signaling mediated by 5-HT2A receptors for experience-dependent synapse elimination.

基于初始环境输入的脑回路连接优化发生在关键时期,其特点是依赖于感觉经验、受时间限制和瞬时可逆的突触消除。这种精确、有针对性的突触修剪机制是由神经胶质吞噬作用介导的。5-羟色胺信号在大脑中具有显著的基础性作用,但在神经胶质中的功能或在依赖经验的脑回路突触连接重塑中的功能却相对未知。在这里,我们发现神经胶质细胞之间的血清素能信号传导对于嗅觉经验依赖性突触胶质细胞修剪至关重要,这种修剪仅限于果蝇的一个明确定义的临界期。我们发现,依赖经验的血清素信号传导仅限于临界期,而(1)血清素的产生和(2)特异性地存在于神经胶质细胞而非神经元中的5-HT2A受体对于有针对性的突触小球修剪是绝对必需的。我们发现,神经胶质细胞 5-HT2A 受体信号限制了临界期依赖经验的突触连接修剪,而成年神经胶质细胞内 5-HT2A 受体的有条件再表达可在成熟期重建 "类似临界期 "的依赖经验的突触球修剪。这些结果揭示了经验依赖性突触消除对由5-HT2A受体介导的神经胶质5-羟色胺能信号的基本要求。
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引用次数: 0
Mycobacteria that cause tuberculosis have retained ancestrally acquired genes for the biosynthesis of chemically diverse terpene nucleosides. 导致结核病的分枝杆菌保留了从祖先那里获得的生物合成化学性质多样的萜烯核苷的基因。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-09-30 eCollection Date: 2024-09-01 DOI: 10.1371/journal.pbio.3002813
Jacob A Mayfield, Sahadevan Raman, Alexandrea K Ramnarine, Vivek K Mishra, Annie D Huang, Sandrine Dudoit, Jeffrey Buter, Tan-Yun Cheng, David C Young, Yashodhan M Nair, Isobel G Ouellet, Braden T Griebel, Shuyi Ma, David R Sherman, Ludovic Mallet, Kyu Y Rhee, Adriaan J Minnaard, D Branch Moody

Mycobacterium tuberculosis (Mtb) releases the unusual terpene nucleoside 1-tuberculosinyladenosine (1-TbAd) to block lysosomal function and promote survival in human macrophages. Using conventional approaches, we found that genes Rv3377c and Rv3378c, but not Rv3376, were necessary for 1-TbAd biosynthesis. Here, we introduce linear models for mass spectrometry (limms) software as a next-generation lipidomics tool to study the essential functions of lipid biosynthetic enzymes on a whole-cell basis. Using limms, whole-cell lipid profiles deepened the phenotypic landscape of comparative mass spectrometry experiments and identified a large family of approximately 100 terpene nucleoside metabolites downstream of Rv3378c. We validated the identity of previously unknown adenine-, adenosine-, and lipid-modified tuberculosinol-containing molecules using synthetic chemistry and collisional mass spectrometry, including comprehensive profiling of bacterial lipids that fragment to adenine. We tracked terpene nucleoside genotypes and lipid phenotypes among Mycobacterium tuberculosis complex (MTC) species that did or did not evolve to productively infect either human or nonhuman mammals. Although 1-TbAd biosynthesis genes were thought to be restricted to the MTC, we identified the locus in unexpected species outside the MTC. Sequence analysis of the locus showed nucleotide usage characteristic of plasmids from plant-associated bacteria, clarifying the origin and timing of horizontal gene transfer to a pre-MTC progenitor. The data demonstrated correlation between high level terpene nucleoside biosynthesis and mycobacterial competence for human infection, and 2 mechanisms of 1-TbAd biosynthesis loss. Overall, the selective gain and evolutionary retention of tuberculosinyl metabolites in modern species that cause human TB suggest a role in human TB disease, and the newly discovered molecules represent candidate disease-specific biomarkers.

结核分枝杆菌(Mtb)释放出不寻常的萜烯核苷 1-结核苷基腺苷(1-TbAd),阻断溶酶体功能,促进人类巨噬细胞的存活。利用传统方法,我们发现基因 Rv3377c 和 Rv3378c 是 1-TbAd 生物合成所必需的,但 Rv3376 不是。在这里,我们引入了线性质谱模型(limms)软件,作为新一代脂质组学工具,用于研究全细胞脂质生物合成酶的基本功能。利用 limms,全细胞脂质图谱深化了比较质谱实验的表型图谱,并确定了 Rv3378c 下游约 100 个萜烯核苷代谢物的大家族。我们利用合成化学和碰撞质谱法验证了先前未知的腺嘌呤、腺苷和脂质修饰的含结核苷醇分子的身份,包括全面剖析了以腺嘌呤为片段的细菌脂质。我们追踪了结核分枝杆菌复合体(MTC)物种中的萜烯核苷基因型和脂质表型,无论这些物种是否进化到能有效感染人类或非人类哺乳动物。尽管 1-TbAd 生物合成基因被认为仅限于 MTC,但我们在 MTC 以外的意外物种中发现了该基因座。对该基因座的序列分析表明,核苷酸的使用具有来自植物相关细菌质粒的特征,从而明确了横向基因转移到前 MTC 祖先的起源和时间。数据显示了高水平萜烯核苷生物合成与分枝杆菌感染人类的能力之间的相关性,以及 1-TbAd 生物合成丧失的两种机制。总之,在导致人类结核病的现代物种中,结核苷代谢物的选择性增殖和进化保留表明了其在人类结核病中的作用,新发现的分子代表了候选的疾病特异性生物标记物。
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引用次数: 0
Little impact of new mutations on mammalian trait variation. 新突变对哺乳动物性状变异的影响很小。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-09-27 eCollection Date: 2024-09-01 DOI: 10.1371/journal.pbio.3002825
Beth L Dumont

New mutations provide the source of all genetic variation but their impact on trait variation remains poorly understood. A new study published in PLOS Biology addresses this question, finding that new mutations exert only weak effects on some traits in mice.

新突变是所有遗传变异的来源,但人们对它们对性状变异的影响仍然知之甚少。发表在《公共科学图书馆生物学》(PLOS Biology)上的一项新研究解决了这一问题,研究发现新突变对小鼠的某些性状只产生微弱的影响。
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引用次数: 0
Structure of the Nmd4-Upf1 complex supports conservation of the nonsense-mediated mRNA decay pathway between yeast and humans. Nmd4-Upf1复合物的结构支持酵母和人类之间无义介导的mRNA衰变途径的保护。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-09-27 eCollection Date: 2024-09-01 DOI: 10.1371/journal.pbio.3002821
Irène Barbarin-Bocahu, Nathalie Ulryck, Amandine Rigobert, Nadia Ruiz Gutierrez, Laurence Decourty, Mouna Raji, Bhumika Garkhal, Hervé Le Hir, Cosmin Saveanu, Marc Graille

The nonsense-mediated mRNA decay (NMD) pathway clears eukaryotic cells of mRNAs containing premature termination codons (PTCs) or normal stop codons located in specific contexts. It therefore plays an important role in gene expression regulation. The precise molecular mechanism of the NMD pathway has long been considered to differ substantially from yeast to metazoa, despite the involvement of universally conserved factors such as the central ATP-dependent RNA-helicase Upf1. Here, we describe the crystal structure of the yeast Upf1 bound to its recently identified but yet uncharacterized partner Nmd4, show that Nmd4 stimulates Upf1 ATPase activity and that this interaction contributes to the elimination of NMD substrates. We also demonstrate that a region of Nmd4 critical for the interaction with Upf1 in yeast is conserved in the metazoan SMG6 protein, another major NMD factor. We show that this conserved region is involved in the interaction of SMG6 with UPF1 and that mutations in this region affect the levels of endogenous human NMD substrates. Our results support the universal conservation of the NMD mechanism in eukaryotes.

无义介导的mRNA衰变(NMD)途径可清除真核细胞中含有过早终止密码子(PTC)或位于特定位置的正常终止密码子的mRNA。因此,它在基因表达调控中发挥着重要作用。长期以来,人们一直认为 NMD 通路的确切分子机制在酵母和后生动物之间存在很大差异,尽管有普遍保守的因子参与其中,如中心 ATP 依赖性 RNA 螺旋酶 Upf1。 在这里,我们描述了酵母 Upf1 与最近发现但尚未定性的伙伴 Nmd4 结合的晶体结构,表明 Nmd4 可刺激 Upf1 的 ATP 酶活性,并且这种相互作用有助于消除 NMD 底物。我们还证明,Nmd4 在酵母中与 Upf1 相互作用的关键区域在后生动物 SMG6 蛋白(另一种主要 NMD 因子)中是保守的。我们表明,这一保守区域参与了 SMG6 与 UPF1 的相互作用,而且该区域的突变会影响内源性人类 NMD 底物的水平。我们的研究结果支持真核生物普遍保留 NMD 机制。
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引用次数: 0
SPOT: A machine learning model that predicts specific substrates for transport proteins. SPOT:预测转运蛋白特定底物的机器学习模型。
IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-09-26 eCollection Date: 2024-09-01 DOI: 10.1371/journal.pbio.3002807
Alexander Kroll, Nico Niebuhr, Gregory Butler, Martin J Lercher

Transport proteins play a crucial role in cellular metabolism and are central to many aspects of molecular biology and medicine. Determining the function of transport proteins experimentally is challenging, as they become unstable when isolated from cell membranes. Machine learning-based predictions could provide an efficient alternative. However, existing methods are limited to predicting a small number of specific substrates or broad transporter classes. These limitations stem partly from using small data sets for model training and a choice of input features that lack sufficient information about the prediction problem. Here, we present SPOT, the first general machine learning model that can successfully predict specific substrates for arbitrary transport proteins, achieving an accuracy above 92% on independent and diverse test data covering widely different transporters and a broad range of metabolites. SPOT uses Transformer Networks to represent transporters and substrates numerically. To overcome the problem of missing negative data for training, it augments a large data set of known transporter-substrate pairs with carefully sampled random molecules as non-substrates. SPOT not only predicts specific transporter-substrate pairs, but also outperforms previously published models designed to predict broad substrate classes for individual transport proteins. We provide a web server and Python function that allows users to explore the substrate scope of arbitrary transporters.

转运蛋白在细胞新陈代谢中起着至关重要的作用,是分子生物学和医学许多方面的核心。通过实验确定转运蛋白的功能具有挑战性,因为当它们从细胞膜中分离出来时会变得不稳定。基于机器学习的预测可以提供一种有效的替代方法。然而,现有方法仅限于预测少量特定底物或广泛的转运体类别。这些局限性部分源于使用较小的数据集进行模型训练,以及对输入特征的选择缺乏有关预测问题的足够信息。在这里,我们提出了 SPOT,这是第一个能成功预测任意转运蛋白特定底物的通用机器学习模型,在独立和多样化的测试数据上达到了 92% 以上的准确率,这些数据涵盖了多种不同的转运体和广泛的代谢物。SPOT 使用变形网络(Transformer Networks)对转运体和底物进行数字表示。为了克服训练中缺失负数据的问题,SPOT 利用精心采样的随机分子作为非底物,增强了已知转运体-底物对的大型数据集。SPOT 不仅能预测特定的转运体-底物配对,其性能也优于之前发表的旨在预测单个转运蛋白广泛底物类别的模型。我们提供了一个网络服务器和 Python 函数,允许用户探索任意转运体的底物范围。
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引用次数: 0
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