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Expanded detection and impact of BAP1 alterations in cancer. 扩大检测BAP1在肿瘤中的改变与肿瘤类型特异性表达评分的比较。
Pub Date : 2024-07-17 DOI: 10.1101/2023.11.21.568094
Ian R Sturgill, Jesse R Raab, Katherine A Hoadley

Aberrant expression of the BAP1 tumor suppressor gene is a prominent risk factor for several tumor types and is important in tumor evolution and progression. Here we performed integrated multi-omic analyses using data from The Cancer Genome Atlas (TCGA) for 33 cancer types and over 10,000 individuals to identify alterations leading to BAP1 disruption. We combined existing variant calls and new calls derived from a de novo local realignment pipeline across multiple independent variant callers, increasing somatic variant detection by 41% from 182 to 257, including 11 indels ≥40bp. The expanded detection of mutations highlights the power of new tools to uncover longer indels and impactful mutations. We developed an expression-based BAP1 activity score and identified a transcriptional profile associated with BAP1 disruption in cancer. BAP1 has been proposed to play a critical role in controlling tumor plasticity and normal cell fate. Leveraging human and mouse liver datasets, BAP1 loss in normal cells resulted in lower BAP1 activity scores and lower scores were associated with a less-differentiated phenotype in embryonic cells. Together, our expanded BAP1 mutant samples revealed a transcriptional signature in cancer cells, supporting BAP1's influences on cellular plasticity and cell identity maintenance.

BAP1是一种肿瘤抑制基因,最初在葡萄膜黑色素瘤(UVM)、肾透明细胞癌(KIRC)和恶性间皮瘤(MESO)中进行了研究。早期的分析主要集中在单核苷酸变异上,但其他类型的改变,如较大的索引和基因水平拷贝数(CN)的丢失也可能导致BAP1表达的丢失。我们使用来自癌症基因组图谱(TCGA)的数据对33种癌症类型和超过10,000个个体进行了综合多组学分析。我们结合并手动审查了现有的变体呼叫和来自多个独立变体呼叫者(包括indel呼叫者)的全新本地重组管道的新呼叫,将高质量体细胞变体呼叫的检测从91个增加到130个,增加了30%,其中包括7个≥40bp的索引。包括CN丢失改变在内,来自32种癌症类型的1561份样本发生了BAP1改变,这些改变主要是CN驱动的。差异表达和生存分析揭示了与BAP1改变相关的共同和组织特异性后果。我们的研究结果广泛地强调了通过在大型癌症基因组研究(如TCGA)中使用新的计算方法所获得的改进。
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引用次数: 0
Homeostatic Synaptic Plasticity of Miniature Excitatory Postsynaptic Currents in Mouse Cortical Cultures Requires Neuronal Rab3A. 小鼠皮层培养物中微型兴奋突触后电流的同态突触可塑性需要神经元 Rab3A。
Pub Date : 2024-07-17 DOI: 10.1101/2023.06.14.544980
Andrew G Koesters, Mark M Rich, Kathrin L Engisch

Following prolonged activity blockade, amplitudes of miniature excitatory postsynaptic currents (mEPSCs) increase, a form of plasticity termed "homeostatic synaptic plasticity." We previously showed that a presynaptic protein, the small GTPase Rab3A, is required for full expression of the increase in miniature endplate current amplitudes following prolonged blockade of action potential activity at the mouse neuromuscular junction in vivo (Wang et al., 2011), but it is unknown whether this form of Rab3A-dependent homeostatic plasticity shares any characteristics with central synapses. We show here that homeostatic synaptic plasticity of mEPSCs is impaired in mouse cortical neuron cultures prepared from Rab3A-/- and mutant mice expressing a single point mutation of Rab3A, Rab3A Earlybird mice. To determine if Rab3A is involved in the well-established homeostatic increase in postsynaptic AMPA-type receptors (AMPARs), we performed a series of experiments in which electrophysiological recordings of mEPSCs and confocal imaging of synaptic AMPAR immunofluorescence were assessed within the same cultures. We found that Rab3A was required for the increase in synaptic AMPARs following prolonged activity blockade, but the increase in mEPSC amplitudes was not always accompanied by an increase in postsynaptic AMPAR levels, suggesting other factors may contribute. Finally, we demonstrate that Rab3A is acting in neurons because only selective loss of Rab3A in neurons, not glia, disrupted the homeostatic increase in mEPSC amplitudes. This is the first demonstration that neuronal Rab3A is required for homeostatic synaptic plasticity and that it does so partially through regulation of the surface expression of AMPA receptors.

在长时间的活动阻断后,微型兴奋性突触后电流(mEPSCs)的振幅会增加,这种可塑性被称为 "同态突触可塑性"。我们以前的研究表明,在体内小鼠神经肌肉接头处长时间阻断动作电位活动后,突触前蛋白(小 GTP 酶 Rab3A)需要充分表达微型终板电流振幅的增加(Wang 等人,2011 年),但这种依赖 Rab3A 的同态可塑性是否与中枢突触具有相同的特征尚不清楚。我们在此表明,在从 Rab3A -/-和表达 Rab3A 单点突变的突变小鼠(Rab3A Earlybird 小鼠)制备的小鼠皮质神经元培养物中,mEPSCs 的同态突触可塑性受损。为了确定 Rab3A 是否参与了突触后 AMPA 型受体(AMPARs)的稳态增加,我们进行了一系列实验,在同一培养物中评估了 mEPSCs 的电生理记录和突触 AMPAR 免疫荧光的共聚焦成像。我们发现,在长时间活动阻断后,突触 AMPARs 的增加需要 Rab3A,但 mEPSC 振幅的增加并不总是伴随着突触后 AMPAR 水平的增加,这表明可能还有其他因素在起作用。最后,我们证明了 Rab3A 在神经元中的作用,因为只有神经元而非神经胶质细胞中的 Rab3A 选择性缺失才会破坏 mEPSC 振幅的平衡性增加。这是首次证明神经元 Rab3A 是突触可塑性平衡所必需的,而且它部分是通过调节 AMPA 受体的表面表达来实现的。
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引用次数: 0
Fructose-2,6-bisphosphate restores DNA repair activity of PNKP and ameliorates neurodegenerative symptoms in Huntington's disease. 糖酵解代谢产物可恢复多谷氨酰胺(PolyQ)疾病中多核苷酸激酶3′-磷酸酶的DNA修复活性。
Pub Date : 2024-07-16 DOI: 10.1101/2023.10.26.564220
Anirban Chakraborty, Sravan Gopalkrishnashetty Sreenivasmurthy, Wyatt Miller, Weihan Huai, Tapan Biswas, Santi Mohan Mandal, Lisardo Boscá, Balaji Krishnan, Gourisankar Ghosh, Tapas Hazra

Huntington's disease (HD) and spinocerebellar ataxia type 3 (SCA3) are the two most prevalent polyglutamine (polyQ) neurodegenerative diseases, caused by CAG (encoding glutamine) repeat expansion in the coding region of the huntingtin (HTT) and ataxin-3 (ATXN3) proteins, respectively. We have earlier reported that the activity, but not the protein level, of an essential DNA repair enzyme, polynucleotide kinase 3'-phosphatase (PNKP), is severely abrogated in both HD and SCA3 resulting in accumulation of double-strand breaks in patients' brain genome. While investigating the mechanistic basis for the loss of PNKP activity and accumulation of DNA double-strand breaks leading to neuronal death, we observed that PNKP interacts with the nuclear isoform of 6-phosphofructo-2-kinase fructose-2,6-bisphosphatase 3 (PFKFB3). Depletion of PFKFB3 markedly abrogates PNKP activity without changing its protein level. Notably, the levels of both PFKFB3 and its product fructose-2,6 bisphosphate (F2,6BP), an allosteric modulator of glycolysis, are significantly lower in the nuclear extracts of post-mortem brain tissues of HD and SCA3 patients. Supplementation of F2,6BP restored PNKP activity in the nuclear extracts of patients' brain. Moreover, intracellular delivery of F2,6BP restored both the activity of PNKP and the integrity of transcribed genome in neuronal cells derived from striatum of HD mouse. Importantly, supplementing F2,6BP rescued the HD phenotype in Drosophila, suggesting F2,6BP to serve in vivo as a cofactor for the proper functionality of PNKP and thereby, of brain health. Our results thus provide a compelling rationale for exploring the therapeutic use of F2,6BP and structurally related compounds for treating polyQ diseases.

我们之前报道了一种必要的DNA修复酶,多核苷酸激酶3′-磷酸酶(PNKP)活性的丧失,导致亨廷顿病(HD)和脊髓小脑性共济失调3型(SCA3)患者脑基因组中双链断裂(DSB)的积累。在这里,我们证明PNKP与磷酸果糖激酶果糖-2,6-二磷酸酶3 (PFKFB3)的核异构体相互作用,将果糖-6-磷酸(F6P)转化为果糖-2,6-二磷酸(F2,6BP),这是一种有效的糖酵解变构调节剂。PFKFB3的缺失显著地消除了PNKP的活性,从而影响了PNKP介导的转录偶联非同源末端连接(TC-NHEJ)。HD和SCA3患者脑核提取物中PFKFB3和F2,6BP水平均显著降低。外源性F2,6BP恢复了这些样品脑核提取物中PNKP的活性。此外,将F2,6BP传递到HD小鼠纹状体来源的神经细胞中,可以恢复PNKP的活性、转录基因组的完整性和细胞活力。因此,我们假设F2,6BP在体内作为PNKP正常功能的辅助因子,从而促进大脑健康。因此,我们的研究结果为探索F2、6BP和相关化合物治疗多q疾病提供了强有力的理论依据。
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引用次数: 0
Lineage-based scaling of germline intercellular bridges during oogenesis. 在卵子发生过程中,生殖细胞间的细胞间桥以系为基础进行缩放。
Pub Date : 2024-07-16 DOI: 10.1101/2023.08.18.553876
Umayr Shaikh, Kathleen Sherlock, Julia Wilson, William Gilliland, Lindsay Lewellyn

The size of subcellular structures must be tightly controlled to maintain normal cell function. Despite its importance, few studies have determined how the size of organelles or other structures is maintained during development, when cells are growing, dividing, and rearranging. The developing egg chamber is a powerful model in which to study the relative growth rates of subcellular structures. The egg chamber contains a cluster of sixteen germline cells, which are connected through intercellular bridges called ring canals. As the egg chamber grows, the germline cells and the ring canals that connect them increase in size. Here, we demonstrate that ring canal size scaling is related to lineage; the largest, "first born" ring canals increase in size at a relatively slower rate than ring canals derived from subsequent mitotic divisions. This lineage-based scaling relationship is maintained even if directed transport is reduced, ring canal size is altered, or in egg chambers with twice as many germline cells. Analysis of lines that produce larger or smaller mature eggs reveals different strategies could be used to alter final egg size.

Summary statement: Using the fruit fly egg chamber as a model, this study demonstrates that the size and scaling of germline intercellular bridges vary based on lineage.

亚细胞结构的大小必须严格控制,以维持细胞的正常功能。尽管亚细胞结构非常重要,但很少有研究确定细胞器或其他结构的大小在细胞生长、分裂和重新排列的发育过程中是如何保持的。发育中的卵室是研究亚细胞结构相对生长率的一个强大模型。卵室包含一个由 16 个生殖细胞组成的细胞群,这些细胞通过称为环管的细胞间桥梁连接起来。随着卵室的生长,生殖细胞和连接它们的环管也在增大。在这里,我们证明了环管的大小缩放与种系有关;最大的 "初生 "环管的增大速度相对慢于随后有丝分裂产生的环管。即使定向运输减少、环管尺寸改变,或在种系细胞数量为两倍的卵室中,这种基于种系的比例关系也能保持。对产生较大或较小成熟卵的品系的分析表明,可以使用不同的策略来改变最终卵的大小:本研究以果蝇卵室为模型,证明种系细胞间桥的大小和规模因种系而异。
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引用次数: 0
An enterococcal phage protein broadly inhibits type IV restriction enzymes involved in antiphage defense. 一种小噬菌体蛋白的进化赋予了粪肠球菌抗噬菌体防御的抵抗力。
Pub Date : 2024-07-16 DOI: 10.1101/2023.11.16.567456
Nathan P Bullen, Cydney N Johnson, Shelby E Andersen, Garima Arya, Sonia R Marotta, Yan-Jiun Lee, Peter R Weigele, John C Whitney, Breck A Duerkop

The prevalence of multidrug resistant (MDR) bacterial infections continues to rise as the development of antibiotics needed to combat these infections remains stagnant. MDR enterococci are a major contributor to this crisis. A potential therapeutic approach for combating MDR enterococci is bacteriophage (phage) therapy, which uses lytic viruses to infect and kill pathogenic bacteria. While phages that lyse some strains of MDR enterococci have been identified, other strains display high levels of resistance and the mechanisms underlying this resistance are poorly defined. Here, we use a CRISPR interference (CRISPRi) screen to identify a genetic locus found on a mobilizable plasmid from Enterococcus faecalis involved in phage resistance. This locus encodes a putative serine recombinase followed by a Type IV restriction enzyme (TIV-RE) that we show restricts the replication of phage phi47 in E. faecalis. We further find that phi47 evolves to overcome restriction by acquiring a missense mutation in a TIV-RE inhibitor protein. We show that this inhibitor, termed type IV restriction inhibiting factor A (tifA), binds and inactivates diverse TIV-REs. Overall, our findings advance our understanding of phage defense in drug-resistant E. faecalis and provide mechanistic insight into how phages evolve to overcome antiphage defense systems.

耐多药(MDR)细菌感染的流行率继续上升,因为对抗这些感染所需的新抗生素的开发仍然停滞不前。耐多药肠球菌是医院获得性感染的常见原因,正在成为造成这一危机的主要因素之一。对抗耐多药肠球菌的一种潜在治疗方法是噬菌体治疗,它需要使用裂解病毒来感染和杀死致病菌。虽然已经确定了能够溶解某些耐多药肠球菌菌株的噬菌体,但其他菌株表现出高水平的噬菌体耐药性,而这种耐药性的机制尚不清楚。在这里,我们使用CRISPR干扰(CRISPRi)筛选来鉴定在万古霉素耐药粪肠球菌可移动质粒上发现的与噬菌体耐药有关的遗传位点。该位点编码一种假定的丝氨酸重组酶,随后是一种IV型限制性内切酶(TIV-RE),我们发现这种酶足以限制粪肠杆菌中裂解噬菌体的复制。我们进一步发现噬菌体可以通过在许多肠球菌噬菌体编码的新型v - re抑制剂蛋白中获得错义突变来进化以克服限制。我们发现,这种抑制剂,我们已经命名为反限制因子a (arfA),直接结合并失活多种v -res。总的来说,我们的研究结果显著推进了我们对耐药粪肠杆菌中噬菌体防御的理解,并为噬菌体如何进化以克服抗噬菌体防御系统提供了机制见解。
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引用次数: 0
A tubulin-binding protein that preferentially binds to GDP-tubulin and promotes GTP exchange. BuGZ对微管蛋白表现出鸟嘌呤核苷酸交换因子活性。
Pub Date : 2024-07-15 DOI: 10.1101/2023.05.09.539990
Wesley J Yon, Taekjip Ha, Yixian Zheng, Ross T A Pedersen

α- and β-tubulin form heterodimers, with GTPase activity, that assemble into microtubules. Like other GTPases, the nucleotide-bound state of tubulin heterodimers controls whether the molecules are in a biologically active or inactive state. While α-tubulin in the heterodimer is constitutively bound to GTP, β-tubulin can be bound to either GDP (GDP-tubulin) or GTP (GTP-tubulin). GTP-tubulin hydrolyzes its GTP to GDP following assembly into a microtubule and, upon disassembly, must exchange its bound GDP for GTP to participate in subsequent microtubule polymerization. Tubulin dimers have been shown to exhibit rapid intrinsic nucleotide exchange in vitro, leading to a commonly accepted belief that a tubulin guanine nucleotide exchange factor (GEF) may be unnecessary in cells. Here, we use quantitative binding assays to show that BuGZ, a spindle assembly factor, binds tightly to GDP-tubulin, less tightly to GTP-tubulin, and weakly to microtubules. We further show that BuGZ promotes the incorporation of GTP into tubulin using a nucleotide exchange assay. The discovery of a tubulin GEF suggests a mechanism that may aid rapid microtubule assembly dynamics in cells.

α-和β-微管蛋白形成具有GTP酶活性的异二聚体,组装成微管。与其他GTP酶一样,微管蛋白异二聚体的核苷酸结合状态控制分子是处于生物活性状态还是非活性状态。异二聚体中的α-微管蛋白与GTP组成性结合,而β-微管蛋白可以与GDP(GDP微管蛋白)或GTP(GTP微管蛋白)结合。GTP微管蛋白在组装成微管后将其GTP水解为GDP,并且在拆卸时,必须将其结合的GDP交换为GTP以参与随后的微管聚合。微管蛋白二聚体已被证明在体外表现出快速的内在核苷酸交换,这导致人们普遍认为微管蛋白-鸟嘌呤核苷酸交换因子(GEF)在细胞中可能是不必要的。在这里,我们使用定量结合分析表明,BuGZ,一种纺锤体组装因子,与GDP微管蛋白结合紧密,与GTP微管蛋白结合不紧密,与微管结合较弱。我们使用核苷酸交换测定进一步表明,BuGZ促进GTP掺入微管蛋白。微管蛋白GEF的发现表明了一种可能有助于细胞中微管快速组装动力学的机制。
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引用次数: 0
Membrane potential as master regulator of cellular mechano-transduction. 膜电位介导多细胞稳态的一种古老的机械转导机制。
Pub Date : 2024-07-15 DOI: 10.1101/2023.11.02.565386
Avik Mukherjee, Yanqing Huang, Jens Elgeti, Seungeun Oh, Jose G Abreu, Anjali Rebecca Neliat, Janik Schüttler, Dan-Dan Su, Christophe Dupre, Nina Catherine Benites, Xili Liu, Leonid Peshkin, Mihail Barboiu, Hugo Stocker, Marc W Kirschner, Markus Basan

Membrane potential is a property of all living cells1. Nevertheless, its physiological role in non-excitable cells is poorly understood. Resting membrane potential is typically considered fixed and under tight homeostatic control2. Contrary to this paradigm, we find that membrane potential is a dynamic property that directly reflects mechanical forces acting on the cell and that cells use membrane potential to assess their biomechanical state. We show that several important mechano-sensitive signal transduction pathways, like MAPK and Hippo3-9, are directly controlled by membrane potential and this signaling is mediated by upstream membrane-bound receptors, including FAT1. We further show that mechano-transduction via membrane potential plays a critical role in the homeostasis of epithelial tissues, setting cellular biomass density and cell number density by controlling proliferation and cell elimination. In epithelial scratch wound assays, as well as Xenopus tadpole tail regeneration, we observe a wave of depolarization caused by a drop in cellular biomass density due to mechanical stretch and we show that this depolarization wave is critical for wound closure. Together, these data are explained by a first-principles biophysical model, which demonstrates that membrane potential is physically coupled to mechanical pressure and cellular biomass density. Membrane potential thereby provides a quasi-instantaneous, global readout of the biophysical state of the cell and in turn regulates cell growth, resulting in homeostatic feedback control of biomass density and cell number density in tissues. This interplay may be an ancient mechanism for growth control in multi-cellular organisms and its misregulation may play an important role in tumorigenesis.

膜电位是所有活细胞的特性。然而,其在不可兴奋细胞中的生理作用尚不清楚。静息膜电位通常被认为对特定的细胞类型是固定的,并受到严格的稳态控制,类似于哺乳动物的体温。与这种被广泛接受的范式相反,我们发现膜电位是一种动态特性,直接反映了组织密度和作用在细胞上的机械力。作为准瞬时的、全局的密度和机械压力读数,膜电位通过影响膜中蛋白质的构象和聚类3,4以及关键信号离子的跨膜通量5,6,与信号转导网络相结合。事实上,我们发现重要的机械传感通路YAP, Jnk和p38 7-121314直接受膜电位控制。我们进一步表明,通过膜电位的机械转导在上皮组织的稳态中起着关键作用,通过控制细胞的增殖和细胞挤压来设定组织密度。此外,机械拉伸引发的去极化波提高了伤口愈合的速度。通过膜电位的机械转导可能构成了多细胞生物中一种古老的稳态机制,可能是可兴奋组织和神经元机械传感进化的垫脚石。膜电位介导的稳态调节的破坏可能有助于肿瘤的生长。
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引用次数: 0
Contextual AI models for single-cell protein biology. 使用蛋白质网络和单细胞数据的深度学习将蛋白质表示上下文化。
Pub Date : 2024-07-15 DOI: 10.1101/2023.07.18.549602
Michelle M Li, Yepeng Huang, Marissa Sumathipala, Man Qing Liang, Alberto Valdeolivas, Ashwin N Ananthakrishnan, Katherine Liao, Daniel Marbach, Marinka Zitnik

Understanding protein function and developing molecular therapies require deciphering the cell types in which proteins act as well as the interactions between proteins. However, modeling protein interactions across biological contexts remains challenging for existing algorithms. Here, we introduce Pinnacle, a geometric deep learning approach that generates context-aware protein representations. Leveraging a multi-organ single-cell atlas, Pinnacle learns on contextualized protein interaction networks to produce 394,760 protein representations from 156 cell type contexts across 24 tissues. Pinnacle's embedding space reflects cellular and tissue organization, enabling zero-shot retrieval of the tissue hierarchy. Pretrained protein representations can be adapted for downstream tasks: enhancing 3D structure-based representations for resolving immuno-oncological protein interactions, and investigating drugs' effects across cell types. Pinnacle outperforms state-of-the-art models in nominating therapeutic targets for rheumatoid arthritis and inflammatory bowel diseases, and pinpoints cell type contexts with higher predictive capability than context-free models. Pinnacle's ability to adjust its outputs based on the context in which it operates paves way for large-scale context-specific predictions in biology.

了解蛋白质功能和发现分子疗法需要破译蛋白质作用的细胞类型以及蛋白质之间的相互作用。然而,对不同生物环境(如组织和细胞类型)中的蛋白质相互作用进行建模,对现有算法来说仍然是一个重大挑战。我们介绍了Pinnacle,这是一种灵活的几何深度学习方法,在上下文化的蛋白质相互作用网络上进行训练,以生成上下文感知的蛋白质表示。利用人类多器官单细胞转录组图谱,Pinnacle提供了394760种蛋白质表示,分布在24个组织和器官的156种细胞类型中。Pinnacle对蛋白质的情境化表示反映了细胞和组织组织组织,Pinnacle的组织表示使组织层级的零样本检索成为可能。预先训练的Pinnacle蛋白表达可用于下游任务:以细胞分辨率增强基于3D结构的蛋白表达(PD-1/PD-L1和B7-1/CTLA-4),并研究药物在细胞环境中的基因组效应。Pinnacle在提名类风湿性关节炎和炎症性肠病的治疗靶点方面优于最先进但无上下文的模型,并且可以确定比无上下文模型更能预测治疗靶点的细胞类型上下文(类风湿性关节病156种细胞类型中有29种;炎性肠病152种细胞类型其中有13种)。Pinnacle是一个基于网络的上下文人工智能模型,它根据其运行的生物上下文动态调整输出。
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引用次数: 0
Functional analysis of cyclic diguanylate-modulating proteins in Vibrio fischeri. 费氏弧菌中环状二鸟苷酸调节蛋白的功能分析。
Pub Date : 2024-07-14 DOI: 10.1101/2023.07.24.550417
Ruth Y Isenberg, Chandler S Holschbach, Jing Gao, Mark J Mandel

As bacterial symbionts transition from a motile free-living state to a sessile biofilm state, they must coordinate behavior changes suitable to each lifestyle. Cyclic diguanylate (c-di-GMP) is an intracellular signaling molecule that can regulate this transition, and it is synthesized by diguanylate cyclase (DGC) enzymes and degraded by phosphodiesterase (PDE) enzymes. Generally, c-di-GMP inhibits motility and promotes biofilm formation. While c-di-GMP and the enzymes that contribute to its metabolism have been well-studied in pathogens, considerably less focus has been placed on c-di-GMP regulation in beneficial symbionts. Vibrio fischeri is the sole beneficial symbiont of the Hawaiian bobtail squid (Euprymna scolopes) light organ, and the bacterium requires both motility and biofilm formation to efficiently colonize. C-di-GMP regulates swimming motility and cellulose exopolysaccharide production in V. fischeri. The genome encodes 50 DGCs and PDEs, and while a few of these proteins have been characterized, the majority have not undergone comprehensive characterization. In this study, we use protein overexpression to systematically characterize the functional potential of all 50 V. fischeri proteins. All 28 predicted DGCs and 14 predicted PDEs displayed at least one phenotype consistent with their predicted function, and a majority of each displayed multiple phenotypes. Finally, active site mutant analysis of proteins with the potential for both DGC and PDE activities revealed potential activities for these proteins. This work presents a systems-level functional analysis of a family of signaling proteins in a tractable animal symbiont and will inform future efforts to characterize the roles of individual proteins during lifestyle transitions.

当细菌共生体从能动的自由生活状态转变为固着的生物膜状态时,它们必须协调适合每种生活方式的行为变化。环状二鸟苷酸(c-di-GMP)是一种可以调节这种转变的细胞内信号分子,由二鸟苷酸环化酶(DGC)合成,并由磷酸二酯酶(PDE)降解。通常,c-di-GMP抑制运动并促进生物膜的形成。虽然c-di-GMP和有助于其代谢的酶在病原体中已经得到了很好的研究,但对有益共生体中的c-di-GMP调节的关注要少得多。费氏弧菌是夏威夷短尾乌贼(Euprymna scolopes)光器官的唯一有益共生体,这种细菌需要运动性和生物膜形成才能有效定植。C-di-GMP调节费氏乳杆菌的游动能力和纤维素胞外多糖的产生。基因组编码50个DGC和PDE,虽然其中一些蛋白质已经被鉴定,但大多数还没有经过全面的鉴定。在这项研究中,我们使用蛋白质过表达来系统地表征所有50种费氏弧菌蛋白质的功能潜力。所有28个预测的DGC和14个预测的PDE都显示出与其预测的功能一致的至少一种表型,并且每种表型中的大多数都显示出多种表型。最后,对具有DGC和PDE活性潜力的蛋白质的活性位点突变分析揭示了这些蛋白质的潜在活性。这项工作对易处理的动物共生体中的一个信号蛋白家族进行了系统级功能分析,并将为未来表征个体蛋白质在生活方式转变中的作用提供信息。
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引用次数: 0
Advancements in Ligand-Based Virtual Screening through the Synergistic Integration of Graph Neural Networks and Expert-Crafted Descriptors. 将专家知识与深度学习相结合改进了CADD建模的QSAR模型。
Pub Date : 2024-07-13 DOI: 10.1101/2023.04.17.537185
Yunchao Lance Liu, Rocco Moretti, Yu Wang, Ha Dong, Bailu Yan, Bobby Bodenheimer, Tyler Derr, Jens Meiler

The fusion of traditional chemical descriptors with Graph Neural Networks (GNNs) offers a compelling strategy for enhancing ligand-based virtual screening methodologies. A comprehensive evaluation revealed that the benefits derived from this integrative strategy vary significantly among different GNNs. Specifically, while GCN and SchNet demonstrate pronounced improvements by incorporating descriptors, SphereNet exhibits only marginal enhancement. Intriguingly, despite SphereNet's modest gain, all three models-GCN, SchNet, and SphereNet-achieve comparable performance levels when leveraging this combination strategy. This observation underscores a pivotal insight: sophisticated GNN architectures may be substituted with simpler counterparts without sacrificing efficacy, provided that they are augmented with descriptors. Furthermore, our analysis reveals a set of expert-crafted descriptors' robustness in scaffold-split scenarios, frequently outperforming the combined GNN-descriptor models. Given the critical importance of scaffold splitting in accurately mimicking real-world drug discovery contexts, this finding accentuates an imperative for GNN researchers to innovate models that can adeptly navigate and predict within such frameworks. Our work not only validates the potential of integrating descriptors with GNNs in advancing ligand-based virtual screening but also illuminates pathways for future enhancements in model development and application. Our implementation can be found at https://github.com/meilerlab/gnn-descriptor.

近年来,图神经网络(GNN)在分子任务中的一些应用已经出现。在早期计算机辅助药物发现(CADD)中,GNN在定量构效关系(QSAR)建模方面是否优于传统的基于描述符的方法仍然是一个悬而未决的问题。本文介绍了一种简单而有效的策略来提高QSAR深度学习模型的预测能力。该策略建议将GNN与传统描述符一起训练,结合两种方法的优势。在九个精心策划的高通量筛选数据集上,增强的模型在不同的治疗靶点上始终优于香草描述符或GNN方法。
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引用次数: 0
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