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Dynamic claw of dengue protease unveils druggability potential with high affinity allosteric inhibitors. 登革热蛋白酶的动态爪揭示了高亲和力变构抑制剂的药物潜力。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-11-04 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf276
Mrinmay Bhunia, Rajdip Misra, Anupam Maity, Sk Abdul Mohid, Shubham Kundu, Anirban Bhunia, Nakul C Maiti, Uttam Pal

Several enzymes receive functional signals from allosteric site to the active site through conformational dynamics while domain dynamics can also play a significant role. Current investigation identifies a claw-like regulatory region near the active site of dengue protease, which remains in dynamic equilibrium as active (open) and inactive (closed) forms. Enhanced sampling with metadynamics showed that the flexibility of the T[RK][SN]G loop of the claw region is crucial for the protease activity as it helps in the opening of the claw-like structure near the active site, and allows the C-terminal hydrophilic part of NS2B cofactor to enter the claw and transform the protease into its active conformation. Binding kinetics and thermodynamics studies further reveal that allosteric modulator epigallocatechin-3-gallate (EGCG) binds to the enzyme in a biphasic manner and disrupts the active/inactive conformational dynamics and locks the enzyme in an inactive conformation. The inhibitor binding in this region introduces an energy barrier in the free energy landscape of NS2B cofactor binding. In the stronger mode, EGCG could directly bind into the claw, induces conformational changes, locking the dynamic loops in a closed position, preventing NS2B binding and rendering the enzyme inactive. Whereas in the weaker mode, EGCG binds to the T[RK][SN]G loop and perturbs its flexibility driving the claw structure into a more closed conformation and maintaining the protease in an inactive state. The understanding of the mechanism, therefore, would help researchers design more potent inhibitors targeting dengue protease and homologous enzymes.

一些酶通过构象动力学接收变构位点到活性位点的功能信号,而结构域动力学也起着重要的作用。目前的调查发现,在登革热蛋白酶活性位点附近有一个爪状调控区,该区域以活性(开放)和非活性(封闭)形式保持动态平衡。元动力学增强采样表明,爪区T[RK][SN]G环的柔韧性对蛋白酶活性至关重要,因为它有助于打开活性位点附近的爪状结构,并允许NS2B辅因子的c端亲水部分进入爪区,将蛋白酶转化为活性构象。结合动力学和热力学研究进一步表明,变构调节剂表没食子儿茶素-3-没食子酸酯(EGCG)以双相方式与酶结合,破坏活性/非活性构象动力学,并将酶锁定在非活性构象中。该区域的抑制剂结合在NS2B辅因子结合的自由能格局中引入了能量屏障。在较强模式下,EGCG可以直接结合到爪中,诱导构象变化,将动态环锁定在闭合位置,阻止NS2B结合,使酶失去活性。而在较弱的模式下,EGCG与T[RK][SN]G环结合并扰乱其灵活性,驱动爪状结构进入更封闭的构象,并维持蛋白酶处于非活性状态。因此,了解这种机制将有助于研究人员设计出针对登革热蛋白酶和同源酶的更有效的抑制剂。
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引用次数: 0
Molecular simulations meet personalized medicine: The mechanism of action of CLC-5 antiporter and the origin of Dent's disease. 分子模拟满足个性化医疗:CLC-5反转运蛋白的作用机制和邓氏病的起源。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-11-04 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf353
Veronica Macaluso, Carles Pérez, Robert Soliva, Yvonne Westermaier, Lucía Díaz, Miłosz Wieczór, Modesto Orozco

ClC-5 is a Cl-/H+ antiporter crucial for the homeostasis of the entire organism, and whose functional deficiencies cause pathologies such as Dent's disease, a rare genetic disorder that can have lethal consequences. While the clinical aspects of the pathology are known, its molecular basis is elusive, which hampers the development of potential therapies. We present here a systematic study, where we explore the mechanism of transport of ClC-5, deciphering the choreography of structural changes required for the transport of chloride ions and protons in opposing directions. Once the mechanism is determined, we explore how the 523ΔVal deletion linked to Dent's disease hampers the correct functioning of the transporter, despite having a very minor structural impact. Our study highlights how state-of-the-art simulation methods can shed light on the origin of rare diseases and explore targets for personalized medicine.

ClC-5是一种Cl-/H+反转运蛋白,对整个生物体的体内平衡至关重要,其功能缺陷会导致邓氏病等疾病,这是一种罕见的遗传性疾病,可导致致命后果。虽然病理的临床方面是已知的,但其分子基础是难以捉摸的,这阻碍了潜在治疗的发展。我们在这里提出了一个系统的研究,我们探索了ClC-5的运输机制,破译了氯离子和质子在相反方向运输所需的结构变化的choreography。一旦确定了机制,我们将探索与邓氏病相关的523ΔVal缺失如何阻碍转运蛋白的正常功能,尽管其结构影响非常小。我们的研究强调了最先进的模拟方法如何揭示罕见疾病的起源并探索个性化医疗的目标。
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引用次数: 0
The Indian Ocean Dipole drives imported-dominated dengue outbreaks in China: Mechanisms and predictions. 印度洋偶极子驱动中国输入性登革热暴发:机制和预测。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-11-04 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf350
Jian Ma, Lei Xu, Qian Han, Jing Gao, Huihui Yuan, Kaixing Dong, Cunrui Huang, Cui Zhou, John S Ji, Chutian Zhang, Huatang Zeng, Yongman Guo, Lexuan Luo, Xiangliang Zhang, Yong Luo, Qiyong Liu, Nils Chr Stenseth, Wannian Liang

Dengue fever, influenced by climate dynamics and human mobility in nonendemic regions, remains poorly understood. We assessed the effects of large-scale climate features on domestic dengue outbreaks using data from China (2013-2021) and projections for 2023-2028, incorporating climate, human mobility, and environmental factors. A significant positive correlation (r = 0.89, P < 0.01) was found between domestic dengue incidence and overseas imported cases. Significant associations were also noted with domestic (F 2.96, 25.78 = 518.03, P < 0.01) and international human mobility (F 2.77, 25.78 = 66.84, P < 0.01), the Indian Ocean Dipole (IOD) index (F 2.98, 25.78 = 522.84), and vectorial capacity (F 2.92, 25.78 = 338.74, P < 0.01). IOD is the most influential climate feature, with a trend of intensification over time. The Extreme Gradient Boosting (XGBoost) algorithm incorporating IOD (r 2 = 0.56) predicted outbreaks in 2025, 2026, and 2028. Our findings reveal that large-scale climate phenomenon, notably the IOD, and human mobility significantly influence dengue domestic outbreaks in China through a "dislocated impact."

在非流行地区,受气候动态和人类流动性影响的登革热仍然知之甚少。我们利用中国2013-2021年的数据和2023-2028年的预测,综合气候、人类流动性和环境因素,评估了大尺度气候特征对国内登革热疫情的影响。国内登革热发病率与境外输入病例呈显著正相关(r = 0.89, P < 0.01)。国内(F 2.96, 25.78 = 518.03, P < 0.01)、国际人类流动性(F 2.77, 25.78 = 66.84, P < 0.01)、印度洋偶极子(IOD)指数(F 2.98, 25.78 = 522.84)和媒介容量(F 2.92, 25.78 = 338.74, P < 0.01)也存在显著相关性。IOD是影响最大的气候特征,随时间的推移有增强的趋势。结合IOD (r 2 = 0.56)的极端梯度增强(XGBoost)算法预测了2025年、2026年和2028年的疫情。我们的研究结果表明,大规模的气候现象(特别是IOD)和人类流动性通过“错位影响”显著影响了登革热在中国国内的爆发。
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引用次数: 0
Community hydrodynamics created ecological opportunity in Ediacaran shallow marine ecosystems. 群落水动力学为埃迪卡拉纪浅海生态系统创造了生态机会。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-30 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf346
Susana Gutarra, Emily G Mitchell, Rachel L Surprenant, Mary L Droser, Frances S Dunn, Brandt M Gibson, Rachel A Racicot, Simon A F Darroch, Imran A Rahman

The "second wave" of Ediacaran evolution (∼558-548 Ma) was characterized by the appearance of macroscopic organisms in shallow marine settings, where they formed communities with high morphological and ecological diversity, including new and more complex modes of life. Based on analogy with modern marine ecosystems, these early shallow water communities could have substantially modified local hydrodynamic conditions and influenced resource availability, but we know very little about how they interacted with their fluid environment at larger spatial scales. Here, we use computational fluid dynamics to investigate the hydrodynamics of different shallow marine Ediacaran communities based on fossil surfaces from Russia and South Australia. Our results reveal considerable hydrodynamic variability among these communities, ranging from unobstructed flow, to enhanced mixing, to very low in-canopy flow. This variability represents a noticeable shift from the more conserved hydrodynamic conditions reconstructed for older Ediacaran communities from deep water settings. The variation in how shallow marine Ediacaran communities affected local hydrodynamics could have given rise to notable differences in the distribution of crucial water-borne resources such as organic carbon and oxygen. We therefore hypothesize that increasing variability in community hydrodynamics was an important source of habitat heterogeneity during the late Ediacaran. On long timescales, this heterogeneity may have helped sculpt ecological opportunity, fostering the radiation of animals.

埃迪卡拉纪进化的“第二波”(~ 558-548 Ma)以浅海环境中宏观生物的出现为特征,在那里它们形成了具有高度形态和生态多样性的群落,包括新的和更复杂的生命模式。基于与现代海洋生态系统的类比,这些早期浅水群落可能极大地改变了当地的水动力条件并影响了资源的可用性,但我们对它们如何在更大的空间尺度上与流体环境相互作用知之甚少。在这里,我们利用计算流体动力学研究了基于俄罗斯和南澳大利亚化石表面的不同浅海埃迪卡拉纪群落的流体动力学。我们的研究结果揭示了这些群落中相当大的水动力变异性,从无阻碍的流动到增强的混合,再到非常低的冠层内流动。这种可变性代表了从深水环境重建的更保守的埃迪卡拉纪群落的流体动力学条件的显著转变。埃迪卡拉纪浅海群落对当地水动力学影响的差异,可能导致了有机碳和氧等关键水源分布的显著差异。因此,我们假设群落水动力学变异性的增加是埃迪卡拉晚期生境异质性的重要来源。从长期来看,这种异质性可能有助于塑造生态机会,促进动物的辐射。
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引用次数: 0
Single-cell mapping of the glycocalyx in the adult human and mouse ocular surface. 成人和小鼠眼表糖萼单细胞定位。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-30 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf348
Rafael Martínez-Carrasco, Pablo Argüeso

The glycocalyx is a critical but often underappreciated modulator of cellular behavior. Its diversity across cell types within tissues remains poorly understood, but recent advances in single-cell profiling now enable more precise analysis of cell surface composition. Here, we applied single-cell glycan and RNA sequencing to profile glycocalyx diversity across human and mouse ocular surface cell types. Glycocalyx patterns effectively distinguished epithelial subtypes, with corneal epithelial cells enriched in complex and high-mannose N-glycans, conjunctival cells in fucosylated structures, and goblet cells in O-glycans. We also observed dynamic changes during epithelial maturation, marked by regulated shifts in sialic acid structures. In the mouse ocular surface, glycocalyx patterns distinguished major cell types, but the glycan profiles differed from those in humans, pointing to species-specific features. These findings demonstrate that glycocalyx composition is closely linked to cell identity and maturation and provide a foundation for exploring its roles in tissue organization and disease.

糖萼是细胞行为的一个关键但经常被低估的调节剂。它在组织内不同细胞类型之间的多样性仍然知之甚少,但单细胞谱的最新进展现在可以更精确地分析细胞表面组成。在这里,我们应用单细胞聚糖和RNA测序来分析人类和小鼠眼表细胞类型的糖萼多样性。糖萼模式可有效区分上皮亚型,角膜上皮细胞富集于复杂和高甘露糖n -聚糖,结膜细胞富集于聚焦结构,杯状细胞富集于o -聚糖。我们还观察到上皮成熟过程中的动态变化,以唾液酸结构的调节变化为标志。在小鼠眼表中,糖萼模式区分了主要的细胞类型,但多糖谱与人类不同,指出了物种特异性特征。这些发现表明糖萼组成与细胞身份和成熟密切相关,并为探索其在组织组织和疾病中的作用提供了基础。
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引用次数: 0
Single-fibril Förster resonance energy transfer imaging and deep learning reveal concentration dependence of amyloid β 42 aggregation pathways. 单纤维Förster共振能量转移成像和深度学习揭示了淀粉样蛋白β 42聚集途径的浓度依赖性。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-28 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf342
Sara H Sohail, Janghyun Yoo, Hoi Sung Chung

Amyloid fibril formation is a highly heterogeneous process as evidenced by polymorphism in fibril structure. It has been suggested that different polymorphs are associated with different diseases or disease subtypes. Detailed characterization of this heterogeneity is a key to understanding the aggregation mechanism and, possibly, the disease mechanism. In this work, we develop Förster resonance energy transfer (FRET) imaging of amyloid fibril formation in real time and investigate the concentration-dependent heterogeneous fibril formation of amyloid β 42 (Aβ42). We incubated a mixture of unlabeled and labeled (5% donor and 5% acceptor) Aβ42, followed aggregation, and characterized individual fibrils in terms of FRET efficiency, acceptor fluorescence lifetime, and stoichiometry of the donor- and acceptor-labeled monomers incorporated into the fibrils. By FRET efficiency, we found that there are two distinct species at a relatively low concentration, 2 μM. The high FRET species appears first, but the low FRET species becomes dominant at later times. On the other hand, the high FRET species dominates throughout aggregation at 4 μM. The broad FRET efficiency distributions are consistent with those calculated from various known fibril structures. In addition to the FRET efficiencies, different acceptor lifetimes at the two concentrations and broad acceptor density distributions indicate at least three structurally distinct fibril species exist at each concentration, which also differ between the two different concentrations. The distinct heterogeneity in fibril formation pathways depending on the monomer concentration highlights the importance of understanding heterogeneity in the context of the biologically relevant aggregation environment.

淀粉样蛋白原纤维的形成是一个高度异质性的过程,纤维结构的多态性证明了这一点。已有研究表明,不同的多态性与不同的疾病或疾病亚型相关。详细描述这种异质性是理解聚集机制和可能的疾病机制的关键。在这项工作中,我们建立了淀粉样蛋白纤维形成的实时Förster共振能量转移(FRET)成像,并研究了淀粉样蛋白β42 (a - β42)的浓度依赖性异质纤维形成。我们孵育了未标记和标记(5%供体和5%受体)a β42的混合物,随后进行聚集,并根据FRET效率、受体荧光寿命和纳入原纤维的供体和受体标记单体的化学计量学特征来表征单个原纤维。通过FRET效率,我们发现在相对较低的浓度(2 μM)下存在两种不同的物质。高FRET物种首先出现,但低FRET物种稍后成为优势。另一方面,在4 μM的聚集过程中,高FRET物质占主导地位。广泛的FRET效率分布与从各种已知的纤维结构计算得到的结果一致。除了FRET效率外,两种浓度下不同的受体寿命和广泛的受体密度分布表明,每种浓度下至少存在三种结构不同的原纤维物种,这在两种不同浓度之间也存在差异。纤维形成途径的明显异质性取决于单体浓度,这突出了在生物相关聚集环境背景下理解异质性的重要性。
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引用次数: 0
Experimental evidence of the effects of large language models versus web search on depth of learning. 大型语言模型与网络搜索对学习深度影响的实验证据。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-28 eCollection Date: 2025-10-01 DOI: 10.1093/pnasnexus/pgaf316
Shiri Melumad, Jin Ho Yun

The effects of using large language models (LLMs) versus traditional web search on depth of learning are explored. A theory is proposed that when individuals learn about a topic from LLM syntheses, they risk developing shallower knowledge than when they learn through standard web search, even when the core facts in the results are the same. This shallower knowledge accrues from an inherent feature of LLMs-the presentation of results as summaries of vast arrays of information rather than individual search links-which inhibits users from actively discovering and synthesizing information sources themselves, as in traditional web search. Thus, when subsequently forming advice on the topic based on their search, those who learn from LLM syntheses (vs. traditional web links) feel less invested in forming their advice, and, more importantly, create advice that is sparser, less original, and ultimately less likely to be adopted by recipients. Results from seven online and laboratory experiments (n = 10,462) lend support for these predictions, and confirm, for example, that participants reported developing shallower knowledge from LLM summaries even when the results were augmented by real-time web links. Implications of the findings for recent research on the benefits and risks of LLMs, as well as limitations of the work, are discussed.

探讨了使用大型语言模型(llm)与传统网络搜索对学习深度的影响。有人提出一种理论,即当个人从法学硕士综合课程中学习一个主题时,即使结果中的核心事实是相同的,他们也有可能比通过标准的网络搜索学习时获得更浅薄的知识。这种肤浅的知识来源于法学硕士的固有特征——以大量信息的摘要而不是单个搜索链接的形式呈现结果——这阻碍了用户主动发现和综合信息源,就像在传统的网络搜索中一样。因此,当随后根据他们的搜索形成关于主题的建议时,那些从法学硕士合成中学习的人(与传统的网络链接相比)觉得在形成建议方面投入较少,更重要的是,他们提出的建议更稀疏,更缺乏原创性,最终不太可能被接受者采纳。七个在线和实验室实验(n = 10,462)的结果支持了这些预测,并证实,例如,参与者报告说,即使在结果被实时网络链接增强的情况下,也从法学硕士摘要中获得了较浅的知识。研究结果的含义,最近的研究对法学硕士的利益和风险,以及工作的局限性,进行了讨论。
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引用次数: 0
Crowding-out effects of opt-out defaults: Evidence from organ donation policies. 选择退出默认的挤出效应:来自器官捐赠政策的证据。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-28 eCollection Date: 2025-10-01 DOI: 10.1093/pnasnexus/pgaf311
Pascal Güntürkün, Sinika Studte, Daniel Winkler, Michel Clement, Jonathan H W Tan, Eva-Maria Merz, Elisabeth Huis In 't Veld, Eamonn Ferguson

Many of today's pressing societal challenges, such as organ shortages, low vaccination rates, and climate change, require significant changes in individual behavior. One promising intervention to encourage such behavioral change is the opt-out default, which presumes consent for a desirable action rather than requiring active opt-in. While past research focused on the impact of opt-out defaults on the targeted behavior, potential crowding out of related behaviors has been largely overlooked. Here, we investigate whether adopting opt-out policies for deceased organ donation reduces living donations, a related prosocial behavior serving the same public good. Analyzing epidemiological panel data from countries that adopted an opt-out default between 2000 and 2023, we find that the policy switch, on average, leads to a nonsignificant increase in annual deceased donor rates of +1.21 people per million population (+7%, P = 0.213) but to a significant decrease in living donor rates of -4.59 people per million population (-29%, P = 0.026). Across four additional studies, we demonstrate that this crowding-out effect is reflected in a reduced willingness for living altruistic (vs. familial) donations and is attributable to a stronger belief that the organ supply is sufficiently met with deceased donations under opt-out (vs. opt-in). Our research advances insights into the unintended consequences of default nudges and suggests ways to mitigate them.

当今许多紧迫的社会挑战,如器官短缺、低疫苗接种率和气候变化,要求个人行为发生重大变化。鼓励这种行为改变的一种有希望的干预措施是默认选择退出,它假定人们同意一项理想的行动,而不是要求人们主动选择加入。虽然过去的研究主要集中在选择退出违约对目标行为的影响,但潜在的挤出相关行为在很大程度上被忽视了。在这里,我们研究了对死者器官捐赠采取选择退出政策是否会减少活体捐赠,这是一种相关的亲社会行为,服务于同样的公共利益。分析2000年至2023年间采用选择退出默认的国家的流行病学面板数据,我们发现,政策转换平均导致每年死亡供体率的无显著增加,为每百万人口+1.21人(+7%,P = 0.213),但活体供体率显着下降,为每百万人口-4.59人(-29%,P = 0.026)。在另外四项研究中,我们证明了这种挤出效应反映在活着的利他主义(与家族)捐赠意愿的降低上,并且归因于一种更强烈的信念,即在选择退出(与选择加入)的情况下,器官供应可以充分满足死者的捐赠。我们的研究深入了解了默认轻推的意外后果,并提出了减轻这些后果的方法。
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引用次数: 0
Increase of Inhibitory Siglec receptors on T cells mitigates severe immune reactions during acute viral infections. 在急性病毒感染期间,T细胞上抑制性sigleg受体的增加减轻了严重的免疫反应。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-27 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf340
Natalia Rodrigues Mantuano, Anne Bärenwaldt, Mirza Sarcevic, Isabelle V M Siqueira, Annaïse Jauch, Manina Maja Etter, Matthias S Matter, Gregor Hutter, Mike Recher, Heinz Läubli

Expression of inhibitory Siglec receptors has been described on T cells of patients with viral infection and cancer. However, the exact function and their role in T-cell activation and control of infections have not been well investigated. Here, we show that Siglec-9 levels increase on T cells in patients with acute severe acute respiratory syndrome coronavirus 2 infection relative to levels on healthy controls. T cells of these patients are inhibited by Siglec-9, and specific blocking with antibodies released this inhibition. To further test the role of Siglec-9 in acute viral infections, we characterized a murine model with T-cell intrinsic Siglec-9 overexpression. We found that Siglec-9 restricted T-cell immunity after acute infection with lymphocytic choriomeningitis virus, thereby dampening T-cell-mediated immune pathology. These results show that inhibitory Siglec receptors including Siglec-9 T cell intrinsically modulate and fine-tune antiviral T-cell activation, proliferation, and effector function.

抑制Siglec受体的表达已在病毒感染和癌症患者的T细胞中被描述。然而,它们在t细胞活化和感染控制中的确切功能和作用尚未得到很好的研究。在这里,我们发现与健康对照相比,急性严重急性呼吸综合征冠状病毒2感染患者T细胞上的siglece -9水平升高。这些患者的T细胞被siglece -9抑制,用抗体特异性阻断释放这种抑制。为了进一步测试siglece -9在急性病毒感染中的作用,我们对t细胞固有siglece -9过表达的小鼠模型进行了表征。我们发现siglece -9在急性淋巴细胞性脉络丛脑膜炎病毒感染后限制t细胞免疫,从而抑制t细胞介导的免疫病理。这些结果表明,包括Siglec-9 T细胞在内的抑制性Siglec受体内在地调节和微调抗病毒T细胞的激活、增殖和效应功能。
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引用次数: 0
A grapeful discovery: Reservoir computing with wine beads. 一个伟大的发现:用酒珠计算水库。
IF 3.8 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-11-01 DOI: 10.1093/pnasnexus/pgaf335
Raphael Fortulan, Noushin Raeisi Kheirabadi, Alessandro Chiolerio, Andrew Adamatzky

In this work, we introduce encapsulated wine beads as a novel, edible material for unconventional and neuromorphic computing. When encapsulated in alginate beads, wine, a complex mixture of proteins, organic acids, sugars, metal ions, and volatiles, exhibits nonlinear electrical behavior and memory effects governed by ox-redox processes. These responses show plasticity-like features, allowing programmable resistance states. The wine beads can be leveraged for computing, and to demonstrate this potential, the wine bead was used as a single-node reservoir for classification tasks. Our findings indicate that the resistance is programmable, exhibits a high degree of repeatability, and can be used for reservoir computing scenarios.

在这项工作中,我们介绍了封装的酒珠作为一种新颖的、可食用的材料,用于非常规的和神经形态的计算。酒是一种由蛋白质、有机酸、糖、金属离子和挥发物组成的复杂混合物,当它被包裹在海藻酸珠中时,会表现出非线性的电行为和由氧化还原过程控制的记忆效应。这些响应显示出类似可塑性的特性,允许可编程的电阻状态。酒珠可以用于计算,为了展示这种潜力,酒珠被用作分类任务的单节点存储库。我们的研究结果表明,电阻是可编程的,具有高度的可重复性,可以用于油藏计算场景。
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引用次数: 0
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