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Modeling reveals temperature compensation and entrainment in the peroxiredoxin-based redox oscillator as an ancient circadian timekeeper. 模型揭示了温度补偿和携带在过氧化物还原素为基础的氧化还原振荡器作为一个古老的昼夜节律计时器。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-24 DOI: 10.1088/1478-3975/ae51fe
Xuesong Luo, Qi Ouyang, Hongli Wang

Peroxiredoxins (PRXs) are antioxidant enzymes that exhibit ∼24 h redox-state oscillations across diverse life forms. These non-transcriptional rhythms operate independently of the canonical transcription-translation feedback loops, suggesting an ancient, conserved timekeeping mechanism. However, whether this redox oscillator meets the core circadian criteria-entrainment and temperature compensation-remains a key question. To address this, we developed and calibrated a mathematical model of the mitochondrial PRX/ sulfiredoxin/thioredoxin redox cycle using physiologically meaningful parameters. The model quantitatively reproduced experimental redox oscillations inA. thaliana, D. melanogaster, andM. musculus. Simulations revealed that the PRX redox oscillator possesses both temperature-compensated periodicity and the capacity for entrainment by periodic thermal and oxidative signals, thereby fulfilling the core criteria of a circadian clock. The inverse angular speed, when integrated over the closed orbit, is largely temperature-invariant, thus providing a mathematical basis for the observed period stability. The calculated phase response curves, which show phase-dependent shifts, together with the broad Arnold tongue for 1:1 resonance, demonstrate a substantial entrainment range that enables the internal rhythm to robustly lock onto periodic environmental Zeitgebers.

过氧化物氧化酶(PRXs)是一种抗氧化酶,在不同的生命形式中表现出24小时的氧化还原状态振荡。这些非转录节律独立于典型的转录-翻译反馈回路,表明存在一种古老的、保守的计时机制。然而,这种氧化还原振荡器是否满足核心昼夜节律标准-携带和温度补偿仍然是一个关键问题。为了解决这个问题,我们使用生理学上有意义的参数开发并校准了线粒体PRX/SRX/TRX氧化还原循环的数学模型。该模型定量再现了拟南拟南、黑腹拟南和肌肉拟南的实验氧化还原振荡。模拟结果表明,PRX氧化还原振荡器既具有温度补偿的周期性,又具有周期性热信号和氧化信号的携带能力,从而满足生物钟的核心标准。当在封闭轨道上积分时,逆角速度在很大程度上是温度不变的,从而为观测到的周期稳定性提供了数学基础。计算出的相位响应曲线显示了相位相关的位移,加上1:1共振的宽阿诺德舌,显示了一个实质性的夹带范围,使内部节奏能够牢固地锁定周期性环境授时因子。意义:我们的研究结果表明,过氧化物还氧蛋白氧化还原振荡器符合生物钟的标准:它可以被外部信号所引导,其周期性是温度补偿的。
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引用次数: 0
Genome size and nucleotide skews as predictors of bacterial growth rate. 基因组大小和核苷酸偏斜作为细菌生长速度的预测因子。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-20 DOI: 10.1088/1478-3975/ae5015
Parthasarathi Sahu, Sashikanta Barik, Koushik Ghosh, Hemachander Subramanian

Bacterial growth rates are constrained by genome replication, yet the role of replication kinetics in bacterial growth rates remains incompletely understood. Here, we examine if genome size, replichore organization, and nucleotide compositional asymmetry are reasonable predictors of bacterial doubling times. In free-living bacteria, both genome size and the length of the longest replichore are found to correlate positively with doubling time, pointing to an influence of replication dynamics on bacterial growth rates. Moreover, fast-growing bacteria are shown to exhibit stronger nucleotide compositional skew. Incorporating skew into the model substantially improves predictive accuracy, suggesting that compositional asymmetry in genomes may facilitate replication fork progression and thereby enhance growth rates. Based on these observations, we speculate that nucleotide skew may play a potential adaptive role in bacterial genome replication. To assess whether the observed association between genome architecture and growth rate reflects an evolutionary signature or a mechanistic link, we reconstructed ancestral states and found that the model fits ancestral traits more strongly, with predictive strength (R2) decreasing progressively along the evolutionary tree as successive speciations occur. We speculate that this association has been stronger early in bacterial evolution and became subsequently screened as organisms diversified and increased in ecological and physiological complexity.

细菌的生长速度受到基因组复制的限制,但复制动力学在细菌生长速度中的作用仍然不完全清楚。在这里,我们检查如果基因组大小,复制体组织和核苷酸组成不对称是合理的预测细菌加倍时间。在自由生活的细菌中,发现基因组大小和最长复制体的长度与加倍时间呈正相关,这表明复制动力学对细菌生长速度的影响。此外,快速生长的细菌显示出更强的核苷酸组成偏差。将倾斜纳入模型大大提高了预测的准确性,这表明基因组的组成不对称可能促进复制叉的进展,从而提高生长速度。基于这些观察,我们推测核苷酸倾斜可能在细菌基因组复制中发挥潜在的适应性作用。为了评估观察到的基因组结构和生长速率之间的关联是否反映了进化特征或机制联系,我们重建了祖先状态,发现该模型更符合祖先特征,随着物种的相继出现,预测强度(R2)沿着进化树逐渐降低。我们推测,这种关联在细菌进化的早期已经变得更强,随后随着生物多样性和生态和生理复杂性的增加而被筛选出来。
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引用次数: 0
Androgen receptor activation stabilizes a hybrid epithelial/mesenchymal phenotype in presence of Notch-Jagged signaling. 雄激素受体的激活稳定了Notch-Jagged信号存在下的上皮/间充质杂交表型。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-19 DOI: 10.1088/1478-3975/ae5016
Souvik Guha, Soundharya R, Baishakhi Tikader, Mohit Kumar Jolly

Metastasis is a key cause of mortality in cancer. It is driven majorly by clusters of circulating tumor cells which are often comprised of cells in a hybrid epithelial/mesenchymal (E/M) phenotype. Hybrid E/M phenotype has also been shown to be more tumor-initiating and therapy-resistant, but how cells maintain the hybrid E/M phenotype(s) remains an active area of investigation. Here, we develop a mathematical model that couples the intracellular dynamics of key players of epithelial-mesenchymal transition with the androgen receptor (AR), and cell-cell communication through Notch-Delta-Jagged signaling, in the context of prostate cancer (PCa). Our simulations show that AR can stabilize a hybrid E/M phenotype predominantly in the presence of Notch-Jagged, but not Notch-Delta, signaling. Implementing this model on a multi-cellular lattice, we observed that AR can alter the fraction of cells exhibiting a hybrid E/M and a mesenchymal phenotype. Finally, through analysis of transcriptomic and patient survival data, we found that the co-expression of AR and Jagged correlated with worse outcomes. Together, these results highlight the outcome of emergent dynamics between the Notch and AR signaling axis in promoting PCa aggressiveness.

转移是癌症死亡的一个重要原因。它主要由循环肿瘤细胞群驱动,这些细胞通常由上皮/间充质(E/M)杂交表型的细胞组成。混合E/M表型也被证明更具有肿瘤启动性和治疗抗性,但细胞如何维持混合E/M表型仍然是一个活跃的研究领域。在这里,我们建立了一个数学模型,将上皮-间质转化(EMT)的关键参与者与雄激素受体(AR)的细胞内动力学以及通过Notch-Delta-Jagged信号传导的细胞-细胞通信耦合在前列腺癌的背景下。我们的模拟表明,在Notch-Jagged而非Notch-Delta信号存在的情况下,AR可以稳定E/M杂交表型。在多细胞晶格上实现该模型,我们观察到AR可以改变表现为E/M和间充质表型的混合细胞的比例。最后,通过转录组学和患者生存数据分析,我们发现AR和Jagged的共表达与较差的预后相关。总之,这些结果强调了Notch和AR信号轴之间在促进前列腺癌侵袭性方面的紧急动态结果。
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引用次数: 0
AC electro-osmosis in bacterial communities with fluorescence-based electrophysiology measurements using exogeneous fluorophores. 使用外源荧光团的基于荧光电生理测量的细菌群落交流电渗透。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-13 DOI: 10.1088/1478-3975/ae51fd
Victor Carneiro Da Cunha Martorelli, Emmanuel Akabuogu, Raveen Tank, Rok Krašovec, Ian Stanley Roberts, Thomas A Waigh

Synthetic cationic fluorophores are widely used as probes to measure the membrane potentials of bacterial cells, eukaryotic cells, and organelles (such as mitochondria) in electrophysiology experiments and live/dead assays. We applied an external oscillating electric field to Escherichia coli using microelectrodes and observed that AC electro-osmosis caused fluorescence transients independent of bacterial electrophysiology, which could be mistaken for membrane depolarisation events. The fluorophores migrated within the microfluidic device in vortices, leading to concentration fluctuations manifested as dips in fluorescence. These fluorescent dips were universally present when using cationic fluorophores such as thioflavin-T, propidium iodide, Syto9, and Sytox Green, with or without E. coli present, whenever AC voltages were applied. Furthermore, we also demonstrate that fluorescence dips in dense bacterial communities can arise from AC electro-osmosis rather than ion-channel activity. This cautionary tale highlights how electrical stimulation experiments in microbial communities can yield misleading results if electrokinetic effects are not accounted for. We quantified the relaxation times of fluorophores under AC electro-osmosis, which depended on the community, the cells, and the dye used: PI showed the shortest relaxation time and Syto9 the longest. Removing cells resulted in longer relaxation times, and introducing dense communities did not significantly alter the relaxation times compared with single-cell experiments. Furthermore, fluorescently labelled DNA and fluorescent colloidal beads (30-130 nm) also exhibited fluorescence dips due to AC electro-osmosis, demonstrating that charged molecules and particles readily penetrate and accumulate within these assemblies. To our knowledge, this is the first study to characterize AC electro-osmosis in dense bacterial communities, revealing the high mobility of charged molecules in such systems and suggesting possible applications for enhancing antibiotic delivery.

合成阳离子荧光团在电生理实验和活/死分析中广泛用作测量细菌细胞、真核细胞和细胞器(如线粒体)膜电位的探针。我们使用微电极对大肠杆菌施加外部振荡电场,观察到交流电渗透引起的荧光瞬态与细菌电生理无关,这可能被误认为是膜去极化事件。荧光团在微流控装置内以漩涡的形式迁移,导致浓度波动,表现为荧光下降。当使用阳离子荧光团(如硫黄素- t、碘化丙啶、Syto9和Sytox Green)时,无论有无大肠杆菌存在,无论何时施加交流电压,这些荧光浸渍都普遍存在。此外,我们还证明了密集细菌群落的荧光下降可能是由交流电渗透而不是离子通道活性引起的。这个警示性的故事强调了如果不考虑电动力效应,在微生物群落中进行的电刺激实验可能会产生误导性的结果。我们定量测定了交流电渗透作用下荧光团的弛豫时间,这取决于群落、细胞和所用染料的弛豫时间:PI弛豫时间最短,Syto9弛豫时间最长。与单细胞实验相比,去除细胞导致更长的松弛时间,而引入密集群落对松弛时间没有显著影响。此外,由于交流电渗透,荧光标记的DNA和荧光胶体珠(30- 130 nm)也表现出荧光下降,这表明带电分子和粒子很容易穿透并积聚在这些组装中。据我们所知,这是第一个表征密集细菌群落中交流电渗透的研究,揭示了这种系统中带电分子的高移动性,并提出了增强抗生素递送的可能应用。
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引用次数: 0
Liquid-liquid phase separation induces stochastic oscillations in gene regulation. 液-液相分离引起基因调控的随机振荡。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-13 DOI: 10.1088/1478-3975/ae4afa
Lijun Hong, Zhenquan Zhang, Zihao Wang, Jiajun Zhang

Rhythmic gene expression underlies core physiological processes across organisms, from circadian timekeeping to stress responses. Recent experiments suggest that the regulation of such rhythmic dynamics involves protein compartmentalization mediated by liquid-liquid phase separation (LLPS), yet the mechanisms by which LLPS feeds back onto oscillatory behaviour remain unclear. Here we develop a minimal two-phase gene-expression model in which proteins are synthesized in the dilute phase, reversibly partition into a protein-dense droplet phase, and repress their own production via condensate-mediated regulation. In the deterministic limit, LLPS does not generate limit cycles; instead, nonlinear partitioning and timescale separation between phase separation and protein turnover convert purely relaxational dynamics into damped oscillatory transients, altering the approach to equilibrium without producing sustained oscillations. In the stochastic regime, intrinsic noise interacting with this near-focus dynamics is amplified into noise-sustained, near-periodic fluctuations with a characteristic timescale, as revealed by the power spectral density and autocorrelation functions. These results show how LLPS reshapes oscillatory signatures by encoding and filtering temporal signals in phase-specific ways, providing a quantitative framework for interpreting LLPS-rhythm coupling and for engineering biomolecular systems with tunable dynamic behaviour.

节律性基因表达是生物体从昼夜节律计时到应激反应等核心生理过程的基础。最近的实验表明,这种节律动力学的调节涉及由液-液相分离(LLPS)介导的蛋白质区隔化,但LLPS反馈到振荡行为的机制尚不清楚。在这里,我们开发了一个最小的两相基因表达模型,其中蛋白质在稀释阶段合成,可逆地分裂成蛋白质密集的液滴阶段,并通过凝聚介导的调节抑制其自身的产生。在确定性极限下,LLPS不产生极限环;相反,相分离和蛋白质周转之间的非线性划分和时间尺度分离将纯粹的弛豫动力学转化为阻尼振荡瞬态,改变了平衡的方法,而不产生持续的振荡。在随机状态下,与这种近焦点动力学相互作用的固有噪声被放大为具有特征时间尺度的噪声持续的近周期波动,如功率谱密度和自相关函数所示。这些结果显示了LLPS如何通过以相位特定的方式编码和过滤时间信号来重塑振荡特征,为解释LLPS-节律耦合和具有可调动态行为的工程生物分子系统提供了定量框架。
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引用次数: 0
Effect of G4C2repeat expansions on the motion of lysosomes inside neurites. g4c2重复扩增对神经突内溶酶体运动的影响。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-12 DOI: 10.1088/1478-3975/ae5143
Maria Mytiliniou, Joeri A J Wondergem, Marleen Feliksik, Thomas Schmidt, Thomas Fuhs, Doris Heinrich

The G4C2hexanucleotide repeat expansion in the c9orf72 locus is a mutation associated with amyotrophic lateral sclerosis. Recent evidence suggests a link with disrupted axonal trafficking in neurons. Here, using a neuronal-like cell line without or transfected with G4C2repeats, we characterize the motion of lysosomes inside neurites. The neurites grew either aligned to patterned lines, or oriented freely on a 2D-substrate. Implementing time-resolved (local) mean squared displacement analysis lysosome trajectories were split into sub-diffusive, diffusive, and super-diffusive parts. Our results suggest that in the presence of the G4C2repeats, lysosome trafficking is hampered, exhibiting overall decreased mean squared displacement and speed, more prominently inside aligned neurites. Moreover, a prominent effect in the super-diffusive drift velocity and diffusive motion diffusion coefficient was evident when the motion occurred inside aligned neurites. Trajectories which included super-diffusive motion, exhibited a varied ratio of anterograde/retrograde/neutral for both neurite geometries in the presence of G4C2repeats but a similar velocity decrease for both directions in each neurite geometry. Our findings support the hypothesis that impaired axonal trafficking emerges in the presence of the G4C2hexanucleotide repeat expansion, and demonstrate that this effect is more prominent when the neurites are aligned.

c9orf72基因座的g4c2六核苷酸重复扩增是一种与肌萎缩性侧索硬化症相关的突变。最近的证据表明,这与神经元轴突运输中断有关。在这里,使用没有或转染G4C2repeats的神经元样细胞系,我们表征了神经突内溶酶体的运动。这些神经突要么沿着图案线排列,要么在2d衬底上自由定向。实现时间分辨(局部)均方位移分析溶酶体轨迹被分成亚扩散、扩散和超扩散部分。我们的研究结果表明,在G4C2repeats的存在下,溶酶体的运输受到阻碍,表现出总体上均方位移和速度的降低,尤其是在排列的神经突内。当运动发生在排列的神经突内时,对超扩散漂移速度和扩散运动扩散系数有显著影响。在G4C2repeats存在的情况下,两种神经突的运动轨迹(包括超扩散运动)呈现出不同比例的顺行/逆行/中性,但在每种神经突的几何形状中,两个方向的速度下降相似。我们的研究结果支持了轴突运输受损的假设,即在g4c2hexannucleotide repeat扩增的存在下出现,并证明这种影响在神经突排列时更为突出。
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引用次数: 0
Comparative thermodynamic and kinetic properties governing the nucleic acid interactions of CRISPR-Cas9 and Cas12a. 控制CRISPR-Cas9和Cas12a核酸相互作用的比较热力学和动力学性质。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-10 DOI: 10.1088/1478-3975/ae4b7f
Camila E Molina, Alexa L Knight, George P Lisi

Clustered regularly interspaced short palindromic repeat-associated proteins (CRISPR-Cas) biochemistry has been leveraged for genome editing applications in biochemical research and therapeutics. CRISPR-Cas9 and CRISPR-Cas12a are the two most widely used RNA-guided endonucleases and while Cas9 and Cas12a have a shared function, both have unique biophysical properties that alter their specificity and efficiency. The thermodynamic and kinetic properties governing their molecular interactions, recognition and binding of target DNA, and R-loop formation can differ. In some cases, these critical biophysical metrics have not been resolved. Distinctions between Cas9 and Cas12a enzymes are also prevalent in RNA:DNA hybrid binding affinities, DNA localization relative to the preferred PAM site and the DNA cleavage mechanism. In this review, we examine the thermodynamic and kinetic properties of both endonucleases, focused on the nucleic acid interactions that confer specificity and function. Complementing this biophysical overview, we discuss case studies in disparate model organisms that compare the genome editing and fidelity of Cas9 and Cas12a.

聚类规则间隔短回文重复相关蛋白(CRISPR-Cas)生物化学已被用于生物化学研究和治疗中的基因组编辑应用。CRISPR-Cas9和CRISPR-Cas12a是两种最广泛使用的rna引导内切酶,虽然Cas9和Cas12a具有共同的功能,但它们都具有独特的生物物理性质,这改变了它们的特异性和效率。控制它们的分子相互作用、靶DNA的识别和结合以及r环形成的热力学和动力学性质可能不同。在某些情况下,这些关键的生物物理指标尚未得到解决。Cas9和Cas12a酶之间的区别在RNA中也很普遍:DNA杂交结合亲和力,DNA相对于首选PAM位点的定位以及DNA切割机制。在这篇综述中,我们研究了这两种内切酶的生物物理特性,重点关注了赋予特异性和功能的核酸相互作用。为了补充这一生物物理概述,我们讨论了不同模式生物的案例研究,比较了Cas9和Cas12a的基因组编辑和保真度。
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引用次数: 0
Mechanistic modeling predicts efficacy of CISH knockout in tumor-infiltrating lymphocytes with synergistic gene editing. 机制建模预测协同基因编辑在肿瘤浸润淋巴细胞中CISH敲除的功效。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-03-09 DOI: 10.1088/1478-3975/ae4705
Nikolaos Memmos, Kamran Kaveh, Beau R Webber, Branden S Moriarity, David J Odde

Tumor-infiltrating lymphocyte (TIL) therapy is a type of adoptive cell therapy, where the lymphocytes of a cancer patient's tumor are harvested, expandedin vitrousing IL-2 stimulation, and then infused back into the patient Rosenberg and Restifo (2015Science34862-68), Bonini and Mondino (2015Eur. J. Immunol.452457-69). However, even with the use of TIL therapy, cancer cells can survive for various reasons, such as poor lymphocyte infiltration into tumors, chronic activation of the T cell receptor and the immunosuppressive tumor microenvironment Morganet al(1976Science1931007-8). Cytokine-inducible SH2-containing (CISH) protein is a negative regulator of T cell activation, and in a recent clinical trial was knocked out in TILs to improve TIL therapy efficacy Rosenberget al(1985J. Exp. Med.1611169-88). A mechanistic signaling pathway model was developed to theoretically evaluate the efficacy ofCISHknockout (CISHKO) in T cell activation and examine potential alternative target genes that can theoretically be targeted using multiplex gene-editing or drugs to further improve T cell activation and function Donohueet al(1984J. Immunol.1322123-8). Based on the results,CISHknockout increases the transcription of activation biomarkers IL-2 and TNF-α, but also inhibitory biomarkers such as PD1 and FasL. Using global sensitivity analysis, we also found thatGSK3B, which is responsible for the deactivation of NFAT, is also predicted to further increase T cell activation when knocked out. In addition, it was predicted thatPDCD1, FASandCTLA4can be knocked out in combination withCISHto further enhance T cell activation and prevent exhaustion and apoptosis.

肿瘤浸润淋巴细胞(TIL)治疗是一种过继细胞治疗,在癌症患者的肿瘤中收集淋巴细胞,使用IL-2刺激在体外扩增,然后将其注入患者的[1],[2]。然而,即使使用TIL治疗,由于淋巴细胞浸润肿瘤不良、T细胞受体的慢性激活和免疫抑制肿瘤微环境[3]等各种原因,癌细胞仍能存活。细胞因子诱导的含sh2 (CISH)蛋白是T细胞活化的负调节因子,在最近的一项临床试验中被敲除,以提高TIL的治疗效果。在本研究中,我们建立了一个机制信号通路模型,从理论上评估CISH敲除(CISH KO)在T细胞活化中的功效,并研究了理论上可以使用多重基因编辑或药物靶向的潜在替代靶基因,以进一步改善T细胞的活化和功能[5]。我们的模型结果表明,CISH敲除增加了活化生物标志物IL-2和TNF-α的转录,但也增加了抑制生物标志物如PD1和FasL的转录。通过全局敏感性分析,我们还发现,GSK3B负责NFAT的失活,当敲除时,预计也会进一步增加T细胞的活化。此外,我们预测PDCD1、FAS和CTLA4可以与CISH联合敲除,进一步增强T细胞的活化,防止T细胞衰竭和凋亡。
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引用次数: 0
Rapid and interpretable protein contact map prediction using a pattern-matching strategy. 使用模式匹配策略的快速和可解释的蛋白质接触图预测。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-20 DOI: 10.1088/1478-3975/ae443c
Aysima Hacisuleyman, Dirk Fasshauer

Protein sequence determines structure, function, and dynamics, yet the gap between sequenced proteins and experimentally determined structures continues to widen. While machine learning approaches like AlphaFold2 have transformed structural biology, they require substantial computational resources. Coevolution-based methods such as mutual information (MI) and direct coupling analysis (DCA), such as GREMLIN, offer alternatives but depend on extensive multiple sequence alignments with thousands of homologs. Here, we present a template-based pattern-matching approach that predicts protein contact maps by identifying conserved structural motifs from homologous experimental structures. Our method encodes spatial arrangements of up to five residues within 8.0 Å distance as sequence patterns, then aligns these patterns to query sequences to predict residue-residue contacts. Critically, our approach requires only a modest number of structural templates (typically 50-500) and runs on standard hardware without graphics processing units or high-performance computing clusters, processing proteins in 12-16 min regardless of length. We validated our method on 25 well-characterized protein domains, achieving correlations of 0.735-0.942 with experimental contact maps. Comparative analysis against MI and GREMLIN demonstrated that our method achieved better contact coverage while maintaining comparable accuracy. To demonstrate broader applicability, we tested on 7599 poorly annotated sequences using high-confidence AlphaFold structures as reference, achieving meanF1-score of 0.609 ± 0.095 and accuracy of 0.954 ± 0.036. Our pattern matching approach provides a computationally efficient, interpretable alternative to both deep learning and coevolution-based methods, particularly valuable for proteins with limited sequence homologs or when rapid predictions are needed.

蛋白质序列决定了结构、功能和动力学,但已测序的蛋白质与实验确定的结构之间的差距继续扩大。虽然像AlphaFold2这样的机器学习方法已经改变了结构生物学,但它们需要大量的计算资源。基于共同进化的方法,如互信息(MI)和直接耦合分析(DCA),如GREMLIN,提供了替代方法,但依赖于与数千个同源物进行广泛的多序列比对。在这里,我们提出了一种基于模板的模式匹配方法,通过识别同源实验结构中的保守结构基序来预测蛋白质接触图。我们的方法将8.0 Å距离内最多5个残基的空间排列编码为序列模式,然后将这些模式对齐到查询序列中以预测残基-残基接触。关键的是,我们的方法只需要少量的结构模板(通常为50-500),并且在没有gpu或高性能计算集群的标准硬件上运行,无论长度如何,处理蛋白质只需12-16分钟。我们在25个已确定的蛋白结构域上验证了我们的方法,与实验接触图的相关性为0.735-0.942。与MI和GREMLIN的比较分析表明,我们的方法在保持相当精度的同时获得了更好的接触覆盖率。为了证明更广泛的适用性,我们使用高置信度AlphaFold结构作为参考,对7,599条注释不良的序列进行了测试,平均f1得分为0.609±0.095,准确率为0.954±0.036。我们的模式匹配方法为深度学习和基于共同进化的方法提供了一种计算效率高、可解释的替代方法,对于同源序列有限的蛋白质或需要快速预测的蛋白质特别有价值。
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引用次数: 0
Thermodynamic uncertainty relation constrains information transmission through cell signaling systems. 热力学不确定性关系约束了细胞信号系统的信息传递。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-19 DOI: 10.1088/1478-3975/ae4086
Shreyansh Verma, Vishva Saravanan R, Bhaswar Ghosh

Biological systems in general operate out of equilibrium, which brings the requirement for a constant supply of energy due to non-equilibrium entropy production. The thermodynamic uncertainty relation (TUR) essentially imposes a bound on the minimum current fluctuation the system can have given an entropy production rate. The fluctuation eventually impacts the signal-to-noise ratio, imposing an upper bound on the information transmission accuracy. In this study, we explore the role of the TUR on the information transmission capacity of a set of cellular signaling systems using coupled mathematical and machine learning approaches on experimental data in yeast under several stress conditions. Cell signaling systems are involved in sensing changes in the environment by activating a set of transcription factors (TFs), which typically diffuse inside the nucleus to trigger transcription of the required genes. However, the inherent stochasticity of the biochemical pathways severely limits the accuracy of estimating the environmental input by the TFs. The application of TUR reveals a general picture of the working principle of the TFs. We find that the activation followed by biased diffusion of TFs toward the nucleus triggers entropy production, which amplifies the magnitude of the overall TF currents toward the nucleus as well as reducing the fluctuations. These outcomes significantly improve the accuracy of information transmission carried out by the TFs following the bound imposed by TUR, leading to a correlation between accuracy and entropy production. However, TUR only imposes an upper bound on accuracy, and the correlation emerges due to the pathway being operated in the linear response regime. Thus, experimental observations coupled with TUR-based theoretical models demonstrate the role of thermodynamic fluctuation and entropy production on cellular information processing.

一般来说,生物系统在非平衡状态下运行,由于非平衡熵的产生,需要持续的能量供应。热力学不确定性关系(TUR)本质上是对给定熵产率的系统所能具有的最小电流波动施加了一个界限。这种波动最终会影响到信噪比,从而对信息传输精度造成上限。在这项研究中,我们利用数学和机器学习方法对酵母在几种应激条件下的实验数据进行了分析,探讨了TUR在一组细胞信号系统的信息传输能力中的作用。细胞信号系统通过激活一组转录因子(TF)来感知环境的变化,这些转录因子通常在细胞核内扩散,从而触发所需基因的转录。然而,与信号传导过程相关的生化途径的固有随机性严重限制了转录因子估计环境输入的准确性。TUR的应用揭示了转录因子的工作原理。我们发现,转录因子(TF)向细胞核的偏扩散激活引发了熵的产生,从而放大了向细胞核的整体TF电流的幅度,并减少了波动。这些结果显著提高了转录因子在TUR约束下进行信息传递的准确性。因此,实验观察与基于TUR的理论模型相结合,证明了热力学波动和熵产生对细胞信息处理的作用。
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引用次数: 0
期刊
Physical biology
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