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Cytoskeleton as a generator of characteristic physical properties of plant cells: 'cell wall,' 'large vacuole,' and 'cytoplasmic streaming'. 细胞骨架作为植物细胞特征物理特性的产生者:“细胞壁”、“大液泡”和“细胞质流”。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-06-20 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0013
Amari Toshiki, Noriko Nagata, Motoki Tominaga, Hirotomo Takatsuka

As sessile organisms, plants must constantly adapt to ever-changing environmental conditions. To survive in their habitats, plants have evolved characteristic cellular features that make the cells rigid yet dynamic. These include the cell wall, large vacuole, and cytoplasmic streaming. The cell wall is an elaborate extracellular matrix that surrounds plant cells and provides both physical strength and protection against external forces. The large vacuole is a membrane-bound organelle absent in animal cells. They can absorb water and expand, thereby exerting a force on the cell wall from within and generating turgor pressure that promotes cell expansion. In the narrow cytoplasmic space between the vacuole and the cell wall, intracellular components circulate via rapid flows, a phenomenon known as cytoplasmic streaming. In this review, we summarize how these three characteristic features of plant cells are organized with the help of cytoskeletal elements. This review article is an extended version of the Japanese article, "Cell Wall," "Large Vacuole," & "Cytoplasmic Streaming": How Do Cytoskeletons Build Plant Cells with Unique Physical Properties?" by Takatsuka et al., published in SEIBUTSU BUTSURI Vol. 64, p. 132-136 (2024).

作为无根生物,植物必须不断适应不断变化的环境条件。为了在栖息地生存,植物进化出了独特的细胞特征,使细胞既僵硬又有活力。这些包括细胞壁、大液泡和细胞质流动。细胞壁是一种复杂的细胞外基质,包围着植物细胞,提供物理强度和抵御外力的保护。大液泡是动物细胞中不存在的膜结合细胞器。它们可以吸收水分并膨胀,从而从内部对细胞壁施加力,产生促进细胞膨胀的膨胀压力。在液泡和细胞壁之间狭窄的细胞质空间中,细胞内成分通过快速流动循环,这种现象被称为细胞质流动。在这篇综述中,我们总结了植物细胞的这三个特征是如何在细胞骨架元件的帮助下组织起来的。这篇评论文章是日本文章“细胞壁”,“大液泡”和“细胞质流”的扩展版本:细胞骨架如何构建具有独特物理特性的植物细胞?”由Takatsuka等人发表在SEIBUTSU BUTSURI Vol. 64, p. 132-136(2024)。
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引用次数: 0
A method for isolating and cryopreserving intact mitochondria with improved integrity and functionality. 一种分离和低温保存完整线粒体的方法,具有更好的完整性和功能。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-05-16 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0012
Arima Okutani, Jannatul Naima, Asaka Ogihara, Taihei Motoichi, Ikuroh Ohsawa, Yoshihiro Ohta

Mitochondria isolated from cells are essential tools in biological research. However, many mitochondria are often damaged during the isolation process. Although cryopreservation can greatly improve the usability of isolated mitochondria, it typically leads to significant loss of activity following freezing and thawing. In this study, we present our own techniques for mitochondrial isolation and cryopreservation to overcome these challenges. Our isolation method begins by selectively weakening the plasma membrane through the incorporation of digitonin, under conditions that do not increase membrane permeability. The plasma membrane is then selectively ruptured to release mitochondria. Notably, mitochondria contract within the cell before the plasma membrane ruptures, a process that facilitates their extraction. The isolated mitochondria showed polarized inner membranes in approximately 90% of the population. Compared to mitochondria isolated by homogenization, they retained more intermembrane space proteins and exhibited greater outer membrane integrity. For cryopreservation, rapid thawing was critical to maintaining mitochondrial activity after freeze-thaw cycles. When thawing was completed in under 1.5 minutes, the proportion of polarized mitochondria decreased by only about 10%. These findings suggest that our isolation and cryopreservation protocols are promising for applications requiring intact, functional mitochondria.

从细胞中分离出的线粒体是生物学研究中必不可少的工具。然而,许多线粒体在分离过程中经常被破坏。虽然低温保存可以极大地提高分离线粒体的可用性,但它通常会导致冷冻和解冻后活性的显著丧失。在这项研究中,我们提出了自己的线粒体分离和低温保存技术来克服这些挑战。我们的分离方法首先在不增加膜通透性的条件下,通过加入洋地黄苷选择性地削弱质膜。然后选择性地破坏质膜以释放线粒体。值得注意的是,线粒体在细胞质膜破裂之前在细胞内收缩,这一过程有利于它们的提取。在大约90%的人群中,分离的线粒体显示出极化的内膜。与均质分离的线粒体相比,它们保留了更多的膜间空间蛋白,并表现出更大的外膜完整性。对于低温保存,快速解冻对于在冻融循环后维持线粒体活性至关重要。当解冻在1.5分钟内完成时,极化线粒体的比例仅下降了约10%。这些发现表明,我们的分离和低温保存方案在需要完整、功能性线粒体的应用中是有希望的。
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引用次数: 0
A low-cost electric micromanipulator and its application to single-cell electroporation. 一种低成本的电动微机械臂及其在单细胞电穿孔中的应用。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-04-26 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0010
Kazuma Shimizu, Norihiko Nishimura, Manato Oku, Chika Okimura, Yoshiaki Iwadate

Micromanipulation techniques are essential in studies of cell function, both for single cells and for cell collectives. Various types of micromanipulators are now commercially available. Hydraulic micromanipulators have the advantage of analogue operation, allowing the user to move the glass microneedle in direct response to their own hand movements. However, they require regular maintenance to maintain their performance. On the other hand, some electric micromanipulators can operate in minute steps of several hundred nanometers, but they are expensive. This paper describes our assembly of a low-cost electric micromanipulator. The device consists of three commercially available stages, three linear DC motors to drive them, and a lab-made control circuit. Using this device, we were able to direct a glass microneedle to cut an MDCK cell sheet. We also manipulated an aspiration pipette to aspirate a portion of a Dictyostelium cell. In addition, we were able to gently touch the tip of an electroporation pipette to the surface of a single target cell in a sheet of fish epidermal keratocytes and load FITC into the cell. Our device can be assembled at one-fourth the cost of commercially available hydraulic micromanipulators. This could make it easier, both economically and technically, to add micromanipulators to all of a laboratory's microscopes.

微操作技术在细胞功能研究中是必不可少的,无论是单细胞还是细胞群。现在市面上有各种各样的微操纵器。液压微机械手具有模拟操作的优点,允许用户根据自己的手部运动直接移动玻璃微针。然而,它们需要定期维护以保持其性能。另一方面,一些电动微操纵器可以在几百纳米的微小步骤中操作,但它们很昂贵。本文介绍了一种低成本的电动微机械臂的组装。该装置由三个市售级、三个驱动级的直流电动机和一个实验室自制的控制电路组成。使用这个装置,我们能够引导玻璃微针切割MDCK细胞片。我们还操作了一个吸液管,吸出了盘基骨柱细胞的一部分。此外,我们还能够将电穿孔移液管的尖端轻轻触碰鱼表皮角化细胞中单个靶细胞的表面,并将FITC装载到细胞中。我们的设备组装成本是商用液压微机械的四分之一。这样,在经济上和技术上,为所有实验室的显微镜添加微操纵器都变得更加容易。
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引用次数: 0
A virtual system-coupled molecular dynamics simulation free from experimental knowledge on binding sites: Application to RNA-ligand binding free-energy landscape. 一个虚拟系统耦合的分子动力学模拟,不需要结合位点的实验知识:应用于rna -配体结合的自由能景观。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-04-26 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0011
Junichi Higo, Kota Kasahara, Shun Sakuraba, Gert-Jan Bekker, Narutoshi Kamiya, Ikuo Fukuda, Takuya Takahashi, Yoshifumi Fukunishi

Ligand-receptor docking simulation is difficult when the biomolecules have high intrinsic flexibility. If some knowledge on the ligand-receptor complex structure or inter-molecular contact sites are presented in advance, the difficulty of docking problem considerably decreases. This paper proposes a generalized-ensemble method "cartesian-space division mD-VcMD" (or CSD-mD-VcMD), which calculates stable complex structures without assist of experimental knowledge on the complex structure. This method is an extension of our previous method that requires the knowledge on the ligand-receptor complex structure in advance. Both the present and previous methods enhance the conformational sampling, and finally produce a binding free-energy landscape starting from a completely dissociated conformation, and provide a free-energy landscape. We applied the present method to same system studied by the previous method: A ligand (ribocil A or ribocil B) binding to an RNA (the aptamer domain of the FMN riboswitch). The two methods produced similar results, which explained experimental data. For instance, ribocil B bound to the aptamer's deep binding pocket more strongly than ribocil A did. However, this does not mean that two methods have a similar performance. Note that the present method did not use the experimental knowledge of binding sites although the previous method was supported by the knowledge. The RNA-ligand binding site could be a cryptic site because RNA and ligand are highly flexible in general. The current study showed that CSD-mD-VcMD is actually useful to obtain a binding free-energy landscape of a flexible system, i.e., the RNA-ligand interacting system.

当生物分子具有较高的内在柔韧性时,配体-受体对接模拟是困难的。如果对配体-受体复合物结构或分子间接触位点有一定的了解,那么对接问题的难度就会大大降低。本文提出了一种广义集成方法“笛卡尔-空间分割mD-VcMD”(或CSD-mD-VcMD),该方法可以在不借助复杂结构的实验知识的情况下计算稳定的复杂结构。这种方法是我们之前的方法的扩展,需要事先了解配体-受体复合物的结构。本方法和以往的方法都增强了构象采样,最终从完全解离的构象开始产生一个结合的自由能图,并提供了一个自由能图。我们将本方法应用于与先前方法研究的相同系统:配体(核糖A或核糖B)与RNA (FMN核糖开关的适体结构域)结合。这两种方法产生了相似的结果,这解释了实验数据。例如,核糖核酸B比核糖核酸A更强烈地结合到适体的深结合袋上。但是,这并不意味着两种方法具有相似的性能。值得注意的是,尽管之前的方法得到了相关知识的支持,但本方法没有使用关于结合位点的实验知识。RNA-配体结合位点可能是一个隐位点,因为RNA和配体通常具有高度的柔韧性。目前的研究表明,CSD-mD-VcMD实际上有助于获得柔性系统(即rna -配体相互作用系统)的结合自由能图。
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引用次数: 0
Structure-activity relationship of PET-degrading cutinase regulated by weak Ca2+ binding and temperature. 弱Ca2+结合和温度调控pet降解角质酶的构效关系。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-04-24 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0009
Fumiya Kondo, Narutoshi Kamiya, Gert-Jan Bekker, Satoshi Nagao, Nobutaka Numoto, Hiroshi Sekiguchi, Nobutoshi Ito, Masayuki Oda

Enzyme function is often regulated by weak metal-ion binding, which results from conformational changes while maintaining conformational fluctuations. We analyzed the structure and function of cutinase-like enzyme, Cut190, using biophysical methods such as X-ray crystallography and molecular dynamics (MD) simulations, showing that its structure and function are finely regulated by weak Ca2+ binding and release. We succeeded to stabilize the enzyme by introducing a disulfide-bond which can degrade polyethylene terephthalate (PET) to PET monomers at the glass transition temperature of PET, ≈70°C. In this study, using the stabilized Cut190 mutants, Cut190**SS and Cut190**SS_F77L, we evaluated the requirement of Ca2+ for catalytic activity at 70°C, showing that the enzyme expressed the activity even in the absence of Ca2+, in contrast to that at 37°C. These results were supported by multicanonical MD analysis, which showed that the respective forms of the enzyme, such as closed, open, and engaged forms, were exchangeable, possibly because the potential energy barriers between the respective forms were lowered. Taken together, the conformational equilibrium to express the catalytic activity was regulated by weak Ca2+ binding at 37°C, and was also regulated by increasing temperature. The respective conformational states of Cut190**SS and Cut190**SS_F77L correlated well with their different catalytic activities for PET.

酶的功能通常受到弱金属离子结合的调节,这种结合是在保持构象波动的同时发生构象变化。利用x射线晶体学和分子动力学(MD)模拟等生物物理方法分析了角质酶样酶Cut190的结构和功能,结果表明其结构和功能受到弱Ca2+结合和释放的精细调节。我们成功地通过引入一个二硫键来稳定酶,该键可以在PET的玻璃化转变温度≈70℃下将聚对苯二甲酸乙二醇酯(PET)降解为PET单体。在本研究中,我们利用稳定的Cut190突变体Cut190**SS和Cut190**SS_F77L,评估了Ca2+对70°C催化活性的要求,结果表明,与37°C相比,即使在没有Ca2+的情况下,酶也能表达活性。这些结果得到了多核磁共振分析的支持,表明酶的不同形式,如封闭形式,开放形式和接合形式,是可交换的,可能是因为不同形式之间的势能势垒降低了。综上所述,表达催化活性的构象平衡在37℃时受到弱Ca2+结合的调节,同时也受到温度升高的调节。Cut190**SS和Cut190**SS_F77L各自的构象状态与其对PET的不同催化活性具有良好的相关性。
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引用次数: 0
Genetically-encoded temperature indicators for thermal biology. 用于热生物学的基因编码温度指示器。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-04-08 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0008
Tetsuichi Wazawa, Ryohei Ozaki-Noma, Lu Kai, Shun-Ichi Fukushima, Tomoki Matsuda, Takeharu Nagai

Temperature crucially affects molecular processes in living organisms and thus it is one of the vital physical parameters for life. To investigate how temperature is biologically maintained and regulated and its biological impact on organisms, it is essential to measure the spatial distribution and/or temporal changes of temperature across different biological scales, from whole organism to subcellular structures. Fluorescent nanothermometers have been developed as probes for temperature measurement by fluorescence microscopy for applications in microscopic scales where macroscopic temperature sensors are inaccessible, such as embryos, tissues, cells, and organelles. Although fluorescent nanothermometers have been developed from various materials, fluorescent protein-based ones are especially of interest because they can be introduced into cells as the transgenes for expression with or without specific localization, making them suitable for less-invasive temperature observation in living biological samples. In this article, we review protein-based fluorescent nanothermometers also known as genetically-encoded temperature indicators (GETIs), covering most published GETIs, for developers, users, and researchers in thermal biology as well as interested readers. We provide overviews of the temperature sensing mechanisms and measurement methods of these protein-based fluorescent nanothermometers. We then outline key information for GETI development, focusing on unique protein engineering techniques and building blocks distinct to GETIs, unlike other fluorescent nanothermometers. Furthermore, we propose several standards for the characterization of GETIs. Additionally, we explore various issues and offer perspectives in the field of thermal biology.

温度对生物体的分子过程有重要的影响,是生命的重要物理参数之一。为了研究温度是如何在生物学上维持和调节的,及其对生物体的生物学影响,有必要测量温度在不同生物尺度上的空间分布和/或时间变化,从整个生物体到亚细胞结构。荧光纳米温度计已经发展成为荧光显微镜温度测量的探针,应用于宏观温度传感器无法到达的微观尺度,如胚胎、组织、细胞和细胞器。虽然荧光纳米温度计已经从各种材料中发展出来,但基于荧光蛋白的纳米温度计尤其令人感兴趣,因为它们可以作为转基因引入细胞中进行表达,有或没有特定的定位,使其适合于对活生物样品进行无创温度观察。在这篇文章中,我们回顾了基于蛋白质的荧光纳米温度计,也被称为基因编码温度指示器(GETIs),涵盖了大多数已发表的GETIs,为热生物学的开发者、用户、研究人员以及感兴趣的读者。我们概述了这些基于蛋白质的荧光纳米温度计的温度传感机制和测量方法。然后,我们概述了GETI开发的关键信息,重点是独特的蛋白质工程技术和与GETI不同的构建模块,不同于其他荧光纳米温度计。此外,我们提出了几个表征geti的标准。此外,我们还探讨了热生物学领域的各种问题和观点。
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引用次数: 0
Time-resolved small-angle X-ray scattering system development for the biological macromolecules at SACLA: A pilot study. SACLA生物大分子的时间分辨小角x射线散射系统的开发:一个试点研究。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-03-27 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0007
Nobutaka Shimizu, Fangjia Luo, Tomoyuki Tanaka, Kensuke Tono, Keiko Yatabe, So Iwata, Eriko Nango

A time-resolved small-angle X-ray scattering (SAXS) system for protein solution samples using an X-ray free-electron laser (XFEL) was established by developing a SAXS diffractometer by integrating a helium path into the DAPHNIS system initially designed for Serial Femtosecond Crystallography (SFX) experiments at BL2 of SACLA. This modification enabled us to successfully capture the SAXS profiles of ovalbumin under conditions without any reaction trigger, using both the newly developed system and the sample solution flow device that was originally designed for SFX experiments. Furthermore, we conducted acid denaturation experiments on cytochrome c, using a T-junction-type solution mixing flow system, and observed the denaturation-induced changes in the SAXS profiles.

利用x射线自由电子激光器(XFEL)开发的SAXS衍射仪,将氦路径集成到最初为SACLA BL2的连续飞秒晶体学(SFX)实验设计的DAPHNIS系统中,建立了一个用于蛋白质溶液样品的时间分辨小角x射线散射(SAXS)系统。这种修改使我们能够在没有任何反应触发的条件下,使用新开发的系统和最初为SFX实验设计的样品溶液流动装置,成功捕获卵清蛋白的SAXS谱。此外,我们对细胞色素c进行了酸变性实验,使用t结型溶液混合流系统,观察变性引起的SAXS谱的变化。
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引用次数: 0
Gliding direction of Mycoplasma mobile correlates with the curved configuration of its cell shape. 移动支原体的滑动方向与其细胞形状的弯曲结构有关。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-02-26 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0006
Kana Suzuki, Daisuke Nakane, Masaki Mizutani, Takayuki Nishizaka

The gliding motility of bacteria is not linear but somehow exhibits a curved trajectory. This general observation is explained by the helical structure of protein tracks (Nakane et al., 2013) or the asymmetric array of gliding machineries (Morio et al., 2016), but these interpretations have not been directly examined. Here, we introduced a simple assumption: the gliding trajectory of M. mobile is guided by the cell shape. To test this idea, the intensity profile of a bacterium, Mycoplasma mobile, was analyzed and reconstructed at the single-cell level from images captured under a highly stable dark-field microscope, which minimized the mechanical drift and noise during sequential image recording. The raw image with the size of ~1 μm, which is about four times larger than the diffraction limit of visible light, was successfully fitted by double Gaussians to quantitatively determine the curved configuration of its shape. By comparing the shape and curvature of a gliding motility, we found that the protruded portion of M. mobile correlated with, or possibly guided, its gliding direction. Considering the balance between decomposed gliding force and torque as a drag, a simple and general model that explains the curved trajectory of biomolecules under a low Reynolds number is proposed.

细菌的滑行运动不是线性的,而是某种程度上呈现出曲线轨迹。这一普遍现象可以通过蛋白质轨迹的螺旋结构(Nakane et al., 2013)或滑动机械的不对称排列(Morio et al., 2016)来解释,但这些解释尚未得到直接检验。在这里,我们引入了一个简单的假设:M. mobile的滑动轨迹是由细胞形状引导的。为了验证这一想法,在高度稳定的暗场显微镜下,对一种名为移动支原体的细菌的强度谱进行了分析,并在单细胞水平上重建了图像,该显微镜在连续图像记录过程中最大限度地减少了机械漂移和噪声。用双高斯函数成功地拟合了尺寸为~1 μm(约为可见光衍射极限的4倍)的原始图像,定量地确定了其形状的弯曲结构。通过比较一个滑行运动体的形状和曲率,我们发现M. mobile的突出部分与它的滑行方向相关,或者可能引导它的滑行方向。考虑到分解后的滑动力和扭矩之间的平衡作为阻力,提出了一个简单而通用的模型来解释生物分子在低雷诺数下的弯曲轨迹。
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引用次数: 0
Exploring hydrophilic sequence space to search for uncharted foldable proteins by AlphaFold2. 利用AlphaFold2探索亲水序列空间,寻找未知的可折叠蛋白。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-02-01 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0005
Naoki Tomita, Hiroki Onoda, Leonard M G Chavas, George Chikenji

Proteins typically fold into unique three-dimensional structures largely driven by interactions between hydrophobic amino acids. This understanding has helped improve our knowledge of protein folding. However, recent research has shown an exception to this idea, demonstrating that specific threonine-rich peptides have a strong tendency to form β-hairpin structures, even in the highly hydrophilic amino acid sequences. This finding suggests that the hydrophilic amino acid sequence space still leaves room for exploring foldable amino acid sequences. In this study, we conducted a systematic exploration of the repetitive amino acid sequence space by AlphaFold2 (AF2), with a focus on sequences composed exclusively of hydrophilic residues, to investigate their potential for adopting unique structures. As a result, the sequence space exploration suggested that several repetitive threonine-rich sequences adopt distinctive conformations and these conformational shapes can be influenced by the length of the sequence unit. Moreover, the analysis of structural dataset suggested that threonine contributes to the structural stabilization by forming non-polar atom packing that tolerates unsatisfied hydrogen bonds, and while also supporting other residues in forming hydrogen bonds. Our findings will broaden the horizons for the discovery of foldable amino acid sequences consisting solely of hydrophilic residues and help us clarify the unknown mechanisms of protein structural stabilization.

蛋白质通常折叠成独特的三维结构,主要是由疏水氨基酸之间的相互作用驱动的。这种认识有助于提高我们对蛋白质折叠的认识。然而,最近的研究表明了这一观点的一个例外,表明特定的富含苏氨酸的肽具有形成β-发夹结构的强烈倾向,即使在高度亲水的氨基酸序列中也是如此。这一发现表明亲水氨基酸序列空间仍有探索可折叠氨基酸序列的空间。在这项研究中,我们利用AlphaFold2 (AF2)对重复氨基酸序列空间进行了系统的探索,重点研究了仅由亲水性残基组成的序列,以研究它们采用独特结构的潜力。因此,序列空间探索表明,几个重复的富苏氨酸序列具有不同的构象形状,这些构象形状可能受到序列单元长度的影响。此外,对结构数据集的分析表明,苏氨酸通过形成非极性原子填料来促进结构稳定,该填料可以容忍不满足的氢键,同时也支持其他残基形成氢键。我们的发现将为发现仅由亲水性残基组成的可折叠氨基酸序列拓宽视野,并帮助我们澄清蛋白质结构稳定的未知机制。
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引用次数: 0
Improvement in positional accuracy of neural-network predicted hydration sites of proteins by incorporating atomic details of water-protein interactions and site-searching algorithm. 通过结合水-蛋白相互作用的原子细节和位点搜索算法,提高了神经网络预测蛋白质水化位点的定位精度。
IF 1.6 Q4 BIOPHYSICS Pub Date : 2025-01-30 eCollection Date: 2025-01-01 DOI: 10.2142/biophysico.bppb-v22.0004
Kochi Sato, Masayoshi Nakasako

Visualization of hydration structures over the entire protein surface is necessary to understand why the aqueous environment is essential for protein folding and functions. However, it is still difficult for experiments. Recently, we developed a convolutional neural network (CNN) to predict the probability distribution of hydration water molecules over protein surfaces and in protein cavities. The deep network was optimized using solely the distribution patterns of protein atoms surrounding each hydration water molecule in high-resolution X-ray crystal structures and successfully provided probability distributions of hydration water molecules. Despite the effectiveness of the probability distribution, the positional differences of the predicted positions obtained from the local maxima as predicted sites remained inadequate in reproducing the hydration sites in the crystal structure models. In this work, we modified the deep network by subdividing atomic classes based on the electronic properties of atoms composing amino acids. In addition, the exclusion volumes of each protein atom and hydration water molecule were taken to predict the hydration sites from the probability distribution. These information on chemical properties of atoms leads to an improvement in positional prediction accuracy. We selected the best CNN from 47 CNNs constructed by systematically varying the number of channels and layers of neural networks. Here, we report the improvements in prediction accuracy by the reorganized CNN together with the details in the architecture, training data, and peak search algorithm.

可视化整个蛋白质表面的水合结构对于理解为什么水环境对蛋白质折叠和功能至关重要是必要的。然而,实验仍然很困难。最近,我们开发了一种卷积神经网络(CNN)来预测水合水分子在蛋白质表面和蛋白质腔中的概率分布。仅利用高分辨率x射线晶体结构中每个水合水分子周围蛋白质原子的分布模式对深度网络进行了优化,并成功地提供了水合水分子的概率分布。尽管概率分布是有效的,但从局部最大值得到的预测位置作为预测位点的位置差异仍然不足以再现晶体结构模型中的水化位点。在这项工作中,我们通过根据组成氨基酸的原子的电子性质细分原子类别来修改深度网络。此外,利用各蛋白原子和水合水分子的排斥体积,从概率分布上预测水合位点。这些关于原子化学性质的信息有助于提高位置预测的准确性。通过系统地改变神经网络的通道数和层数,我们从47个CNN中选出了最好的CNN。在这里,我们报告了重组后的CNN在预测精度方面的改进,以及架构、训练数据和峰值搜索算法中的细节。
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引用次数: 0
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