Protein Secondary Structure Patterns in Short-Range Cross-Link Atlas.

Alice Vetrano, Alessio Di Ianni, Nico Di Fonte, Gianluca Dell'Orletta, Samantha Reale, Isabella Daidone, Claudio Iacobucci
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Abstract

Cross-linking mass spectrometry (XL-MS) has become a powerful tool in structural biology for investigating protein structure, dynamics, and interactomics. However, short-range cross-links, defined as those connecting residues fewer than 20 positions apart, have traditionally been considered less informative and largely overlooked, leaving significant data unexplored in a systematic manner. Here, we present a system-wide analysis of short-range cross-links, demonstrating their intrinsic correlation with protein secondary structure. We introduce the X-SPAN (Cross-link Structural Pattern Analyzer) software, which integrates publicly available XL-MS datasets from system-wide experiments with AlphaFold-predicted protein structures. Our analysis reveals distinct cross-linking patterns that reflect the spatial constraints imposed by secondary structural elements. Specifically, α-helices exhibit periodic cross-linking patterns consistent with their characteristic helical pitch, whereas coils and β-strands display nearly monotonic distributions. A context-dependent protein grammar reinforces short-range cross-link specificity. Short-range cross-links can enhance the statistical inference of secondary structures within integrative modeling workflows. Additionally, our work establishes a framework for benchmarking AlphaFold's local prediction accuracy and provides novel quality control criteria for XL-MS experiments. We anticipate that X-SPAN and our short-range cross-link database will serve as a valuable resource for exploring local secondary structure rearrangements and their potential roles in protein function and allosteric regulation.

近程交联图谱中的蛋白质二级结构模式。
交联质谱(XL-MS)已成为结构生物学中研究蛋白质结构、动力学和相互作用学的有力工具。然而,短程交联,定义为那些连接残基少于20个位置,传统上被认为信息较少,很大程度上被忽视,留下了重要的数据未被系统地探索。在这里,我们提出了一个全系统的短程交联分析,证明了它们与蛋白质二级结构的内在相关性。我们介绍了X-SPAN(交叉链接结构模式分析仪)软件,该软件集成了来自系统范围实验的公开可用的xml - ms数据集和alphafold预测的蛋白质结构。我们的分析揭示了不同的交联模式,反映了二级结构元素施加的空间约束。具体来说,α-螺旋表现出与其特征螺旋节距一致的周期性交联模式,而线圈和β-链则表现出几乎单调的分布。上下文依赖的蛋白质语法强化了短距离交联特异性。短程交联可以增强综合建模工作流中二级结构的统计推断能力。此外,我们的工作为AlphaFold的局部预测准确性建立了基准测试框架,并为xml - ms实验提供了新的质量控制标准。我们预计X-SPAN和我们的短程交联数据库将成为探索局部二级结构重排及其在蛋白质功能和变构调节中的潜在作用的宝贵资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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