Mass-Spectrometry-Identified Quality Markers of Jingtong Granules Are Predicted to Engage Upregulated Neutrophil Granule Enzymes in Cervical Spondylotic Radiculopathy: An Integrative Machine-Learning and Molecular-Dynamics Study

IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS
Guangyi Yang, Changxiao Han, Hongtao Li, Lijie Chang, Wenlong Qiu, Jiacheng Zheng, Bochen Peng, Hanbin Liu, Xunlu Yin, Minshan Feng
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引用次数: 0

Abstract

Rationale

Jingtong Granules is a clinically approved seven-herb formula for CSR, a condition in which radicular pain is sustained partly by inflammatory and immune processes, yet the immune-cellular state of CSR and the immune-level mechanism of the formula remain poorly defined.

Methods

Using peripheral-blood transcriptomes from GSE223227 (7 controls, 9 CSR, and 30 degenerative cervical myelopathy), we profiled nine immune lineages by signature scoring, prioritized CSR-associated features with six machine-learning methods under permutation-based specificity testing, localized signature genes on the Human Protein Atlas sorted immune-cell reference, and linked the immune program to mass-spectrometry-confirmed constituents of Jingtong Granules by network pharmacology, molecular docking, molecular dynamics, and MM-GBSA. Two-level Mendelian randomization against cervical-specific FinnGen endpoints tested genetic causal directionality.

Results

CSR blood showed a bidirectional immune-rebalancing pattern: reduced NK-cell activity (p = 0.0164), increased M1-macrophage activity (p = 0.0311), and directionally higher neutrophil and lower CD8-cytotoxic scores. The neutrophil/myeloid effector program discriminated CSR from controls (AUROC 0.79), exceeding a size-matched random-panel null, whereas a generic NF-κB/TNF panel performed near chance; a composite rebalancing score reached a preliminary AUROC of 0.90 (95% CI 0.71–1.00). Network pharmacology nominated MPO as a formula-associated immune target, whereas patient-upregulated, neutrophil-localized ELANE and CTSG were prioritized as structurally tractable granule enzymes. The validated quality markers nodakenin and paeoniflorin docked favorably to ELANE and CTSG and remained in their catalytic pockets during molecular dynamics, with MM-GBSA binding free energies of −16.0 to −33.5 kcal/mol. Both markers also showed favorable drug-like physicochemical profiles. Mendelian randomization gave no support for an upstream genetic-causal role of the myeloid-skewed immune state in cervical disk disorders or radiculopathy.

Conclusions

These exploratory, single-cohort findings characterize CSR peripheral blood as myeloid-skewed and cytotoxic-attenuated and nominate a traceable constituent-to-enzyme hypothesis in which mass-spectrometry-confirmed Jingtong Granules markers may engage patient-upregulated neutrophil granule enzymes, warranting replication and experimental validation.

质谱鉴定的精通颗粒质量标记物预测在神经根型颈椎病中参与上调的中性粒细胞颗粒酶:一项综合机器学习和分子动力学研究。
理由:经痛颗粒是一种经临床批准的七味方,用于治疗神经根性疼痛,神经根性疼痛部分由炎症和免疫过程维持,但神经根性疼痛的免疫细胞状态和该方的免疫水平机制尚不明确。方法:利用来自GSE223227的外周血转录组(7个对照组,9个CSR和30个退行性脊髓型颈椎病),我们通过签名评分分析了9个免疫谱系,在基于置换的特异性测试下,用6种机器学习方法对CSR相关特征进行了优先排序,在人类蛋白质图谱上定位了签名基因,分类了免疫细胞参考,并通过网络药理学将免疫程序与经质谱证实的靖通颗粒成分联系起来。分子对接、分子动力学和MM-GBSA。针对宫颈特异性FinnGen终点的两水平孟德尔随机化测试了遗传因果方向性。结果:CSR血呈现双向免疫再平衡模式:nk细胞活性降低(p = 0.0164), m1 -巨噬细胞活性升高(p = 0.0311),中性粒细胞评分定向升高,cd8细胞毒性评分定向降低。中性粒细胞/髓细胞效应程序将CSR与对照组区分开来(AUROC为0.79),超过了大小匹配随机面板的零值,而通用NF-κB/TNF面板的表现接近机会;复合再平衡评分初步AUROC为0.90 (95% CI 0.71-1.00)。网络药理学将MPO指定为配方相关的免疫靶标,而患者上调的、中性粒细胞定位的ELANE和CTSG被优先考虑为结构上可处理的颗粒酶。经验证的质量标记nodakenin和paononiflorin在分子动力学过程中与ELANE和CTSG良好对接并保持在其催化口袋中,MM-GBSA结合自由能为-16.0 ~ -33.5 kcal/mol。这两种标记物也显示出良好的药物样理化特征。孟德尔随机化不支持髓系偏斜免疫状态在颈椎间盘疾病或神经根病中的上游遗传因果作用。结论:这些探索性的单队列研究结果将CSR外周血表征为骨髓倾斜和细胞毒性减弱,并提出了一种可追溯的成分-酶假说,其中质谱证实的靖通颗粒标记物可能与患者上调的中性粒细胞颗粒酶有关,从而保证了复制和实验验证。
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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来源期刊
CiteScore
4.10
自引率
5.00%
发文量
219
审稿时长
2.6 months
期刊介绍: Rapid Communications in Mass Spectrometry is a journal whose aim is the rapid publication of original research results and ideas on all aspects of the science of gas-phase ions; it covers all the associated scientific disciplines. There is no formal limit on paper length ("rapid" is not synonymous with "brief"), but papers should be of a length that is commensurate with the importance and complexity of the results being reported. Contributions may be theoretical or practical in nature; they may deal with methods, techniques and applications, or with the interpretation of results; they may cover any area in science that depends directly on measurements made upon gaseous ions or that is associated with such measurements.
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