Identification and functional characterization of ASCC2 as a diagnostic biomarker and immune regulatory hub in Kawasaki disease.

IF 2.7 3区 医学 Q2 RHEUMATOLOGY
Benyong Mi, Lingling Zhang, Songtao Tang, Chaolin Li
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引用次数: 0

Abstract

Background: Kawasaki disease (KD) is an acute systemic vasculitis in children, yet its molecular mechanisms remain incompletely understood. This study aimed to identify downregulated candidate diagnostic biomarkers and subsequently investigate the potential functional relevance of a prioritized candidate gene in KD.

Methods: Bulk transcriptomic data from GSE73461 were used for biomarker discovery and model development, while GSE68004 was used for independent external validation. Single-cell RNA sequencing data from GSE168732 were further analyzed to investigate the cellular and regulatory characteristics of the identified genes. Differential expression analysis, WGCNA, machine learning algorithms, CellChat, and scTenifold-based perturbation analysis were performed. Functional investigation of the prioritized candidate ASCC2 was performed in TNF-α-stimulated HUVECs using siRNA-mediated knockdown.

Results: Three consistently downregulated genes (EPB42, RUNDC3A, and ASCC2) were identified as candidate diagnostic biomarkers for KD. The three-gene model achieved an AUC of 0.903 in the discovery cohort and 0.948 in the independent GSE68004 cohort. In clinically relevant febrile controls, the model showed moderate discrimination between KD and human adenovirus infection (AUC = 0.830) and between KD and Group A streptococcal infection (AUC = 0.769). Among the three genes, ASCC2 was prioritized for further biological investigation based on its associations with immune-cell populations. Single-cell analyses revealed altered intercellular communication and cell-type-specific ASCC2 expression patterns, while in silico perturbation analysis implicated ASCC2 in NK-cell cytotoxicity and cell-cycle-related regulatory programs. In TNF-α-stimulated HUVECs, ASCC2 knockdown reduced CCK-8-derived metabolic activity and induced G0/G1 cell-cycle arrest.

Conclusions: Our findings identify EPB42, RUNDC3A, and ASCC2 as a reproducible molecular signature associated with KD. The signature robustly discriminated KD from healthy controls and showed moderate discriminatory ability against clinically relevant febrile infections, supporting its potential utility as an adjunctive molecular marker rather than a standalone diagnostic tool. Among these genes, ASCC2 was further investigated as a candidate immune-related regulator through computational and endothelial-cell functional analyses. These findings support the diagnostic potential of the three-gene panel while providing preliminary mechanistic insights into ASCC2 in KD. Key Points • EPB42, RUNDC3A, and ASCC2 were identified as a downregulated molecular signature associated with Kawasaki disease and independently validated in GSE68004. • ASCC2 was prioritized for single-cell and in silico perturbation analyses, which suggested associations with NK-cell cytotoxicity and cell-cycle-related regulatory programs. • ASCC2 depletion in TNF-α-stimulated HUVECs reduced cell viability/metabolic activity and increased G0/G1-phase accumulation under inflammatory conditions.

ASCC2作为川崎病诊断生物标志物和免疫调节中心的鉴定和功能表征
背景:川崎病(Kawasaki disease, KD)是一种儿童急性全身性血管炎,其分子机制尚不完全清楚。本研究旨在确定下调的候选诊断生物标志物,并随后研究KD中优先候选基因的潜在功能相关性。方法:GSE73461的大量转录组数据用于生物标志物发现和模型开发,而GSE68004用于独立的外部验证。进一步分析GSE168732的单细胞RNA测序数据,研究鉴定基因的细胞和调控特性。进行差异表达分析、WGCNA、机器学习算法、CellChat和基于sctenifold的微扰分析。在TNF-α-刺激的HUVECs中,使用sirna介导的敲低对优先候选ASCC2进行功能研究。结果:三个持续下调的基因(EPB42、RUNDC3A和ASCC2)被确定为KD的候选诊断生物标志物。该三基因模型在发现队列中的AUC为0.903,在独立的GSE68004队列中的AUC为0.948。在临床相关发热对照中,该模型对KD与人腺病毒感染(AUC = 0.830)和A群链球菌感染(AUC = 0.769)有中等程度的区分。在这三个基因中,ASCC2因其与免疫细胞群的关联而被优先考虑进行进一步的生物学研究。单细胞分析揭示了细胞间通讯和细胞类型特异性ASCC2表达模式的改变,而在硅微扰分析中,ASCC2与nk细胞的细胞毒性和细胞周期相关的调控程序有关。在TNF-α-刺激的HUVECs中,ASCC2敲低可降低cck -8衍生的代谢活性,并诱导G0/G1细胞周期阻滞。结论:我们的研究结果确定EPB42、RUNDC3A和ASCC2是与KD相关的可重复的分子特征。该特征可以将KD与健康对照区分开来,并显示出对临床相关发热感染的中等区分能力,支持其作为辅助分子标记的潜在用途,而不是独立的诊断工具。在这些基因中,通过计算和内皮细胞功能分析,ASCC2作为候选免疫相关调节因子被进一步研究。这些发现支持了三基因小组的诊断潜力,同时提供了ASCC2在KD中的初步机制见解。•EPB42、RUNDC3A和ASCC2被鉴定为与川崎病相关的下调分子特征,并在GSE68004中独立验证。•ASCC2优先用于单细胞和硅微扰分析,这表明它与nk细胞的细胞毒性和细胞周期相关的调控程序有关。•TNF-α-刺激的HUVECs中ASCC2缺失降低了细胞活力/代谢活性,并增加了炎症条件下G0/ g1期积累。
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来源期刊
Clinical Rheumatology
Clinical Rheumatology 医学-风湿病学
CiteScore
6.90
自引率
2.90%
发文量
441
审稿时长
3 months
期刊介绍: Clinical Rheumatology is an international English-language journal devoted to publishing original clinical investigation and research in the general field of rheumatology with accent on clinical aspects at postgraduate level. The journal succeeds Acta Rheumatologica Belgica, originally founded in 1945 as the official journal of the Belgian Rheumatology Society. Clinical Rheumatology aims to cover all modern trends in clinical and experimental research as well as the management and evaluation of diagnostic and treatment procedures connected with the inflammatory, immunologic, metabolic, genetic and degenerative soft and hard connective tissue diseases.
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