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整合性可变剪接分析揭示 B 细胞急性淋巴细胞白血病的新预后标志物。

Integrative alternative splicing analysis reveals new prognosis signature in B-cell acute lymphoblastic leukemia.

机构信息

Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine and School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, 197 Ruijin Er Road, Shanghai 200025, P. R. China.

Department of Geriatrics and Medical Center on Aging, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, P. R. China.

出版信息

Int J Biol Sci. 2024 Aug 19;20(11):4496-4512. doi: 10.7150/ijbs.98899. eCollection 2024.

Abstract

The dysregulation of alternative splicing (AS) is increasingly recognized as a pivotal player in the pathogenesis, progression, and treatment resistance of B-cell acute lymphoblastic leukemia (B-ALL). Despite its significance, the clinical implications of AS events in B-ALL remain largely unexplored. This study developed a prognostic model based on 18 AS events (18-AS), derived from a meticulous integration of bioinformatics methodologies and advanced machine learning algorithms. The 18-AS signature observed in B-ALL distinctly categorized patients into different groups with significant differences in immune infiltration, V(D)J rearrangement, drug sensitivity, and immunotherapy outcomes. Patients classified within the high 18-AS group exhibited lower immune infiltration scores, poorer chemo- and immune-therapy responses, and worse overall survival, underscoring the model's potential in refining therapeutic strategies. To validate the clinical applicability of the 18-AS, we established an SF-AS regulatory network and identified candidate drugs. More importantly, we conducted in vitro cell proliferation assays to confirm our analysis, demonstrating that the High-18AS cell line (SUP-B15) exhibited significantly enhanced sensitivity to Dasatinib, Dovitinib, and Midostaurin compared to the Low-18AS cell line (REH). These findings reveal AS events as novel prognostic biomarkers and therapeutic targets, advancing personalized treatment strategies in B-ALL management.

摘要

剪接(AS)的失调越来越被认为是 B 细胞急性淋巴细胞白血病(B-ALL)发病机制、进展和治疗耐药的关键因素。尽管其意义重大,但 AS 事件在 B-ALL 中的临床意义在很大程度上仍未得到探索。本研究基于 18 个 AS 事件(18-AS),开发了一个预后模型,这些事件源自生物信息学方法和先进机器学习算法的精心整合。在 B-ALL 中观察到的 18-AS 特征将患者明显分为不同的组,这些组在免疫浸润、V(D)J 重排、药物敏感性和免疫治疗结果方面存在显著差异。被分类为高 18-AS 组的患者表现出较低的免疫浸润评分、较差的化疗和免疫治疗反应以及更差的总生存,这凸显了该模型在改进治疗策略方面的潜力。为了验证 18-AS 的临床适用性,我们建立了 SF-AS 调控网络并鉴定了候选药物。更重要的是,我们进行了体外细胞增殖实验来验证我们的分析,结果表明与低 18-AS 细胞系(REH)相比,高 18-AS 细胞系(SUP-B15)对达沙替尼、多韦替尼和米哚妥林表现出显著增强的敏感性。这些发现揭示了 AS 事件作为新的预后生物标志物和治疗靶点,为 B-ALL 管理中的个性化治疗策略提供了依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8567/11380455/ad2180087cde/ijbsv20p4496g001.jpg

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