Purwin Timothy J, Caksa Signe, Sacan Ahmet, Capparelli Claudia, Aplin Andrew E
Department of Pharmacology, Physiology, and Cancer Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA.
School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA.
iScience. 2023 Jul 25;26(9):107472. doi: 10.1016/j.isci.2023.107472. eCollection 2023 Sep 15.
Evidence is mounting for cross-resistance between immune checkpoint and targeted kinase inhibitor therapies in cutaneous melanoma patients. Since the loss of the transcription factor, SOX10, causes tolerance to MAPK pathway inhibitors, we used bioinformatic techniques to determine if reduced SOX10 expression/activity is associated with immune checkpoint inhibitor resistance. We integrated SOX10 ChIP-seq, knockout RNA-seq, and knockdown ATAC-seq data from melanoma cell models to develop a robust SOX10 gene signature. We used computational methods to validate this signature as a measure of SOX10-dependent activity in independent single-cell and bulk RNA-seq SOX10 knockdown, cell line panel, and MAPK inhibitor drug-resistant datasets. Evaluation of patient single-cell RNA-seq data revealed lower levels of SOX10-dependent transcripts in immune checkpoint inhibitor-resistant tumors. Our results suggest that SOX10-deficient melanoma cells are associated with cross-resistance between targeted and immune checkpoint inhibitors and highlight the need to identify therapeutic strategies that target this subpopulation.
越来越多的证据表明,皮肤黑色素瘤患者中免疫检查点疗法和靶向激酶抑制剂疗法之间存在交叉耐药性。由于转录因子SOX10的缺失会导致对MAPK通路抑制剂产生耐受性,我们使用生物信息学技术来确定SOX10表达/活性降低是否与免疫检查点抑制剂耐药性相关。我们整合了来自黑色素瘤细胞模型的SOX10染色质免疫沉淀测序(ChIP-seq)、基因敲除RNA测序(RNA-seq)和基因敲低染色质可及性测序(ATAC-seq)数据,以建立一个强大的SOX10基因特征。我们使用计算方法来验证这一特征,将其作为独立单细胞和批量RNA-seq中SOX10基因敲低、细胞系面板和MAPK抑制剂耐药数据集里SOX10依赖性活性的一种度量。对患者单细胞RNA-seq数据的评估显示,在免疫检查点抑制剂耐药肿瘤中,SOX10依赖性转录本水平较低。我们的结果表明,SOX10缺陷的黑色素瘤细胞与靶向抑制剂和免疫检查点抑制剂之间的交叉耐药性有关,并强调了识别针对这一亚群的治疗策略的必要性。