PO.BCS01.01 · 生物信息与计算
CDK4/6抑制剂耐药机制:来自单细胞核测序和空间转录组学的见解
Mechanisms of resistance to CDK4/6 inhibitors: Insights from single-cell nucleus sequencing and spatial transcriptomics
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
乳腺癌发病率在全球范围内不断上升,是继肺癌之后女性中第二常见的恶性肿瘤。在其亚型中,luminal B型占病例的10-20%,并表现出更快的增殖速率。此外,其预后比luminal A型更差,4期的5年生存率仅为32%。Luminal B型肿瘤的特征是活跃的雌激素受体信号传导以及增殖相关基因(如Ki-67和E2F)的高表达,导致雌激素驱动的细胞周期进程增强。因此,阻断G1期到S期转换的CDK4/6抑制剂显示出良好的治疗结局。然而,在一部分患者中,CDK4/6抑制剂治疗诱导了从luminal型到basal样表型的转变,这与不良临床预后相关。为阐明这一表型背后的机制,我们对三名对CDK4/6抑制表现出不良应答的患者的治疗前后配对肿瘤活检样本进行了单细胞核RNA测序和空间转录组学分析。在UMAP投影和批次校正后,细胞类型注释显示总体细胞组成没有重大变化,上皮/肿瘤细胞仍占主导地位。差异表达分析显示,内皮细胞和成纤维细胞的转录变化很小,但肿瘤/上皮细胞和免疫细胞群体发生了实质性改变。聚焦于表现出最多DEGs的免疫细胞,亚聚类分析揭示治疗后固有淋巴样细胞(ILCs)显著增加,而总体免疫细胞数量在治疗后减少。细胞类型特异性DEG分析进一步识别出浆细胞、CD4⁺和CD8⁺ T细胞内实质性的转录重编程。同时,肿瘤/上皮细胞在CDK4/6抑制后表现出独特的亚型重新分布,目前正在进行详细表征。基于核测序衍生细胞类型特征的空间转录组学绘图正在进行中,以可视化治疗前后的细胞类型分布和微环境重塑。总之,我们的整合分析旨在揭示CDK4/6抑制剂耐药的机制,凸显ILC扩增、免疫重塑和上皮可塑性在luminal型到basal型转变中的潜在作用,并识别可预测治疗应答的生物标志物。
查看英文原文 English abstract
Breast cancer incidence is increasing worldwide and represents the second most common malignancy in women after lung cancer. Among its subtypes, luminal B accounts for 10-20% of cases and shows a faster proliferation rate. Also, a poorer prognosis than luminal A, with a 5-year survival rate of only 32% at stage 4. Luminal B tumors are characterized by active estrogen receptor signaling and high expression of proliferation-associated genes such as Ki-67 and E2F , leading to enhanced estrogen-driven cell cycle progression. Consequently, CDK4/6 inhibitors, which block the G1 to S phase transition, have shown favorable therapeutic outcomes. However, in a subset of patients, treatment with CDK4/6 inhibitors induces a luminal-to-basal-like phenotypic conversion, which is associated with poor clinical prognosis. To elucidate the mechanism underlying this phenotype, we performed single-nucleus RNA sequencing and spatial transcriptomic analyses on paired pre- and post-treatment tumor biopsies from three patients who exhibited poor responses to CDK4/6 inhibition. After UMAP projection and batch correction, cell type annotation revealed no major changes in the overall cellular composition, with epithelial/tumor cells remaining dominant. Differential expression analysis showed minimal transcriptional changes in endothelial and fibroblast cells but substantial alterations in tumor/epithelial and immune cell populations. Focusing on immune cells, which displayed the largest number of DEGs, subclustering analysis revealed a marked post-treatment increase in innate lymphoid cells (ILCs), while overall immune cell numbers decreased following treatment. Cell-type-specific DEG analysis further identified substantial transcriptional reprogramming within plasma cells, CD4⁺, and CD8⁺ T cells. In parallel, tumor/epithelial cells exhibited distinct subtype redistribution after CDK4/6 inhibition, which is currently under detailed characterization. Spatial transcriptomic mapping based on nucleus-seq-derived cell type signatures is underway to visualize cell-type distribution and microenvironmental remodeling before and after treatment. Collectively, our integrative analyses aim to uncover the mechanisms of CDK4/6 inhibitor resistance, highlighting the potential roles of ILC expansion, immune remodeling, and epithelial plasticity in luminal-to-basal transition, and to identify biomarkers predictive of therapeutic response.
利益披露 Disclosure
S. Bang, None..
E. Kim, None..
W. Ryu, None..
H. Jung, None..
Y. Cha, None..
J. Sohn, None..
G. Kim, None..
K. Kim, None..
B. Hwang, None.