PO.CL01.12 · 临床研究
曲妥珠单抗德鲁替康治疗的转移性乳腺癌的空间转录组学识别候选应答和耐药因素
Spatial transcriptomics of trastuzumab deruxtecan-treated metastatic breast cancer identifies candidate response and resistance factors
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
背景:曲妥珠单抗德鲁替康(T-DXd)是一种靶向HER2的抗体药物偶联物,已获批用于HER2阳性、低表达和"超低"表达的转移性乳腺癌(mBC)。然而,用于预测应答或耐药的可靠组织生物标志物尚不明确。我们对来自耶鲁纽黑文医院的41例T-DXd治疗的mBC样本应用GeoMx®数字空间分析,以识别与治疗结局相关的空间信息基因表达标志物。
方法:采集了41例接受T-DXd治疗的mBC患者(5例HER2+、28例HER2-/HR+、8例TNBC)的活检组织。患者被分类为应答者(治疗时间>6个月,N=26)或非应答者(≤6个月,N=15)。从这些样本制备组织转移阵列用于数字空间分析。使用GeoMx®人类全转录组图谱RNA分析,在肿瘤(CK+)、免疫(CD45+)和基质(CK-和CD45-)区段上进行空间分析。测序数据在Nanostring平台上处理。对于每个区段,使用带有Benjamini-Hochberg校正的线性混合模型识别应答者与非应答者之间的差异表达基因(DEG)。过度代表分析使用Enrichr基因集;基因集富集分析(GSEA)使用KEGG和Reactome通路。
结果:来自41例患者活检的511个区段中超过10,000个基因通过了质量控制。在肿瘤区段中,应答者上调的20个基因包括早期雌激素应答(MUC1、MLPH、MAST4)、细胞外基质(ECM1)和整合素信号通路(COL4A5、NTN4)。非应答者显示37个富集于泛素特异性蛋白酶(ADRM1、PSMB1、PSMA7、UBA52)的基因上调。GSEA表明非应答者肿瘤区段中APC/Cdc20介导的降解通路增加。在免疫和基质区段中,应答者上调的12个基因包括免疫细胞迁移的负调节因子(RGS1、RGS5)。非应答者上调53个基因,包括肿瘤相关巨噬细胞标志物(APOE、APOC1、SPARC、SERPINA1)和癌症相关成纤维细胞标志物(FN1、POSTN、COL1A1/2)。GSEA显示应答者免疫和基质区段中富集免疫球蛋白介导的免疫应答、抗原加工和ECM组织通路。
结论:空间转录组学揭示了与mBC中T-DXd应答和耐药相关的DEG。应答者富集早期雌激素应答和ECM/整合素信号通路,而非应答者显示泛素-蛋白酶体通路以及肿瘤相关巨噬细胞/癌症相关成纤维细胞基因特征的上调。这些发现的验证正在进行中,目标是找到能够提供超越ADC靶点测量的预测价值的生物标志物。
查看英文原文 English abstract
Background: Trastuzumab deruxtecan (T-DXd) is a HER2-targeting antibody-drug conjugate approved for metastatic breast cancer (mBC) with HER2-positive, low, and “ultralow” expression. However, reliable tissue biomarkers for predicting response or resistance are poorly understood. We applied GeoMx® digital spatial profiling to 41 T-DXd-treated mBC samples from Yale New Haven Hospital to identify spatially-informed gene expression markers linked to therapy outcomes.
Methods: Biopsies from 41 mBC patients treated with T-DXd (5 HER2+, 28 HER2-/HR+, 8 TNBC) were collected. Patients were classified as responders (time-on-treatment >6 months, N=26) or non-responders (≤6 months, N=15). Tissue transfer arrays from these samples were prepared for digital spatial profiling. Spatial profiling was performed on tumor (CK+), immune (CD45+), and stroma (CK- and CD45-) segments using the GeoMx® human whole transcriptome atlas RNA assay. Sequencing data was processed on the Nanostring platform. For each segment, differentially expressed genes (DEGs) between responders and non-responders were identified using a linear mixed model with Benjamini-Hochberg correction. Over-representation analysis used Enrichr gene sets; gene set enrichment analysis (GSEA) used KEGG and Reactome pathways.
Results: Over 10,000 genes in 511 segments from 41 patient biopsies passed quality control. In tumor segments, 20 genes upregulated in responders included early estrogen response (MUC1, MLPH, MAST4), extracellular matrix (ECM1), and integrin signaling pathways (COL4A5, NTN4). Non-responders showed upregulation of 37 genes enriched for ubiquitin-specific proteases (ADRM1, PSMB1, PSMA7, UBA52). GSEA indicated increased APC/Cdc20 mediated degradation pathways in non-responder tumor segments. In immune and stroma segments, 12 upregulated genes in responders included negative regulators of immune cell trafficking (RGS1, RGS5). Non-responders upregulated 53 genes, including markers of tumor-associated macrophages (APOE, APOC1, SPARC, SERPINA1) and cancer-associated fibroblasts (FN1, POSTN, COL1A1/2). GSEA showed enrichment for immunoglobulin-mediated immune response, antigen processing, and ECM organization pathways in responder immune and stroma segments.
Conclusions: Spatial transcriptomics revealed DEGs associated with T-DXd response and resistance in mBC. Responders were enriched for early estrogen response and ECM/integrin signaling pathways, whereas non-responders showed upregulation of ubiquitin-proteasome pathways and tumor-associated macrophage/cancer-associated fibroblast gene signatures. Validation of these findings is underway with the goal of finding biomarkers that provide predictive value beyond measurement of ADC target.
利益披露 Disclosure
C. J. Robbins, None..
M. He, None..
J. Benanto, None..
Y. Bai, None..
I. E. Krop, None.