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单细胞转录组学揭示了与乳腺癌细胞系中CDK4/6抑制剂耐药性相关的生物标志物异质性。

Single-cell transcriptomics reveals biomarker heterogeneity linked to CDK4/6 Inhibitor resistance in breast cancer cell lines.

作者信息

Migliaccio Ilenia, Bonechi Martina, Romagnoli Dario, Boccalini Giulia, Galardi Francesca, Guarducci Cristina, Nardone Agostina, Schiff Rachel, Biganzoli Laura, Malorni Luca, Benelli Matteo

机构信息

Translational Research Unit, Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.

Department of Oncology, Hospital of Prato, Azienda USL Toscana Centro, Prato, Italy.

出版信息

NPJ Breast Cancer. 2025 Jul 31;11(1):82. doi: 10.1038/s41523-025-00803-1.

DOI:10.1038/s41523-025-00803-1
PMID:40738893
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12311131/
Abstract

Cyclin dependent kinases 4 and 6 inhibitors have brought great improvements in the treatment of luminal breast cancer, but resistance is a major clinical hurdle. Multiple biomarkers of resistance have been proposed, but none is currently utilized in clinical practice. By performing single-cell RNA sequencing of seven palbociclib-naïve luminal breast cancer cell lines and palbociclib-resistant derivatives, we show that established biomarkers and pathways related to CDK4/6i resistance present marked intra- and inter- cell-line heterogeneity. Transcriptional features of resistance could be already observed in naïve cells correlating with levels of sensitivity (IC50) to palbociclib. Resistant derivatives showed transcriptional clusters that significantly varied for proliferative, estrogen response signatures or MYC targets. This marked heterogeneity was validated in the FELINE trial where, compared to the sensitive ones, ribociclib-resistant tumors developed higher clonal diversity at genetic level and showed greater trascriptional variability for genes associated with resistance. A potential signature of resistance inferred from the cell-line models, positively enriched for MYC targets and negatively enriched for estrogen response markers, was probed on the FELINE trial, separating sensitive from resistant tumors and revealing higher heterogeneity in resistant versus sensitive cells. These data suggest that heterogeneity for CDK4/6 inhibitors resistant markers might facilitate the development of resistance and challenge the validation of clinical biomarkers.

摘要

细胞周期蛋白依赖性激酶4和6抑制剂在管腔型乳腺癌的治疗中带来了巨大改善,但耐药性是一个主要的临床障碍。已经提出了多种耐药生物标志物,但目前在临床实践中均未得到应用。通过对七个未使用过哌柏西利的管腔型乳腺癌细胞系及其哌柏西利耐药衍生物进行单细胞RNA测序,我们发现与CDK4/6抑制剂耐药相关的既定生物标志物和信号通路存在显著的细胞内和细胞间异质性。在未使用过药物的细胞中就已经可以观察到与对哌柏西利的敏感性水平(IC50)相关的耐药转录特征。耐药衍生物显示出在增殖、雌激素反应特征或MYC靶点方面有显著差异的转录簇。这种显著的异质性在FELINE试验中得到了验证,在该试验中,与敏感肿瘤相比,瑞博西尼耐药肿瘤在基因水平上产生了更高的克隆多样性,并且在与耐药相关的基因上表现出更大的转录变异性。从细胞系模型推断出的一种潜在耐药特征,在FELINE试验中进行了验证,该特征对MYC靶点呈阳性富集,对雌激素反应标志物呈阴性富集,能够区分敏感肿瘤和耐药肿瘤,并揭示出耐药细胞与敏感细胞相比具有更高的异质性。这些数据表明,CDK4/6抑制剂耐药标志物的异质性可能会促进耐药性的发展,并对临床生物标志物的验证提出挑战。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/ecc4b4105a55/41523_2025_803_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/fa4e5efd93db/41523_2025_803_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/9f84804b957a/41523_2025_803_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/ecc4b4105a55/41523_2025_803_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/fa4e5efd93db/41523_2025_803_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/9f84804b957a/41523_2025_803_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49aa/12311131/ecc4b4105a55/41523_2025_803_Fig3_HTML.jpg

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本文引用的文献

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Comparative biological activity of palbociclib and ribociclib in hormone receptor-positive breast cancer.帕博西尼和瑞博西尼在激素受体阳性乳腺癌中的比较生物学活性。
Sci Rep. 2024 Jul 11;14(1):16030. doi: 10.1038/s41598-024-67126-2.
2
Non-canonical pathway for Rb inactivation and external signaling coordinate cell-cycle entry without CDK4/6 activity.非经典 Rb 失活途径与外部信号协同作用,在没有 CDK4/6 活性的情况下协调细胞周期进入。
Nat Commun. 2023 Nov 29;14(1):7847. doi: 10.1038/s41467-023-43716-y.
3
Sequential activation of E2F via Rb degradation and c-Myc drives resistance to CDK4/6 inhibitors in breast cancer.
通过 Rb 降解和 c-Myc 的顺序激活 E2F 驱动乳腺癌对 CDK4/6 抑制剂的耐药性。
Cell Rep. 2023 Nov 28;42(11):113198. doi: 10.1016/j.celrep.2023.113198. Epub 2023 Oct 21.
4
Distinct Mechanisms of Resistance to CDK4/6 Inhibitors Require Specific Subsequent Treatment Strategies: One Size Does Not Fit All.对 CDK4/6 抑制剂的耐药机制具有明显差异,需要特定的后续治疗策略:一种方法并不适合所有情况。
Cancer Res. 2023 Oct 2;83(19):3165-3167. doi: 10.1158/0008-5472.CAN-23-2608.
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High p16 expression and heterozygous RB1 loss are biomarkers for CDK4/6 inhibitor resistance in ER breast cancer.高 p16 表达和 RB1 杂合性缺失是 ER 型乳腺癌中 CDK4/6 抑制剂耐药的生物标志物。
Nat Commun. 2022 Sep 7;13(1):5258. doi: 10.1038/s41467-022-32828-6.
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