基于 DNA 超分子水凝胶的保护性 NK 细胞储库用于增强三阴性乳腺癌治疗
Protective NK Cell Reservoir Based on DNA Supramolecular Hydrogel for Enhanced Triple-Negative Breast Cancer Therapy.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:A multigene model for response stratification to neoadjuvant chemotherapy in triple negative breast cancer.
A multigene model for response stratification to neoadjuvant chemotherapy in triple negative breast cancer.
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大约一半的三阴性乳腺癌(TNBC)患者在接受新辅助化疗(NAC)后达到病理完全缓解(pCR),这与良好的预后相关。相反,对于NAC反应不佳的患者,显然需要采取更有效的治疗策略。准确预测肿瘤反应有助于实施更个性化和有效的治疗策略。在这项回顾性多中心研究中,分析了2013年至2022年间接受治疗的TNBC患者NAC前穿刺活检的福尔马林固定石蜡包埋组织。临床、病理和转录组数据被整合到一个预测模型中,采用留一法设计,以预测对NAC的反应,随后在一个独立数据集中进行外部验证。共纳入204例患者,包括87例良好反应者和117例不良反应者。基于转录组的预测模型显示,除一例样本外,所有样本均被正确聚类到良好反应者或不良反应者类别中。外部验证显示,使用31基因特征预测对NAC良好反应的准确率为85%。另一方面,在该外部队列中,预测非pCR的效果并不显著,因为仅有58%被正确预测。
本研究表明,31基因预测模型可能有助于识别仅接受NAC后可能达到pCR的TNBC患者。这些患者可能不需要治疗强化,例如添加免疫治疗,从而最大限度地减少暴露于不必要的治疗相关毒性,并降低相关的医疗成本。尽管如此,在走向临床实施之前,仍需进一步优化和前瞻性验证。
Around half of triple negative breast cancer (TNBC) patients achieve a pathological complete response (pCR) based on neoadjuvant chemotherapy (NAC), which is associated with a good outcome. Conversely, in patients with a poor response to NAC, there is a clear need to administer more effective therapeutic strategies. Accurate prediction of tumor response could enable the implementation of more personalized and effective treatment strategies. In this retrospective multicenter study, formalin-fixed paraffin-embedded tissues of pre-NAC needle biopsies from TNBC patients treated between 2013 and 2022 were analyzed.
Clinical, pathological, and transcriptomic data were combined in a prediction model, using a leave-one-out design, to predict the response to NAC, followed by external validation in an independent dataset. In total, 204 patients were included, comprising 87 good responders and 117 poor responders.
A transcriptomic based prediction model showed that all samples but one clustered correctly in the good or the poor responder category. External validation showed an accuracy of 85% in predicting a good response to NAC, using a 31-gene signature. On the other hand, prediction of having a non-pCR was not substantial in this external cohort, since only 58% were predicted correctly.
This study suggests that a 31-gene prediction model may help identify TNBC patients who are likely to achieve a pCR following NAC alone. These patients may not require therapeutic intensification, such as addition of immunotherapy, thereby minimizing exposure to unnecessary treatment-related toxicity and reducing associated healthcare costs. Nonetheless, further optimization and prospective validation are needed prior to moving towards clinical implementation.
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