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放射组学可预测激素受体阳性转移性乳腺癌对CDK4/6抑制剂的早期反应。

Radiomic predicts early response to CDK4/6 inhibitors in hormone receptor positive metastatic breast cancer.

作者信息

Khorrami Mohammadhadi, Viswanathan Vidya Sakar, Reddy Priyanka, Braman Nathaniel, Kunte Siddharth, Gupta Amit, Abraham Jame, Montero Alberto J, Madabhushi Anant

机构信息

Department of Biomedical Engineering, Emory University, Atlanta, GA, USA.

Department of Medicine, Division of Hematology and Oncology, University Hospitals/Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, USA.

出版信息

NPJ Breast Cancer. 2023 Aug 11;9(1):67. doi: 10.1038/s41523-023-00574-7.

Abstract

The combination of Cyclin-dependent kinase 4/6 inhibitors (CDK4/6i) and endocrine therapy (ET) is the standard of care for hormone receptor-positive (HR + ), human epidermal growth factor receptor 2-negative (HER2-) metastatic breast cancer (MBC). Currently, there are no robust biomarkers that can predict response to CDK4/6i, and it is not clear which patients benefit from this therapy. Since MBC patients with liver metastases have a poorer prognosis, developing predictive biomarkers that could identify patients likely to respond to CDK4/6i is clinically important. Here we show the ability of imaging texture biomarkers before and a few cycles after CDK4/6i therapy, to predict early response and overall survival (OS) on 73 MBC patients with known liver metastases who received palbociclib plus ET from two sites. The delta radiomic model was associated with OS in validation set (HR: 2.4; 95% CI, 1.06-5.6; P = 0.035; C-index = 0.77). Compared to RECIST response, delta radiomic features predicted response with area under the curve (AUC) = 0.72, 95% confidence interval (CI) 0.67-0.88. Our study revealed that radiomics features can predict a lack of response earlier than standard anatomic/RECIST 1.1 assessment and warrants further study and clinical validation.

摘要

细胞周期蛋白依赖性激酶4/6抑制剂(CDK4/6i)与内分泌治疗(ET)联合使用是激素受体阳性(HR +)、人表皮生长因子受体2阴性(HER2-)转移性乳腺癌(MBC)的标准治疗方案。目前,尚无可靠的生物标志物能够预测对CDK4/6i的反应,也不清楚哪些患者能从该治疗中获益。由于发生肝转移的MBC患者预后较差,因此开发能够识别可能对CDK4/6i有反应的患者的预测性生物标志物具有重要的临床意义。在此,我们展示了在CDK4/6i治疗前及治疗几个周期后的影像纹理生物标志物预测73例已知有肝转移且在两个地点接受哌柏西利联合ET治疗的MBC患者早期反应和总生存期(OS)的能力。在验证集中,增量放射组学模型与OS相关(风险比:2.4;95%置信区间,1.06 - 5.6;P = 0.035;C指数 = 0.77)。与实体瘤疗效评价标准(RECIST)反应相比,增量放射组学特征预测反应的曲线下面积(AUC) = 0.72,95%置信区间(CI)为0.67 - 0.88。我们的研究表明,放射组学特征比标准的解剖学/RECIST 1.1评估能更早地预测无反应情况,值得进一步研究和临床验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9cf4/10421862/3a5ba8f5c774/41523_2023_574_Fig1_HTML.jpg

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