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经过验证的T细胞放射组学评分与多中心立体定向体部放疗和帕博利珠单抗治疗后的临床结果相关。

A Validated T Cell Radiomics Score Is Associated With Clinical Outcomes Following Multisite SBRT and Pembrolizumab.

作者信息

Korpics Mark C, Polley Mei-Yin, Bhave Sandeep R, Redler Gage, Pitroda Sean P, Luke Jason J, Chmura Steven J

机构信息

Department of Radiation and Cellular Oncology, University of Chicago Medical Center, Chicago, Illinois.

Department of Public Health Sciences, University of Chicago, Chicago, Illinois.

出版信息

Int J Radiat Oncol Biol Phys. 2020 Sep 1;108(1):189-195. doi: 10.1016/j.ijrobp.2020.06.026. Epub 2020 Jun 20.

Abstract

PURPOSE

Combining immune checkpoint blockade (ICB) with stereotactic body radiation therapy (SBRT) may improve the local response to radiation and the systemic response to immunotherapy. However, no prognostic markers exist to identify patients likely to benefit from combined therapy. The degree of T cell-mediated immunity, which can be quantified with radiomics using computed tomography (CT) imaging, is predictive of immunotherapy response. Herein we investigated whether a validated T cell radiomics score (RS) is correlated with clinical outcomes after multisite SBRT and pembrolizumab (SBRT + P).

METHODS AND MATERIALS

The RS was quantified for 68 patients with metastatic treatment-refractory adult solid tumors who received SBRT (30-50 Gy, 3-5 fractions) and pembrolizumab ≤7 days after SBRT. RS was calculated using 8 variables, including 5 radiomics features extracted from pretreatment CT scans. At a prespecified cutoff of the 25th percentile, we assessed the association between RS and clinical outcomes. The Kaplan-Meier method was used to estimate survival outcomes. The prognostic effect of RS was assessed via logistic regression or Cox proportional hazards models. In an exploratory analysis, RS was also analyzed as a continuous variable.

RESULTS

One hundred thirty-nine tumors were analyzed. At the 25th percentile cutoff, high-RS patients were more likely to exhibit irradiated tumor responses to SBRT + P (odds ratio [OR] 10.2; 95% confidence interval [CI], 1.76-59.17; P = .012). High-RS was associated with improved TMC compared with low-RS tumors (hazard ratio [HR] 0.18; 95% CI, 0.04-0.74; P = .018). Furthermore, high-RS patients had improved PFS (HR 0.47, 95% CI, 0.26-0.85; P = .013) and OS (HR 0.39, 95% CI, 0.20-0.75; P = .005). As a continuous variable, higher RS was associated with improved PFS (HR 0.12, 95% CI, 0.03-0.51; P = .004) but did not reach statistical significance for TMC (HR 0.36, 95% CI, 0.02-7.02; P = .502) or OS (HR 0.28, 95% CI, 0.05-1.55; P = .144).

CONCLUSIONS

We demonstrated the clinical validity of RS (at the 25th percentile cutoff) as a prognostic biomarker in patients treated with SBRT + P. Future validation of the prognostic value of RS in larger similarly treated patient cohorts is warranted.

摘要

目的

将免疫检查点阻断(ICB)与立体定向体部放射治疗(SBRT)相结合可能会改善对放疗的局部反应以及对免疫治疗的全身反应。然而,目前尚无预后标志物可用于识别可能从联合治疗中获益的患者。T细胞介导的免疫程度可通过使用计算机断层扫描(CT)成像的放射组学进行量化,它可预测免疫治疗反应。在此,我们研究了经过验证的T细胞放射组学评分(RS)与多部位SBRT联合帕博利珠单抗(SBRT + P)治疗后的临床结局是否相关。

方法与材料

对68例转移性难治性成人实体瘤患者进行RS量化,这些患者接受了SBRT(30 - 50 Gy,3 - 5次分割),并在SBRT后≤7天接受帕博利珠单抗治疗。RS使用8个变量计算得出,包括从治疗前CT扫描中提取的5个放射组学特征。在第25百分位数的预设临界值处,我们评估了RS与临床结局之间的关联。采用Kaplan - Meier方法估计生存结局。通过逻辑回归或Cox比例风险模型评估RS的预后作用。在探索性分析中,RS也作为连续变量进行分析。

结果

共分析了139个肿瘤。在第25百分位数临界值处,高RS患者更有可能表现出对SBRT + P的照射肿瘤反应(优势比[OR] 10.2;95%置信区间[CI],1.76 - 59.17;P = 0.012)。与低RS肿瘤相比,高RS与改善的肿瘤微环境(TMC)相关(风险比[HR] 0.18;95% CI,0.04 - 0.

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