Radiomic biomarkers associated with immune checkpoint blockade response for advanced renal cell carcinoma.

IF 2.3 3区 医学 Q3 ONCOLOGY
Stephen W Reese, Daniel Barbakoff, Burcin Agridag Ucpinar, Andrea Knezevic, Kelly Fitzgerald, Lennert Eismann, Yousef Mazaheri Tehrani, Juan Sebastian, Sari Khaleel, Yash S Khandwala, Mark Dawidek, Robert J Motzer, Martin H Voss, Paul Russo, Oguz Akin, Ritesh R Kotecha, A Ari Hakimi
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引用次数: 0

Abstract

Purpose: Immune checkpoint blockade (ICB) has transformed outcomes for patients with metastatic renal cell carcinoma (mRCC) and has impacted the timing and use of cytoreductive nephrectomy (CN). As ICB responses vary, we evaluated whether radiographic and radiomic biomarkers were associated with clinical and pathological outcomes.

Methods: This retrospective cohort study included ICB-treated mRCC patients without upfront CN. Clinical and treatment data were collected, and time to next therapy (TTNT) and overall survival (OS) were estimated using Kaplan-Meier analysis. Univariable regression analyses were performed to correlate extracted radiomic features with pathologic outcomes from patients who underwent delayed CN.

Results: From 2015 to 2022, 60 mRCC patients met inclusion criteria. Among 43 patients with available imaging data, patients with 3-month radiologic response at both primary and metastatic sites had significantly prolonged TTNT and OS compared to those with progressive disease (PD) at both sites (6-month TTNT 95% vs. 0% and 12-month OS 100% vs. 20%). Primary tumor imaging overestimated pathologically confirmed viable tumor by an average of 622 cm3 (95% CI 285-958 cm3). Imaging contrast enhancement and change in enhancement correlated with pathologic viability (Spearman ρ=0.41 and 0.39, respectively). Radiomic features of energy, run length nonuniformity, busyness, and gray-level nonuniformity identified patients with minimal residual disease with area under the curve (AUC) >0.84.

Conclusion: Response patterns in primary and metastatic tumor sites are associated with ICB outcomes. Radiomic features extracted from raw imaging provide an improved surrogate for estimating tumor viability. Efforts to optimize and integrate radiomic data for treatment decision-making are needed.

放射组学生物标志物与晚期肾细胞癌免疫检查点阻断反应相关。
目的:免疫检查点阻断(ICB)已经改变了转移性肾细胞癌(mRCC)患者的预后,并影响了细胞减减性肾切除术(CN)的时机和使用。由于ICB反应不同,我们评估了放射学和放射组学生物标志物是否与临床和病理结果相关。方法:这项回顾性队列研究包括icb治疗的mRCC患者,没有前期CN。收集临床和治疗数据,并使用Kaplan-Meier分析估计下一次治疗时间(TTNT)和总生存期(OS)。进行单变量回归分析,将提取的放射学特征与延迟性CN患者的病理结果联系起来。结果:2015 - 2022年,60例mRCC患者符合纳入标准。在43例有影像学资料的患者中,与进展性疾病(PD)患者相比,在原发和转移部位均有3个月放射学反应的患者在两个部位的TTNT和OS均显著延长(6个月TTNT 95%对0%,12个月OS 100%对20%)。原发肿瘤影像学平均高估病理证实的活肿瘤622 cm3 (95% CI 285-958 cm3)。影像对比增强和增强改变与病理活力相关(Spearman ρ分别=0.41和0.39)。放射学特征的能量、行程长度不均匀性、繁忙度和灰度不均匀性识别最小残留疾病的患者,曲线下面积(AUC)为>0.84。结论:原发性和转移性肿瘤部位的反应模式与ICB结果相关。从原始影像中提取的放射学特征为估计肿瘤生存能力提供了一种改进的替代方法。需要努力优化和整合放射学数据以进行治疗决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.80
自引率
3.70%
发文量
297
审稿时长
7.6 weeks
期刊介绍: Urologic Oncology: Seminars and Original Investigations is the official journal of the Society of Urologic Oncology. The journal publishes practical, timely, and relevant clinical and basic science research articles which address any aspect of urologic oncology. Each issue comprises original research, news and topics, survey articles providing short commentaries on other important articles in the urologic oncology literature, and reviews including an in-depth Seminar examining a specific clinical dilemma. The journal periodically publishes supplement issues devoted to areas of current interest to the urologic oncology community. Articles published are of interest to researchers and the clinicians involved in the practice of urologic oncology including urologists, oncologists, and radiologists.
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