Department of Biomedical Engineering, Center of Computational Imaging and Personalized Diagnostics, Case Western Reserve University, Cleveland, OH, USA.
Louis Stokes Cleveland VA Medical Center, Cleveland, OH, USA.
J Natl Cancer Inst. 2022 Apr 11;114(4):609-617. doi: 10.1093/jnci/djab215.
Human papillomavirus (HPV)-associated oropharyngeal squamous cell carcinoma (OPSCC) has excellent control rates compared to nonvirally associated OPSCC. Multiple trials are actively testing whether de-escalation of treatment intensity for these patients can maintain oncologic equipoise while reducing treatment-related toxicity. We have developed OP-TIL, a biomarker that characterizes the spatial interplay between tumor-infiltrating lymphocytes (TILs) and surrounding cells in histology images. Herein, we sought to test whether OP-TIL can segregate stage I HPV-associated OPSCC patients into low-risk and high-risk groups and aid in patient selection for de-escalation clinical trials.
Association between OP-TIL and patient outcome was explored on whole slide hematoxylin and eosin images from 439 stage I HPV-associated OPSCC patients across 6 institutional cohorts. One institutional cohort (n = 94) was used to identify the most prognostic features and train a Cox regression model to predict risk of recurrence and death. Survival analysis was used to validate the algorithm as a biomarker of recurrence or death in the remaining 5 cohorts (n = 345). All statistical tests were 2-sided.
OP-TIL separated stage I HPV-associated OPSCC patients with 30 or less pack-year smoking history into low-risk (2-year disease-free survival [DFS] = 94.2%; 5-year DFS = 88.4%) and high-risk (2-year DFS = 82.5%; 5-year DFS = 74.2%) groups (hazard ratio = 2.56, 95% confidence interval = 1.52 to 4.32; P < .001), even after adjusting for age, smoking status, T and N classification, and treatment modality on multivariate analysis for DFS (hazard ratio = 2.27, 95% confidence interval = 1.32 to 3.94; P = .003).
OP-TIL can identify stage I HPV-associated OPSCC patients likely to be poor candidates for treatment de-escalation. Following validation on previously completed multi-institutional clinical trials, OP-TIL has the potential to be a biomarker, beyond clinical stage and HPV status, that can be used clinically to optimize patient selection for de-escalation.
与非病毒相关的口咽鳞状细胞癌(OPSCC)相比,人乳头瘤病毒(HPV)相关的 OPSCC 具有出色的控制率。多项试验正在积极测试这些患者的治疗强度是否可以降低治疗相关毒性,同时保持肿瘤平衡。我们开发了 OP-TIL,这是一种生物标志物,可在组织学图像中描述肿瘤浸润淋巴细胞(TIL)与周围细胞之间的空间相互作用。在此,我们试图测试 OP-TIL 是否可以将 I 期 HPV 相关 OPSCC 患者分为低风险和高风险组,并帮助选择参加降级临床试验的患者。
在来自 6 个机构队列的 439 例 I 期 HPV 相关 OPSCC 患者的全切片苏木精和伊红图像上,探讨了 OP-TIL 与患者结局之间的关联。一个机构队列(n = 94)用于确定最具预后意义的特征,并训练 Cox 回归模型来预测复发和死亡的风险。生存分析用于验证该算法作为其余 5 个队列(n = 345)中复发或死亡的生物标志物。所有统计检验均为双侧。
OP-TIL 将有 30 年或更少吸烟史的 I 期 HPV 相关 OPSCC 患者分为低风险(2 年无病生存率[DFS]为 94.2%;5 年 DFS 为 88.4%)和高风险(2 年 DFS 为 82.5%;5 年 DFS 为 74.2%)组(风险比=2.56,95%置信区间为 1.52 至 4.32;P < .001),即使在多变量分析中调整了年龄、吸烟状况、T 和 N 分类以及治疗方式后,DFS 的风险比仍为 2.27(95%置信区间为 1.32 至 3.94;P = .003)。
OP-TIL 可以识别出 I 期 HPV 相关 OPSCC 患者,这些患者可能不太适合进行治疗降级。在先前完成的多机构临床试验中验证后,OP-TIL 有可能成为一种生物标志物,除了临床分期和 HPV 状态外,还可以用于临床优化患者的选择,以进行降级治疗。