Institute for Computational Medicine, Johns Hopkins University, Baltimore, USA; Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.
Institute for Computational Medicine, Johns Hopkins University, Baltimore, USA.
Ann Oncol. 2022 Jul;33(7):728-738. doi: 10.1016/j.annonc.2022.03.013. Epub 2022 Mar 23.
Whereas human leukocyte antigen (HLA) class I mutation-associated neoantigen burden has been linked with response to immune checkpoint blockade (ICB), the role of HLA class II-restricted neoantigens in clinical responses to ICB is less studied. We used computational approaches to assess HLA class II immunogenic mutation (IMM) burden in patients with melanoma and lung cancer treated with ICB.
We analyzed whole-exome sequence data from four cohorts of ICB-treated patients with melanoma (n = 110) and non-small-cell lung cancer (NSCLC) (n = 123). MHCnuggets, a neural network-based model, was applied to estimate HLA class II IMM burdens and cellular fractions of IMMs were calculated to assess mutation clonality. We evaluated the combined impact of HLA class II germline genetic variation and class II IMM burden on clinical outcomes. Correlations between HLA class II IMM burden and density of tumor-infiltrating lymphocytes were computed from expression data.
Responding tumors harbored a significantly higher HLA class II IMM burden for both melanoma and NSCLC (P ≤ 9.6e-3). HLA class II IMM burden was correlated with longer survival, particularly in the NSCLC cohort and in the context of low intratumoral IMM heterogeneity (P < 0.001). HLA class I and II IMM landscapes were largely distinct suggesting a complementary role for class II IMMs in tumor rejection. A higher HLA class II IMM burden was associated with CD4+ T-cell infiltration and programmed death-ligand 1 expression. Transcriptomic analyses revealed an inflamed tumor microenvironment for tumors harboring a high HLA class II IMM burden.
HLA class II IMM burden identified patients with NSCLC and melanoma that attained longer survival after ICB treatment. Our findings suggest that HLA class II IMMs may impact responses to ICB in a manner that is distinct and complementary to HLA class I-mediated responses.
尽管人类白细胞抗原 (HLA) Ⅰ类突变相关新抗原负担与免疫检查点阻断 (ICB) 反应相关,但 HLA Ⅱ类限制的新抗原在 ICB 临床反应中的作用研究较少。我们使用计算方法评估了接受 ICB 治疗的黑色素瘤和肺癌患者的 HLA Ⅱ类免疫原性突变 (IMM) 负担。
我们分析了来自接受 ICB 治疗的黑色素瘤 (n=110) 和非小细胞肺癌 (NSCLC) (n=123) 患者的四个队列的全外显子组序列数据。基于神经网络的 MHCnuggets 模型用于估计 HLA Ⅱ类 IMM 负担,并计算 IMM 的细胞分数以评估突变克隆性。我们评估了 HLA Ⅱ类种系遗传变异和 HLA Ⅱ类 IMM 负担对临床结果的综合影响。从表达数据中计算了 HLA Ⅱ类 IMM 负担与肿瘤浸润淋巴细胞密度之间的相关性。
无论是黑色素瘤还是 NSCLC,应答肿瘤的 HLA Ⅱ类 IMM 负担均显著更高 (P≤9.6e-3)。HLA Ⅱ类 IMM 负担与更长的生存时间相关,尤其是在 NSCLC 队列中和低肿瘤内 IMM 异质性的情况下 (P<0.001)。HLA Ⅰ类和Ⅱ类 IMM 景观差异很大,表明 HLA Ⅱ类 IMM 在肿瘤排斥中具有互补作用。更高的 HLA Ⅱ类 IMM 负担与 CD4+T 细胞浸润和程序性死亡配体 1 表达相关。转录组分析显示,高 HLA Ⅱ类 IMM 负担的肿瘤具有炎症性肿瘤微环境。
HLA Ⅱ类 IMM 负担可鉴定出接受 ICB 治疗后生存时间更长的 NSCLC 和黑色素瘤患者。我们的研究结果表明,HLA Ⅱ类 IMM 可能以与 HLA Ⅰ类介导的反应不同且互补的方式影响 ICB 的反应。