Viral transcript and tumor immune microenvironment-based transcriptomic profiling of HPV-associated head and neck squamous cell carcinoma identifies subtypes associated with prognosis

Anastasia Nikitina, Daria Kiriy, Andrey Tyshevich, Dmitry Tychinin, Zoia Antysheva, Anastasia Sobol, Vladimir Kushnarev, Nara Shin, Jessica H. Brown, James Lewis, Krystle A. Lang Kuhs, Robert Ferris, Lori Wirth, Nikita Kotlov, Daniel L. Faden
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Abstract

Human papillomavirus (HPV)-associated head and neck squamous cell carcinoma (HPV-positive HNSCC) has distinct biological characteristics from HPV-negative HNSCC. Using an AI-based analytical platform on meta cohorts, we profiled expression patterns of viral transcripts and HPV viral genome integration, and classified the tumor microenvironment (TME). Unsupervised clustering analysis revealed 5 distinct and novel TME subtypes across patients (immune-enriched, highly immune and B-cell enriched, fibrotic, immune-desert, and immune-enriched luminal). These TME subtypes were highly correlated with patient prognosis. In order to understand specific factors associated with prognosis, we used unsupervised clustering of a HPV-positive HNSCC cohort from The Cancer Genome Atlas (TCGA) (n = 53) based on HPV transcript expression, and identified 4 HPV-related subtypes (E2/E5, E6/E7, E1/E4 and L1/L2). Utilizing both viral transcript and TME subtypes, we found that the E2/E5 HPV subtype was associated with an immune-enriched TME and had a higher overall survival compared to other subtypes. The E2/E5 subtype was also enriched for samples without HPV-genome integration, suggesting that episomal HPV status and E2/E5 expression pattern may be associated with an inflamed microenvironment and improved prognosis. In contrast, E6/E7 subtype samples were associated with the fibrotic and immune-desert TME subtypes, with lower values of T-cell and B-cell gene expression signatures and lower overall survival. Both E1/E4 and L1/L2 subtypes were associated with the immune-enriched luminal subtype. Our results suggest that HPV-transcript expression patterns may drive modulation of the TME and thereby impact prognosis.
基于病毒转录本和肿瘤免疫微环境的人乳头瘤病毒相关头颈部鳞状细胞癌转录本组图谱确定了与预后相关的亚型
人乳头瘤病毒(HPV)相关头颈部鳞状细胞癌(HPV阳性HNSCC)与HPV阴性HNSCC具有不同的生物学特征。利用基于人工智能的分析平台,我们在元队列中分析了病毒转录本和HPV病毒基因组整合的表达模式,并对肿瘤微环境(TME)进行了分类。无监督聚类分析显示,不同患者的肿瘤微环境有5种不同的新型亚型(免疫富集型、高度免疫和B细胞富集型、纤维化型、免疫凋亡型和免疫富集腔隙型)。这些TME亚型与患者的预后高度相关。为了了解与预后相关的特定因素,我们根据HPV转录本的表达对癌症基因组图谱(TCGA)中的HPV阳性HNSCC队列(n = 53)进行了无监督聚类,并确定了4种HPV相关亚型(E2/E5、E6/E7、E1/E4和L1/L2)。利用病毒转录本和TME亚型,我们发现E2/E5 HPV亚型与免疫丰富的TME相关,与其他亚型相比,其总生存率更高。E2/E5亚型还富集于没有HPV基因组整合的样本中,这表明表型HPV状态和E2/E5表达模式可能与炎症微环境和预后改善有关。相比之下,E6/E7亚型样本与纤维化和免疫凋亡的TME亚型相关,T细胞和B细胞基因表达特征值较低,总生存率较低。E1/E4和L1/L2亚型均与免疫丰富的管腔亚型相关。我们的研究结果表明,HPV转录本表达模式可能会驱动TME的调节,从而影响预后。
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