PO.CL01.16 · 临床研究
HPV+ HNSCC中源自形态学的梭形细胞基因特征与pEMT、分子亚型、HPV整合及无复发生存期相关
Morphology-derived spindle-cell gene signature in HPV+ HNSCC is linked to pEMT, molecular subtype, HPV integration, and recurrence-free survival
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
梭形上皮细胞常见于HPV+头颈鳞状细胞癌(HNSCC)细胞系及肿瘤的侵袭前沿,但这种形态学如何与转录程序、侵袭性表型及空间组织的微环境相关联仍不清楚。本研究旨在通过推导一个与形态学相关的基因特征,并检验其与部分上皮-间质转化(pEMT)、HPV整合(HPVint)入宿主肿瘤基因组、肿瘤分子亚型(免疫强型IMU vs 高度角化型KRT)及患者无复发生存期(RFS)的关联,同时使用空间转录组学在原位绘制该程序,从而理解梭形表型。我们使用细胞长宽比、圆度和圆形度对两种HPV+ HNSCC细胞系的细胞形态进行定量,并使用bulk RNA-seq(n = 12)鉴定在梭形富集条件下差异表达的基因。我们推导出一个45基因的梭形细胞特征(SCS),并在来自四个队列的236例HPV+ HNSCC肿瘤中计算SCS和pEMT评分:UM_FF(18)、UM_FFPE(62)、HVC(83)和TCGA(73)。同时,我们从四例HPV+扁桃体肿瘤生成Nanostring CosMx 6k-plex空间转录组学数据,将细胞聚类为主要区室,并将SCS/pEMT评分及HPV基因表达投影到组织坐标上以表征空间微环境。在HNSCC肿瘤中,SCS评分与pEMT评分高度相关(Pearson r = 0.72),尽管二者仅共享两个基因,表明该特征稳健地捕获了pEMT样程序。在合并分析中,KRT肿瘤的SCS评分显著高于IMU肿瘤(p = 1.3 × 10^-9)。在四个队列中,SCS评分在HPVint+肿瘤中往往高于HPVint-肿瘤,其中三个队列存在显著差异(p范围0.016-0.045),但HVC队列除外(p = 0.21),提示存在队列特异性异质性。综合来看,这些模式牢固地将梭形程序与分子亚型联系起来,并提示其与HPVint的关联。对70例密歇根大学患者的生存分析显示,SCS评分低的患者的RFS显著优于评分高的患者(Log-rank检验,p = 0.014)。我们正在整合CosMx数据与这些模式,以检验高SCS上皮状态优先占据肿瘤-间质界面和癌症相关成纤维细胞富集区域,并与独特的局部免疫结构相关,从而定义一个空间受限的侵袭性微环境这一假说。这些分析支持SCS捕获了一种在KRT和HPVint+ HNSCC中富集并与较差RFS相关的侵袭性状态。通过连接细胞形态、转录状态、病毒特征和空间微环境,本研究提出了源自形态学的生物标志物和空间微环境,可能有助于优化风险分层并指导HPV相关HNSCC的靶向治疗策略。
查看英文原文 English abstract
Spindle-shaped epithelial cells are frequently observed in HPV+ head and neck squamous cell carcinoma (HNSCC) cell lines and at invasive fronts in tumors, but how this morphology relates to transcriptional programs, aggressive phenotypes, and spatially organized niches remains unclear. This study aimed to understand the spindle phenotype by deriving a morphology-linked gene signature and testing its association with partial epithelial-mesenchymal transition (pEMT), HPV integration (HPVint) into the host tumor genome, tumor molecular subtypes (immune-strong, IMU vs highly keratinized, KRT), and patient recurrence-free survival (RFS), and by mapping this program in situ using spatial transcriptomics. We quantified cell morphology in two HPV+ HNSCC cell lines using cell aspect ratio, roundness, and circularity, and used bulk RNA-seq (n = 12) to identify genes differentially expressed in spindle-enriched conditions. We derived a 45-gene spindle-cell signature (SCS) and computed SCS and pEMT scores in 236 HPV+ HNSCC tumors from four cohorts: UM_FF (18), UM_FFPE (62), HVC (83), and TCGA (73). In parallel, we generated Nanostring CosMx 6k-plex spatial transcriptomics from four HPV+ tonsil tumors, clustered cells into major compartments, and projected SCS/pEMT scores and HPV gene expression onto tissue coordinates to characterize spatial niches. In HNSCC tumors, SCS scores are highly correlated with pEMT scores (Pearson's r = 0.72) despite sharing only two genes, indicating this signature robustly captures a pEMT-like program. KRT tumors had markedly higher SCS scores than IMU tumors in the pooled analysis ( p = 1.3 × 10 -9 ). Across four cohorts, SCS scores tended to be higher in HPVint+ than HPVint- tumors, with significant differences in three cohorts ( p range 0.016-0.045) but not the HVC ( p = 0.21), suggesting cohort-specific heterogeneity. Taken together, these patterns firmly link the spindle program to molecular subtype and suggest an association with HPVint. Survival analysis of 70 University of Michigan patients shows that patients with low SCS scores have significantly better RFS than those with high scores (Log-rank test, p = 0.014). We are incorporating CosMx data with these patterns to test the hypothesis that high SCS epithelial states preferentially occupy tumor-stromal interfaces and cancer-associated fibroblast-rich regions and are associated with distinct local immune architecture, defining a spatially restricted invasive niche. These analyses support that SCS captures an invasive state enriched in KRT and HPVint+ HNSCC and associated with poorer RFS. By connecting cell shape, transcriptional state, viral features, and spatial microenvironment, this study suggests morphology-derived biomarkers and spatial niches that may refine risk stratification and guide targeted therapeutic strategies in HPV-associated HNSCC.
利益披露 Disclosure
S. Xia, None.