首页> 外文会议>Conference on Medical Imaging: Digital Pathology;Society of Photo-Optical Instrumentation Engineers >Compactness Measures of Tumor Infiltrating Lymphocytes in Lung Adenocarcinomas are associated with Overall Patient Survival and Immune Scores
【24h】

Compactness Measures of Tumor Infiltrating Lymphocytes in Lung Adenocarcinomas are associated with Overall Patient Survival and Immune Scores

机译:肺腺癌中肿瘤浸润淋巴细胞的紧密度测量与患者总体生存和免疫评分相关

获取原文

摘要

Lung adenocarcinoma (LUAD), the most common type of lung cancer, has an average 5-year survival rate of15%. In LUAD, interaction between tumor and immune cells has been shown to be highly associated with thelikelihood of disease progression and metastases. We have previously demonstrated the association between spatialarchitecture and arrangement of tumor-infiltrating lymphocytes (TILs) with likelihood of recurrence in earlystage NSCLC. Recently, gene set enrichment analysis-derived immune scores have been found to be prognostic ofoutcome. However, this requires transcriptomics techniques as a precursor, which involves mechanical disruptionof cells and tissues. In this work (N = 170), we extracted graph-based histomorphometric features on segmentednuclei from digitized H&E biopsy images and then performed principal component analysis (PCA) to selectthe most representative tiles from each patient. We then identified TILs and quantitative histomorphometricattributes of different nuclei groups (all-nuclei, TILs, non-TILs) prognostic of overall patient survival (OS) andfurther investigated their associations with immune scores and biological pathways implicated immune responseusing gene-set enrichment analysis (GSEA).We found TIL-compactness (a set of TIL density features) derived risk scores were prognostic of OS (HazardRatio (HR) = 3.26, p = 0.012, C-index = 0.634). The median immune score (IS) in the cohort was usedas a threshold to divide the cases into low and high IS expression groups. The TIL compactness measuresprognostic of OS were also statistically significantly correlated with the IS and biological pathways relatedto immune response (Immune System Process, Immune Response, Adaptive Immune Response, and HumoralImmune Response Mediated by Circulating Immunoglobulin).
机译:肺腺癌(LUAD)是最常见的肺癌类型,其5年平均生存率为 15%。在LUAD中,已证明肿瘤与免疫细胞之间的相互作用与肿瘤的发生密切相关。 疾病进展和转移的可能性。我们之前已经证明了空间之间的关联 早期可能复发的肿瘤浸润淋巴细胞(TIL)的结构和安排 非小细胞肺癌。最近,已发现基因集富集分析得出的免疫评分可预后 结果。但是,这需要转录组学技术作为先驱,涉及机械破坏 细胞和组织。在这项工作(N = 170)中,我们提取了基于分段的基于图的组织形态计量特征 从数字化的H&E活检图像中提取核,然后进行主成分分析(PCA)进行选择 每位患者最具代表性的瓷砖。然后,我们确定了TIL和定量组织形态计量学 不同核群(全核,TIL,非TIL)的属性对患者总体生存期(OS)和 进一步研究了它们与免疫评分和涉及免疫反应的生物学途径的关系 使用基因集富集分析(GSEA)。 我们发现,由TIL致密性(一组TIL密度特征)得出的风险评分可预测OS(危险) 比率(HR)= 3.26,p = 0.012,C-index = 0.634)。使用队列中的中位免疫评分(IS) 作为将病例分为低和高IS表达组的阈值。 TIL紧凑性措施 OS的预后也与IS和生物学途径相关性在统计学上显着相关 免疫反应(免疫系统过程,免疫反应,适应性免疫反应和体液 循环免疫球蛋白介导的免疫反应)。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号