1455 Characterization of gene expression signatures of tumor immunogenicity and cellular proliferation from murine cancer models grownin vitroandin vivo

Kyle C Strickland, Sheri Barnes, Zachary D Wallen, Mary K Nesline, Taylor J Jensen, Brian Caveney, Marcia Eisenberg, Prasanth Reddy, Eric A Severson, Scott C Wise, Shakti Ramkissoon
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Abstract

Background

Tumor immunogenicity and cellular proliferation are critical factors influencing cancer progression and response to therapy. The precise way these gene expression signatures change across cancer types and model systems remains incompletely understood, and, in particular, the absence of immune infiltration and vascularization in vitro may result in differential gene expression. Our study aimed to characterize gene expression profiles from different murine tumor cell lines in vitro and in vivo, comparing cell lines grown in culture from tissue-based malignancies (CT), cell lines grown in culture from blood-based malignancies (CB), and tumor fragments collected from syngeneic models (TF).

Methods

Our analysis included a total of 37 cell lines of various cancer types from 13 different organ sites. Cell lines were expanded in cell culture, while tumor fragments were harvested from mouse tissues. RNA sequencing (RNA-seq, 474 genes) was performed to capture gene expression changes, and we developed signatures related to tumor immunogenicity (TIGS, 146 genes) and cellular proliferation (CP, 9 genes including Ki-67), based on the gene expression ranks relative to values abstracted from the literature in pan-tumor assessments. Samples were categorized into three groups: CT (n=22), CB (n=9), and TF (n=16). There were 10 samples from the TF cohort that were derived from cell lines included in the CT cohort. Hierarchical clustering was employed using immune gene expression ranks. Statistical differences were evaluated using Wilcoxon rank-sum test with Bonferroni multiple testing correction.

Results

CT samples exhibited weak TIGS (median 19; figure 1) and high CP (median 59; figure 2). CB samples displayed moderate TIGS (median 45) and high CP (median 55). In contrast, TF samples demonstrated high TIGS (median 74) and low CP (median 36). Statistical comparisons demonstrated that TF samples were significantly more immunogenic than both CT (p<0.0001) and CB (p<0.0001) samples. Furthermore, TF samples exhibited significantly reduced CP signature, as compared to both CT (p<0.0001) and CB (p<0.0001) groups.

Conclusions

Our findings demonstrate that tumor tissues collected in vivo exhibit a higher TIGS signature (correlating with the absence of immune cells in cell culture models) and lower CP signature than cell lines grown in culture. These results support the notion that an active immune system and a vascularized environment contribute to decreased proliferation of cancer cells through immune activation. Additionally, the marked differences in gene expression profiles between in vivo tumor fragments and in vitro cell lines highlight the importance of utilizing syngeneic models for studying cancer therapeutics, particularly immune-based therapeutic agents.

Ethics Approval

Ethics approval for this study was obtained from WCG IRB (Study #1340120), an independent institutional review board, including waiver of informed consent
1455体外和体内生长的小鼠肿瘤免疫原性和细胞增殖基因表达特征的表征
肿瘤的免疫原性和细胞增殖是影响肿瘤进展和治疗反应的关键因素。这些基因表达特征在癌症类型和模型系统中改变的确切方式仍然不完全清楚,特别是,体外免疫浸润和血管化的缺乏可能导致基因表达的差异。我们的研究旨在表征不同小鼠肿瘤细胞系在体外和体内的基因表达谱,比较组织基恶性肿瘤(CT)培养的细胞系、血液基恶性肿瘤(CB)培养的细胞系和从同基因模型(TF)收集的肿瘤片段。方法我们的分析包括来自13个不同器官部位的37种不同癌症类型的细胞系。细胞系在细胞培养中扩增,而肿瘤碎片则从小鼠组织中收集。通过RNA测序(RNA-seq, 474个基因)捕捉基因表达变化,并根据泛肿瘤评估文献中提取的基因表达等级,建立了与肿瘤免疫原性(TIGS, 146个基因)和细胞增殖(CP, 9个基因,包括Ki-67)相关的特征。样本分为三组:CT组(n=22)、CB组(n=9)和TF组(n=16)。TF队列中有10个样本来自CT队列中的细胞系。采用免疫基因表达等级分层聚类。统计学差异采用Wilcoxon秩和检验,Bonferroni多重检验校正。结果CT标本呈弱TIGS(中位19;图1)和高CP(中位59;图2)。CB样本显示中度TIGS(中位数45)和高CP(中位数55)。相比之下,TF样本表现出高TIGS(中位数74)和低CP(中位数36)。统计比较表明,TF样本的免疫原性显著高于CT (p<0.0001)和CB (p<0.0001)样本。此外,与CT (p<0.0001)和CB (p<0.0001)组相比,TF样品的CP特征显著降低。我们的研究结果表明,与培养的细胞系相比,体内收集的肿瘤组织具有更高的TIGS特征(与细胞培养模型中缺乏免疫细胞相关)和更低的CP特征。这些结果支持了活跃的免疫系统和血管化环境通过免疫激活有助于减少癌细胞增殖的观点。此外,体内肿瘤片段和体外细胞系之间基因表达谱的显著差异突出了利用同基因模型研究癌症治疗方法,特别是基于免疫的治疗药物的重要性。本研究获得了独立机构审查委员会WCG IRB(研究编号1340120)的伦理批准,包括放弃知情同意
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