Suppr超能文献

组织浸润和外周血免疫细胞亚群与直肠癌放疗反应的相关性。

Association of the tissue infiltrated and peripheral blood immune cell subsets with response to radiotherapy for rectal cancer.

机构信息

Anhui Province Key Laboratory of Medical Physics and Technology, Institute of Health and Medical Technology, Hefei Institutes of Physical Science, Chinese Academy of Sciences, 350 Shushanhu Road, Hefei, 230031, People's Republic of China.

Hefei Cancer Hospital, Chinese Academy of Sciences, Hefei, 230031, People's Republic of China.

出版信息

BMC Med Genomics. 2022 May 9;15(Suppl 2):107. doi: 10.1186/s12920-022-01252-6.

Abstract

BACKGROUND

Tumor microenvironment plays pivotal roles in carcinogenesis, cancer development and metastasis. Composition of cancer immune cell subsets can be inferred by deconvolution of gene expression profile accurately. Compositions of the cell types in cancer microenvironment including cancer infiltrating immune and stromal cells have been reported to be associated with the cancer outcomes markers for cancer prognosis. However, rare studies have been reported on their association with the response to preoperative radiotherapy for rectal cancer.

METHODS

In this paper, we deconvoluted the immune/stromal cell composition from the gene expression profiles. We compared the composition of immune/stromal cell types in the RT responsive versus nonresponsive for rectal cancer. We also compared the peripheral blood immune cell subset composition in the stable diseases versus progressive diseases of rectal cancer patients with fluorescence-activated cell sorting from our institution.

RESULTS

Compared with the non-responsive group, the responsive group showed higher proportions of CD4 T cell (0.1378 ± 0.0368 vs. 0.1071 ± 0.0373, p = 0.0215), adipocytes, T cells CD4 memory resting, and lower proportions of CD8 T cell (0.1798 ± 0.0217 vs. 0.2104 ± 0.0415, p = 0.0239), macrophages M2, and preadipocytes in their cancer tissue. The responsive patients showed a higher ratio of CD4/CD8 T cell proportions (mean 0.7869 vs. 0.5564, p = 0.0210). Consistently, the peripheral blood dataset showed higher proportion of CD4 T cells and higher ratio of CD4/CD8 T cells, and lower proportion of CD8 T cells for favorable prognosis. We validated these results with a pooled dataset of GSE3493 and GSE35452, and more peripheral blood data, respectively. Finally, we imported these eight cell features including eosinophils and macrophage M1 to Support Vector Machines and could predict the pre-radiotherapy responsive versus non-responsive with an accuracy of 76%, ROC AUC 0.77, 95% confidential interval of 0.632-0.857, better than the gene signatures.

CONCLUSIONS

Our results showed that the proportions of tumor-infiltrating subsets and peripheral blood immune cell subsets can be important immune cell markers and treatment targets for outcomes of radiotherapy for rectal cancer.

摘要

背景

肿瘤微环境在癌症发生、发展和转移中起着关键作用。通过准确地对基因表达谱进行去卷积,可以推断出癌症免疫细胞亚群的组成。癌症微环境中细胞类型的组成,包括浸润性免疫细胞和基质细胞,已被报道与癌症预后标志物有关,可用于癌症预后。然而,鲜有研究报道其与直肠癌术前放疗反应的关系。

方法

本研究从基因表达谱中去卷积免疫/基质细胞组成。我们比较了直肠癌放疗反应组与非反应组的免疫/基质细胞类型组成。我们还比较了本机构荧光激活细胞分选技术检测的直肠癌稳定疾病与进展性疾病患者外周血免疫细胞亚群组成的差异。

结果

与非反应组相比,反应组肿瘤组织中 CD4 T 细胞(0.1378±0.0368 比 0.1071±0.0373,p=0.0215)、脂肪细胞、CD4 记忆静止 T 细胞比例较高,CD8 T 细胞(0.1798±0.0217 比 0.2104±0.0415,p=0.0239)、M2 巨噬细胞和前脂肪细胞比例较低。反应组患者的 CD4/CD8 T 细胞比例更高(均值 0.7869 比 0.5564,p=0.0210)。同样,外周血数据集显示,预后较好的患者 CD4 T 细胞比例较高,CD4/CD8 T 细胞比例较高,CD8 T 细胞比例较低。我们分别使用 GSE3493 和 GSE35452 的汇总数据集以及更多的外周血数据对这些结果进行了验证。最后,我们将这 8 个细胞特征(包括嗜酸性粒细胞和 M1 巨噬细胞)导入支持向量机,可以以 76%的准确率、ROC AUC 为 0.77、95%置信区间为 0.632-0.857 来预测放疗前的反应性与非反应性,优于基因特征。

结论

我们的结果表明,肿瘤浸润亚群和外周血免疫细胞亚群的比例可能是直肠癌放疗疗效的重要免疫细胞标志物和治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b86c/9082952/6633d886c085/12920_2022_1252_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验