综合单细胞和大块 RNA 测序发现表观遗传学特征可预测预后和肿瘤微环境结直肠癌异质性

IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Han-Xuan Liu, Jie Feng, Jing-Jing Jiang, Wan-Jun Shen, Yu Zheng, Gang Liu, Xiang-Yang Gao
{"title":"综合单细胞和大块 RNA 测序发现表观遗传学特征可预测预后和肿瘤微环境结直肠癌异质性","authors":"Han-Xuan Liu, Jie Feng, Jing-Jing Jiang, Wan-Jun Shen, Yu Zheng, Gang Liu, Xiang-Yang Gao","doi":"10.4251/wjgo.v16.i7.3032","DOIUrl":null,"url":null,"abstract":"BACKGROUND\n Colorectal cancer (CRC) prognosis prediction is currently a major challenge. Epigenetic regulation has been widely reported for its role in cancer development.\n AIM\n To construct a robust prognostic signature, we used developed and validated across datasets.\n METHODS\n After constructing the signature, the prognostic value of the signature was evaluated in the TCGA cohort and six independent datasets (GSE17526, GSE17537, GSE33113, GSE37892, GSE39048 and GSE39582). The clinical, genomic and transcriptomic features related to the signature were identified. The correlations of the signature score with immune cell infiltration and cell-cell interactions were analyzed. The correlations between the signature score and the sensitivity to different drugs were also predicted.\n RESULTS\n In the TCGA cohort, patients in the low-risk group according to the signature score had longer survival than those in the high-risk group, and this finding was validated in the validation datasets. The signature was a prognostic factor independent of age and sex and was correlated with stage and PD-1 /PD-L1 expression. Area under the receiving operating characteristic curve was 0.72. Genomic association analyses revealed that samples from high-risk patients exhibited chromosomal instability. Transcriptomic analyses revealed that the signature score was significantly associated with multiple cellular pathways. Bulk RNA-seq and single-cell sequencing data revealed that the signature reflected differences in infiltrating immune cell-tumor cell interactions, especially for macrophages. The signature also predicted the putative drug sensitivity of CRC samples.\n CONCLUSION\n The signature is a valuable biomarker for predicting CRC prognosis and reflects multiple features of CRC, especially macrophage infiltration in the microenvironment.","PeriodicalId":23762,"journal":{"name":"World Journal of Gastrointestinal Oncology","volume":null,"pages":null},"PeriodicalIF":2.5000,"publicationDate":"2024-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrated single-cell and bulk RNA sequencing revealed an epigenetic signature predicts prognosis and tumor microenvironment colorectal cancer heterogeneity\",\"authors\":\"Han-Xuan Liu, Jie Feng, Jing-Jing Jiang, Wan-Jun Shen, Yu Zheng, Gang Liu, Xiang-Yang Gao\",\"doi\":\"10.4251/wjgo.v16.i7.3032\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"BACKGROUND\\n Colorectal cancer (CRC) prognosis prediction is currently a major challenge. Epigenetic regulation has been widely reported for its role in cancer development.\\n AIM\\n To construct a robust prognostic signature, we used developed and validated across datasets.\\n METHODS\\n After constructing the signature, the prognostic value of the signature was evaluated in the TCGA cohort and six independent datasets (GSE17526, GSE17537, GSE33113, GSE37892, GSE39048 and GSE39582). The clinical, genomic and transcriptomic features related to the signature were identified. The correlations of the signature score with immune cell infiltration and cell-cell interactions were analyzed. The correlations between the signature score and the sensitivity to different drugs were also predicted.\\n RESULTS\\n In the TCGA cohort, patients in the low-risk group according to the signature score had longer survival than those in the high-risk group, and this finding was validated in the validation datasets. The signature was a prognostic factor independent of age and sex and was correlated with stage and PD-1 /PD-L1 expression. Area under the receiving operating characteristic curve was 0.72. Genomic association analyses revealed that samples from high-risk patients exhibited chromosomal instability. Transcriptomic analyses revealed that the signature score was significantly associated with multiple cellular pathways. Bulk RNA-seq and single-cell sequencing data revealed that the signature reflected differences in infiltrating immune cell-tumor cell interactions, especially for macrophages. The signature also predicted the putative drug sensitivity of CRC samples.\\n CONCLUSION\\n The signature is a valuable biomarker for predicting CRC prognosis and reflects multiple features of CRC, especially macrophage infiltration in the microenvironment.\",\"PeriodicalId\":23762,\"journal\":{\"name\":\"World Journal of Gastrointestinal Oncology\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2024-07-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"World Journal of Gastrointestinal Oncology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.4251/wjgo.v16.i7.3032\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"World Journal of Gastrointestinal Oncology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.4251/wjgo.v16.i7.3032","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

背景 大肠癌(CRC)预后预测是目前面临的一大挑战。表观遗传调控在癌症发展中的作用已被广泛报道。目的 为了构建一个稳健的预后特征,我们使用了已开发并通过数据集验证的特征。方法 在构建特征后,我们在 TCGA 队列和六个独立数据集(GSE17526、GSE17537、GSE33113、GSE37892、GSE39048 和 GSE39582)中评估了特征的预后价值。确定了与特征相关的临床、基因组和转录组特征。分析了特征得分与免疫细胞浸润和细胞-细胞相互作用的相关性。还预测了特征得分与不同药物敏感性之间的相关性。结果 在TCGA队列中,根据特征得分划分的低风险组患者比高风险组患者的生存期更长,这一结果在验证数据集中得到了验证。该特征是一个独立于年龄和性别的预后因素,并与分期和 PD-1 /PD-L1 表达相关。接受操作特征曲线下面积为 0.72。基因组关联分析表明,高危患者的样本表现出染色体不稳定性。转录组分析表明,特征得分与多种细胞通路显著相关。大量RNA-seq和单细胞测序数据显示,特征反映了浸润免疫细胞与肿瘤细胞相互作用的差异,尤其是巨噬细胞。该特征还能预测 CRC 样本的药物敏感性。结论 该特征是预测 CRC 预后的一种有价值的生物标记物,它反映了 CRC 的多种特征,尤其是微环境中巨噬细胞的浸润。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrated single-cell and bulk RNA sequencing revealed an epigenetic signature predicts prognosis and tumor microenvironment colorectal cancer heterogeneity
BACKGROUND Colorectal cancer (CRC) prognosis prediction is currently a major challenge. Epigenetic regulation has been widely reported for its role in cancer development. AIM To construct a robust prognostic signature, we used developed and validated across datasets. METHODS After constructing the signature, the prognostic value of the signature was evaluated in the TCGA cohort and six independent datasets (GSE17526, GSE17537, GSE33113, GSE37892, GSE39048 and GSE39582). The clinical, genomic and transcriptomic features related to the signature were identified. The correlations of the signature score with immune cell infiltration and cell-cell interactions were analyzed. The correlations between the signature score and the sensitivity to different drugs were also predicted. RESULTS In the TCGA cohort, patients in the low-risk group according to the signature score had longer survival than those in the high-risk group, and this finding was validated in the validation datasets. The signature was a prognostic factor independent of age and sex and was correlated with stage and PD-1 /PD-L1 expression. Area under the receiving operating characteristic curve was 0.72. Genomic association analyses revealed that samples from high-risk patients exhibited chromosomal instability. Transcriptomic analyses revealed that the signature score was significantly associated with multiple cellular pathways. Bulk RNA-seq and single-cell sequencing data revealed that the signature reflected differences in infiltrating immune cell-tumor cell interactions, especially for macrophages. The signature also predicted the putative drug sensitivity of CRC samples. CONCLUSION The signature is a valuable biomarker for predicting CRC prognosis and reflects multiple features of CRC, especially macrophage infiltration in the microenvironment.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
World Journal of Gastrointestinal Oncology
World Journal of Gastrointestinal Oncology Medicine-Gastroenterology
CiteScore
4.20
自引率
3.30%
发文量
1082
期刊介绍: The World Journal of Gastrointestinal Oncology (WJGO) is a leading academic journal devoted to reporting the latest, cutting-edge research progress and findings of basic research and clinical practice in the field of gastrointestinal oncology.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信