Single‐cell transcriptome analysis reveals intratumoral heterogeneity in lung adenocarcinoma

转录组 腺癌 细胞 生物 癌症研究 单细胞分析 遗传学 癌症 基因表达 基因
作者
Hong Xu,Jiang Lin,Lingshan Qin,Ping Shi,Ping Xu,Changyu Liu
出处
期刊:Environmental Toxicology [Wiley]
卷期号:39 (3): 1847-1857 被引量:5
标识
DOI:10.1002/tox.24048
摘要

Abstract Introduction Lung adenocarcinoma (LUAD) is a major health concern worldwide. Single‐cell RNA‐sequencing (scRNA‐seq) provides a valuable platform for exploring the intratumoral heterogeneity in LUAD and holds great potential for facilitating the development and application of personalized therapeutic approaches. Methods The TCGA‐LUAD ( n = 503), GSE68465 ( n = 442), GSE72094 ( n = 398), and GSE26939 ( n = 115) datasets were retrieved for prognostic assessment. Subgroup analysis was performed for the epithelial cells, endothelial cells, immune cells, and fibroblasts, and the transcription factors and tumor‐related pathways enriched in each subgroup were analyzed using PROGENy and DoRothEA package. The InferCNV software was used to calculate the copy number variations (CNVs) in tumor cell subgroups with normal epithelial cells as the reference. The association between the annotated cell types and survival was analyzed using the Scissor software. Results We identified eight major cell types in LUAD, namely epithelial cells, NK cells, T and B cells, endothelial cells, mast cells, myeloid cells, and fibroblasts, of which the epithelial cells and B cells showed a marked increase in the tumor samples. In addition, we also detected an intense signal transduction network from the cancer‐associated fibroblasts (CAFs) to malignant cells, mainly involving the DCN/MET, COLA1/DDR1, COL1A1/SDC1, and COL1A2/SDC1 pathways. The tumor differentiation trajectory consisted of state 1 and state 2, which were enriched in HIF1A, and state 4. Furthermore, only a few B cells originated from the normal tissue, suggesting significant recruitment and infiltration of B cells in LUAD. Based on differentially upregulated genes in the cells positively and negatively associated with survival, we established a prognostic model that showed satisfactory predictive performance in three different cohorts. States 3 and 2 of epithelial cells included the majority of cells with KRAS mutation, whereas state 2 showed high frequency of EGFR mutations. Conclusion We analyzed intra‐tumor heterogeneity of LUAD at the single‐cell level and developed a prognostic index that was highly effective across multiple cohorts.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
tuanzi233发布了新的文献求助10
刚刚
刚刚
yuri发布了新的文献求助10
1秒前
罗非鱼发布了新的文献求助10
1秒前
静子发布了新的文献求助10
1秒前
2秒前
3秒前
ayuan发布了新的文献求助10
3秒前
慕青应助Ayn采纳,获得10
3秒前
赵远航发布了新的文献求助10
4秒前
4秒前
嘻嘻发布了新的文献求助10
5秒前
luoyutian完成签到 ,获得积分10
6秒前
饱满的书文完成签到 ,获得积分10
7秒前
情怀应助Nike采纳,获得30
7秒前
Jasper应助Nike采纳,获得100
7秒前
酷波er应助Nike采纳,获得10
7秒前
烟花应助Nike采纳,获得10
7秒前
隐形曼青应助Nike采纳,获得80
7秒前
7秒前
8秒前
卧室嫩叠完成签到,获得积分10
8秒前
小二郎应助ayuan采纳,获得10
9秒前
yuri完成签到,获得积分20
9秒前
赵远航完成签到,获得积分10
11秒前
爱咋咋地完成签到,获得积分10
12秒前
科研通AI6.3应助搞科研采纳,获得10
13秒前
领导范儿应助DChen采纳,获得10
13秒前
13秒前
sayso完成签到,获得积分10
14秒前
14秒前
Estella完成签到,获得积分10
14秒前
斯文的慕儿完成签到,获得积分10
16秒前
allensune完成签到,获得积分10
17秒前
qqxin发布了新的文献求助10
18秒前
Mois发布了新的文献求助10
20秒前
安静的幻儿完成签到,获得积分10
20秒前
jwb711发布了新的文献求助30
21秒前
田様应助Lee采纳,获得10
22秒前
祥子的猫发布了新的文献求助10
23秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
The Cambridge History of China: Volume 4, Sui and T'ang China, 589–906 AD, Part Two 1500
Cowries - A Guide to the Gastropod Family Cypraeidae 1200
Quality by Design - An Indispensable Approach to Accelerate Biopharmaceutical Product Development 800
Pulse width control of a 3-phase inverter with non sinusoidal phase voltages 777
Signals, Systems, and Signal Processing 610
Research Methods for Applied Linguistics: A Practical Guide 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6400805
求助须知:如何正确求助?哪些是违规求助? 8217669
关于积分的说明 17414982
捐赠科研通 5453838
什么是DOI,文献DOI怎么找? 2882311
邀请新用户注册赠送积分活动 1858934
关于科研通互助平台的介绍 1700618