A computational pipeline for identifying gene targets and signalling pathways in cancer cells to improve lymphocyte infiltration and immune checkpoint therapy efficacy

免疫系统 渗透(HVAC) 淋巴细胞 信号通路 免疫检查点 基因 免疫学 医学 免疫疗法 癌症研究 生物 计算生物学 遗传学 物理 热力学
作者
Sahar Nasr,Lin Li,Mohammad Asad,Mahroo Moridi,Megan Wang,Franz J. Zemp,Douglas J. Mahoney,Edwin Wang
出处
期刊:EBioMedicine [Elsevier BV]
卷期号:104: 105167-105167
标识
DOI:10.1016/j.ebiom.2024.105167
摘要

BackgroundTumour-infiltrating lymphocytes (TILs) are crucial for effective immune checkpoint blockade (ICB) therapy in solid tumours. However, ∼70% of these tumours exhibit poor lymphocyte infiltration, rendering ICB therapies less effective.MethodsWe developed a bioinformatics pipeline integrating multiple previously unconsidered factors or datasets, including tumour cell immune-related pathways, copy number variation (CNV), and single tumour cell sequencing data, as well as tumour mRNA-seq data and patient survival data, to identify targets that can potentially improve T cell infiltration and enhance ICB efficacy. Furthermore, we conducted wet-lab experiments and successfully validated one of the top-identified genes.FindingsWe applied this pipeline in solid tumours of the Cancer Genome Atlas (TCGA) and identified a set of genes in 18 cancer types that might potentially improve lymphocyte infiltration and ICB efficacy, providing a valuable drug target resource to be further explored. Importantly, we experimentally validated SUN1, which had not been linked to T cell infiltration and ICB therapy previously, but was one of the top-identified gene targets among 3 cancer types based on the pipeline, in a mouse colon cancer syngeneic model. We showed that Sun1 KO could significantly enhance antigen presentation, increase T-cell infiltration, and improve anti-PD1 treatment efficacy. Moreover, with a single-cell multiome analysis, we identified subgene regulatory networks (sub-GRNs) showing Stat proteins play important roles in enhancing the immune-related pathways in Sun1-KO cancer cells.InterpretationThis study not only established a computational pipeline for discovering new gene targets and signalling pathways in cancer cells that block T-cell infiltration, but also provided a gene target pool for further exploration in improving lymphocyte infiltration and ICB efficacy in solid tumours.FundingA full list of funding bodies that contributed to this study can be found in the Acknowledgements section.

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
小遇完成签到,获得积分10
刚刚
刚刚
晚意完成签到 ,获得积分10
1秒前
gaozu完成签到,获得积分20
2秒前
冬瓜完成签到,获得积分10
4秒前
撖堡包完成签到 ,获得积分10
5秒前
WZH完成签到,获得积分10
6秒前
科研通AI6.3应助顺心迎梦采纳,获得10
6秒前
7秒前
gaozu发布了新的文献求助10
7秒前
hfq发布了新的文献求助100
7秒前
XZY发布了新的文献求助10
8秒前
深情安青应助小遇采纳,获得10
9秒前
Frank完成签到 ,获得积分10
10秒前
mbl2006完成签到 ,获得积分10
11秒前
无花果应助Dawn采纳,获得10
11秒前
落寞冰巧发布了新的文献求助10
11秒前
能干的新筠完成签到,获得积分10
13秒前
大胆妙松完成签到,获得积分10
15秒前
Tingshan完成签到 ,获得积分10
16秒前
扑火飞蛾完成签到,获得积分10
17秒前
李韵完成签到 ,获得积分10
19秒前
Brad_AN完成签到,获得积分10
22秒前
从容傲柏完成签到,获得积分10
22秒前
某某发布了新的文献求助10
22秒前
23秒前
molihuakai应助qf采纳,获得10
23秒前
予三千笔墨完成签到 ,获得积分10
24秒前
行走的荷尔蒙应助Hannah采纳,获得50
24秒前
木木完成签到,获得积分10
25秒前
fwstu发布了新的文献求助20
28秒前
bobo完成签到 ,获得积分10
28秒前
含蓄的之云完成签到,获得积分10
31秒前
牛哥还是强啊完成签到 ,获得积分10
32秒前
Yjh完成签到,获得积分10
33秒前
34秒前
zho应助缥缈白翠采纳,获得10
35秒前
希望天下0贩的0应助walnut采纳,获得10
36秒前
旧时光完成签到,获得积分10
37秒前
充电宝应助VDC采纳,获得10
37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
Nondestructive Testing Handbook: Vol. 4, Thermal and Infrared Testing (IR), 4th ed 800
Understanding Acculturation: The Process of Cultural Adjustment as Applied to International Migration 700
作者名:Kristopher P. Plain,悉尼大学的,目前只能查到其四篇论文,想找到其博士论文 590
Évora na Idade Média 555
Soil mites of the family Rhagidiidae (Actinedida: Eupodoidea). Morphology, Systematics, Ecology 520
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
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 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7370977
求助须知:如何正确求助?哪些是违规求助? 8978557
关于积分的说明 19087771
捐赠科研通 7013018
什么是DOI,文献DOI怎么找? 3224993
关于科研通互助平台的介绍 2388632
邀请新用户注册赠送积分活动 2205699