Single‐cell combined with bulk‐RNA data reveal a pattern related to angiogenesis in breast cancer patients: Individualized medicine

乳腺癌 血管生成 转移 癌症 肿瘤科 计算生物学 生物 癌症研究 生物信息学 医学 内科学
作者
Wei Zhang,Yan Yu,Fan Yang
出处
期刊:Environmental Toxicology [Wiley]
卷期号:39 (2): 695-707
标识
DOI:10.1002/tox.23947
摘要

Abstract Angiogenesis contributes to tumor progression, aggressive behavior, and metastasis. Although several endothelial dysfunction genes (angiogenesis‐related genes [ARGs]) have been identified as diagnostic biomarkers of breast cancer in a few studies, the mixed effects of ARGs have not been thoroughly investigated. The RNA sequencing data and patient survival datasets of breast cancer were obtained for further analysis. MSigDB website includes angiogenesis‐related mechanisms. The consensus clustering analysis identifies 1082 breast cancer patients as three clusters. differential expression genes (DEGs) were identified by limma package. GO combined with gene set enrichment analysis (GSEA) to identify cytogenetic functions between two predefined clusters. Then Serpin Family F Member 1 ( SERPINF1) , angiomotin ( AMOT) , promyelocytic leukemia ( PML) , and BTG anti‐proliferation factor 1 ( BTG) were selected to construct prediction models using random forest survival analysis. External validation was performed using the GSE58812 triple‐negative breast cancer cohort as the validation set. The median scoring system was used to discern the high‐ and low‐risk groups, and there was a significant difference in their diagnostic results. Immunological infiltration scores were calculated using single sample gene set enrichment analysis (ssGSEA) and xCell algorithms, and consciousness scores were calculated using the R package “oncoPredict” for drugs in the Genomics of Drug Sensitivity in Cancer (GDSC) database. In addition, the single‐cell analysis of seven triple‐negative breast cancers using scRNA‐seq information from GSE118389 demonstrated the interpretation of SERPINF1, AMOT, PML , and BTG1 . In conclusion, this investigation engineered ARG‐centric disease paradigms that not only prognosticated prospective therapeutic compounds, but also projected their mechanistic trajectories, thereby facilitating the proposition of tailored treatments within diverse patient cohorts diagnosed with breast cancer.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
科研通AI6应助qiany采纳,获得10
2秒前
kiska完成签到,获得积分10
3秒前
刘小雨发布了新的文献求助10
4秒前
赘婿应助明亮幻枫采纳,获得10
6秒前
彦子完成签到 ,获得积分10
7秒前
浮游应助自由的风筝采纳,获得10
9秒前
9秒前
小姜同学发布了新的文献求助10
9秒前
冷艳的匪发布了新的文献求助10
13秒前
搞怪的鱼发布了新的文献求助10
13秒前
科研通AI6应助豆豆突采纳,获得10
15秒前
Lea发布了新的文献求助10
15秒前
a楠完成签到,获得积分20
15秒前
19秒前
20秒前
24秒前
阳光发布了新的文献求助10
24秒前
大饼卷肉完成签到,获得积分10
26秒前
含糊的耷完成签到,获得积分10
27秒前
明亮幻枫发布了新的文献求助10
28秒前
abletoo完成签到,获得积分10
29秒前
苗元槐完成签到 ,获得积分10
32秒前
共享精神应助阳光采纳,获得10
32秒前
Frank应助廖思巧采纳,获得10
35秒前
耳朵暴富富完成签到 ,获得积分10
36秒前
37秒前
完美世界应助百事可乐采纳,获得10
37秒前
39秒前
40秒前
GongSyi关注了科研通微信公众号
42秒前
Eason_C完成签到 ,获得积分10
43秒前
43秒前
zlh完成签到,获得积分20
44秒前
orixero应助cxh采纳,获得10
44秒前
50秒前
tangyong完成签到,获得积分0
55秒前
英姑应助科研通管家采纳,获得10
55秒前
宅多点应助科研通管家采纳,获得10
56秒前
Jared应助科研通管家采纳,获得10
56秒前
浮游应助科研通管家采纳,获得10
56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
List of 1,091 Public Pension Profiles by Region 1621
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 800
Biology of the Reptilia. Volume 21. Morphology I. The Skull and Appendicular Locomotor Apparatus of Lepidosauria 620
A Guide to Genetic Counseling, 3rd Edition 500
Laryngeal Mask Anesthesia: Principles and Practice. 2nd ed 500
The Composition and Relative Chronology of Dynasties 16 and 17 in Egypt 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5560180
求助须知:如何正确求助?哪些是违规求助? 4645357
关于积分的说明 14674990
捐赠科研通 4586495
什么是DOI,文献DOI怎么找? 2516447
邀请新用户注册赠送积分活动 1490087
关于科研通互助平台的介绍 1460900