已入深夜,您辛苦了!由于当前在线用户较少,发布求助请尽量完整的填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!祝你早点完成任务,早点休息,好梦!

Integration of transcriptomics and metabolomics identify biomarkers of aberrant lipid metabolism in ulcerative colitis

溃疡性结肠炎 代谢组学 转录组 脂类学 生物标志物 脂质代谢 生物标志物发现 OPL公司 生物 计算生物学 医学 蛋白质组学 生物信息学 化学 疾病 内科学 基因 生物化学 基因表达 氢键 有机化学 分子
作者
Xuexuan Ding,Fangfang Yan,Wenjian Wang,Jingtong Qin,Lianxiang Luo
出处
期刊:International Immunopharmacology [Elsevier BV]
卷期号:131: 111865-111865 被引量:3
标识
DOI:10.1016/j.intimp.2024.111865
摘要

The incidence of ulcerative colitis (UC) continues to rise globally, but effective therapeutic targets are still lacking. In recent years, numerous studies have indicated that lipid therapies could offer a novel perspective for UC treatment. Given the absence of prior research utilizing high-throughput data to identify target genes associated with lipid metabolism, we conducted this work. The training set for this study was derived from four datasets within the Gene Expression Omnibus (GEO), encompassing a total of 357 UC patients. We employed four machine learning methods (LASSO, SVM, RF, and Boruta) to jointly identify core biomarkers in these patients, whose aberrant expression needed to be validated in independent datasets and in dextrose sulfate sodium salt (DSS)-induced UC mouse models. Regarding metabolomics, we detected abnormal oxidized lipids in the serum of UC mouse using liquid chromatography-tandem mass spectrometry (LC-MS/MS) in conjunction with orthogonal partial least squares-discriminant analysis (OPLS-DA). Phospholipase A2 Group IIA (PLA2G2A) was first identified as a possible biomarker for UC, with AUC values of 0.810 and 1.000 in the two validation sets, while in animal models the gene showed similarly significant up-regulation in damaged intestinal mucosa. Further analysis of this gene showed that it was positively correlated with 17 immune cell types and histological severity. Additionally, we pioneered the development of a lipid metabolism score in UC research, which outperformed all individual genes in terms of disease diagnostic efficacy (AUC values of 0.980 and 1.000 for the two validation sets, respectively). Finally, the metabolomics study also identified 31 significantly abnormal oxidized lipids, including 12-HHT and DHA. PLA2G2A is a key therapeutic target for UC, and oxidized lipids such as 12-HHT can serve as potential serologic indicators for diagnosis.
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
1秒前
FashionBoy应助顺心的安珊采纳,获得10
1秒前
鲁丁丁发布了新的文献求助10
2秒前
奶油冰淇淋完成签到 ,获得积分10
3秒前
聪明藏今完成签到,获得积分10
3秒前
阔达问夏发布了新的文献求助10
3秒前
秋刀鱼不过期完成签到 ,获得积分10
5秒前
Bingbingbing发布了新的文献求助10
5秒前
阔达梦蕊发布了新的文献求助10
7秒前
阳阳阳完成签到 ,获得积分10
10秒前
huhu完成签到,获得积分10
10秒前
斯文败类应助断罪残影采纳,获得10
14秒前
app完成签到 ,获得积分20
20秒前
21秒前
无花果应助过氧化氢采纳,获得10
21秒前
独特成威完成签到 ,获得积分10
22秒前
HU完成签到 ,获得积分10
24秒前
清秀紫南发布了新的文献求助10
24秒前
66666发布了新的文献求助10
25秒前
27秒前
28秒前
WTT完成签到 ,获得积分10
29秒前
还没想好发布了新的文献求助10
32秒前
科研通AI5应助愉快的晓蓝采纳,获得10
32秒前
33秒前
zjz发布了新的文献求助10
34秒前
JamesPei应助66666采纳,获得10
34秒前
36秒前
36秒前
mumu发布了新的文献求助20
38秒前
zjz完成签到,获得积分10
38秒前
达克赛德完成签到 ,获得积分10
40秒前
天元神尊完成签到 ,获得积分10
41秒前
41秒前
还没想好完成签到,获得积分10
42秒前
luobin完成签到,获得积分10
43秒前
43秒前
美好斓应助小林不会数学采纳,获得10
43秒前
43秒前
阔达问夏完成签到 ,获得积分20
43秒前
高分求助中
Applied Survey Data Analysis (第三版, 2025) 800
Narcissistic Personality Disorder 700
Handbook of Experimental Social Psychology 500
The Martian climate revisited: atmosphere and environment of a desert planet 500
建国初期十七年翻译活动的实证研究. 建国初期十七年翻译活动的实证研究 400
Towards a spatial history of contemporary art in China 400
Ecology, Socialism and the Mastery of Nature: A Reply to Reiner Grundmann 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3847469
求助须知:如何正确求助?哪些是违规求助? 3390117
关于积分的说明 10560745
捐赠科研通 3110478
什么是DOI,文献DOI怎么找? 1714375
邀请新用户注册赠送积分活动 825212
科研通“疑难数据库(出版商)”最低求助积分说明 775340