Exploring the potential mechanisms of Tongmai Jiangtang capsules in treating diabetic nephropathy through multi-dimensional data

列线图 免疫系统 肾病 疾病 聚类分析 计算生物学 医学 生物 生物信息学 免疫学 糖尿病 内科学 内分泌学 人工智能 计算机科学
作者
Yi Liu,Xin Cui,Xuming Zhang,Zhihui Xie,Weili Wang,Jun-Yu Xi,Yan-Ming Xie
出处
期刊:Frontiers in Endocrinology [Frontiers Media SA]
卷期号:14
标识
DOI:10.3389/fendo.2023.1172226
摘要

Background Diabetic nephropathy (DN) is a prevalent and debilitating disease that represents the leading cause of chronic kidney disease which imposes public health challenges Tongmai Jiangtang capsule (TMJT) is commonly used for the treatment of DN, albeit its underlying mechanisms of action are still elusive. Methods This study retrieved databases to identify the components and collect the targets of TMJT and DN. Target networks were constructed to screen the core components and targets. Samples from the GEO database were utilized to perform analyses of targets and immune cells and obtain significantly differentially expressed core genes (SDECGs). We also selected a machine learning model to screen the feature genes and construct a nomogram. Furthermore, molecular docking, another GEO dataset, and Mendelian randomization (MR) were utilized for preliminary validation. We subsequently clustered the samples based on SDECG expression and consensus clustering and performed analyses between the clusters. Finally, we scored the SDECG score and analyzed the differences between clusters. Results This study identified 13 SDECGs between DN and normal groups which positively regulated immune cells. We also identified five feature genes ( CD40LG , EP300 , IL1B , GAPDH , and EGF ) which were used to construct a nomogram. MR analysis indicated a causal link between elevated IL1B levels and an increased risk of DN. Clustering analysis divided DN samples into four groups, among which, C1 and CI were mainly highly expressed and most immune cells were up-regulated. C2 and CII were the opposite. Finally, we found significant differences in SDECG scores between C1 and C2, CI and CII, respectively. Conclusion TMJT may alleviate DN via core components (e.g. Denudatin B, hancinol, hirudinoidine A) targeting SDECGs (e.g. SRC, EGF, GAPDH), with the involvement of feature genes and modulation of immune and inflammation-related pathways. These findings have potential implications for clinical practice and future investigations.
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
更新
大幅提高文件上传限制,最高150M (2024-4-1)

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
热心嫣然完成签到,获得积分10
1秒前
坦率小白菜完成签到,获得积分10
2秒前
orixero应助h嘿采纳,获得10
4秒前
蓝天海完成签到,获得积分0
4秒前
笔记本给笔记本的求助进行了留言
4秒前
cnkly完成签到,获得积分10
6秒前
kkneed完成签到,获得积分10
6秒前
哈哈完成签到 ,获得积分10
6秒前
fyjlfy完成签到 ,获得积分10
7秒前
zorro3574完成签到,获得积分10
7秒前
A12138完成签到 ,获得积分10
8秒前
时尚的初柔完成签到,获得积分10
8秒前
迷人嫣然完成签到,获得积分10
10秒前
无语的怜梦完成签到,获得积分10
10秒前
cj完成签到,获得积分10
14秒前
小小小曾啊啊啊啊完成签到,获得积分10
14秒前
zoey完成签到,获得积分10
15秒前
余余余完成签到,获得积分10
15秒前
文献文献文献完成签到,获得积分10
15秒前
哎哟很烦完成签到,获得积分10
15秒前
找不到文章直接疯完成签到,获得积分10
16秒前
大模型应助南城雨落采纳,获得10
16秒前
悦耳的绿旋完成签到,获得积分10
17秒前
橘子味的风完成签到,获得积分10
17秒前
科研狗完成签到,获得积分10
18秒前
搜集达人应助whitepiece采纳,获得10
19秒前
Noel发布了新的文献求助10
19秒前
Ava应助cccc采纳,获得10
19秒前
OKAY完成签到,获得积分10
20秒前
肖旻发布了新的文献求助10
20秒前
ZQQ完成签到 ,获得积分10
20秒前
入海完成签到,获得积分10
21秒前
ytrewq完成签到 ,获得积分10
21秒前
亚威发布了新的文献求助20
23秒前
凌南风完成签到,获得积分10
24秒前
tong童完成签到 ,获得积分10
25秒前
小尘埃完成签到,获得积分10
25秒前
香蕉觅云应助shamy夫妇采纳,获得10
25秒前
26秒前
雪白幻雪完成签到 ,获得积分10
27秒前
高分求助中
Un calendrier babylonien des travaux, des signes et des mois: Séries iqqur îpuš 1036
IG Farbenindustrie AG and Imperial Chemical Industries Limited strategies for growth and survival 1925-1953 800
The Found Generation: Chinese Communists in Europe during the Twenties 700
Sustainable Land Management: Strategies to Cope with the Marginalisation of Agriculture 600
Handbook of Language Analysis in Psychology 500
Prochinois Et Maoïsmes En France (et Dans Les Espaces Francophones) 500
重庆市新能源汽车产业大数据招商指南(两链两图两池两库两平台两清单两报告) 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 有机化学 工程类 生物化学 纳米技术 物理 内科学 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 电极 光电子学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 2536841
求助须知:如何正确求助?哪些是违规求助? 2172183
关于积分的说明 5583576
捐赠科研通 1892485
什么是DOI,文献DOI怎么找? 943431
版权声明 565153
科研通“疑难数据库(出版商)”最低求助积分说明 502627