Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury

BackgroundMicrovascular complications, such as diabetic retinopathy (DR) and diabetic nephropathy (DN), and macrovascular complications, referring to atherosclerosis (AS), are the main complications of diabetes. Blindness or fatal microvascular diseases are considered to be identified earlier than f...

Full description

Bibliographic Details
Main Authors: Cao Yuchen, Zhao Hejia, Meng Fanke, Deng Qixin, Cai Liyang, Guo Xi, Chen Yanxia, Yang Xiongyi, Xie Zhuohang, Yi Guoguo, Fu Min
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-01-01
Series:Frontiers in Endocrinology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fendo.2023.1032015/full
_version_ 1797945444991500288
author Cao Yuchen
Cao Yuchen
Cao Yuchen
Zhao Hejia
Meng Fanke
Meng Fanke
Deng Qixin
Cai Liyang
Cai Liyang
Guo Xi
Guo Xi
Guo Xi
Chen Yanxia
Chen Yanxia
Yang Xiongyi
Yang Xiongyi
Xie Zhuohang
Xie Zhuohang
Yi Guoguo
Fu Min
Fu Min
author_facet Cao Yuchen
Cao Yuchen
Cao Yuchen
Zhao Hejia
Meng Fanke
Meng Fanke
Deng Qixin
Cai Liyang
Cai Liyang
Guo Xi
Guo Xi
Guo Xi
Chen Yanxia
Chen Yanxia
Yang Xiongyi
Yang Xiongyi
Xie Zhuohang
Xie Zhuohang
Yi Guoguo
Fu Min
Fu Min
author_sort Cao Yuchen
collection DOAJ
description BackgroundMicrovascular complications, such as diabetic retinopathy (DR) and diabetic nephropathy (DN), and macrovascular complications, referring to atherosclerosis (AS), are the main complications of diabetes. Blindness or fatal microvascular diseases are considered to be identified earlier than fatal macrovascular complications. Exploring the intrinsic relationship between microvascular and macrovascular complications and the hub of pathogenesis is of vital importance for prolonging the life span of patients with diabetes and improving the quality of life.Materials and methodsThe expression profiles of GSE28829, GSE30529, GSE146615 and GSE134998 were downloaded from the Gene Expression Omnibus database, which contained 29 atherosclerotic plaque samples, including 16 AS samples and 13 normal controls; 22 renal glomeruli and tubules samples from diabetes nephropathy including 12 DN samples and 10 normal controls; 73 lymphoblastoid cell line samples, including 52 DR samples and 21 normal controls. The microarray datasets were consolidated and DEGs were acquired and further analyzed by bioinformatics techniques including GSEA analysis, GO-KEGG functional clustering by R (version 4.0.5), PPI analysis by Cytoscape (version 3.8.2) and String database, miRNA analysis by Diana database, and hub genes analysis by Metascape database. The drug sensitivity of characteristic DEGs was analyzed.ResultA total of 3709, 4185 and 8086 DEGs were recognized in AS, DN, DR, respectively, with 1820, 1666, 888 upregulated and 1889, 2519, 7198 downregulated. GO and KEGG pathway analyses of DEGs and GSEA analysis of common differential genes demonstrated that these significant sites focused primarily on inflammation-oxidative stress and immune regulation pathways. PPI networks show the connection and regulation on top-250 significant sites of AS, DN, DR. MiRNA analysis explored the non-coding RNA upstream regulation network and significant pathway in AS, DN, DR. The joint analysis of multiple diseases shows the common influenced pathways of AS, DN, DR and explored the interaction between top-1000 DEGs at the same time.ConclusionIn the microvascular and macrovascular complications of diabetes, immune-mediated inflammatory response, chronic inflammation caused by endothelial cell activation and oxidative stress are the three links linking atherosclerosis, diabetes retinopathy and diabetes nephropathy together. Our study has clarified the intrinsic relationship and common tissue damage mechanism of microcirculation and circulatory system complications in diabetes, and explored the mechanism center of these two vascular complications. It has far-reaching clinical and social value for reducing the incidence of fatal events and early controlling the progress of disabling and fatal circulatory complications in diabetes.
first_indexed 2024-04-10T20:55:13Z
format Article
id doaj.art-13d5b67602404fa2b2c72356a52b7563
institution Directory Open Access Journal
issn 1664-2392
language English
last_indexed 2024-04-10T20:55:13Z
publishDate 2023-01-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Endocrinology
spelling doaj.art-13d5b67602404fa2b2c72356a52b75632023-01-23T05:40:16ZengFrontiers Media S.A.Frontiers in Endocrinology1664-23922023-01-011410.3389/fendo.2023.10320151032015Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injuryCao Yuchen0Cao Yuchen1Cao Yuchen2Zhao Hejia3Meng Fanke4Meng Fanke5Deng Qixin6Cai Liyang7Cai Liyang8Guo Xi9Guo Xi10Guo Xi11Chen Yanxia12Chen Yanxia13Yang Xiongyi14Yang Xiongyi15Xie Zhuohang16Xie Zhuohang17Yi Guoguo18Fu Min19Fu Min20Department of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaPlastic Surgery Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, ChinaSchool of Public Health, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaDepartment of Emergency, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaDepartment of nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, ChinaDepartment of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaDepartment of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaSchool of Rehabilitation Sciences, Southern Medical University, Guangzhou, Guangdong, ChinaSchool of Psychological and Cognitive Sciences and Beijing Key Laboratory of Behavior and Mental Health, Peking University, Beijing, ChinaDepartment of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaDepartment of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaDepartment of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaDepartment of Ophthalmology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, ChinaDepartment of Ophthalmology, Zhujiang Hospital, Southern Medical University, Guangzhou, ChinaThe Second Clinical School, Southern Medical University, Guangzhou, ChinaBackgroundMicrovascular complications, such as diabetic retinopathy (DR) and diabetic nephropathy (DN), and macrovascular complications, referring to atherosclerosis (AS), are the main complications of diabetes. Blindness or fatal microvascular diseases are considered to be identified earlier than fatal macrovascular complications. Exploring the intrinsic relationship between microvascular and macrovascular complications and the hub of pathogenesis is of vital importance for prolonging the life span of patients with diabetes and improving the quality of life.Materials and methodsThe expression profiles of GSE28829, GSE30529, GSE146615 and GSE134998 were downloaded from the Gene Expression Omnibus database, which contained 29 atherosclerotic plaque samples, including 16 AS samples and 13 normal controls; 22 renal glomeruli and tubules samples from diabetes nephropathy including 12 DN samples and 10 normal controls; 73 lymphoblastoid cell line samples, including 52 DR samples and 21 normal controls. The microarray datasets were consolidated and DEGs were acquired and further analyzed by bioinformatics techniques including GSEA analysis, GO-KEGG functional clustering by R (version 4.0.5), PPI analysis by Cytoscape (version 3.8.2) and String database, miRNA analysis by Diana database, and hub genes analysis by Metascape database. The drug sensitivity of characteristic DEGs was analyzed.ResultA total of 3709, 4185 and 8086 DEGs were recognized in AS, DN, DR, respectively, with 1820, 1666, 888 upregulated and 1889, 2519, 7198 downregulated. GO and KEGG pathway analyses of DEGs and GSEA analysis of common differential genes demonstrated that these significant sites focused primarily on inflammation-oxidative stress and immune regulation pathways. PPI networks show the connection and regulation on top-250 significant sites of AS, DN, DR. MiRNA analysis explored the non-coding RNA upstream regulation network and significant pathway in AS, DN, DR. The joint analysis of multiple diseases shows the common influenced pathways of AS, DN, DR and explored the interaction between top-1000 DEGs at the same time.ConclusionIn the microvascular and macrovascular complications of diabetes, immune-mediated inflammatory response, chronic inflammation caused by endothelial cell activation and oxidative stress are the three links linking atherosclerosis, diabetes retinopathy and diabetes nephropathy together. Our study has clarified the intrinsic relationship and common tissue damage mechanism of microcirculation and circulatory system complications in diabetes, and explored the mechanism center of these two vascular complications. It has far-reaching clinical and social value for reducing the incidence of fatal events and early controlling the progress of disabling and fatal circulatory complications in diabetes.https://www.frontiersin.org/articles/10.3389/fendo.2023.1032015/fullatherosclerosisdiabetic retinopathydiabetic nephropathycomplications of circulatory systeminflammation-oxidative stressimmune regulation
spellingShingle Cao Yuchen
Cao Yuchen
Cao Yuchen
Zhao Hejia
Meng Fanke
Meng Fanke
Deng Qixin
Cai Liyang
Cai Liyang
Guo Xi
Guo Xi
Guo Xi
Chen Yanxia
Chen Yanxia
Yang Xiongyi
Yang Xiongyi
Xie Zhuohang
Xie Zhuohang
Yi Guoguo
Fu Min
Fu Min
Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury
Frontiers in Endocrinology
atherosclerosis
diabetic retinopathy
diabetic nephropathy
complications of circulatory system
inflammation-oxidative stress
immune regulation
title Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury
title_full Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury
title_fullStr Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury
title_full_unstemmed Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury
title_short Exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes: Seeking the hub of circulatory system injury
title_sort exploring the shared molecular mechanism of microvascular and macrovascular complications in diabetes seeking the hub of circulatory system injury
topic atherosclerosis
diabetic retinopathy
diabetic nephropathy
complications of circulatory system
inflammation-oxidative stress
immune regulation
url https://www.frontiersin.org/articles/10.3389/fendo.2023.1032015/full
work_keys_str_mv AT caoyuchen exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT caoyuchen exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT caoyuchen exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT zhaohejia exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT mengfanke exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT mengfanke exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT dengqixin exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT cailiyang exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT cailiyang exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT guoxi exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT guoxi exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT guoxi exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT chenyanxia exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT chenyanxia exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT yangxiongyi exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT yangxiongyi exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT xiezhuohang exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT xiezhuohang exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT yiguoguo exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT fumin exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury
AT fumin exploringthesharedmolecularmechanismofmicrovascularandmacrovascularcomplicationsindiabetesseekingthehubofcirculatorysysteminjury