Metabolomics,Unknown,Transcriptomics,Genomics,Proteomics

Dataset Information

Sural nerve of progressive and non-progressive diabetic neuropathy patients

ABSTRACT: Diabetic neuropathy (DN) is a common complication of diabetes. While multiple pathways are implicated in the pathophysiology of DN, there are no specific treatments for DN and currently it is not possible to predict DN onset or progression. To examine gene expression signatures related to DN, microarray experiments were performed on a subset of human sural nerves collected during a 52-week clinical trial of acetyl-L-carnitine. A series of bioinformatics analyses analyzed differential gene expression and identified gene networks and pathways potentially responsible for the progression of DN. We identified 532 differentially expressed genes (DEGs) between patient samples with progressing or non-progressing DN, which were functionally enriched in pathways involving defense and inflammatory responses and lipid metabolism. A literature-derived co-citation network of the DEGs revealed gene sub-networks centered on apolipoprotein E (APOE), jun oncogene (JUN), leptin (LEP), serpin peptidase inhibitor E Type 1 (SERPINE1) and peroxisome proliferator-activated receptor gamma (PPARG). DEGs were used to predict DN progression in a test set of patients. Ridge-regression classification models with 14 DEGs achieved an overall accuracy of 92%, correctly classifying the progression status of 11 out of 12 patients. To our knowledge, this is the first study to identify transcriptional changes associated with DN progression in human sural nerves biopsies and describe their potential utility for molecular prediction of DN. Our results identifying the unique gene signature of patients with progressive DN will facilitate the development of new mechanism-based diagnostics and therapies. 18 progressor and 17 non-progressor at 52 weeks

ORGANISM(S): Homo sapiens

SUBMITTER: Junguk Hur

PROVIDER: E-GEOD-24290 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress

ACCESS DATA

Similar Datasets

Project description:A better understanding of the molecular mechanisms underlying the development and progression of diabetic neuropathy (DN) is essential for the design of mechanism-based therapies. We examined changes in global gene expression to define pathways regulated by diabetes in peripheral nerve. Microarray data for 24 week-old BKS db/db and db/+ mouse sciatic nerve were analyzed to define significantly differentially expressed genes (DEGs); DEGs were further used for functional enrichment analysis and network analysis to identify biological processes and pathways differentially regulated in the db/db nerve. Expression profile clustering was performed to identify co-expressed DEGs. A set of co-expressed lipid metabolism genes was used for promoter sequence analysis.We identified 4,017 DEGs; 2,122 genes were up-regulated and 1,895 genes were down-regulated in the db/db relative to the db+ samples. Over-represented biological processes identified by the functional enrichment analysis include cell cycle, lipid metabolic process, lipid transport, carbohydrate metabolic process, response to stress, apoptosis, axonogenesis and cell adhesion. Pathways regulated in the db/db nerve include lipid metabolism, carbohydrate metabolism, energy metabolism, PPAR signaling, apoptosis, and axon guidance. The majority of DEGs in the glycolysis, TCA cycle, oxidative phosphorylation, fatty acid metabolism, glycerolipid metabolism, mitochondrial fatty acid elongation, lipid transport, adipocytokine signaling, PPAR signaling, and apoptosis pathways are up-regulated, whereas most of the axonogenesis-related genes are down-regulated in db/db nerve. A network of DEGs based on their co-citation in literature identified regulatory relationship between Tnf-α and key genes from the regulated pathways. Promoter sequence analysis identified over-represented transcription factor binding site (TFBS) motifs in the promoter regions of twenty two co-expressed lipid metabolism-related genes suggesting coordinated regulation of these genes by multiple transcription factors (TF). Furthermore, TF binding to these TFBS and differentially regulated in our data are annotated with nervous system development and immune response suggesting possible co-regulation of lipid metabolism, nervous system development and stress response genes. Gene expression changes in our data are consistent with pathological characteristics observed in DN including axon degeneration and demyelination, and support existing hypotheses regarding hyperglycemia mediated nerve damage in DN. Our findings support the role of hyperglycemia-induced oxidative stress and ischemia in nerve injury. Our results also support the hypothesis of oxidized lipid-mediated nerve injury and increased mitochondrial oxidative stress in dyslipidemia. Moreover, our analyses revealed a possible co-regulation mechanism connecting hyperlipidemia, stress response and axonal degeneration. Microarray data for 24 week-old BKS db/db and db/+ mouse sciatic nerve were analyzed to define significantly differentially expressed genes

Dataset Information

Sural nerve of progressive and non-progressive diabetic neuropathy patients

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure