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1.
BMC Cancer ; 24(1): 691, 2024 Jun 06.
Article in English | MEDLINE | ID: mdl-38844880

ABSTRACT

PURPOSE: The potential efficacy of metformin in breast cancer (BC) has been hotly discussed but never conclusive. This genetics-based study aimed to evaluate the relationships between metformin targets and BC risk. METHODS: Metformin targets from DrugBank and genome-wide association study (GWAS) data from IEU OpenGWAS and FinnGen were used to investigate the breast cancer (BC)-metformin causal link with various Mendelian Randomization (MR) methods (e.g., inverse-variance-weighting). The genetic association between type 2 diabetes (T2D) and the drug target of metformin was also analyzed as a positive control. Sensitivity and pleiotropic tests ensured reliability. RESULTS: The primary targets of metformin are PRKAB1, ETFDH and GPD1L. We found a causal association between PRKAB1 and T2D (odds ratio [OR] 0.959, P = 0.002), but no causal relationship was observed between metformin targets and overall BC risk (PRKAB1: OR 0.990, P = 0.530; ETFDH: OR 0.986, P = 0.592; GPD1L: OR 1.002, P = 0.806). A noteworthy causal relationship was observed between ETFDH and estrogen receptor (ER)-positive BC (OR 0.867, P = 0.018), and between GPD1L and human epidermal growth factor receptor 2 (HER2)-negative BC (OR 0.966, P = 0.040). Other group analyses did not yield positive results. CONCLUSION: The star target of metformin, PRKAB1, does not exhibit a substantial causal association with the risk of BC. Conversely, metformin, acting as an inhibitor of ETFDH and GPD1L, may potentially elevate the likelihood of developing ER-positive BC and HER2-negative BC. Consequently, it is not advisable to employ metformin as a standard supplementary therapy for BC patients without T2D.


Subject(s)
Breast Neoplasms , Diabetes Mellitus, Type 2 , Genome-Wide Association Study , Mendelian Randomization Analysis , Metformin , Humans , Metformin/therapeutic use , Metformin/pharmacology , Breast Neoplasms/genetics , Breast Neoplasms/drug therapy , Female , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/complications , Chemotherapy, Adjuvant/methods , Hypoglycemic Agents/therapeutic use , Polymorphism, Single Nucleotide
2.
Front Endocrinol (Lausanne) ; 15: 1365738, 2024.
Article in English | MEDLINE | ID: mdl-38836231

ABSTRACT

Hypertension, a multifaceted cardiovascular disorder influenced by genetic, epigenetic, and environmental factors, poses a significant risk for the development of coronary artery disease (CAD) in individuals with type 2 diabetes mellitus (T2DM). Epigenetic alterations, particularly in histone modifications, DNA methylation, and microRNAs, play a pivotal role in unraveling the complex molecular underpinnings of blood pressure regulation. This review emphasizes the crucial interplay between epigenetic attributes and hypertension, shedding light on the prominence of DNA methylation, both globally and at the gene-specific level, in essential hypertension. Additionally, histone modifications, including acetylation and methylation, emerge as essential epigenetic markers linked to hypertension. Furthermore, microRNAs exert regulatory influence on blood pressure homeostasis, targeting key genes within the aldosterone and renin-angiotensin pathways. Understanding the intricate crosstalk between genetics and epigenetics in hypertension is particularly pertinent in the context of its interaction with T2DM, where hypertension serves as a notable risk factor for the development of CAD. These findings not only contribute to the comprehensive elucidation of essential hypertension but also offer promising avenues for innovative strategies in the prevention and treatment of cardiovascular complications, especially in the context of T2DM.


Subject(s)
Coronary Artery Disease , Diabetes Mellitus, Type 2 , Epigenesis, Genetic , Hypertension , Humans , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/complications , Coronary Artery Disease/genetics , Coronary Artery Disease/etiology , Hypertension/genetics , Hypertension/complications , Risk Factors , DNA Methylation , MicroRNAs/genetics , Animals
3.
Front Endocrinol (Lausanne) ; 15: 1407503, 2024.
Article in English | MEDLINE | ID: mdl-38836234

ABSTRACT

Background: Type 2 diabetes mellitus (T2DM) and hearing loss (HL) constitute significant public health challenges worldwide. Recently, the association between T2DM and HL has aroused attention. However, possible residual confounding factors and other biases inherent to observational study designs make this association undetermined. In this study, we performed univariate and multivariable Mendelian Randomization (MR) analysis to elucidate the causal association between T2DM and common hearing disorders that lead to HL. Methods: Our study employed univariate and multivariable MR analyses, with the Inverse Variance Weighted method as the primary approach to assessing the potential causal association between T2DM and hearing disorders. We selected 164 and 9 genetic variants representing T2DM from the NHGRI-EBI and DIAGRAM consortium, respectively. Summary-level data for 10 hearing disorders were obtained from over 500,000 participants in the FinnGen consortium and MRC-IEU. Sensitivity analysis revealed no significant heterogeneity of instrumental variables or pleiotropy was detected. Results: In univariate MR analysis, genetically predicted T2DM from both sources was associated with an increased risk of acute suppurative otitis media (ASOM) (In NHGRI-EBI: OR = 1.07, 95% CI: 1.02-1.13, P = 0.012; In DIAGRAM: OR = 1.14, 95% CI: 1.02-1.26, P = 0.016). Multivariable MR analysis, adjusting for genetically predicted sleep duration, alcohol consumption, body mass index, and smoking, either individually or collectively, maintained these associations. Sensitivity analyses confirmed the robustness of the results. Conclusion: T2DM was associated with an increased risk of ASOM. Strict glycemic control is essential for the minimization of the effects of T2DM on ASOM.


Subject(s)
Diabetes Mellitus, Type 2 , Mendelian Randomization Analysis , Otitis Media, Suppurative , Humans , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Otitis Media, Suppurative/genetics , Otitis Media, Suppurative/complications , Otitis Media, Suppurative/epidemiology , Polymorphism, Single Nucleotide , Risk Factors , Acute Disease , Hearing Loss/genetics , Hearing Loss/epidemiology , Hearing Loss/etiology , Female , Male , Genetic Predisposition to Disease
4.
Pak J Pharm Sci ; 37(2(Special)): 417-421, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38822544

ABSTRACT

Type 2 diabetes mellitus (T2DM) is a complex metabolic disorder with a rising global prevalence. The primary objective of this study was to explore the relationship between the GRK5 variant (rs10886471) and the therapeutic effect of repaglinide in patients of T2DM in Peshawar, Pakistan. A quasi-experimental study was designed. The study group consisted of patients with Type 2 Diabetes Mellitus (T2DM) categorized into responders and non-responders based on their HbA1c level reduction in response to repaglinide treatment. After ethical approval, and consent from the participants, sociodemographic and clinical data was collected from 60 T2DM patients. Blood samples were collected followed by DNA extraction and quantification with UV-Vis Spectroscopy. Genotyping for the GRK5 variant rs10886471 was done using the PCR-based method. Among socio-demographic factors family history and BMI showed significant association (P<0.05) with the therapeutic response to repaglinide. The Statistical analyses, including chi-square tests and logistic regression of GRK5 variant rs10886471 exhibited a significant association with the therapeutic response. Variant allele exhibited significant association (OR: 1.2, p=0.049) with the therapeutic response to repaglinide. The study demonstrated a significant relationship between the GRK5 variant (rs10886471) and the therapeutic response to repaglinide in patients of T2DM of Peshawar, Pakistan.


Subject(s)
Carbamates , Diabetes Mellitus, Type 2 , G-Protein-Coupled Receptor Kinase 5 , Hypoglycemic Agents , Piperidines , Humans , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/blood , Male , Female , Pakistan , Hypoglycemic Agents/therapeutic use , Middle Aged , G-Protein-Coupled Receptor Kinase 5/genetics , Carbamates/therapeutic use , Piperidines/therapeutic use , Adult , Glycated Hemoglobin/metabolism , Treatment Outcome , Aged
5.
PLoS One ; 19(6): e0304404, 2024.
Article in English | MEDLINE | ID: mdl-38848397

ABSTRACT

Craniopharyngiomas are rare tumors of the central nervous system that typically present with symptoms such as headache and visual impairment, and those reflecting endocrine abnormalities, which seriously affect the quality of life of patients. Patients with craniopharyngiomas are at higher cardiometabolic risk, defined as conditions favoring the development of type 2 diabetes and cardiovascular disease. However, the underlying common pathogenic mechanisms of craniopharyngiomas and type 2 diabetes are not clear. Especially due to the difficulty of conducting in vitro or in vivo experiments on craniopharyngioma, we thought the common pathway analysis between craniopharyngioma and type 2 diabetes based on bioinformatics is a powerful and feasible method. In the present study, using public datasets (GSE94349, GSE68015, GSE38642 and GSE41762) obtained from the GEO database, the gene expression associated with adamantinomatous craniopharyngioma, a subtype of craniopharyngioma, and type 2 diabetes were analyzed using a bioinformatic approach. We found 11 hub genes using a protein-protein interaction network analysis. Of these, seven (DKK1, MMP12, KRT14, PLAU, WNT5B, IKBKB, and FGF19) were also identified by least absolute shrinkage and selection operator analysis. Finally, single-gene validation and receptor operating characteristic analysis revealed that four of these genes (MMP12, PLAU, KRT14, and DKK1) may be involved in the common pathogenetic mechanism of adamantinomatous craniopharyngioma and type 2 diabetes. In addition, we have characterized the differences in immune cell infiltration that characterize these two diseases, providing a reference for further research.


Subject(s)
Computational Biology , Craniopharyngioma , Diabetes Mellitus, Type 2 , Pituitary Neoplasms , Humans , Craniopharyngioma/genetics , Craniopharyngioma/pathology , Craniopharyngioma/metabolism , Diabetes Mellitus, Type 2/genetics , Computational Biology/methods , Pituitary Neoplasms/genetics , Pituitary Neoplasms/pathology , Protein Interaction Maps/genetics , Biomarkers, Tumor/genetics , Gene Expression Regulation, Neoplastic , Gene Regulatory Networks , Gene Expression Profiling , Biomarkers/metabolism
6.
Cardiovasc Diabetol ; 23(1): 196, 2024 Jun 07.
Article in English | MEDLINE | ID: mdl-38849833

ABSTRACT

BACKGROUND: Monocytes play a central role in the pathophysiology of cardiovascular complications in type 2 diabetes (T2D) patients through different mechanisms. We investigated diabetes-induced changes in lncRNA genes from T2D patients with cardiovascular disease (CVD), long-duration diabetes, and poor glycemic control. METHODS: We performed paired-end RNA sequencing of monocytes from 37 non-diabetes controls and 120 patients with T2D, of whom 86 had either macro or microvascular disease or both. Monocytes were sorted from peripheral blood using flow cytometry; their RNA was purified and sequenced. Alignments and gene counts were obtained with STAR to reference GRCh38 using Gencode (v41) annotations followed by batch correction with CombatSeq. Differential expression analysis was performed with EdgeR and pathway analysis with IPA software focusing on differentially expressed genes (DEGs) with a p-value < 0.05. Additionally, differential co-expression analysis was done with csdR to identify lncRNAs highly associated with diabetes-related expression networks with network centrality scores computed with Igraph and network visualization with Cytoscape. RESULTS: Comparing T2D vs. non-T2D, we found two significantly upregulated lncRNAs (ENSG00000287255, FDR = 0.017 and ENSG00000289424, FDR = 0.048) and one significantly downregulated lncRNA (ENSG00000276603, FDR = 0.017). Pathway analysis on DEGs revealed networks affecting cellular movement, growth, and development. Co-expression analysis revealed ENSG00000225822 (UBXN7-AS1) as the highest-scoring diabetes network-associated lncRNA. Analysis within T2D patients and CVD revealed one lncRNA upregulated in monocytes from patients with microvascular disease without clinically documented macrovascular disease. (ENSG00000261654, FDR = 0.046). Pathway analysis revealed DEGs involved in networks affecting metabolic and cardiovascular pathologies. Co-expression analysis identified lncRNAs strongly associated with diabetes networks, including ENSG0000028654, ENSG00000261326 (LINC01355), ENSG00000260135 (MMP2-AS1), ENSG00000262097, and ENSG00000241560 (ZBTB20-AS1) when we combined the results from all patients with CVD. Similarly, we identified from co-expression analysis of diabetes patients with a duration ≥ 10 years vs. <10 years two lncRNAs: ENSG00000269019 (HOMER3-AS10) and ENSG00000212719 (LINC02693). The comparison of patients with good vs. poor glycemic control also identified two lncRNAs: ENSG00000245164 (LINC00861) and ENSG00000286313. CONCLUSION: We identified dysregulated diabetes-related genes and pathways in monocytes of diabetes patients with cardiovascular complications, including lncRNA genes of unknown function strongly associated with networks of known diabetes genes.


Subject(s)
Cardiovascular Diseases , Diabetes Mellitus, Type 2 , Gene Expression Profiling , Gene Expression Regulation , Gene Regulatory Networks , Monocytes , RNA, Long Noncoding , Humans , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , RNA, Long Noncoding/blood , Monocytes/metabolism , Male , Middle Aged , Female , Cardiovascular Diseases/genetics , Cardiovascular Diseases/diagnosis , Case-Control Studies , Aged , Signal Transduction , Transcriptome , RNA-Seq , Blood Glucose/metabolism
7.
PLoS One ; 19(6): e0302643, 2024.
Article in English | MEDLINE | ID: mdl-38829901

ABSTRACT

BACKGROUND: The A allele of rs373863828 in CREB3 regulatory factor is associated with high Body Mass Index, but lower odds of type 2 diabetes. These associations have been replicated elsewhere, but to date all studies have been cross-sectional. Our aims were (1) to describe the development of type 2 diabetes and change in fasting glucose between 2010 and 2018 among a longitudinal cohort of adult Samoans without type 2 diabetes or who were not using diabetes medications at baseline, and (2) to examine associations between fasting glucose rate-of-change (mmol/L per year) and the A allele of rs373863828. METHODS: We describe and test differences in fasting glucose, the development of type 2 diabetes, body mass index, age, smoking status, physical activity, urbanicity of residence, and household asset scores between 2010 and 2018 among a cohort of n = 401 adult Samoans, selected to have a ~2:2:1 ratio of GG:AG: AA rs373863828 genotypes. Multivariate linear regression was used to test whether fasting glucose rate-of-change was associated with rs373863828 genotype, and other baseline variables. RESULTS: By 2018, fasting glucose and BMI significantly increased among all genotype groups, and a substantial portion of the sample developed type 2 diabetes mellitus. The A allele was associated with a lower fasting glucose rate-of-change (ß = -0.05 mmol/L/year per allele, p = 0.058 among women; ß = -0.004 mmol/L/year per allele, p = 0.863 among men), after accounting for baseline variables. Mean fasting glucose and mean BMI increased over an eight-year period and a substantial number of individuals developed type 2 diabetes by 2018. However, fasting glucose rate-of-change, and type 2 diabetes development was lower among females with AG and AA genotypes. CONCLUSIONS: Further research is needed to understand the effect of the A allele on fasting glucose and type 2 diabetes development. Based on our observations that other risk factors increased over time, we advocate for the continued promotion for diabetes prevention and treatment programming, and the reduction of modifiable risk factors, in this setting.


Subject(s)
Blood Glucose , Diabetes Mellitus, Type 2 , Fasting , Humans , Female , Diabetes Mellitus, Type 2/genetics , Male , Middle Aged , Blood Glucose/metabolism , Adult , Fasting/blood , Mutation, Missense , Polymorphism, Single Nucleotide , Alleles , Samoa , Cohort Studies , Body Mass Index , Genotype , Longitudinal Studies , Cross-Sectional Studies , Aged , Tumor Suppressor Proteins
8.
JCI Insight ; 9(11)2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38855865

ABSTRACT

Monogenic diabetes is a gateway to precision medicine through molecular mechanistic insight. Hepatocyte nuclear factor 1A (HNF-1A) and HNF-4A are transcription factors that engage in crossregulatory gene transcription networks to maintain glucose-stimulated insulin secretion in pancreatic ß cells. Variants in the HNF1A and HNF4A genes are associated with maturity-onset diabetes of the young (MODY). Here, we explored 4 variants in the P2-HNF4A promoter region: 3 in the HNF-1A binding site and 1 close to the site, which were identified in 63 individuals from 21 families of different MODY disease registries across Europe. Our goal was to study the disease causality for these variants and to investigate diabetes mechanisms on the molecular level. We solved a crystal structure of HNF-1A bound to the P2-HNF4A promoter and established a set of techniques to probe HNF-1A binding and transcriptional activity toward different promoter variants. We used isothermal titration calorimetry, biolayer interferometry, x-ray crystallography, and transactivation assays, which revealed changes in HNF-1A binding or transcriptional activities for all 4 P2-HNF4A variants. Our results suggest distinct disease mechanisms of the promoter variants, which can be correlated with clinical phenotype, such as age of diagnosis of diabetes, and be important tools for clinical utility in precision medicine.


Subject(s)
Diabetes Mellitus, Type 2 , Hepatocyte Nuclear Factor 1-alpha , Hepatocyte Nuclear Factor 4 , Promoter Regions, Genetic , Hepatocyte Nuclear Factor 4/genetics , Hepatocyte Nuclear Factor 4/metabolism , Humans , Hepatocyte Nuclear Factor 1-alpha/genetics , Hepatocyte Nuclear Factor 1-alpha/metabolism , Promoter Regions, Genetic/genetics , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/metabolism , Gene Expression Regulation , Binding Sites , Crystallography, X-Ray , Male , Female , Protein Binding
9.
Eur Rev Med Pharmacol Sci ; 28(10): 3607-3614, 2024 May.
Article in English | MEDLINE | ID: mdl-38856136

ABSTRACT

OBJECTIVE: The impact of particulate matter (PM) on the risk of type 2 diabetes (T2D) remains inconclusive. The purpose of this study was to assess the causal relationship between PM and T2D using Mendelian randomization (MR) analysis. MATERIALS AND METHODS: Single nucleotide polymorphisms (SNPs) for PM2.5, PM10, and T2D were obtained from the UK Biobank and FinnGen datasets. Inverse variance weighted, MR-Egger, and weighted median were utilized to examine the causal relationship between exposure and outcome. MR-Egger intercept analysis, Cochran's Q test, and leave-one-out sensitivity analysis were used to assess horizontal pleiotropy, heterogeneity, and robustness of the results, respectively. RESULTS: The MR analysis revealed a significant association between PM2.5 and increased risk of T2D (OR: 1.159, 95% CI: 1.003 to 1.339, p = 0.045), while no significant association was found between PM10 and T2D risk (OR: 1.031, 95% CI: 0.788 to 1.350, p = 0.822). MR-Egger intercept analysis and Cochran's Q test indicated no evidence of horizontal pleiotropy or heterogeneity in these results. Sensitivity analysis demonstrated the robustness of the results. CONCLUSIONS: This MR analysis suggests that PM2.5, rather than PM10, is associated with an increased risk of T2D. The use of air purifiers and anti-smog masks may potentially help reduce the risk of T2D. Further research is needed to elucidate the specific effects and underlying mechanisms of PM2.5 and PM10 on T2D.


Subject(s)
Diabetes Mellitus, Type 2 , Mendelian Randomization Analysis , Particulate Matter , Polymorphism, Single Nucleotide , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/epidemiology , Humans , Particulate Matter/adverse effects , Risk Factors
10.
Sci Rep ; 14(1): 13159, 2024 06 07.
Article in English | MEDLINE | ID: mdl-38849401

ABSTRACT

Epigenetic mechanisms contribute to the maintenance of both type 2 diabetes mellitus (T2DM) and psychiatric disorders. Emerging evidence suggests that molecular pathways and neurocognitive performance regulate epigenetic dynamics in these disorders. The current combined and transdiagnostic study investigated whether inflammatory, oxidative stress, adhesion molecule, neurocognitive and functional performance are significant predictors of telomere dynamics in a sample stratified by global DNA methylation levels. Peripheral blood inflammation, oxidative stress and adhesion molecule biomarkers and neurocognitive function were assessed twice over a 1-year period in 80 individuals, including 16 with schizophrenia (SZ), 16 with bipolar disorder (BD), 16 with major depressive disorder (MDD), 15 with T2DM, and 17 healthy controls (HCs). Leukocyte telomere length (LTL) was measured by qRT-PCR using deoxyribonucleic acid (DNA) extracted from peripheral blood samples. A posteriori, individuals were classified based on their global methylation score (GMS) at baseline into two groups: the below-average methylation (BM) and above-average methylation (AM) groups. Hierarchical and k-means clustering methods, mixed one-way analysis of variance and linear regression analyses were performed. Overall, the BM group showed a significantly higher leukocyte telomere length (LTL) than the AM group at both time points (p = 0.02; η2p = 0.06). Moreover, the BM group had significantly lower levels of tumor necrosis factor alpha (TNF-α) (p = 0.03; η2p = 0.06) and C-reactive protein (CRP) (p = 0.03; η2p = 0.06) than the AM group at the 1-year follow-up. Across all participants, the regression models showed that oxidative stress (reactive oxygen species [ROS]) (p = 0.04) and global cognitive score [GCS] (p = 0.02) were significantly negatively associated with LTL, whereas inflammatory (TNF-α) (p = 0.04), adhesion molecule biomarkers (inter cellular adhesion molecule [ICAM]) (p = 0.009), and intelligence quotient [IQ] (p = 0.03) were significantly positively associated with LTL. Moreover, the model predictive power was increased when tested in both groups separately, explaining 15.8% and 28.1% of the LTL variance at the 1-year follow-up for the AM and BM groups, respectively. Heterogeneous DNA methylation in individuals with T2DM and severe mental disorders seems to support the hypothesis that epigenetic dysregulation occurs in a transdiagnostic manner. Our results may help to elucidate the interplay between epigenetics, molecular processes and neurocognitive function in these disorders. DNA methylation and LTL are potential therapeutic targets for transdiagnostic interventions to decrease the risk of comorbidities.


Subject(s)
DNA Methylation , Inflammation , Oxidative Stress , Schizophrenia , Telomere , Humans , Male , Female , Inflammation/blood , Inflammation/genetics , Adult , Middle Aged , Telomere/genetics , Telomere/metabolism , Schizophrenia/genetics , Schizophrenia/blood , Diabetes Mellitus, Type 2/genetics , Biomarkers/blood , Bipolar Disorder/genetics , Bipolar Disorder/blood , Depressive Disorder, Major/genetics , Depressive Disorder, Major/blood , Leukocytes/metabolism , Epigenesis, Genetic , Telomere Homeostasis , Cognition , Case-Control Studies
11.
BMC Musculoskelet Disord ; 25(1): 457, 2024 Jun 08.
Article in English | MEDLINE | ID: mdl-38851698

ABSTRACT

OBJECTIVE: Type 2 diabetes mellitus (T2DM) is one of the high risk factors for sarcopenia. However, the pathogenesis of diabetic sarcopenia has not been fully elucidated. This study obtained transcriptome profiles of gastrocnemius muscle in normal and T2DM rats based on high-throughput sequencing technology, which may provide new ideas for exploring the pathogenesis of diabetic sarcopenia. METHODS: Twelve adult male Sprague-Dawley rats were randomly divided into Control group and T2DM group, and gastrocnemius muscle tissue was retained for transcriptome sequencing and real-time quantitative polymerase chain reaction (qRT-PCR) 6 months later. Screening differentially expressed genes (DEGs), Cluster analysis, gene ontology (GO) functional annotation analysis and Kyoto Encyclopedia of Genes and Gnomes (KEGG) functional annotation and enrichment analysis were performed for DEGs. Six DEGs related to apoptosis were selected for qTR-PCR verification. RESULTS: Transcriptomic analysis showed that there were 1016 DEGs between the gastrocnemius muscle of T2DM and normal rats, among which 665 DEGs were up-regulated and 351 DEGs were down-regulated. GO analysis showed that the extracellular matrix organization was the most enriched in biological processes, with 26 DEGs. The extracellular matrix with 35 DEGs was the most abundant cellular component. The extracellular matrix structural constituent, with 26 DEGs, was the most enriched in molecular functions. The highest number of DEGs enriched in biological processes, cellular components and molecular functions were positive regulation of transcription by RNA polymerase II, nucleus and metal ion binding, respectively. There were 78, 230 and 89 DEGs respectively. KEGG pathway enrichment analysis showed that ECM-receptor interaction, PI3K-Akt signaling pathway and TGF-ß signaling pathway(p < 0.001) had higher enrichment degree and number of DEGs. qRT-PCR results showed that the fold change of Map3k14, Atf4, Pik3r1, Il3ra, Gadd45b and Bid were 1.95, 3.25, 2.97, 2.38, 0.43 and 3.6, respectively. The fold change of transcriptome sequencing were 3.45, 2.21, 2.59, 5.39, 0.49 and 2.78, respectively. The transcriptional trends obtained by qRT-PCR were consistent with those obtained by transcriptome sequencing. CONCLUSIONS: Transcriptomic analysis was used to obtain the "gene profiles" of gastrocnemius muscle of T2DM and normal rats. qRT-PCR verification showed that the genes related to apoptosis were differentially expressed. These DEGs and enrichment pathways may provide new ideas for exploring the pathogenesis of diabetic sarcopenia.


Subject(s)
Computational Biology , Diabetes Mellitus, Experimental , Diabetes Mellitus, Type 2 , Gene Expression Profiling , Muscle, Skeletal , Rats, Sprague-Dawley , Transcriptome , Animals , Muscle, Skeletal/metabolism , Muscle, Skeletal/pathology , Male , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/metabolism , Rats , Gene Expression Profiling/methods , Diabetes Mellitus, Experimental/genetics , Diabetes Mellitus, Experimental/metabolism , Sarcopenia/genetics , Sarcopenia/metabolism
12.
Nat Commun ; 15(1): 5007, 2024 Jun 12.
Article in English | MEDLINE | ID: mdl-38866767

ABSTRACT

Polygenic scores (PGSs) offer the ability to predict genetic risk for complex diseases across the life course; a key benefit over short-term prediction models. To produce risk estimates relevant to clinical and public health decision-making, it is important to account for varying effects due to age and sex. Here, we develop a novel framework to estimate country-, age-, and sex-specific estimates of cumulative incidence stratified by PGS for 18 high-burden diseases. We integrate PGS associations from seven studies in four countries (N = 1,197,129) with disease incidences from the Global Burden of Disease. PGS has a significant sex-specific effect for asthma, hip osteoarthritis, gout, coronary heart disease and type 2 diabetes (T2D), with all but T2D exhibiting a larger effect in men. PGS has a larger effect in younger individuals for 13 diseases, with effects decreasing linearly with age. We show for breast cancer that, relative to individuals in the bottom 20% of polygenic risk, the top 5% attain an absolute risk for screening eligibility 16.3 years earlier. Our framework increases the generalizability of results from biobank studies and the accuracy of absolute risk estimates by appropriately accounting for age- and sex-specific PGS effects. Our results highlight the potential of PGS as a screening tool which may assist in the early prevention of common diseases.


Subject(s)
Genetic Predisposition to Disease , Multifactorial Inheritance , Humans , Male , Female , Multifactorial Inheritance/genetics , Incidence , Middle Aged , Adult , Aged , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/epidemiology , Risk Factors , Risk Assessment/methods , Global Burden of Disease , Sex Factors , Age Factors
13.
BMC Med Genomics ; 17(1): 159, 2024 Jun 12.
Article in English | MEDLINE | ID: mdl-38867275

ABSTRACT

BACKGROUND: Association between glucose and inflammatory bowel disease (IBD) was found in previous observational studies and in cohort studies. However, it is not clear whether these associations reflect causality. Thus, this study investigated whether there is such a causal relation between elevated glucose and IBD, Crohn's disease (CD) and ulcerative colitis (UC). METHODS: We performed a two-sample Mendelian Randomization (MR) with the independent genetic instruments identified from the largest available genome-wide association study (GWAS) for IBD (5,673 cases; 213,119 controls) and its main subtypes, CD and UC. Summarized data for glucose which included 200,622 cases and glycemic traits including HbA1c and type 2 diabetes(T2DM) were obtained from different GWAS studies. Primary and secondary analyses were conducted by preferentially using the radial inverse-variance weighted (IVW) approach. A number of other meta-analysis approach and sensitivity analyses were carried out to assess the robustness of the results. RESULTS: We did not find a causal effect of genetically predicted glucose on IBD as a whole (OR 0.858; 95% CI 0.649-1.135; P = 0.286). In subtype analyses glucose was also suggestively not associated with Crohn's disease (OR 0.22; 95% CI 0.04-1.00; P = 0.05) and ulcerative colitis (OR 0.940; 95% CI 0.628-1.407; P = 0.762). In the other direction, IBD and its subtypes were not related to glucose and glycemic traits. CONCLUSIONS: This MR study is not providing any evidence for a causal relationship between genetically predicted elevated glucose and IBD as well as it's subtypes UC and CD. Regarding the other direction, no causal associations could be found. Future studies with robust genetic instruments are needed to confirm this conclusion.


Subject(s)
Genome-Wide Association Study , Inflammatory Bowel Diseases , Mendelian Randomization Analysis , Humans , Inflammatory Bowel Diseases/genetics , Blood Glucose , Polymorphism, Single Nucleotide , Crohn Disease/genetics , Colitis, Ulcerative/genetics , Diabetes Mellitus, Type 2/genetics , Genetic Predisposition to Disease
14.
Sci Rep ; 14(1): 12802, 2024 06 04.
Article in English | MEDLINE | ID: mdl-38834682

ABSTRACT

The presence of glucose-6-phosphate dehydrogenase (G6PD) deficiency may increase the risk of type 2 diabetes mellitus (T2DM), with differing prevalence between males and females. Although G6PD deficiency is an X-linked genetic condition, its interaction with sex regarding T2DM risk among the Taiwanese population has not been fully explored. This study aimed to investigate the association between G6PD deficiency and T2DM risk in the Taiwanese population, focusing on the potential influence of sex. Data were obtained from the Taiwan Biobank (TWB) database, involving 85,334 participants aged 30 to 70 years. We used multiple logistic regression analysis to assess the interaction between G6PD rs72554664 and sex in relation to T2DM risk. The T2DM cohort comprised 55.35% females and 44.65% males (p < 0.001). The TC + TT genotype of rs72554664 was associated with an increased risk of T2DM, with an odds ratio (OR) of 1.95 (95% CI: 1.39-2.75), and males showed an OR of 1.31 (95% CI: 1.19-1.44). Notably, the G6PD rs72554664-T allelic variant in hemizygous males significantly elevated the T2DM risk (OR), 4.57; p < 0.001) compared to females with the CC genotype. Our findings suggest that the G6PD rs72554664 variant, in conjunction with sex, significantly affects T2DM risk, particularly increasing susceptibility in males. The association of the G6PD rs72554664-T allelic variant with a higher risk of T2DM highlights the importance of sex-specific mechanisms in the interplay between G6PD deficiency and T2DM.


Subject(s)
Biological Specimen Banks , Diabetes Mellitus, Type 2 , Genetic Predisposition to Disease , Glucosephosphate Dehydrogenase , Polymorphism, Single Nucleotide , Humans , Male , Female , Middle Aged , Taiwan/epidemiology , Glucosephosphate Dehydrogenase/genetics , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/epidemiology , Adult , Aged , Glucosephosphate Dehydrogenase Deficiency/genetics , Glucosephosphate Dehydrogenase Deficiency/epidemiology , Sex Factors , Risk Factors , Genotype , Alleles
15.
Nat Genet ; 56(6): 1100-1109, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38862855

ABSTRACT

Type 2 diabetes (T2D) shows heterogeneous body mass index (BMI) sensitivity. Here, we performed stratification based on BMI to optimize predictions for BMI-related diseases. We obtained BMI-stratified datasets using data from more than 195,000 individuals (nT2D = 55,284) from BioBank Japan (BBJ) and UK Biobank. T2D heritability in the low-BMI group was greater than that in the high-BMI group. Polygenic predictions of T2D toward low-BMI targets had pseudo-R2 values that were more than 22% higher than BMI-unstratified targets. Polygenic risk scores (PRSs) from low-BMI discovery outperformed PRSs from high BMI, while PRSs from BMI-unstratified discovery performed best. Pathway-specific PRSs demonstrated the biological contributions of pathogenic pathways. Low-BMI T2D cases showed higher rates of neuropathy and retinopathy. Combining BMI stratification and a method integrating cross-population effects, T2D predictions showed greater than 37% improvements over unstratified-matched-population prediction. We replicated findings in the Tohoku Medical Megabank (n = 26,000) and the second BBJ cohort (n = 33,096). Our findings suggest that target stratification based on existing traits can improve the polygenic prediction of heterogeneous diseases.


Subject(s)
Body Mass Index , Diabetes Mellitus, Type 2 , Genetic Predisposition to Disease , Genome-Wide Association Study , Multifactorial Inheritance , Humans , Diabetes Mellitus, Type 2/genetics , Multifactorial Inheritance/genetics , Female , Male , Biological Specimen Banks , Middle Aged , Japan , Risk Factors , Aged , Polymorphism, Single Nucleotide , United Kingdom
16.
Cell Physiol Biochem ; 58(3): 203-211, 2024 May 06.
Article in English | MEDLINE | ID: mdl-38852191

ABSTRACT

BACKGROUND/AIMS: Diabetic nephropathy (DN) is one of the complications of diabetes mellitus (DM). This study aimed to investigate the association between genetic polymorphisms, specifically AGTR1 (rs5186) and TGF-ß1 (rs1800470), and the risk of developing Diabetic nephropathy (DN) in type 2 diabetes mellitus patients, compared to those without DN and healthy controls. METHODS: A case-control study was conducted on 165 diabetic patients (59 with diabetic nephropathy (DN) and 54 without DN (DM)), and 52 healthy controls (HC). The genotyping was done using amplification refractory mutation system method (ARMS-PCR). Age, gender, and duration of diabetes were matched across groups. Clinical parameters including FBS, RBS, HbA1C, creatinine, urea, SBP, DBP, total cholesterol, triglycerides, LDL, and BMI were assessed. RESULTS: Diabetic patients with nephropathy exhibited significantly higher levels of clinical parameters compared to those without nephropathy and healthy controls. The risk allele of AGTR1 , C (p <0.0001), and risk allele containing genotypes AC (p <0.0001) and CC (p - 0.0010) were significantly higher in DN patients compared to DM and HC groups. Similarly, the TGF-ß1 risk allele C (p - 0.0001), and corresponding genotypes TC (p - 0.0038) and CC (p - 0.0027) were significantly associated with increased risk of diabetic nephropathy compared to DM and HC groups. CONCLUSION: The data showed significant association of AGTR1 (rs5186) and TGF-ß1 (rs1800470) polymorphism with an increased risk of diabetic nephropathy in type 2 diabetes mellitus patients. More investigation will be required to disseminate the results, while increasing the samples size and using whole genome sequencing.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Nephropathies , Polymorphism, Single Nucleotide , Receptor, Angiotensin, Type 1 , Transforming Growth Factor beta1 , Humans , Diabetic Nephropathies/genetics , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/complications , Male , Female , Transforming Growth Factor beta1/genetics , Middle Aged , Case-Control Studies , Receptor, Angiotensin, Type 1/genetics , Gene Frequency , Alleles , Genetic Predisposition to Disease , Genotype , Aged , Adult
17.
Mol Med ; 30(1): 80, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38858657

ABSTRACT

BACKGROUND: Type 2 diabetes mellitus (T2DM) is a chronic metabolic disease that commonly results from a high-calorie diet and sedentary lifestyle, leading to insulin resistance and glucose homeostasis perturbation. Physical activity is recommended as one first-line treatment in T2DM, but it leads to contrasted results. We hypothesized that, instead of applying standard exercise protocols, the prescription of personalized exercise programs specifically designed to reverse the potential metabolic alterations in skeletal muscle could result in better results. METHODS: To test this hypothesis, we drew the metabolic signature of the fast-twitch quadriceps muscle, based on a combined unbiased NMR spectroscopy and RT-qPCR study, in several T2DM mouse models of different genetic background (129S1/SvImJ, C57Bl/6J), sex and aetiology (high-fat diet (HFD) or HFD/Streptozotocin (STZ) induction or transgenic MKR (FVB-Tg Ckm-IGF1R*K1003R)1Dlr/J) mice. Three selected mouse models with unique muscular metabolic signatures were submitted to three different swimming-based programs, designed to address each metabolic specificity. RESULTS: We found that depending on the genetic background, the sex, and the mode of T2DM induction, specific muscular adaptations occurred, including depressed glycolysis associated with elevated PDK4 expression, shift to ß-oxidation, or deregulation of amino-acid homeostasis. Interestingly, dedicated swimming-based exercises designed to restore specific metabolic alterations in muscle were found optimal in improving systemic T2DM hallmarks, including a significant reduction in insulin resistance, the improvement of glucose homeostasis, and a delay in sensorimotor function alterations. CONCLUSION: The muscle metabolism constitutes an important clue for the design of precision exercises with potential clinical implications for T2DM patients.


Subject(s)
Diabetes Mellitus, Type 2 , Disease Models, Animal , Muscle, Skeletal , Physical Conditioning, Animal , Animals , Diabetes Mellitus, Type 2/metabolism , Diabetes Mellitus, Type 2/therapy , Diabetes Mellitus, Type 2/genetics , Muscle, Skeletal/metabolism , Mice , Male , Female , Diet, High-Fat/adverse effects , Mice, Inbred C57BL , Insulin Resistance , Metabolome , Diabetes Mellitus, Experimental/metabolism , Diabetes Mellitus, Experimental/therapy , Mice, Transgenic , Metabolomics/methods
18.
Sci Rep ; 14(1): 13068, 2024 06 06.
Article in English | MEDLINE | ID: mdl-38844495

ABSTRACT

Diabetic nephropathy represents one of the main long-term complications in T2DM patients. Cigarette smoking represents one of modifiable renal risk factors to kidney damage due to lead (Pb) exposure in these patients. Our goal is to investigate serum copeptin and Kidney injury molecule-1 (KIM-1) and urinary lead (UPb) in type 2 diabetes mellitus (T2DM) patients even smokers and non-smokers groups and compared to corresponding health controls and assess its associations with Angiotensin-Converting enzyme Insertion/Deletion polymorphism [ACE (I/D)] polymorphism in diabetic nephropathy progression in those patients. In present study, 106 T2DM patients and 102 healthy control individuals were enrolled. Serum glucose, copeptin, KIM-1, total cholesterol (TChol), triglycerides (TG), estimated glomerular filtration rate (eGFR) and UPb levels and ACE (I/D) polymorphisms were assessed in both groups. Results mentioned to significant variations in all parameters compared to in T2DM group compared to control group. Serum copeptin and UPb demonstrated significant difference in diabetic smokers (DS) and diabetic non-smokers (DNS) groups while KIM-1 exhibited significant change between DNS and healthy control non-smokers (CNS) groups. Positive relation was recorded between serum glucose and KIM-1 while negative one was found between serum copeptin and TChol. D allele was associated with significant variation in most parameters in T2DM, especially insertion/deletion (ID) polymorphism. ROC curve analysis (AUC) for serum copeptin was 0.8, p < 0.044 and for Kim-1 was 0.54, p = 0.13 while for uPb was 0.71, p < 0.033. Serum copeptin and UPb might be a prognostic biomarker for renal function decline in smoker T2DM patients while KIM-1 was potent marker in non-smoker T2DM with association with D allele of ACE I/D gene polymorphism.


Subject(s)
Diabetes Mellitus, Type 2 , Glycopeptides , Hepatitis A Virus Cellular Receptor 1 , Peptidyl-Dipeptidase A , Polymorphism, Genetic , Humans , Male , Peptidyl-Dipeptidase A/genetics , Peptidyl-Dipeptidase A/blood , Female , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/complications , Glycopeptides/blood , Middle Aged , Hepatitis A Virus Cellular Receptor 1/genetics , Diabetic Nephropathies/blood , Diabetic Nephropathies/genetics , Diabetic Nephropathies/etiology , INDEL Mutation , Smokers , Case-Control Studies , Adult , Genetic Predisposition to Disease , Glomerular Filtration Rate , Biomarkers/blood , ROC Curve
19.
Biomed Res Int ; 2024: 7747599, 2024.
Article in English | MEDLINE | ID: mdl-38884019

ABSTRACT

Introduction: PPIs, or proton pump inhibitors, are the most widely prescribed drugs. There is a debate regarding the relationship between long-term PPI use and the risk of type 2 diabetes mellitus (T2DM). A potential connection between T2DM and PPIs could be an elevated gastrin concentration. This study is aimed at investigating the long-term effects of PPI omeprazole (OZ) on glucose homeostasis and pancreatic gene expression profile in mice. Methods: Healthy adult male BALB/c mice were randomly divided into three equal groups (n = 10 in each one): (1) experimental mice that received OZ 20 mg/kg; (2) control mice that received 30 µl saline per os; (3) intact mice without any interventions. Mice were treated for 30 weeks. Glucose homeostasis was investigated by fasting blood glucose level, oral glucose tolerance test (GTT), insulin tolerance test (ITT), and basal insulin resistance (HOMA-IR). Serum gastrin and insulin concentration were determined by ELISA. Expressions of Sirt1, Pparg, Nfκb1 (p105), Nfe2l2, Cxcl5, Smad3, H2a.z, and H3f3b were measured by RT-PCR. Result: The ROC analysis revealed an increase in fasting blood glucose levels in OZ-treated mice in comparison with control and intact groups during the 30-week experiment. A slight but statistically significant increase in glucose tolerance and insulin sensitivity was observed in OZ-treated mice within 30 weeks of the experiment. The mice treated with OZ exhibited significant increases in serum insulin and gastrin levels, accompanied by a rise in the HOMA-IR level. These animals had a statistically significant increase in Sirt1, Pparg, and Cxcl5 mRNA expression. There were no differences in ß-cell numbers between groups. Conclusion: Long-term OZ treatment induced hypergastrin- and hyperinsulinemia and increased expression of Sirt1, Pparg, and Cxcl5 in mouse pancreatic tissues accompanied by specific changes in glucose metabolism. The mechanism of omeprazole-induced Cxcl5 mRNA expression and its association with pancreatic cancer risk should be investigated.


Subject(s)
Blood Glucose , Gastrins , Homeostasis , Insulin Resistance , Mice, Inbred BALB C , Omeprazole , Animals , Omeprazole/pharmacology , Omeprazole/adverse effects , Gastrins/blood , Gastrins/metabolism , Male , Mice , Homeostasis/drug effects , Blood Glucose/metabolism , Insulin/metabolism , Insulin/blood , Gene Expression Regulation/drug effects , Diabetes Mellitus, Type 2/metabolism , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/chemically induced , Glucose Tolerance Test , Proton Pump Inhibitors/pharmacology , Proton Pump Inhibitors/adverse effects , Glucose/metabolism
20.
Life Sci Alliance ; 7(8)2024 Aug.
Article in English | MEDLINE | ID: mdl-38876803

ABSTRACT

A lack of social relationships is increasingly recognized as a type 2 diabetes (T2D) risk. To investigate the underlying mechanism, we used male KK mice, an inbred strain with spontaneous diabetes. Given the association between living alone and T2D risk in humans, we divided the non-diabetic mice into singly housed (KK-SH) and group-housed control mice. Around the onset of diabetes in KK-SH mice, we compared H3K27ac ChIP-Seq with RNA-Seq using pancreatic islets derived from each experimental group, revealing a positive correlation between single-housing-induced changes in H3K27ac and gene expression levels. In particular, single-housing-induced H3K27ac decreases revealed a significant association with islet cell functions and GWAS loci for T2D and related diseases, with significant enrichment of binding motifs for transcription factors representative of human diabetes. Although these H3K27ac regions were preferentially localized to a polymorphic genomic background, SNVs and indels did not cause sequence disruption of enriched transcription factor motifs in most of these elements. These results suggest alternative roles of genetic variants in environment-dependent epigenomic changes and provide insights into the complex mode of disease inheritance.


Subject(s)
Diabetes Mellitus, Type 2 , Epigenomics , Islets of Langerhans , Animals , Mice , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/metabolism , Islets of Langerhans/metabolism , Male , Epigenomics/methods , Histones/metabolism , Polymorphism, Single Nucleotide , Epigenesis, Genetic/genetics , Diabetes Mellitus, Experimental/genetics , Genome-Wide Association Study , Disease Models, Animal , Mice, Inbred C57BL
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