1
|
Abd El-Fadeal NM, Sultan BO, AbdelMaogood AKK, Al Ageeli E, Mekhamer FT, Rohayem S, Shahidy A, Hosny N, Fawzy MS, Ismail MM, Abdellatif HAA. The Association of Cell-Free LncH19 and miR-29b Expression with the PI3K/AKT/HIF-1/VEGF Pathway in Patients with Diabetic Nephropathy: In Silico Prediction and Clinical Validation. Curr Issues Mol Biol 2024; 47:20. [PMID: 39852135 PMCID: PMC11764133 DOI: 10.3390/cimb47010020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Revised: 12/28/2024] [Accepted: 12/30/2024] [Indexed: 01/26/2025] Open
Abstract
Diabetic nephropathy (DN) affects about one-third of patients with diabetes and can lead to end-stage renal disease despite numerous trials aimed at improving diabetic management. Non-coding RNAs (ncRNAs) represent a new frontier in DN research, as increasing evidence suggests their involvement in the occurrence and progression of DN. A growing body of evidence suggests that long non-coding RNAs (lncRNAs) and microRNAs (miRNAs) in DN signaling pathways might serve as novel biomarkers or therapeutic targets, although this remains to be fully explored. Our study included four groups, each comprising 40 adults: patients with diabetes (a) without albuminuria, (b) with microalbuminuria, (c) with macroalbuminuria, and a control group. All participants underwent history-taking and clinicolaboratory assessments, including CBC, fasting blood sugar, HbA1c, lipid profile, liver function, and renal function tests. Additionally, expressions of lncRNA H19, miRNA-29b, PI3K, AKT, mTOR, and HIF-1 alpha were assessed using qPCR. lncRNA H19 expression was upregulated in patients with albuminuria compared to the DM group. Furthermore, based on qPCR, the level of lncRNA H19 was negatively correlated with eGFR and miRNA-29b expression. On the other hand, the lncRNA H19 level was positively correlated with PI3K, AKT, mTOR, and HIF-1 alpha levels. We also found that the lncH19/miRNA-29b ratio was significantly increased in patients with DN and macroalbuminuria. In conclusion, lncRNA H19 was upregulated in patients with DN, and this increase was associated with miRNA29b downregulation. Therefore, our study suggests a novel link between the lncH19/miRNA-29b ratio and DN, indicating that it might serve as a potential biomarker for the dynamic monitoring of DN.
Collapse
Affiliation(s)
- Noha M. Abd El-Fadeal
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt; (N.M.A.E.-F.); or (N.H.); (H.A.A.A.)
- Department of Biochemistry, Ibn Sina National College for Medical Studies, Jeddah 22421, Saudi Arabia
- Oncology Diagnostic Unit, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt
| | - Basma Osman Sultan
- Nephrology Unit, Internal Medicine Department, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt;
| | - Asmaa K. K. AbdelMaogood
- Clinical and Chemical Pathology Department, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt;
| | - Essam Al Ageeli
- Department of Basic Medical Sciences, Faculty of Medicine, Jazan University, Jazan 45141, Saudi Arabia;
| | - Fatma Tohamy Mekhamer
- Family Medicine Department, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt;
| | - Sherihan Rohayem
- Microbiology and Medical Immunology Department, Faculty of Medicine, Port Said University, Port Said 42523, Egypt
| | - Ahmed Shahidy
- Cardiothoracic Surgery Resident, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt;
| | - Nora Hosny
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt; (N.M.A.E.-F.); or (N.H.); (H.A.A.A.)
- Center of Excellence in Molecular and Cellular Medicine, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt
| | - Manal S. Fawzy
- Center for Health Research, Northern Border University, Arar 91431, Saudi Arabia
| | - Mohammed M. Ismail
- Department of Anatomy, Faculty of Medicine, Northern Border University, Arar 91431, Saudi Arabia;
| | - Hidi A. A. Abdellatif
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt; (N.M.A.E.-F.); or (N.H.); (H.A.A.A.)
- Oncology Diagnostic Unit, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, King Salman International University, Tur Sinai 46618, Egypt
| |
Collapse
|
2
|
Liang Y, Zhou R, Jin C, Liang J, Wang X, Fan W, Wu X, Zou M. Association Between Blood Urea Nitrogen/Albumin and the Incidence as Well as Progression of Type 2 Diabetes. Nutrients 2024; 17:113. [PMID: 39796544 PMCID: PMC11723113 DOI: 10.3390/nu17010113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2024] [Revised: 12/25/2024] [Accepted: 12/28/2024] [Indexed: 01/13/2025] Open
Abstract
BACKGROUND An increased risk of multiple secondary diseases has been observed in individuals with diabetes, which contributes to the growing economic burden. Few studies have established the connection of blood urea nitrogen/albumin (BAR) with diabetes, and its link to subsequent diabetic complications and mortality remains unclear. We aimed to explore the association of BAR with the onset of type 2 diabetes mellitus (T2DM) and its dynamic progression. METHODS A total of 20,039 prediabetic participants aged 40-70, without diabetes or related events at baseline, were selected from the UK Biobank. We used a multistate regression model to assess the relationships between BAR and the trajectories of T2DM progression-from pre-T2DM to T2DM, complications, and ultimately mortality. Akaike information criterion (AIC), area under the curve (AUC), and C-statistic analyses were performed to compare the diagnostic performance of BAR with that of HbA1c for assessing T2DM progressions risk. RESULTS Over a mean 13-year follow-up, 5621 incident T2DM cases were identified, and among them, 1295 developed diabetes macrovascular complications, 574 developed diabetes microvascular complications, and 1264 died. BAR was significantly associated with the increased risk of T2DM (HR: 1.05, 95% CI: 1.02, 1.09), subsequent macrovascular complications (HR: 1.18, 95% CI: 1.12, 1.25), microvascular complications (HR 1.18, 95% CI: 1.08, 1.28), and further death (HR 1.18, 95% CI: 1.00, 1.39). The ability of BAR (AUC: 0.938, C-statistic: 0.739, p < 0.001) to predict diabetes progression was inferior to that of hemoglobin A1c (HbA1c) (AUC: 0.949, C-statistic: 0.809, p < 0.001). CONCLUSIONS Although BAR is significantly positively correlated with the risk of progression at different stages of diabetes, its predictive performance is inferior to that of HbA1c and comparable to that of BUN and albumin. BAR does not demonstrate sufficient clinical significance in predicting diabetes progression, highlighting the need for further investigation.
Collapse
Affiliation(s)
- Yongqi Liang
- Department of Epidemiology, School of Public Health, Southern Medical University, Guangzhou 510515, China; (Y.L.); (R.Z.); (W.F.)
| | - Rui Zhou
- Department of Epidemiology, School of Public Health, Southern Medical University, Guangzhou 510515, China; (Y.L.); (R.Z.); (W.F.)
- Department of Epidemiology, School of Public Health, Guangdong Pharmaceutical University, Guangzhou 510310, China
| | - Chenxi Jin
- Department of Endocrinology and Metabolism, Nanfang Hospital, Southern Medical University, Guangzhou 510510, China; (C.J.); (J.L.); (X.W.)
| | - Jingjing Liang
- Department of Endocrinology and Metabolism, Nanfang Hospital, Southern Medical University, Guangzhou 510510, China; (C.J.); (J.L.); (X.W.)
| | - Xiaoyan Wang
- Department of Endocrinology and Metabolism, Nanfang Hospital, Southern Medical University, Guangzhou 510510, China; (C.J.); (J.L.); (X.W.)
| | - Weidong Fan
- Department of Epidemiology, School of Public Health, Southern Medical University, Guangzhou 510515, China; (Y.L.); (R.Z.); (W.F.)
| | - Xianbo Wu
- Department of Epidemiology, School of Public Health, Southern Medical University, Guangzhou 510515, China; (Y.L.); (R.Z.); (W.F.)
| | - Mengchen Zou
- Department of Endocrinology and Metabolism, Nanfang Hospital, Southern Medical University, Guangzhou 510510, China; (C.J.); (J.L.); (X.W.)
| |
Collapse
|
3
|
Li RC, Ding S, Ndura K, Patel V, Jurkovitz C. Building a multistate model from electronic health records data for modeling long-term diabetes complications. J Clin Transl Sci 2024; 8:e133. [PMID: 39345707 PMCID: PMC11428072 DOI: 10.1017/cts.2024.583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 04/30/2024] [Accepted: 06/06/2024] [Indexed: 10/01/2024] Open
Abstract
Objective The progression of long-term diabetes complications has led to a decreased quality of life. Our objective was to evaluate the adverse outcomes associated with diabetes based on a patient's clinical profile by utilizing a multistate modeling approach. Methods This was a retrospective study of diabetes patients seen in primary care practices from 2013 to 2017. We implemented a five-state model to examine the progression of patients transitioning from one complication to having multiple complications. Our model incorporated high dimensional covariates from multisource data to investigate the possible effects of different types of factors that are associated with the progression of diabetes. Results The cohort consisted of 10,596 patients diagnosed with diabetes and no previous complications associated with the disease. Most of the patients in our study were female, White, and had type 2 diabetes. During our study period, 5928 did not develop complications, 3323 developed microvascular complications, 1313 developed macrovascular complications, and 1129 developed both micro- and macrovascular complications. From our model, we determined that patients had a 0.1334 [0.1284, .1386] rate of developing a microvascular complication compared to 0.0508 [0.0479, .0540] rate of developing a macrovascular complication. The area deprivation index score we incorporated as a proxy for socioeconomic information indicated that patients who reside in more disadvantaged areas have a higher rate of developing a complication compared to those who reside in least disadvantaged areas. Conclusions Our work demonstrates how a multistate modeling framework is a comprehensive approach to analyzing the progression of long-term complications associated with diabetes.
Collapse
Affiliation(s)
- Riza C Li
- iREACH, ChristianaCare Health Services, Inc., Newark, DE, USA
- Center for Bioinformatics and Computational Biology, University of Delaware, Newark, DE, USA
| | - Shanshan Ding
- Center for Bioinformatics and Computational Biology, University of Delaware, Newark, DE, USA
- Department of Applied Economics and Statistics, University of Delaware, Newark, DE, USA
| | - Kevin Ndura
- iREACH, ChristianaCare Health Services, Inc., Newark, DE, USA
| | - Vishal Patel
- iREACH, ChristianaCare Health Services, Inc., Newark, DE, USA
| | | |
Collapse
|
4
|
Wang L, Li J, Lin Y, Yuan H, Fang Z, Fei A, Shen G, Jiang A. Establishment and external validation of an early warning model of diabetic peripheral neuropathy based on random forest and logistic regression. BMC Endocr Disord 2024; 24:196. [PMID: 39304867 DOI: 10.1186/s12902-024-01728-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Accepted: 09/11/2024] [Indexed: 09/22/2024] Open
Abstract
OBJECTIVE The primary objective of this study was to investigate the risk factors for diabetic peripheral neuropathy (DPN) and to establish an early diagnostic prediction model for its onset, based on clinical data and biochemical indices. METHODS Retrospective data were collected from 1,446 diabetic patients at the First Affiliated Hospital of Anhui University of Chinese Medicine and were split into training and internal validation sets in a 7:3 ratio. Additionally, 360 diabetic patients from the Second Affiliated Hospital were used as an external validation cohort. Feature selection was conducted within the training set, where univariate logistic regression identified variables with a p-value < 0.05, followed by backward elimination to construct the logistic regression model. Concurrently, the random forest algorithm was applied to the training set to identify the top 10 most important features, with hyperparameter optimization performed via grid search combined with cross-validation. Model performance was evaluated using ROC curves, decision curve analysis, and calibration curves. Model fit was assessed using the Hosmer-Lemeshow test, followed by Brier Score evaluation for the random forest model. Ten-fold cross-validation was employed for further validation, and SHAP analysis was conducted to enhance model interpretability. RESULTS A nomogram model was developed using logistic regression with key features: limb numbness, limb pain, diabetic retinopathy, diabetic kidney disease, urinary protein, diastolic blood pressure, white blood cell count, HbA1c, and high-density lipoprotein cholesterol. The model achieved AUCs of 0.91, 0.88, and 0.88 for the training, validation, and test sets, respectively, with a mean AUC of 0.902 across 10-fold cross-validation. Hosmer-Lemeshow test results showed p-values of 0.595, 0.418, and 0.126 for the training, validation, and test sets, respectively. The random forest model demonstrated AUCs of 0.95, 0.88, and 0.88 for the training, validation, and test sets, respectively, with a mean AUC of 0.886 across 10-fold cross-validation. The Brier score indicates a good calibration level, with values of 0.104, 0.143, and 0.142 for the training, validation, and test sets, respectively. CONCLUSION The developed nomogram exhibits promise as an effective tool for the diagnosis of diabetic peripheral neuropathy in clinical settings.
Collapse
Affiliation(s)
- Lujie Wang
- School of Integrated Traditional Chinese and Western Medicine, Anhui University of Chinese Medicine, 350 Longzihu Road, Xinzhan District, Hefei City, Anhui Province, 230012, China
| | - Jiajie Li
- Yunnan University of Chinese Medicine, Kunming, 650500, China
| | - Yixuan Lin
- The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, 230031, China
| | - Huilun Yuan
- School of Integrated Traditional Chinese and Western Medicine, Anhui University of Chinese Medicine, 350 Longzihu Road, Xinzhan District, Hefei City, Anhui Province, 230012, China
| | - Zhaohui Fang
- The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, 230031, China
| | - Aihua Fei
- The Second Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, 230031, China
| | - Guoming Shen
- School of Integrated Traditional Chinese and Western Medicine, Anhui University of Chinese Medicine, 350 Longzihu Road, Xinzhan District, Hefei City, Anhui Province, 230012, China.
| | - Aijuan Jiang
- School of Integrated Traditional Chinese and Western Medicine, Anhui University of Chinese Medicine, 350 Longzihu Road, Xinzhan District, Hefei City, Anhui Province, 230012, China.
| |
Collapse
|
5
|
Chu J, Wang K, Lu L, Zhao H, Hu J, Xiao W, Wu Q. Advances of Iron and Ferroptosis in Diabetic Kidney Disease. Kidney Int Rep 2024; 9:1972-1985. [PMID: 39081773 PMCID: PMC11284386 DOI: 10.1016/j.ekir.2024.04.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2024] [Revised: 03/29/2024] [Accepted: 04/01/2024] [Indexed: 08/02/2024] Open
Abstract
Diabetes mellitus presents a significant threat to human health because it disrupts energy metabolism and gives rise to various complications, including diabetic kidney disease (DKD). Metabolic adaptations occurring in the kidney in response to diabetes contribute to the pathogenesis of DKD. Iron metabolism and ferroptosis, a recently defined form of cell death resulting from iron-dependent excessive accumulation of lipid peroxides, have emerged as crucial players in the progression of DKD. In this comprehensive review, we highlight the profound impact of adaptive and maladaptive responses regulating iron metabolism on the progression of kidney damage in diabetes. We summarize the current understanding of iron homeostasis and ferroptosis in DKD. Finally, we propose that precise manipulation of iron metabolism and ferroptosis may serve as potential strategies for kidney management in diabetes.
Collapse
Affiliation(s)
- Jiayi Chu
- Department of Radiology, Center of Regenerative and Aging Medicine, the Fourth Affiliated Hospital of School of Medicine, and International School of Medicine, International Institutes of Medicine, Zhejiang University, Zhejiang, China
| | - Kewu Wang
- Department of Radiology, Center of Regenerative and Aging Medicine, the Fourth Affiliated Hospital of School of Medicine, and International School of Medicine, International Institutes of Medicine, Zhejiang University, Zhejiang, China
| | - Lulu Lu
- Department of Nutrition and Toxicology, Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines of Zhejiang Province, School of Public Health, Hangzhou Normal University, Hangzhou, China
| | - Hui Zhao
- Department of Radiology, Center of Regenerative and Aging Medicine, the Fourth Affiliated Hospital of School of Medicine, and International School of Medicine, International Institutes of Medicine, Zhejiang University, Zhejiang, China
| | - Jibo Hu
- Department of Radiology, Center of Regenerative and Aging Medicine, the Fourth Affiliated Hospital of School of Medicine, and International School of Medicine, International Institutes of Medicine, Zhejiang University, Zhejiang, China
| | - Wenbo Xiao
- Department of Radiology, the First Affiliated Hospital, College of Medicine, Zhejiang University, Zhejiang, China
| | - Qian Wu
- Department of Radiology, Center of Regenerative and Aging Medicine, the Fourth Affiliated Hospital of School of Medicine, and International School of Medicine, International Institutes of Medicine, Zhejiang University, Zhejiang, China
| |
Collapse
|
6
|
Yan J, Li B, Chen Y, Gu C, Dai G, Zhang Q, Zheng Z, Luo D, Zhao S, Zhou C. Prevalence and predictors of developing vision-threatening diabetic retinopathy within the first three years of type 2 diabetes. Front Endocrinol (Lausanne) 2023; 14:1305378. [PMID: 38192422 PMCID: PMC10773727 DOI: 10.3389/fendo.2023.1305378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Accepted: 11/03/2023] [Indexed: 01/10/2024] Open
Abstract
Purpose To investigate the prevalence of diabetic retinopathy (DR) and vision-threatening DR (VTDR) in patients with type 2 diabetes mellitus (T2DM) stratified by the duration of diabetes and to identify the clinical variations and risk factors for VTDR occurring at different stages of T2DM. Methods This was a retrospective comparative study. Patients were divided into short- (≤3 years), intermediate- (3-7 years), and long-duration (>7 years) groups. All patients were followed-up for DR and VTDR development. Risk factors were explored using logistic regression analysis. Results A total of,2961 patients were included; among them, 1,036 (35.0%) patients developed DR, and 293 (9.9%) had VTDR. The frequency of VTDR in patients who developed DR in the short-duration group was significantly higher than that in the intermediate-duration group (25.7% vs. 15.0%; p = 0.019), but comparable with that of the long-duration group (25.7% vs. 31.8%; p = 0.138). Patients who developed VTDR within the first 3 years of T2DM were more likely to have a family history of diabetes (p = 0.024), had higher glycated hemoglobin (p = 0.025), were males (p = 0.042), and were notably older at the onset of diabetes (p <0.001) but younger when diagnosed with DR (p <0.001). Moreover, higher glycated hemoglobin (OR = 1.14; 95% CI: 1.00-1.29; p = 0.043) and diabetic nephropathy (DN) (OR = 2.31; 95% CI: 1.08-4.91; p = 0.030) were independent risk factors for developing VTDR during the first 3 years of T2DM. Conclusion The risk of DR is not high in persons with ≤3 years' duration of T2DM, however, if afflicted, the risk of VTDR should never be neglected. More frequent retinal screening is warranted in patients with newly diagnosed T2DM.
Collapse
Affiliation(s)
- Jia Yan
- Department of Ophthalmology, Taizhou Zhangqin Eye Hospital, Taizhou, China
| | - Bo Li
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Ye Chen
- Surgical Department, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Chufeng Gu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Guosheng Dai
- Department of Ophthalmology, Taizhou Zhangqin Eye Hospital, Taizhou, China
| | - Qin Zhang
- Department of Ophthalmology, Taizhou Zhangqin Eye Hospital, Taizhou, China
| | - Zhi Zheng
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Dawei Luo
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Shuzhi Zhao
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Chuandi Zhou
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| |
Collapse
|
7
|
Wu Q, Huang F. LncRNA H19: a novel player in the regulation of diabetic kidney disease. Front Endocrinol (Lausanne) 2023; 14:1238981. [PMID: 37964955 PMCID: PMC10641825 DOI: 10.3389/fendo.2023.1238981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 10/16/2023] [Indexed: 11/16/2023] Open
Abstract
Diabetic kidney disease (DKD), one of the most severe complications of diabetes mellitus (DM), has received considerable attention owing to its increasing prevalence and contribution to chronic kidney disease (CKD) and end-stage kidney disease (ESRD). However, the use of drugs targeting DKD remains limited. Recent data suggest that long non-coding RNAs (lncRNAs) play a vital role in the development of DKD. The lncRNA H19 is the first imprinted gene, which is expressed in the embryo and down-regulated at birth, and its role in tumors has long been a subject of controversy, however, in recent years, it has received increasing attention in kidney disease. The LncRNA H19 is engaged in the pathological progression of DKD, including glomerulosclerosis and tubulointerstitial fibrosis via the induction of inflammatory responses, apoptosis, ferroptosis, pyroptosis, autophagy, and oxidative damage. In this review, we highlight the most recent research on the molecular mechanism and regulatory forms of lncRNA H19 in DKD, including epigenetic, post-transcriptional, and post-translational regulation, providing a new predictive marker and therapeutic target for the management of DKD.
Collapse
Affiliation(s)
| | - Fengjuan Huang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| |
Collapse
|
8
|
Zhou C, She X, Gu C, Hu Y, Ma M, Qiu Q, Sun T, Xu X, Chen H, Zheng Z. FTO fuels diabetes-induced vascular endothelial dysfunction associated with inflammation by erasing m6A methylation of TNIP1. J Clin Invest 2023; 133:e160517. [PMID: 37781923 PMCID: PMC10541204 DOI: 10.1172/jci160517] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 08/01/2023] [Indexed: 10/03/2023] Open
Abstract
Endothelial dysfunction is a critical and initiating factor of the vascular complications of diabetes. Inflammation plays an important role in endothelial dysfunction regulated by epigenetic modifications. N6-methyladenosine (m6A) is one of the most prevalent epigenetic modifications in eukaryotic cells. In this research, we identified an m6A demethylase, fat mass and obesity-associated protein (FTO), as an essential epitranscriptomic regulator in diabetes-induced vascular endothelial dysfunction. We showed that enhanced FTO reduced the global level of m6A in hyperglycemia. FTO knockdown in endothelial cells (ECs) resulted in less inflammation and compromised ability of migration and tube formation. Compared with EC Ftofl/fl diabetic mice, EC-specific Fto-deficient (EC FtoΔ/Δ) diabetic mice displayed less retinal vascular leakage and acellular capillary formation. Furthermore, methylated RNA immunoprecipitation sequencing (MeRIP-Seq) combined with RNA-Seq indicated that Tnip1 served as a downstream target of FTO. Luciferase activity assays and RNA pull-down demonstrated that FTO repressed TNIP1 mRNA expression by erasing its m6A methylation. In addition, TNIP1 depletion activated NF-κB and other inflammatory factors, which aggravated retinal vascular leakage and acellular capillary formation, while sustained expression of Tnip1 by intravitreal injection of adeno-associated virus alleviated endothelial impairments. These findings suggest that the FTO-TNIP1-NF-κB network provides potential targets to treat diabetic vascular complications.
Collapse
Affiliation(s)
- Chuandi Zhou
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Xinping She
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Chufeng Gu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Yanan Hu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Mingming Ma
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Qinghua Qiu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Tao Sun
- Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai General Hospital, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China
| | - Xun Xu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Haibing Chen
- Department of Endocrinology and Metabolism, Shanghai 10th People’s Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Zhi Zheng
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| |
Collapse
|
9
|
Li Y, Liu Y, Liu S, Gao M, Wang W, Chen K, Huang L, Liu Y. Diabetic vascular diseases: molecular mechanisms and therapeutic strategies. Signal Transduct Target Ther 2023; 8:152. [PMID: 37037849 PMCID: PMC10086073 DOI: 10.1038/s41392-023-01400-z] [Citation(s) in RCA: 216] [Impact Index Per Article: 108.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Revised: 02/19/2023] [Accepted: 02/28/2023] [Indexed: 04/12/2023] Open
Abstract
Vascular complications of diabetes pose a severe threat to human health. Prevention and treatment protocols based on a single vascular complication are no longer suitable for the long-term management of patients with diabetes. Diabetic panvascular disease (DPD) is a clinical syndrome in which vessels of various sizes, including macrovessels and microvessels in the cardiac, cerebral, renal, ophthalmic, and peripheral systems of patients with diabetes, develop atherosclerosis as a common pathology. Pathological manifestations of DPDs usually manifest macrovascular atherosclerosis, as well as microvascular endothelial function impairment, basement membrane thickening, and microthrombosis. Cardiac, cerebral, and peripheral microangiopathy coexist with microangiopathy, while renal and retinal are predominantly microangiopathic. The following associations exist between DPDs: numerous similar molecular mechanisms, and risk-predictive relationships between diseases. Aggressive glycemic control combined with early comprehensive vascular intervention is the key to prevention and treatment. In addition to the widely recommended metformin, glucagon-like peptide-1 agonist, and sodium-glucose cotransporter-2 inhibitors, for the latest molecular mechanisms, aldose reductase inhibitors, peroxisome proliferator-activated receptor-γ agonizts, glucokinases agonizts, mitochondrial energy modulators, etc. are under active development. DPDs are proposed for patients to obtain more systematic clinical care requires a comprehensive diabetes care center focusing on panvascular diseases. This would leverage the advantages of a cross-disciplinary approach to achieve better integration of the pathogenesis and therapeutic evidence. Such a strategy would confer more clinical benefits to patients and promote the comprehensive development of DPD as a discipline.
Collapse
Affiliation(s)
- Yiwen Li
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, Chinese Academy of Chinese Medical Sciences, Beijing, 100091, China
| | - Yanfei Liu
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, Chinese Academy of Chinese Medical Sciences, Beijing, 100091, China
- The Second Department of Gerontology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, 100091, China
| | - Shiwei Liu
- Department of Nephrology and Endocrinology, Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, 100102, China
| | - Mengqi Gao
- Department of Nephrology and Endocrinology, Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, 100102, China
| | - Wenting Wang
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, Chinese Academy of Chinese Medical Sciences, Beijing, 100091, China
| | - Keji Chen
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, Chinese Academy of Chinese Medical Sciences, Beijing, 100091, China.
| | - Luqi Huang
- China Center for Evidence-based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, 100010, China.
| | - Yue Liu
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, Chinese Academy of Chinese Medical Sciences, Beijing, 100091, China.
| |
Collapse
|
10
|
Jeon HY, Moon CH, Kim EB, Sayyed ND, Lee AJ, Ha KS. Simultaneous attenuation of hyperglycemic memory-induced retinal, pulmonary, and glomerular dysfunctions by proinsulin C-peptide in diabetes. BMC Med 2023; 21:49. [PMID: 36782199 PMCID: PMC9926630 DOI: 10.1186/s12916-023-02760-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 01/30/2023] [Indexed: 02/15/2023] Open
Abstract
BACKGROUND Hyperglycemic memory (HGM) is a pivotal phenomenon in the development of diabetic complications. Although coincident diabetic complications are reported, research on their development and treatment is limited. Thus, we investigated whether C-peptide can simultaneously inhibit HGM-induced retinal, pulmonary, and glomerular dysfunctions in diabetic mice supplemented with insulin. METHODS Insulin-treated diabetic mice were supplemented with human C-peptide by subcutaneous implantation of K9-C-peptide depots for 4 weeks, and reactive oxygen species (ROS) generation, transglutaminase (TGase) activity, and vascular leakage were examined in the retina, lung, and kidney. RESULTS We found hyperglycemia-induced persistent ROS generation and TGase activation after blood glucose normalization in the retina, lung, and kidney of insulin-supplemented diabetic mice. These pathological events were inhibited by systemic supplementation of human C-peptide via subcutaneous implantation of a thermosensitive biopolymer-conjugated C-peptide depot. ROS generation and TGase activation were in a vicious cycle after glucose normalization, and C-peptide suppressed the vicious cycle and subsequent endothelial permeability in human retinal endothelial cells. Moreover, C-peptide supplementation ameliorated HGM-induced retinal vascular leakage and neurodegeneration, pulmonary vascular leakage and fibrosis, and glomerular adherens junction disruption and vascular leakage. CONCLUSIONS Overall, our findings demonstrate that C-peptide supplementation simultaneously attenuates vascular and neuronal dysfunctions in the retina, lung, and glomerulus of insulin-supplemented diabetic mice.
Collapse
Affiliation(s)
- Hye-Yoon Jeon
- Department of Molecular and Cellular Biochemistry, Kangwon National University School of Medicine, Chuncheon, 24341, Kangwon-Do, Korea
| | - Chan-Hee Moon
- Department of Molecular and Cellular Biochemistry, Kangwon National University School of Medicine, Chuncheon, 24341, Kangwon-Do, Korea
| | - Eun-Bin Kim
- Department of Molecular and Cellular Biochemistry, Kangwon National University School of Medicine, Chuncheon, 24341, Kangwon-Do, Korea
| | - Nilofar Danishmalik Sayyed
- Department of Molecular and Cellular Biochemistry, Kangwon National University School of Medicine, Chuncheon, 24341, Kangwon-Do, Korea
| | - Ah-Jun Lee
- Department of Molecular and Cellular Biochemistry, Kangwon National University School of Medicine, Chuncheon, 24341, Kangwon-Do, Korea
| | - Kwon-Soo Ha
- Department of Molecular and Cellular Biochemistry, Kangwon National University School of Medicine, Chuncheon, 24341, Kangwon-Do, Korea.
| |
Collapse
|
11
|
Höhn A, McGurnaghan SJ, Caparrotta TM, Jeyam A, O’Reilly JE, Blackbourn LAK, Hatam S, Dudel C, Seaman RJ, Mellor J, Sattar N, McCrimmon RJ, Kennon B, Petrie JR, Wild S, McKeigue PM, Colhoun HM, on behalf of the SDRN-Epi Group. Large socioeconomic gap in period life expectancy and life years spent with complications of diabetes in the Scottish population with type 1 diabetes, 2013-2018. PLoS One 2022; 17:e0271110. [PMID: 35951518 PMCID: PMC9371295 DOI: 10.1371/journal.pone.0271110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 06/23/2022] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND We report the first study to estimate the socioeconomic gap in period life expectancy (LE) and life years spent with and without complications in a national cohort of individuals with type 1 diabetes. METHODS This retrospective cohort study used linked healthcare records from SCI-Diabetes, the population-based diabetes register of Scotland. We studied all individuals aged 50 and older with a diagnosis of type 1 diabetes who were alive and residing in Scotland on 1 January 2013 (N = 8591). We used the Scottish Index of Multiple Deprivation (SIMD) 2016 as an area-based measure of socioeconomic deprivation. For each individual, we constructed a history of transitions by capturing whether individuals developed retinopathy/maculopathy, cardiovascular disease, chronic kidney disease, and diabetic foot, or died throughout the study period, which lasted until 31 December 2018. Using parametric multistate survival models, we estimated total and state-specific LE at an attained age of 50. RESULTS At age 50, remaining LE was 22.2 years (95% confidence interval (95% CI): 21.6 - 22.8) for males and 25.1 years (95% CI: 24.4 - 25.9) for females. Remaining LE at age 50 was around 8 years lower among the most deprived SIMD quintile when compared with the least deprived SIMD quintile: 18.7 years (95% CI: 17.5 - 19.9) vs. 26.3 years (95% CI: 24.5 - 28.1) among males, and 21.2 years (95% CI: 19.7 - 22.7) vs. 29.3 years (95% CI: 27.5 - 31.1) among females. The gap in life years spent without complications was around 5 years between the most and the least deprived SIMD quintile: 4.9 years (95% CI: 3.6 - 6.1) vs. 9.3 years (95% CI: 7.5 - 11.1) among males, and 5.3 years (95% CI: 3.7 - 6.9) vs. 10.3 years (95% CI: 8.3 - 12.3) among females. SIMD differences in transition rates decreased marginally when controlling for time-updated information on risk factors such as HbA1c, blood pressure, BMI, or smoking. CONCLUSIONS In addition to societal interventions, tailored support to reduce the impact of diabetes is needed for individuals from low socioeconomic backgrounds, including access to innovations in management of diabetes and the prevention of complications.
Collapse
Affiliation(s)
- Andreas Höhn
- School of Geography and Sustainable Development, The University of St. Andrews, St. Andrews, United Kingdom
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Stuart J. McGurnaghan
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Thomas M. Caparrotta
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Anita Jeyam
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Joseph E. O’Reilly
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Luke A. K. Blackbourn
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Sara Hatam
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
| | - Christian Dudel
- Max Planck Institute for Demographic Research, Laboratory of Population Health, Rostock, GER
| | - Rosie J. Seaman
- MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, United Kingdom
| | - Joseph Mellor
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom
| | | | - Brian Kennon
- Queen Elizabeth University Hospital, University Glasgow, Glasgow, United Kingdom
| | - John R. Petrie
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Sarah Wild
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom
| | - Paul M. McKeigue
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, United Kingdom
| | - Helen M. Colhoun
- Institute of Genetics and Cancer, The University of Edinburgh, Edinburgh, United Kingdom
- Public Health, NHS Fife, Kirkcaldy, United Kingdom
| | | |
Collapse
|
12
|
Pasangha E, George B, Bhuvana KB, Padmini D. Predictors of Pharmacotherapy and Quality of Life Among Patients With Diabetic Foot Syndrome: A Cross-Sectional Study from a Tertiary Care Hospital in India. J Pharmacol Pharmacother 2022. [DOI: 10.1177/0976500x221080291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Objective: To assess the patterns and predictors of pharmacotherapy and QOL in DFS patients in an Indian tertiary care hospital. Methods: A cross-sectional study was conducted among inpatients with DFS. Data on sociodemographic and clinical factors, pharmacotherapy, clinical outcomes, and QOL were analyzed using the chi-squared test, independent sample t-test, and binary logistic regression. Results: We screened 3284 inpatients and included consecutive 87 (2.7%) DFS patients. The mean age was 56.08 ± 11.05 years, with a male preponderance (75.8%). Mean HbA1c was 9.9 ± 2.483. About 75% of patients received insulin, and polypharmacy was noticed in 82.7%. About 67.8% of DFS patients had other vascular complications of diabetes, with diabetic retinopathy being the most common in 89%. Amputations were noticed in 32.1% of patients. Overall, poor QOL was seen in 79.3% of patients. The mean scores for different domains were as follows: physical, 41.51 ± 14.15; psychological, 42.90 ± 11.16; social relationships, 43.06 ± 19.36; and environment, 47.17 ± 13. The presence of complications from diabetes was a significant predictor of the utilization of antihypertensives (OR: 2.92, CI [1.09, 7.79], P = 0.03) and poor QOL (OR: 4.54, CI [0.965, 21.41], P = 0.05). Conclusion: DFS patients in this study were found to be younger with poor glycemic control and other vascular complications of diabetes. The presence of other complications of diabetes in DFS patients was found to be a predictor of pharmacotherapy and poor QOL.
Collapse
Affiliation(s)
- E. Pasangha
- St. John’s Medical College, Sarjapur Road, Bangalore, Karnataka, India
| | - B. George
- Department of Endocrinology, St. Johns Medical College, Sarjapur Road, Bangalore, Karnataka, India
| | - K. B. Bhuvana
- Department of Pharmacology, St. Johns Medical College, Sarjapur Road, Bangalore, Karnataka, India
| | - D. Padmini
- Department of Pharmacology, St. Johns Medical College, Sarjapur Road, Bangalore, Karnataka, India
| |
Collapse
|
13
|
Prattichizzo F, de Candia P, Ceriello A. Diabetes and kidney disease: emphasis on treatment with SGLT-2 inhibitors and GLP-1 receptor agonists. Metabolism 2021; 120:154799. [PMID: 34029597 DOI: 10.1016/j.metabol.2021.154799] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 05/06/2021] [Accepted: 05/17/2021] [Indexed: 12/12/2022]
Abstract
Kidney disease is a frequent microvascular complication of both type 1 and type 2 diabetes. Historic trials have demonstrated that a tight glycaemic control is the most powerful approach to decrease the chances of developing diabetic nephropathy. However, having an HbA1c < 7% does not completely suppress the risk of kidney disease. The observed residual risk is likely ascribable to two phenomena: 1- the presence of risk factors and alterations additive to and independent of glycaemia, and 2- the activation of long-lasting imbalances by periods of exposure to uncontrolled glycemia, a phenomenon referred to as metabolic memory or legacy effect. Long-lasting oxidative stress, epigenetic alterations, cellular senescence, and the resulting chronic low-grade inflammation are all candidate mechanisms explaining the development of nephropathy despite proper control of risk factors. Recently, two classes of drugs, i.e. glucagon-like peptide (GLP) 1 receptor agonists (RA) and sodium-glucose transporter 2 inhibitors (SGLT-i) have changed this scenario. Indeed, cardiovascular outcome and other trials have clearly shown a renoprotective effect for these drugs, well-beyond their glucose-lowering properties. In this review, we summarize: 1- selected key trials and mechanisms underlying the development of diabetic kidney disease and 2- the results relative to renal endpoints in clinical trials of GLP-1 RA and SGLT-2i. Then, we briefly discuss some of the hypotheses posited to explain the marked renoprotective properties of these two classes, evidencing the still existing gaps in knowledge and proposing future directions to further implement the use of these powerful, disease-modifying drugs.
Collapse
|
14
|
Braune K, Gajewska KA, Thieffry A, Lewis DM, Froment T, O'Donnell S, Speight J, Hendrieckx C, Schipp J, Skinner T, Langstrup H, Tappe A, Raile K, Cleal B. Why #WeAreNotWaiting-Motivations and Self-Reported Outcomes Among Users of Open-source Automated Insulin Delivery Systems: Multinational Survey. J Med Internet Res 2021; 23:e25409. [PMID: 34096874 PMCID: PMC8218212 DOI: 10.2196/25409] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Revised: 12/19/2020] [Accepted: 03/16/2021] [Indexed: 12/19/2022] Open
Abstract
Background Automated insulin delivery (AID) systems have been shown to be safe and effective in reducing hyperglycemia and hypoglycemia but are not universally available, accessible, or affordable. Therefore, user-driven open-source AID systems are becoming increasingly popular. Objective This study aims to investigate the motivations for which people with diabetes (types 1, 2, and other) or their caregivers decide to build and use a personalized open-source AID. Methods A cross-sectional web-based survey was conducted to assess personal motivations and associated self-reported clinical outcomes. Results Of 897 participants from 35 countries, 80.5% (722) were adults with diabetes and 19.5% (175) were caregivers of children with diabetes. Primary motivations to commence open-source AID included improving glycemic outcomes (476/509 adults, 93.5%, and 95/100 caregivers, 95%), reducing acute (443/508 adults, 87.2%, and 96/100 caregivers, 96%) and long-term (421/505 adults, 83.3%, and 91/100 caregivers, 91%) complication risk, interacting less frequently with diabetes technology (413/509 adults, 81.1%; 86/100 caregivers, 86%), improving their or child’s sleep quality (364/508 adults, 71.6%, and 80/100 caregivers, 80%), increasing their or child’s life expectancy (381/507 adults, 75.1%, and 84/100 caregivers, 84%), lack of commercially available AID systems (359/507 adults, 70.8%, and 79/99 caregivers, 80%), and unachieved therapy goals with available therapy options (348/509 adults, 68.4%, and 69/100 caregivers, 69%). Improving their own sleep quality was an almost universal motivator for caregivers (94/100, 94%). Significant improvements, independent of age and gender, were observed in self-reported glycated hemoglobin (HbA1c), 7.14% (SD 1.13%; 54.5 mmol/mol, SD 12.4) to 6.24% (SD 0.64%; 44.7 mmol/mol, SD 7.0; P<.001), and time in range (62.96%, SD 16.18%, to 80.34%, SD 9.41%; P<.001). Conclusions These results highlight the unmet needs of people with diabetes, provide new insights into the evolving phenomenon of open-source AID technology, and indicate improved clinical outcomes. This study may inform health care professionals and policy makers about the opportunities provided by open-source AID systems. International Registered Report Identifier (IRRID) RR2-10.2196/15368
Collapse
Affiliation(s)
- Katarina Braune
- Charité - Universitätsmedizin Berlin, Department of Paediatric Endocrinology and Diabetes, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany
| | - Katarzyna Anna Gajewska
- #dedoc° Diabetes Online Community, Berlin, Germany.,Population Health Sciences, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Axel Thieffry
- Novo Nordisk Center for Biosustainability, Technical University of Denmark, Copenhagen, Denmark
| | | | | | - Shane O'Donnell
- School of Sociology, University College Dublin, Dublin, Ireland
| | - Jane Speight
- The Australian Centre for Behavioural Research in Diabetes, Melbourne, Australia.,School of Psychology, Faculty of Health, Deakin University, Geelong, Australia
| | - Christel Hendrieckx
- The Australian Centre for Behavioural Research in Diabetes, Melbourne, Australia.,School of Psychology, Faculty of Health, Deakin University, Geelong, Australia
| | - Jasmine Schipp
- The Australian Centre for Behavioural Research in Diabetes, Melbourne, Australia.,Department of Psychology, University of Copenhagen, Copenhagen, Denmark
| | - Timothy Skinner
- The Australian Centre for Behavioural Research in Diabetes, Melbourne, Australia.,Department of Psychology, University of Copenhagen, Copenhagen, Denmark
| | - Henriette Langstrup
- Department of Public Health, Section for Health Services Research, University of Copenhagen, Copenhagen, Denmark
| | | | - Klemens Raile
- Charité - Universitätsmedizin Berlin, Department of Paediatric Endocrinology and Diabetes, Berlin, Germany
| | - Bryan Cleal
- Diabetes Management Research, Steno Diabetes Center Copenhagen, Copenhagen, Denmark
| |
Collapse
|
15
|
Mather KJ, Bebu I, Baker C, Cohen RM, Crandall JP, DeSouza C, Green JB, Kirkman MS, Krause-Steinrauf H, Larkin M, Pettus J, Seaquist ER, Soliman EZ, Schroeder EB, Wexler DJ, Pop-Busui R. Prevalence of microvascular and macrovascular disease in the Glycemia Reduction Approaches in Diabetes - A Comparative Effectiveness (GRADE) Study cohort. Diabetes Res Clin Pract 2020; 165:108235. [PMID: 32450102 PMCID: PMC7416515 DOI: 10.1016/j.diabres.2020.108235] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Revised: 04/08/2020] [Accepted: 05/18/2020] [Indexed: 12/18/2022]
Abstract
AIMS The Glycemia Reduction Approaches in Diabetes - A Comparative Effectiveness (GRADE) trial is a randomized clinical trial comparing glycemic effects of four diabetes medications added to metformin in type 2 diabetes (T2D). Microvascular and macrovascular diseases are secondary outcomes. We evaluated the prevalence and risk factor relationships for microvascular and macrovascular complications in the GRADE cohort at study entry. METHODS Complication prevalence and risk factors were analyzed based on data from screening in all consenting participants meeting GRADE eligibility. Logistic regression and Z-statistics were used to assess risk factor relationships with complications. RESULTS We enrolled 5047 T2D participants [mean age 57 years; 36% female; mean known T2D duration 4 years (all < 10 years); mean HbA1c 8.0% (∼64 mmol/mol) at screening]. Urinary albumin/creatinine ratio (ACR) ≥ 30 mg/gram was present in 15.9% participants; peripheral neuropathy (by Michigan Neuropathy Screening Instrument) in 21.5%; cardiovascular autonomic neuropathy by electrocardiography-derived indices in 9.7%; self-reported retinopathy in 1.0%. Myocardial infarction ascertained by self-report or electrocardiogram was present in 7.3%, and self-reported history of stroke in 2.0%. CONCLUSIONS In the GRADE cohort with < 10 years of T2D and a mean HbA1c of 8.0%, diabetes complications were present in a substantial fraction of participants, more so than might otherwise have been expected.
Collapse
Affiliation(s)
- Kieren J Mather
- Division of Endocrinology & Metabolism, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Ionut Bebu
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD, United States.
| | - Chelsea Baker
- Division of Endocrinology, Metabolism and Diabetes, Department of Medicine, University of Colorado School of Medicine, Aurora, CO, United States
| | - Robert M Cohen
- Division of Endocrinology, Diabetes & Metabolism, Department of Medicine, University of Cincinnati College of Medicine & Endocrine Section, Cincinnati VA Medical Center, Cincinnati OH, United States
| | - Jill P Crandall
- Division of Endocrinology and Fleischer Institute for Diabetes & Metabolism, Albert Einstein College of Medicine, Bronx, NY, United States
| | - Cyrus DeSouza
- Division of Diabetes, Endocrinology & Metabolism, University of Nebraska College of Medicine, Omaha, NE, United States
| | - Jennifer B Green
- Division of Endocrinology, Department of Medicine, Duke University Medical Center, Durham, NC, United States
| | - M Sue Kirkman
- Division of Endocrinology & Metabolism, Department of Medicine, University of North Carolina School of Medicine, Chapel Hill, NC, United States
| | - Heidi Krause-Steinrauf
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD, United States
| | - Mary Larkin
- Massachusetts General Hospital Diabetes Center and Harvard Medical School, Boston, MA, United States
| | - Jeremy Pettus
- Division of Endocrinology & Metabolism, Department of Medicine, University of California, San Diego, CA, United States
| | - Elizabeth R Seaquist
- Division of Diabetes and Endocrinology, Department of Medicine, University of Minnesota Medical School, Minneapolis, MN, United States
| | - Elsayed Z Soliman
- Epidemiological Cardiology Research Center, Department of Epidemiology and Prevention and Department of Internal Medicine-Cardiology Section, Wake Forest School of Medicine, Winston Salem, NC, United States
| | - Emily B Schroeder
- Institute for Health Research, Kaiser Permanente Colorado, Aurora, CO, United States
| | - Deborah J Wexler
- Massachusetts General Hospital Diabetes Center and Harvard Medical School, Boston, MA, United States
| | - Rodica Pop-Busui
- Division of Metabolism, Endocrinology and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States
| |
Collapse
|
16
|
Walch AM, Cobb CE, Tsaih SW, Cabrera SM. The medical transition of young adults with type 1 diabetes (T1D): a retrospective chart review identifies areas in need of improvement. INTERNATIONAL JOURNAL OF PEDIATRIC ENDOCRINOLOGY 2020; 2020:10. [PMID: 32514267 PMCID: PMC7254679 DOI: 10.1186/s13633-020-00080-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/26/2020] [Accepted: 04/28/2020] [Indexed: 11/12/2022]
Abstract
BACKGROUND The transition process from pediatric to adult care in individuals with T1D has long-term ramifications on health outcomes. Recognition of differences in care delivery and changes made in management during this time may improve the process. We hypothesized that pediatric providers would be less likely to address T1D-related comorbidities than their adult counterparts, highlighting opportunities to strengthen care. METHODS A retrospective chart review of patients aged 16-21 years diagnosed with T1D before age 18 was performed. Data on diagnosis, screening, and management of hypertension, dyslipidemia, microalbuminuria, retinopathy, and neuropathy were collected for 1 year before and 1 year after transition to adult care. The 'ADA Standards of Medical Care in Diabetes' were used to determine adherence to the above parameters. Data before and after transition was compared by Fischer's Exact and Exact McNemar tests. RESULTS Complete medical records for 54 subjects were reviewed before and after transition from pediatric to adult care providers within a single academic medical system (52% male; 78% Caucasian). Transition to adult care occurred at a mean age of 18 years. Mean length of transition was 7.8 months with no significant change in an individual's HbA1c over that time. Over the transition period, there was no difference in diagnoses of hypertension or the use of anti-hypertensive. Adherence to lipid and retinopathy screening was similar across the transition period; however, adherence to microalbuminuria screening was higher after the transition to adult providers (p = 0.01). Neuropathy screening adherence was overall poor but also improved after transition (p < 0.001). CONCLUSIONS Overall, there were no significant changes in the diagnosis or management of several T1D-related comorbidities during the transition period in a small cohort of young adults with T1D. The transition length was longer than the recommended 3-months, highlighting an opportunity to improve the process. There was no deterioration of glycemic control over this time, although HbA1c values were above target. Adult providers had significantly higher rates of adherence to screening for microalbuminuria and neuropathy than their pediatric counterparts, but adherence for neuropathy was quite poor overall, indicating a need for practice improvement.
Collapse
Affiliation(s)
- Abby M. Walch
- Department of Pediatrics, Medical College of Wisconsin, 8701 Watertown Plank Rd, Wauwatosa, WI 53226 USA
| | - Carmen E. Cobb
- Department of Pediatrics, Medical College of Wisconsin, 8701 Watertown Plank Rd, Wauwatosa, WI 53226 USA
| | - Shirng-Wern Tsaih
- Department of Obstetrics and Gynecology, Medical College of Wisconsin, 8701 Watertown Plank Rd, Wauwatosa, WI 53226 USA
| | - Susanne M. Cabrera
- Department of Pediatrics, Medical College of Wisconsin, 8701 Watertown Plank Rd, Wauwatosa, WI 53226 USA
| |
Collapse
|
17
|
Abstract
Diabetes mellitus (DM) is the most common endocrine and metabolic disease caused by absolute or insufficient insulin secretion. Under the context of an aging population worldwide, the number of diabetic patients is increasing year by year. Most patients with diabetes have multiple complications that severely threaten their survival and living quality. DM is mainly divided into type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM). T1DM is caused by absolute lack of insulin secretion, so the current treatment for T1DM patients is exogenous insulin replacement therapy. At present, exercise therapy has been widely recognized in the prevention and treatment of diabetes, and regular aerobic exercise has become an important part of T1DM treatment. At the same time, exercise therapy is also used in conjunction with other treatments in the prevention and treatment of diabetic complications. However, for patients with T1DM, exercise still has the risk of hypoglycemia or hyperglycemia. T1DM Patients and specialist physician need to fully understand the effects of exercise on metabolism and implement individualized exercise programs. This chapter reviews the related content of exercise and T1DM.
Collapse
Affiliation(s)
- Xiya Lu
- Division of Gastroenterology and Hepatology, Digestive Disease Institute, Shanghai Tongji Hospital, Tongji University School of Medicine, Shanghai, China
| | - Cuimei Zhao
- Department of Cardiology, Shanghai Tongji Hospital, Tongji University School of Medicine, Shanghai, China
| |
Collapse
|
18
|
Aliyari R, Hajizadeh E, Aminorroaya A, Sharifi F, Kazemi I, Baghestani AR. Multistate Models to Predict Development of Late Complications of Type 2 Diabetes in an Open Cohort Study. Diabetes Metab Syndr Obes 2020; 13:1863-1872. [PMID: 32547148 PMCID: PMC7266524 DOI: 10.2147/dmso.s234563] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Increase in the prevalence of type 2 diabetic mellitus (T2DM) as a complex disease, its complications, and spread has become a dominant global health threat in recent decades. OBJECTIVE The aim of the current study was to investigate the impact of risk factors and transition probability on the development and progression of the late complications of T2DM. METHODS This study was an open cohort one which was conducted at Isfahan Endocrine and Metabolism Research Center (IEMRC). The data were collected from 1993 to 2018. The sample size consisted of 2519 adults diagnosed with type 2 diabetes. We applied the homogeneous multistate models including no complication, retinopathy alone, coronary artery disease (CAD), microalbuminuria, retinopathy and CAD, and the final absorbing mortality states. RESULTS Based on our results, time-varying hypertension strongly intensified the hazard of transition to mortality in CAD, no complication, CAD and retinopathy, and retinopathy patients by 4.99, 4.09, 3.42, and 2.65 times, respectively. Hypertension seemed to be a potential factor for the transition of microalbuminuria to no complication in diabetic patients. One-unit increase in LDL increased the hazard ratio of transition from CAD, and retinopathy and CAD to mortality by 1.8% and 2.4%, respectively. Moreover, one level increase in time-varying HbA1c increased the hazard ratio of transition to retinopathy and mortality among no complication diabetic patients by 30% and 67%, respectively. One level increase in time-varying HbA1c also intensified the hazard ratio of transition from retinopathy to mortality by 45%. The same level of increase in time-varying HbA1c also intensified the hazard ratio of transition from CAD alone to CAD and retinopathy, and microalbuminuria to retinopathy by 26% and 50%, respectively. CONCLUSION In addition to glycemic control, our study indicates that controlling hypertension and hyperlipidemia is more effective in reducing mortality and the diabetic macro- and microvascular complications.
Collapse
Affiliation(s)
- Roqayeh Aliyari
- Department of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Ebrahim Hajizadeh
- Department of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
- Correspondence: Ebrahim Hajizadeh Department of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares University, Tehran1411713116, IranTel +982182883810Fax +982182884510 Email
| | - Ashraf Aminorroaya
- Isfahan Endocrine and Metabolism Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
- Ashraf Aminorroaya Isfahan Endocrine and Metabolism Research, Isfahan University of Medical Sciences, Isfahan, IranTel +98 313 335 9933Fax +98 313 337 3733 Email
| | - Farshad Sharifi
- Elderly Health Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Iraj Kazemi
- Department of Statistics, Faculty of Sciences, University of Isfahan, Isfahan, Iran
| | - Ahmad-Reza Baghestani
- Department of Biostatistics, Physiotherapy Research Center, Faculty of Paramedical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| |
Collapse
|
19
|
Fu H, Liu S, Bastacky SI, Wang X, Tian XJ, Zhou D. Diabetic kidney diseases revisited: A new perspective for a new era. Mol Metab 2019; 30:250-263. [PMID: 31767176 PMCID: PMC6838932 DOI: 10.1016/j.molmet.2019.10.005] [Citation(s) in RCA: 148] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2019] [Revised: 10/08/2019] [Accepted: 10/13/2019] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Globally, diabetic kidney disease (DKD) is the leading cause of end-stage renal disease. As the most common microvascular complication of diabetes, DKD is a thorny, clinical problem in terms of its diagnosis and management. Intensive glucose control in DKD could slow down but not significantly halt disease progression. Revisiting the tremendous advances that have occurred in the field would enhance recognition of DKD pathogenesis as well as improve our understanding of translational science in DKD in this new era. SCOPE OF REVIEW In this review, we summarize advances in the understanding of the local microenvironmental changes in diabetic kidneys and discuss the involvement of genetic and epigenetic factors in the pathogenesis of DKD. We also review DKD prevalence changes and analyze the challenges in optimizing the diagnostic approaches and management strategies for DKD in the clinic. As we enter the era of 'big data', we also explore the possibility of linking systems biology with translational medicine in DKD in the current healthcare system. MAJOR CONCLUSION Newer understanding of the structural changes of diabetic kidneys and mechanisms of DKD pathogenesis, as well as emergent research technologies will shed light on new methods of dealing with the existing clinical challenges of DKD.
Collapse
Affiliation(s)
- Haiyan Fu
- State Key Laboratory of Organ Failure Research, National Clinical Research Center of Kidney Disease, Nanfang Hospital, Southern Medical University, Guangzhou, China; Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Silvia Liu
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Sheldon I Bastacky
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Xiaojie Wang
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Xiao-Jun Tian
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
| | - Dong Zhou
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
| |
Collapse
|
20
|
Bjerg L, Hulman A, Carstensen B, Charles M, Witte DR, Jørgensen ME. Effect of duration and burden of microvascular complications on mortality rate in type 1 diabetes: an observational clinical cohort study. Diabetologia 2019; 62:633-643. [PMID: 30649599 DOI: 10.1007/s00125-019-4812-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Accepted: 12/17/2018] [Indexed: 10/27/2022]
Abstract
AIMS/HYPOTHESIS The role of burden and duration of multiple microvascular complications on mortality rate has not been explored in detail in type 1 diabetes. Taking complication burden and time-updated duration into account we aimed to quantify mortality rate in individuals with and without microvascular complications. METHODS This observational clinical cohort included 3828 individuals with type 1 diabetes attending the Steno Diabetes Center Copenhagen in 2001-2013. We used information on mortality and detailed clinical measures of microvascular complications from electronic patient records. Poisson models were used to model mortality rates according to complication burden. RESULTS During 26,665 person-years of follow-up, 503 deaths occurred. Compared with individuals without microvascular complications, the mortality rate ratio was 2.20 (95% CI 1.79, 2.69) for individuals with diabetic kidney disease, 1.72 (95% CI 1.39, 2.12) for individuals with neuropathy and 1.02 (95% CI 0.77, 1.37) for individuals with retinopathy, all adjusted for calendar time (year/month/day), age, duration of diabetes, sex, HbA1c, LDL-cholesterol, BMI, smoking status, systolic blood pressure, use of antihypertensive and lipid-lowering medication, and cardiovascular disease status. In individuals with two complications or more, the risk of mortality did not exceed the combined risk from each individual complication. Mortality rate ratios increased immediately after diagnosis of neuropathy and diabetic kidney disease. Mortality rate ratios were independent of the duration of neuropathy and retinopathy, while the mortality rate associated with diabetic kidney disease reached a stable level after approximately 3 years. CONCLUSIONS/INTERPRETATION Neuropathy and diabetic kidney disease are strong and independent risk markers of mortality in type 1 diabetes, whereas no evidence of higher mortality rate was found for retinopathy. We found no indication that the mortality risk with multiple complications exceeds the risk conferred by each complication separately. The duration spent with microvascular complications had only a marginal effect on mortality.
Collapse
Affiliation(s)
- Lasse Bjerg
- Clinical Epidemiology, Steno Diabetes Center Copenhagen, Gentofte, Denmark.
- Section for General Medical Practice, Department of Public Health, Aarhus University, Bartholins Alle 2, 8000, Aarhus C, Denmark.
- Danish Diabetes Academy, Odense, Denmark.
| | - Adam Hulman
- Danish Diabetes Academy, Odense, Denmark
- Section for Epidemiology, Department of Public Health, Aarhus University, Aarhus, Denmark
| | - Bendix Carstensen
- Clinical Epidemiology, Steno Diabetes Center Copenhagen, Gentofte, Denmark
| | - Morten Charles
- Section for General Medical Practice, Department of Public Health, Aarhus University, Bartholins Alle 2, 8000, Aarhus C, Denmark
| | - Daniel R Witte
- Danish Diabetes Academy, Odense, Denmark
- Section for Epidemiology, Department of Public Health, Aarhus University, Aarhus, Denmark
| | - Marit E Jørgensen
- Clinical Epidemiology, Steno Diabetes Center Copenhagen, Gentofte, Denmark
- National Institute of Public Health, University of Southern Denmark, Odense, Denmark
| |
Collapse
|
21
|
Hulman A, Bjerg L, Carstensen B. Comment on Laiteerapong et al. The Legacy Effect in Type 2 Diabetes: Impact of Early Glycemic Control on Future Complications (The Diabetes & Aging Study). Diabetes Care 2019;42: 416-426. Diabetes Care 2019; 42:e45. [PMID: 30679306 DOI: 10.2337/dc18-1779] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Affiliation(s)
- Adam Hulman
- Aarhus University, Aarhus, Denmark .,Danish Diabetes Academy, Odense, Denmark
| | - Lasse Bjerg
- Aarhus University, Aarhus, Denmark.,Danish Diabetes Academy, Odense, Denmark.,Steno Diabetes Center Copenhagen, Copenhagen, Denmark
| | | |
Collapse
|