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Cheng HJ, Weng SH, Wu JL, Yeh ST, Chen HF, Novida H, Ou HT, Li CY. Long-Term Sulfonylurea Use and Impaired Awareness of Hypoglycemia Among Patients With Type 2 Diabetes in Taiwan. Ann Fam Med 2024; 22:309-316. [PMID: 38914437 PMCID: PMC11268696 DOI: 10.1370/afm.3129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 03/13/2024] [Accepted: 03/18/2024] [Indexed: 06/26/2024] Open
Abstract
PURPOSE We undertook a study to investigate the relationship between duration of medication use and prevalence of impaired awareness of hypoglycemia (IAH) among patients with insulin-treated or sulfonylurea-treated type 2 diabetes in Taiwan. METHODS A total of 898 patients (41.0% insulin users, 65.1% sulfonylurea users; mean [SD] age = 59.9 [12.3] years, 50.7% female) were enrolled in pharmacies, clinics, and health bureaus of Tainan City, Taiwan. Presence of IAH was determined with Chinese versions of the Gold questionnaire (Gold-TW) and Clarke questionnaire (Clarke-TW). Sociodemographics, disease and treatment histories, diabetes-related medical care, and health status were collected. We used multiple logistic regression models to assess the relationship between duration of medication use and IAH. RESULTS Overall IAH prevalence was 41.0% (Gold-TW) and 28.2% (Clarke-TW) among insulin users, and 65.3% (Gold-TW) and 51.3% (Clarke-TW) among sulfonylurea users. Prevalence increased with the duration of sulfonylurea use, whereas it decreased with the duration of insulin use. After controlling for potential confounders, 5 or more years of sulfonylurea use was significantly associated with 3.50-fold (95% CI, 2.39-5.13) and 3.06-fold (95% CI, 2.11-4.44) increases in the odds of IAH based on the Gold-TW and Clarke-TW criteria, respectively. On the other hand, regular blood glucose testing and retinal examinations were associated with reduced odds in both insulin users and sulfonylurea users. CONCLUSIONS The prevalence of IAH was high among patients using sulfonylureas long term, but the odds of this complication were attenuated for those who received regular diabetes-related medical care. Our study suggests that long-term sulfonylurea use and irregular follow-up increase risk for IAH. Further prospective studies are needed to confirm the observed associations.Annals Early Access article.
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Affiliation(s)
| | | | | | | | | | | | | | - Chung-Yi Li
- CORRESPONDING AUTHOR Chung-Yi Li Department of Public Health, College of Medicine National Cheng Kung University #1 University Rd Tainan, Taiwan, 701
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Hawks ZW, Beck ED, Jung L, Fonseca LM, Sliwinski MJ, Weinstock RS, Grinspoon E, Xu I, Strong RW, Singh S, Van Dongen HPA, Frumkin MR, Bulger J, Cleveland MJ, Janess K, Kudva YC, Pratley R, Rickels MR, Rizvi SR, Chaytor NS, Germine LT. Dynamic associations between glucose and ecological momentary cognition in Type 1 Diabetes. NPJ Digit Med 2024; 7:59. [PMID: 38499605 PMCID: PMC10948782 DOI: 10.1038/s41746-024-01036-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 02/14/2024] [Indexed: 03/20/2024] Open
Abstract
Type 1 diabetes (T1D) is a chronic condition characterized by glucose fluctuations. Laboratory studies suggest that cognition is reduced when glucose is very low (hypoglycemia) and very high (hyperglycemia). Until recently, technological limitations prevented researchers from understanding how naturally-occurring glucose fluctuations impact cognitive fluctuations. This study leveraged advances in continuous glucose monitoring (CGM) and cognitive ecological momentary assessment (EMA) to characterize dynamic, within-person associations between glucose and cognition in naturalistic environments. Using CGM and EMA, we obtained intensive longitudinal measurements of glucose and cognition (processing speed, sustained attention) in 200 adults with T1D. First, we used hierarchical Bayesian modeling to estimate dynamic, within-person associations between glucose and cognition. Consistent with laboratory studies, we hypothesized that cognitive performance would be reduced at low and high glucose, reflecting cognitive vulnerability to glucose fluctuations. Second, we used data-driven lasso regression to identify clinical characteristics that predicted individual differences in cognitive vulnerability to glucose fluctuations. Large glucose fluctuations were associated with slower and less accurate processing speed, although slight glucose elevations (relative to person-level means) were associated with faster processing speed. Glucose fluctuations were not related to sustained attention. Seven clinical characteristics predicted individual differences in cognitive vulnerability to glucose fluctuations: age, time in hypoglycemia, lifetime severe hypoglycemic events, microvascular complications, glucose variability, fatigue, and neck circumference. Results establish the impact of glucose on processing speed in naturalistic environments, suggest that minimizing glucose fluctuations is important for optimizing processing speed, and identify several clinical characteristics that may exacerbate cognitive vulnerability to glucose fluctuations.
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Affiliation(s)
- Z W Hawks
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA.
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
| | - E D Beck
- Department of Psychology, University of California Davis, Davis, CA, USA
| | - L Jung
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
| | - L M Fonseca
- Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
- Programa Terceira Idade (PROTER, Old Age Research Group), Department and Institute of Psychiatry, University of São Paulo School of Medicine, São Paulo, Brazil
| | - M J Sliwinski
- Department of Human Development and Family Studies, Center for Healthy Aging, Pennsylvania State University, State College, PA, USA
| | | | - E Grinspoon
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
| | - I Xu
- Department of Psychology, University of Notre Dame, Notre Dame, IN, USA
| | - R W Strong
- The Many Brains Project, Belmont, MA, USA
| | - S Singh
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - H P A Van Dongen
- Sleep and Performance Research Center & Department of Translational Medicine and Physiology, Washington State University, Spokane, WA, USA
| | - M R Frumkin
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - J Bulger
- SUNY Upstate Medical University, Syracuse, NY, USA
| | - M J Cleveland
- Department of Human Development, Washington State University, Pullman, WA, USA
| | - K Janess
- Jaeb Center for Health Research, Tampa, FL, USA
| | - Y C Kudva
- Division of Endocrinology, Diabetes and Nutrition, Mayo Clinic, Rochester, MN, USA
| | - R Pratley
- AdventHealth Translational Research Institute, Orlando, FL, USA
| | - M R Rickels
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - S R Rizvi
- Division of Endocrinology, Diabetes and Nutrition, Mayo Clinic, Rochester, MN, USA
| | - N S Chaytor
- Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
| | - L T Germine
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
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3
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Varkevisser RDM, Cecil A, Prehn C, Mul D, Aanstoot HJ, Paterson AD, Wolffenbuttel BHR, van der Klauw MM. Metabolomic associations of impaired awareness of hypoglycaemia in type 1 diabetes. Sci Rep 2024; 14:4485. [PMID: 38396205 PMCID: PMC10891160 DOI: 10.1038/s41598-024-55032-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 02/19/2024] [Indexed: 02/25/2024] Open
Abstract
This study investigates impaired awareness of hypoglycaemia (IAH), a complication of insulin therapy affecting 20-40% of individuals with type 1 diabetes. The exact pathophysiology is unclear, therefore we sought to identify metabolic signatures in IAH to elucidate potential pathophysiological pathways. Plasma samples from 578 individuals of the Dutch type 1 diabetes biomarker cohort, 67 with IAH and 108 without IAH (NAH) were analysed using the targeted metabolomics Biocrates AbsoluteIDQ p180 assay. Eleven metabolites were significantly associated with IAH. Genome-wide association studies of these 11 metabolites identified significant single nucleotide polymorphisms (SNPs) in C22:1-OH and phosphatidylcholine diacyl C36:6. After adjusting for the SNPs, 11 sphingomyelins and phosphatidylcholines were significantly higher in the IAH group in comparison to NAH. These metabolites are important components of the cell membrane and have been implicated to play a role in cell signalling in diabetes. These findings demonstrate the potential role of phosphatidylcholine and sphingomyelins in IAH.
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Affiliation(s)
- R D M Varkevisser
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
| | - A Cecil
- Metabolomic and Proteomics Core, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH), Neuherberg, Germany
| | - C Prehn
- Metabolomic and Proteomics Core, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH), Neuherberg, Germany
| | - D Mul
- Diabeter Netherlands, Center for Type 1 Diabetes Care and Research, Rotterdam, The Netherlands
| | - H J Aanstoot
- Diabeter Netherlands, Center for Type 1 Diabetes Care and Research, Rotterdam, The Netherlands
| | - A D Paterson
- Genetics and Genome Biology Program, The Hospital for Sick Children, Toronto, Canada
- Divisions of Epidemiology and Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - B H R Wolffenbuttel
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - M M van der Klauw
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
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Hölzen L, Schultes B, Meyhöfer SM, Meyhöfer S. Hypoglycemia Unawareness-A Review on Pathophysiology and Clinical Implications. Biomedicines 2024; 12:391. [PMID: 38397994 PMCID: PMC10887081 DOI: 10.3390/biomedicines12020391] [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: 01/02/2024] [Revised: 01/31/2024] [Accepted: 02/06/2024] [Indexed: 02/25/2024] Open
Abstract
Hypoglycemia is a particular problem in people with diabetes while it can also occur in other clinical circumstances. Hypoglycemia unawareness describes a condition in which autonomic and neuroglycopenic symptoms of hypoglycemia decrease and hence are hardly perceivable. A failure to recognize hypoglycemia in time can lead to unconsciousness, seizure, and even death. The risk factors include intensive glycemic control, prior episodes of severe hypoglycemia, long duration of diabetes, alcohol consumption, exercise, renal failure, and sepsis. The pathophysiological mechanisms are manifold, but mainly concern altered brain glucose sensing, cerebral adaptations, and an impaired hormonal counterregulation with an attenuated release of glucagon, epinephrine, growth hormone, and other hormones, as well as impaired autonomous and neuroglycopenic symptoms. Physiologically, this counterregulatory response causes blood glucose levels to rise. The impaired hormonal counterregulatory response to recurrent hypoglycemia can lead to a vicious cycle of frequent and poorly recognized hypoglycemic episodes. There is a shift in glycemic threshold to trigger hormonal counterregulation, resulting in hypoglycemia-associated autonomic failure and leading to the clinical syndrome of hypoglycemia unawareness. This clinical syndrome represents a particularly great challenge in diabetes treatment and, thus, prevention of hypoglycemia is crucial in diabetes management. This mini-review provides an overview of hypoglycemia and the associated severe complication of impaired hypoglycemia awareness and its symptoms, pathophysiology, risk factors, consequences, as well as therapeutic strategies.
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Affiliation(s)
- Laura Hölzen
- Institute for Endocrinology & Diabetes, University of Lübeck, 23562 Lübeck, Germany; (L.H.); (B.S.)
- Department of Internal Medicine 1, Endocrinology & Diabetes, University of Lübeck, 23562 Lübeck, Germany
| | - Bernd Schultes
- Institute for Endocrinology & Diabetes, University of Lübeck, 23562 Lübeck, Germany; (L.H.); (B.S.)
- Metabolic Center St. Gallen, friendlyDocs Ltd., 9016 St. Gallen, Switzerland
| | - Sebastian M. Meyhöfer
- Institute for Endocrinology & Diabetes, University of Lübeck, 23562 Lübeck, Germany; (L.H.); (B.S.)
- German Center for Diabetes Research (DZD), 85764 Neuherberg, Germany
| | - Svenja Meyhöfer
- Institute for Endocrinology & Diabetes, University of Lübeck, 23562 Lübeck, Germany; (L.H.); (B.S.)
- Department of Internal Medicine 1, Endocrinology & Diabetes, University of Lübeck, 23562 Lübeck, Germany
- German Center for Diabetes Research (DZD), 85764 Neuherberg, Germany
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5
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Hashmi HZ, Khowaja A, Moheet A. Experimental pharmacological approaches to reverse impaired awareness of hypoglycemia-a review. Front Pharmacol 2024; 15:1349004. [PMID: 38323079 PMCID: PMC10844401 DOI: 10.3389/fphar.2024.1349004] [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: 12/03/2023] [Accepted: 01/04/2024] [Indexed: 02/08/2024] Open
Abstract
The colossal global burden of diabetes management is compounded by the serious complication of hypoglycemia. Protective physiologic hormonal and neurogenic counterregulatory responses to hypoglycemia are essential to preserve glucose homeostasis and avert serious morbidity. With recurrent exposure to hypoglycemic episodes over time, these counterregulatory responses to hypoglycemia can diminish, resulting in an impaired awareness of hypoglycemia (IAH). IAH is characterized by sudden neuroglycopenia rather than preceding cautionary autonomic symptoms. IAH increases the risk of subsequent sudden and severe hypoglycemic episodes in patients with diabetes. The postulated causative mechanisms behind IAH are complex and varied. It is therefore challenging to identify a single effective therapeutic strategy. In this review, we closely examine the efficacy and feasibility of a myriad of pharmaceutical interventions in preventing and treating IAH as described in clinical and preclinical studies. Pharmaceutical agents outlined include N-acetyl cysteine, GABA A receptor blockers, opioid receptor antagonists, AMP activated protein kinase agonists, potassium channel openers, dehydroepiandrosterone, metoclopramide, antiadrenergic agents, antidiabetic agents and glucagon.
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Affiliation(s)
- Hiba Z. Hashmi
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota, Minneapolis, MN, United States
| | - Ameer Khowaja
- Northeast Endocrinology Associates, San Antonio, TX, United States
| | - Amir Moheet
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota, Minneapolis, MN, United States
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Bian C, He X, Wang Q, Zheng Z, Zhang Y, Xiong H, Li Y, Zhao M, Li J. Biochemical Toxicological Study of Insulin Overdose in Rats: A Forensic Perspective. TOXICS 2023; 12:17. [PMID: 38250973 PMCID: PMC10819875 DOI: 10.3390/toxics12010017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Revised: 12/17/2023] [Accepted: 12/22/2023] [Indexed: 01/23/2024]
Abstract
Due to nonspecific pathological changes and the rapid degradation of insulin in postmortem blood samples, the identification of the cause of death during insulin overdose has always been a difficulty in forensic medicine. At present, there is a lack of studies on the toxicological changes and related mechanisms of an insulin overdose, and the specific molecular markers of insulin overdose are still unclear. In this study, an animal model of insulin overdose was established, and 24 SD rats were randomly divided into a control group, insulin overdose group, and a recovery group (n = 8). We detected the biochemical changes and analyzed the toxicological mechanism of an insulin overdose. The results showed that after insulin overdose, the rats developed irregular convulsions, Eclampsia, Opisthotonos, and other symptoms. The levels of glucose, glycogen, and C-peptide in the body decreased significantly, while the levels of lactate, insulin, and glucagon increased significantly. The decrease in plasma K+ was accompanied by the increase in skeletal muscle K+. The PI3K-AKT signaling pathway was significantly activated in skeletal muscle, and the translocation of GLUT4/Na+-K+-ATPase to sarcolemma was significantly increased. Rare glycogenic hepatopathy occurred in the recovery group after insulin overdose. Our study showed that insulin overdose also plays a role in skeletal muscle cells, mainly through the PI3K-Akt signaling pathway. Therefore, the detection of signaling pathway proteins of the skeletal muscle cell membrane GLUT4 and Na+-K+-ATPase has a certain auxiliary diagnostic value for forensic insulin overdose identification. Glycogen detection in the liver and skeletal muscle is important for the diagnosis of insulin overdose, but it still needs to be differentiated from other causes of death. Skeletal muscle has great potential for insulin detection, and the ratio of insulin to the C-peptide (I:C) can determine whether an exogenous insulin overdose is present.
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Affiliation(s)
- Cunhao Bian
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Xin He
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Qi Wang
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Zhe Zheng
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Yongtai Zhang
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Hongli Xiong
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Yongguo Li
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Mingzhu Zhao
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
| | - Jianbo Li
- Department of Forensic Medicine, Faculty of Basic Medical Sciences, Chongqing Medical University, Chongqing 400016, China; (C.B.); (X.H.); (Q.W.); (Z.Z.); (Y.Z.); (H.X.); (Y.L.); (M.Z.)
- Chongqing Engineering Research Center of Criminal Investigation Technology, Chongqing 400016, China
- Chongqing Key Laboratory of Forensic Medicine, Chongqing 400016, China
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Wu K, Xie W, Chen Z, Zhou L, Wang L, Zhou Y, Liu L. Disturbed hippocampal histidine metabolism contributes to cognitive impairment induced by recurrent nonsevere hypoglycemia in diabetes. Biochem Biophys Res Commun 2023; 682:325-334. [PMID: 37837753 DOI: 10.1016/j.bbrc.2023.10.036] [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: 08/11/2023] [Revised: 09/29/2023] [Accepted: 10/09/2023] [Indexed: 10/16/2023]
Abstract
Hypoglycemia is a common adverse reaction to glucose-lowering treatment. Diabetes mellitus (DM) combined with recurrent nonsevere hypoglycemia (RH) can accelerate cognitive decline. Currently, the metabolic pattern changes in cognition-related brain regions caused by this combined effect of DM and RH (DR) remain unclear. In this study, we first characterized the metabolic profiles of the hippocampus in mice exposed to DR using non-targeted metabolomic platforms. Our results showed that DR induced a unique metabolic pattern in the hippocampus, and several significant differences in metabolite levels belonging to the histidine metabolism pathway were discovered. Based on these findings, in the follow-up experiment, we found that histidine treatment could attenuate the cognitive impairment and rescue the neuronal and synaptic damage induced by DR in the hippocampus, which are closely related to ameliorated mitochondrial injury. These findings provide new insights into the metabolic mechanisms of the hippocampus in the progression of DR, and l-histidine supplementation may be a potential metabolic therapy in the future.
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Affiliation(s)
- Kejun Wu
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Wenhuo Xie
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fujian Medical University, Fuzhou, China
| | - Zhou Chen
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fujian Medical University, Fuzhou, China
| | - Linying Zhou
- Public Technology Service Center, Fujian Medical University, Fuzhou, China
| | - Lijing Wang
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Yu Zhou
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fujian Medical University, Fuzhou, China.
| | - Libin Liu
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China.
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Ali N, El Hamdaoui S, Nefs G, Walburgh Schmidt JWJ, Tack CJ, de Galan BE. High diabetes-specific distress among adults with type 1 diabetes and impaired awareness of hypoglycaemia despite widespread use of sensor technology. Diabet Med 2023; 40:e15167. [PMID: 37347681 DOI: 10.1111/dme.15167] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 06/18/2023] [Accepted: 06/19/2023] [Indexed: 06/24/2023]
Abstract
AIMS Impaired awareness of hypoglycaemia (IAH) has been associated with increased diabetes distress and use of sensor technology can reduce diabetes distress. The aim of this study was to examine diabetes-specific distress (emotions, cognitions, behaviours) in relation to IAH status and use of glucose sensors in people with type 1 diabetes. METHODS Individuals with type 1 diabetes from an academic diabetes outpatient clinic completed the Clarke questionnaire (to assess hypoglycaemic awareness), Problem Areas in Diabetes (PAID-5), Hypoglycaemia Fear Survey-II (HFS-II), Attitudes to Awareness of Hypoglycaemia Survey (A2A), Nijmegen Clinical Screening Instrument Survey (NCSI) and Hyperglycaemia Avoidance Scale (HAS). RESULTS Of the 422 participants (51.9% male, diabetes duration 30 [16-40] years, HbA1c 60 ± 11 mmol/mol [7.6 ± 1.0%], 351 [88.2%] used a glucose sensor; 82 [19.4%]) had IAH. Compared to individuals with normal awareness, those with IAH more often had PAID-5 scores ≥8 (35.4% vs. 21.5%, p = 0.008) and higher scores on all HFS-II subscores (total [40.2 ± 21.5 vs. 27.9 ± 17.2, p < 0.001]), HFS-II behaviour (18.5 ± 10.0 vs. 15.1 ± 8.0, p = 0.005), HFS-II worry (21.8 ± 13.5 vs. 12.7 ± 10.9, p < 0.001), HAS worries (17.5 ± 7.3 vs. 14.3 ± 7.0, p < 0.001) and NCSI hypoglycaemia items. HAS behaviour, A2A and NCSI hyperglycaemia scores did not differ between individuals with or without IAH. Restricting the analyses to individuals using a glucose sensor did not materially change the results. CONCLUSIONS Diabetes-specific distress remains a major problem among individuals with type 1 diabetes, particularly those with IAH, despite the widespread use of (intermittently scanned) sensor technology. Further studies are needed to examine strategies to lower diabetes-specific distress in individuals with IAH.
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Affiliation(s)
- Namam Ali
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Soumia El Hamdaoui
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Giesje Nefs
- Department of Medical Psychology, Radboud University Medical Center, Nijmegen, The Netherlands
- Center of Research on Psychological Disorders and Somatic Diseases (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands
- Diabeter, Center for Type 1 Diabetes Care and Research, Rotterdam, The Netherlands
| | | | - Cees J Tack
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Bastiaan E de Galan
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Internal Medicine, Maastricht University Medical Center+, Maastricht, The Netherlands
- CARIM School for Cardiovascular Disease, Maastricht University, Maastricht, The Netherlands
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Yu X, Fan M, Zhao X, Ding Y, Liu X, Yang S, Zhang X. Prevalence of impaired awareness of hypoglycaemia in people with diabetes mellitus: A systematic review and meta-analysis from 21 countries and regions. Diabet Med 2023; 40:e15129. [PMID: 37143390 DOI: 10.1111/dme.15129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 04/25/2023] [Accepted: 04/28/2023] [Indexed: 05/06/2023]
Abstract
AIMS Impaired awareness of hypoglycaemia (IAH) is a complication of glucose-lowering therapies for diabetes. The purpose of this review was to estimate the pooled prevalence of IAH and unawareness of hypoglycaemia (UAH). METHODS We searched the major databases from inception to 8 August 2022 and included all cross-sectional and cohort studies reporting IAH prevalence in people with diabetes. A random-effects model was used to pool effect values. Subgroup analysis and meta-regression were used to identify study-level characteristics affecting prevalence. RESULTS Sixty-two studies from 21 countries published between 2000 and 2022 were included, with 39,180 participants (type 1 diabetes: 19,304 vs. Type 2 diabetes: 14,650). The pooled prevalence was 23.2% (95% CI: 18.4%-29.3%) via the Clarke questionnaire, 26.2% (95% CI: 22.9%-29.9%) via the Gold score, and 58.5% (95% CI: 53.0%-64.6%) via the Pedersen-Bjergaard method, all from studies classified as presenting a moderate and low risk of bias. The prevalence of IAH was generally higher in people with type 1 diabetes than in those with type 2 diabetes and lowest in Europe. Meta-regression results show that the duration of diabetes was a factor influencing the prevalence of IAH. The prevalence of UAH by the Pedersen-Bjergaard method was 17.6 (95% CI: 14.9%-20.3%). CONCLUSIONS IAH is a prevalent risk event among people with type 1 and type 2 diabetes, showing clinical heterogeneity and regional variability. UAH, an adverse progression of IAH, is also a serious burden. More primary research on the prevalence of IAH is needed in areas with a high diabetes burden.
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Affiliation(s)
- Xiaohui Yu
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Min Fan
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Xia Zhao
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Yanan Ding
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Xueli Liu
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Shengju Yang
- Department of Endocrinology, The First Affiliated Hospital of the University of Science and Technology of China (Anhui Provincial Hospital), Hefei, Anhui, China
| | - Xinqiong Zhang
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
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10
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Abstract
The number of older adults with type 1 diabetes (T1D) is increasing due to an overall increase in life expectancy and improvement in diabetes management and treatment of complications. They are a heterogeneous cohort due to the dynamic process of aging and the presence of comorbidities and diabetes-related complications. A high risk for hypoglycemia unawareness and severe hypoglycemia has been described. Periodic assessment of health status and adjustment of glycemic goals to mitigate hypoglycemia is imperative. Continuous glucose monitoring, insulin pump, and hybrid closed-loop systems are promising tools to improve glycemic control and mitigate hypoglycemia in this age group.
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Affiliation(s)
- Elena Toschi
- Joslin Diabetes Center; Beth Israel Deaconess Medical Center; Harvard Medical School, One Joslin Place, Boston, MA 02215, USA.
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11
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Sakane N, Kato K, Hata S, Nishimura E, Araki R, Kouyama K, Hatao M, Matoba Y, Matsushita Y, Domichi M, Suganuma A, Sakane S, Murata T, Wu FL. Protective and risk factors of impaired awareness of hypoglycemia in patients with type 1 diabetes: a cross-sectional analysis of baseline data from the PR-IAH study. Diabetol Metab Syndr 2023; 15:79. [PMID: 37095537 PMCID: PMC10127054 DOI: 10.1186/s13098-023-01024-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 03/11/2023] [Indexed: 04/26/2023] Open
Abstract
BACKGROUND Hypoglycemia in type 1 diabetes (T1D) is associated with mortality and morbidity, especially when awareness of hypoglycemia is impaired. This study aimed to investigate the protective and risk factors for impaired awareness of hypoglycemia (IAH) in adults with T1D. METHODS This cross-sectional study enrolled 288 adults with T1D (mean age, 50.4 ± 14.6 years; male, 36.5%; diabetes duration, 17.6 ± 11.2 years; mean HbA1c level, 7.7 ± 0.9%), who were divided into IAH and non-IAH (control) groups. A survey was conducted to assess hypoglycemia awareness using the Clarke questionnaire. Diabetes histories, complications, fear of hypoglycemia, diabetes distress, hypoglycemia problem-solving abilities, and treatment data were collected. RESULTS The prevalence of IAH was 19.1%. Diabetic peripheral neuropathy was associated with an increased risk of IAH (odds ratio [OR] 2.63; 95% confidence interval [CI] 1.13-5.91; P = 0.014), while treatment with continuous subcutaneous insulin infusion and hypoglycemia problem-solving perception scores were associated with a decreased risk of IAH (OR, 0.48; 95% CI, 0.22-0.96; P = 0.030; and OR, 0.54; 95% CI, 0.37-0.78; P = 0.001, respectively). There was no difference in continuous glucose monitoring use between the groups. CONCLUSION We identified protective factors in addition to risk factors for IAH in adults with T1D. This information may help manage problematic hypoglycemia. TRIAL REGISTRATION University hospital Medical Information Network (UMIN) Center: UMIN000039475). Approval date 13 February 2020.
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Affiliation(s)
- Naoki Sakane
- Division of Preventive Medicine, Clinical Research Institute, National Hospital Organization Kyoto Medical Center, 1-1 Mukaihata-cho, Fukakusa, Fushimi-ku, 612-8555, Kyoto, Japan.
| | - Ken Kato
- Diabetes center, National Hospital Organization Osaka National Hospital, 2-1-14 Hoenzaka, Chuo-ku, 540-0006, Osaka, Japan
| | - Sonyun Hata
- Diabetes center, National Hospital Organization Osaka National Hospital, 2-1-14 Hoenzaka, Chuo-ku, 540-0006, Osaka, Japan
| | - Erika Nishimura
- Diabetes center, National Hospital Organization Osaka National Hospital, 2-1-14 Hoenzaka, Chuo-ku, 540-0006, Osaka, Japan
| | - Rika Araki
- Department of Diabetes and Endocrinology, National Hospital Organization Mie National Hospital, 357 Ozatokubota-cho, 514-0125, Tsu, Mie, Japan
| | - Kunichi Kouyama
- Department of Diabetes and Metabolism, National Hospital Organization Hyogo-Chuo National Hospital, 1314Ohara, 669-1515, Sanda, Hyogo, Japan
| | - Masako Hatao
- Department of Diabetes and Endocrinology, National Hospital Organization Himeji Medical Center, 68 Honmachi, 670-0012, Himeji, Hyogo, Japan
| | - Yuka Matoba
- Department of Diabetes, Endocrinology and Metabolism, National Hospital Organization Kokura Medical Center, 10-1 Harugaoka, Kitakyushu Kokuraminami-ku, 802-0803, Fukuoka, Japan
| | - Yuichi Matsushita
- Department of Diabetology and Metabolism, National Hospital Organization Okayama Medical Center, 1711-1 Tamasu, Okayama Kita-ku, 701-1192, Okayama, Japan
| | - Masayuki Domichi
- Division of Preventive Medicine, Clinical Research Institute, National Hospital Organization Kyoto Medical Center, 1-1 Mukaihata-cho, Fukakusa, Fushimi-ku, 612-8555, Kyoto, Japan
| | - Akiko Suganuma
- Division of Preventive Medicine, Clinical Research Institute, National Hospital Organization Kyoto Medical Center, 1-1 Mukaihata-cho, Fukakusa, Fushimi-ku, 612-8555, Kyoto, Japan
| | - Seiko Sakane
- Division of Preventive Medicine, Clinical Research Institute, National Hospital Organization Kyoto Medical Center, 1-1 Mukaihata-cho, Fukakusa, Fushimi-ku, 612-8555, Kyoto, Japan
| | - Takashi Murata
- Department of Clinical Nutrition, National Hospital Organization Kyoto Medical Center, 1-1 Mukaihata-cho, Fukakusa, Fushimi-ku, 612-8555, Kyoto, Japan
- Diabetes Center, National Hospital Organization Kyoto Medical Center, 1-1 Mukaihata-cho, Fukakusa, Fushimi-ku, 612-8555, Kyoto, Japan
| | - Fei Ling Wu
- Department of Nursing, Chang Gung University of Science and Technology, No. 261, Wenhua 1st Rd, Guishan District, 333, Taoyuan City, Taiwan
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12
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Ali N, El Hamdaoui S, Schouwenberg BJ, Tack CJ, de Galan BE. Fall in prevalence of impaired awareness of hypoglycaemia in individuals with type 1 diabetes. Diabet Med 2023; 40:e15042. [PMID: 36645139 DOI: 10.1111/dme.15042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 01/09/2023] [Accepted: 01/11/2023] [Indexed: 01/17/2023]
Abstract
AIMS Impaired awareness of hypoglycaemia (IAH) has been reported to affect up to a third of people with type 1 diabetes. Whether the increased use of sensor technology has changed its prevalence remains unknown. The aim of this study was to investigate the current prevalence of IAH and its change over time in a cohort of individuals with type 1 diabetes. METHODS IAH was assessed using the modified Clarke questionnaire in adults with type 1 diabetes. Participants were recruited from the diabetes outpatient clinic from February 2020 through April 2021. The scores were compared to similar data collected during previous assessments in 2006, 2010 and 2016 respectively. RESULTS A total of 488 individuals (51.2% male) with a mean (±SD) age of 51.3 ± 15.9 years, median [Q1-Q3] diabetes duration of 30 [16-40] years and mean HbA1c of 60 ± 12 mmol/mol (7.7 ± 1.1%) were included. Sensors were used by 85% of the study population. IAH was present among 78 (16.0%) participants, whereas 86 (17.6%) participants had a history of severe hypoglycaemia. By comparison, the prevalence of IAH equalled 32.5% in 2006, 32.3% in 2010 and 30.1% in 2016 (p for trend <0.001), while the proportion of individuals reporting severe hypoglycaemia equalled 21.2%, 46.7% and 49.8% respectively (p for trend 0.010). Comparing sequential assessments over time, the proportion of individuals with persistent IAH decreased from 74.0% and 63.6% between 2006 and 2016 to 32.5% in 2020. CONCLUSIONS Among individuals with type 1 diabetes and high use of sensor technology, the current prevalence of IAH was 16%, about 50% lower as compared to previous years.
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Affiliation(s)
- Namam Ali
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Soumia El Hamdaoui
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Bas J Schouwenberg
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Pharmacology and Toxicology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Cees J Tack
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Bastiaan E de Galan
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Internal Medicine, Maastricht University Medical Center+, Maastricht, the Netherlands
- CARIM School for Cardiovascular Disease, Maastricht University, Maastricht, the Netherlands
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13
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Baxter F, Baillie N, Forbes S. Study protocol: a randomised controlled proof-of-concept real-world study - does maximising time in range using hybrid closed loop insulin delivery and a low carbohydrate diet restore the glucagon response to hypoglycaemia in adults with type 1 diabetes? BMJ Open 2022; 12:e054958. [PMID: 36600427 PMCID: PMC9772676 DOI: 10.1136/bmjopen-2021-054958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
INTRODUCTION People with type 1 diabetes (T1D) develop an impaired glucagon response to hypoglycaemia within 5 years of diagnosis, increasing their risk of severe hypoglycaemia. It is not known whether eliminating hypoglycaemia and hyperglycaemia allows recovery of this glucagon response. Hybrid closed loop (HCL) technologies improve glycaemic time in range (TIR). However, post-prandial glycaemic excursions are still evident. Consuming a low carbohydrate diet (LCD) may minimise these excursions. METHODS AND ANALYSIS This feasibility study will assess if maximising TIR (glucose ≥3.9 mmol/L≤10 mmol/L) using HCL systems plus an LCD (defined here as <130 g carbohydrate/day) for >8 months, restores the glucagon response to insulin-induced hypoglycaemia. Adults (n=24) with T1D (C-peptide <200 pmol/L), naïve to continuous glucose monitoring (CGM) and HCL systems, will be recruited and randomised to: group 1 (non-HCL) to continue their standard diabetes care with intermittent blinded CGM; or group 2 (HCL-LCD) to use the HCL system and follow a LCD. Baseline data on diet and glycaemia will be collected from all participants. The HCL-LCD group will then enter a 2-week run-in to acclimatise to their devices. Throughout, the HCL-LCD group will have their glucose closely monitored and adjusted aiming for glycaemic TIR >70%. Participants will have their glucagon response to hypoglycaemia measured at the beginning and 8 months later at the study end using a stepped hyperinsulinaemic hypoglycaemic clamp, in combination with the stable isotopes 6,6-2H2-glucose (D2-glucose) and 1,1,2,3,3-2H5-glycerol (D5-glycerol) to assess glucose and glycerol kinetics. The impact of hypoglycaemia on symptoms and cognitive function will be assessed during each clamp study. The primary outcome is the difference in the glucagon response to hypoglycaemia between and within groups at baseline versus study end. ETHICS AND DISSEMINATION Ethical (20/SS/0117)/institutional review board (2021/0001) approval has been obtained. The study will be disseminated by peer-reviewed publications and conference presentations. TRIAL REGISTRATION NUMBER NCT04614168.
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Affiliation(s)
- Faye Baxter
- University of Edinburgh Division of BHF Centre for Cardiovascular Science, Edinburgh, UK
- Department of Diabetes, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Nicola Baillie
- University of Edinburgh Division of BHF Centre for Cardiovascular Science, Edinburgh, UK
- Department of Diabetes, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Shareen Forbes
- University of Edinburgh Division of BHF Centre for Cardiovascular Science, Edinburgh, UK
- Department of Diabetes, Royal Infirmary of Edinburgh, Edinburgh, UK
- Edmonton Islet Transplant Programme, University of Alberta, Edmonton, Alberta, Canada
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14
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Brazeau AS, Messier V, Talbo MK, Gagnon C, Taleb N, Fortier I, Wu Z, Perkins BA, Carpentier AC, Bandini A, Rabasa-Lhoret R. Self-reported Severe and Nonsevere Hypoglycemia in Type 1 Diabetes: Population Surveillance Through the BETTER Patient Engagement Registry: Development and Baseline Characteristics. Can J Diabetes 2022; 46:813-821. [PMID: 35835670 DOI: 10.1016/j.jcjd.2022.05.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 04/05/2022] [Accepted: 05/23/2022] [Indexed: 12/27/2022]
Abstract
OBJECTIVES The BETTER (BEhaviors, Therapies, TEchnologies and hypoglycemic Risk in Type 1 diabetes) registry is a type 1 diabetes population surveillance system codeveloped with patient partners to address the burden of hypoglycemia and assess the impact of new therapies and technologies. The aim of this report was to describe the baseline characteristics of the BETTER registry cohort. METHODS A cross-sectional baseline evaluation was performed of a Canadian clinical cohort established after distribution of an online questionnaire. Participants were recruited through clinics, public foundations, advertising and social media. As of February 2021, 1,430 persons ≥14 years of age and living with type 1 diabetes or latent-autoimmune diabetes (LADA) were enrolled. The trial was registered on ClinicalTrials.gov (NCT03720197). RESULTS Participants were (mean ± standard deviation) 41.2±15.7 years old with a diabetes duration of 22.0±14.7 years, 62.0% female, 92.1% Caucasian and 7.8% self-reporting as LADA, with 40.9% using a continuous subcutaneous insulin infusion (CSII) system and 78.0% using a continuous glucose monitoring (CGM) system. The most recent glycated hemoglobin ≤7% was reported by 29.7% of participants. At least 1 episode of hypoglycemia <3.0 mmol/L (level 2-H) in the last month was reported by 78.4% of participants, with a median (interquartile range) of 5 (3, 10) episodes. The occurrence of severe hypoglycemia (level 3-H) in the last 12 months was reported by 13.3% of participants. Among these, the median number of episodes was 2 (1, 3). CONCLUSIONS We have established the first surveillance registry for people living with type 1 diabetes in Canada relying on patient-reported outcomes and experiences. Hypoglycemia is a highly prevalent burden despite a relatively wide adoption of CSII and CGM use.
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Affiliation(s)
- Anne-Sophie Brazeau
- School of Human Nutrition, McGill University, Sainte-Anne-de-Bellevue, Québec, Canada; Montreal Clinical Research Institute, Montreal, Québec, Canada.
| | | | - Meryem K Talbo
- School of Human Nutrition, McGill University, Sainte-Anne-de-Bellevue, Québec, Canada
| | - Claudia Gagnon
- Centre Hospitalier Universitaire de Québec-Université Laval Research Centre, Québec City, Québec, Canada; Department of Medicine, Université Laval, Québec City, Québec, Canada
| | - Nadine Taleb
- Montreal Clinical Research Institute, Montreal, Québec, Canada; Endocrinology Division, Centre Hospitalier de l'Université de Montréal, Montreal, Québec, Canada
| | - Isabel Fortier
- Research Institute of the McGill University Health Centre, Montreal, Québec, Canada
| | - Zekai Wu
- Montreal Clinical Research Institute, Montreal, Québec, Canada; Division of Experimental Medicine, Department of Medicine, McGill University, Montreal, Québec, Canada
| | - Bruce A Perkins
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, Ontario, Canada; Division of Endocrinology and Metabolism, Department of Medicine, University of Toronto, Diabetes Clinical Research Unit, Leadership Sinai Centre for Diabetes, Sinai Health System, Toronto, Ontario, Canada
| | - André C Carpentier
- Division of Endocrinology, Department of Medicine, Centre de recherche du Centre hospitalier universitaire de Sherbrooke, Université de Sherbrooke, Sherbrooke, Québec, Canada
| | - Aude Bandini
- Department of Philosophy, Faculty of Arts and Sciences, Université de Montréal, Montreal, Québec, Canada
| | - Rémi Rabasa-Lhoret
- Montreal Clinical Research Institute, Montreal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montreal, Québec, Canada
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Lijing W, Sujie K, Linxi W, Lishan H, Liqin Q, Zhidong Z, Kejun W, Mengjun Z, Xiaoying L, Xiaohong L, Libin L. Altered Caffeine Metabolism Is Associated With Recurrent Hypoglycemia in Type 2 Diabetes Mellitus: A UPLC-MS-Based Untargeted Metabolomics Study. Front Endocrinol (Lausanne) 2022; 13:843556. [PMID: 35784552 PMCID: PMC9248032 DOI: 10.3389/fendo.2022.843556] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Accepted: 05/02/2022] [Indexed: 11/18/2022] Open
Abstract
Background Recurrent hypoglycemia (RH) is well known to impair awareness of hypoglycemia and increase the risk of severe hypoglycemia; the underlying mechanism requires further understanding. We aimed to investigate the metabolic characteristic profile for RH in type 2 diabetes mellitus (T2DM) patients and explore the potential metabolic mechanism and prevention strategies. Methods We screened 553 community-based T2DM patients. T2DM with RH (DH group, n=40) and T2DM without hypoglycemia (DC group, n=40) were assigned in the case-control study, matched by propensity score matching. Non-targeted, global metabolite profiling was conducted using ultra-high performance liquid chromatography-mass spectrometry. Principal component analysis and supervised projections to latent structures-discriminant analysis were constructed to evaluate the potential biomarkers. Metabolites with a fold change of >2.0 or <0.5, a t-test q-value <0.05, and variable importance in projection value of >1 were identified as significantly differential metabolites. MetaboAnalyst was performed to analyze the related metabolic pathways. Results We identified 12 significantly distinct metabolites as potential biomarkers of RH, which were enriched in five pathways; the caffeine metabolic pathway was the most dominant related one. Caffeine and its main downstream metabolites (theophylline and paraxanthine, all q <0.05) were significantly lower during RH. The combination of these metabolites can serve as a reliable predictor biomarker for RH (area under the curve = 0.88). Regarding lipid metabolism, triglyceride was upregulated (P=0.003) and the O-Acylcarnitine was downregulated (q < 0.001). Besides, RH was accompanied by lower phenylalanine (q=0.003) and higher cortisone (q=0.005) levels. Conclusions RH in T2DM is accompanied by caffeine, lipolysis, phenylalanine, and cortisone metabolism abnormalities. Caffeine might be a reliable candidate biomarker and potential prevention strategy for RH, but further validation studies are needed. Clinical Trial Registry Chi CTR 1900026361, 2019-10-3.
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Affiliation(s)
- Wang Lijing
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Ke Sujie
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Wang Linxi
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Huang Lishan
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Qi Liqin
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Zhan Zhidong
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Wu Kejun
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Zhang Mengjun
- The School of Pharmacy, Fujian Medical University, Fuzhou, China
| | - Liu Xiaoying
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Liu Xiaohong
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
| | - Liu Libin
- Department of Endocrinology, Fujian Medical University Union Hospital, Fuzhou, China
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16
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Zhang Y, Öz G, Moheet A, Kumar A, Alvear A, Mangia S, Eberly L, Seaquist ER. Heterogeneity in epinephrine response to experimental hypoglycemia in type 1 diabetes and controls. J Endocr Soc 2022; 6:bvac046. [PMID: 35475026 PMCID: PMC9032637 DOI: 10.1210/jendso/bvac046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Indexed: 11/29/2022] Open
Abstract
Context The epinephrine response (Epi) to a first episode of hypoglycemia (HG) has been proposed to be predictive of Epi in subsequent HG and to provide insight into the risk for developing HG-associated autonomic failure (HAAF) in healthy controls (HCs). Objective To determine if Epi and symptom response (SR) to the first episode of HG predicts who will develop HAAF after exposure to recurrent HG in volunteers with type 1 diabetes (T1D) and in HCs. Design Review of data collected between 2013 and 2019. Setting Academic clinical research unit. Patients or Participants Volunteers with T1D and HCs. Interventions Subjects participated in a preinduction protocol where they were exposed to three 2-hour episodes of clamped HG over 2 days. Data collected during clamp 1 were compared with data collected during clamp 3. Main outcome measure Difference in Epi and SR. Results Using the standard definition of HAAF in which HG-induced Epi during clamp 3 is at least 20% lower than during clamp 1, 21/28 HCs and 13/19 volunteers with T1D developed HAAF. Epi during clamp 1 was significantly higher in those subjects who developed HAAF than in those who did not in both groups (P = 0.02). If HAAF is defined as achieving a 20% reduction in HG-induced SR measured during clamp 3 compared with clamp 1, 10/27 HCs and 10/19 volunteers with T1D developed SR-based HAAF. Conclusion There was heterogeneity in the response to the preinduction protocol. Epi during clamp 1 was higher than in clamp 3 in HCs and in those with T1D who developed HAAF.
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Affiliation(s)
- Yuan Zhang
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Gülin Öz
- Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA
| | - Amir Moheet
- Division of Endocrinology and Diabetes, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Anjali Kumar
- Division of Endocrinology and Diabetes, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Alison Alvear
- Division of Endocrinology and Diabetes, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Silvia Mangia
- Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA
| | - Lynn Eberly
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Elizabeth R Seaquist
- Division of Endocrinology and Diabetes, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
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17
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Eckstein ML, Brockfeld A, Haupt S, Schierbauer JR, Zimmer RT, Wachsmuth NB, Zunner BEM, Zimmermann P, Erlmann M, Obermayer-Pietsch B, Aberer F, Moser O. Acute Changes in Heart Rate Variability to Glucose and Fructose Supplementation in Healthy Individuals: A Double-Blind Randomized Crossover Placebo-Controlled Trial. BIOLOGY 2022; 11:biology11020338. [PMID: 35205205 PMCID: PMC8869760 DOI: 10.3390/biology11020338] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 02/16/2022] [Accepted: 02/20/2022] [Indexed: 12/17/2022]
Abstract
Simple Summary In this study, we investigated the cardio-autonomic stress responses to the ingestion of liquid glucose, fructose, a combination thereof and a placebo in healthy individuals at rest. The cardio-autonomic response was more pronounced in all groups with carbohydrates compared to placebo indicating an increased cardio-autonomic stress response resulting in a reduced heart-rate variability. When investigating different levels of blood glucose, the findings showed a significant decline in heart-rate variability with increasing blood glucose levels. This was also seen with severely low levels of blood glucose. The speed of how quick blood glucose increased and decreased also impacted the cardio-autonomic response which further deteriorated heart-rate variability. These findings indicate that healthy human’s autonomic system responds quickly to changes in their blood glucose. Abstract Background: It is unknown how different types of carbohydrates alter the cardio-autonomic system in healthy individuals. Therefore, the aim of this study was to investigate how heart-rate variability changes to single dose ingestion of glucose, fructose, glucose and fructose, and an artificial sweetener (sucralose). Methods: In a double-blind randomized crossover placebo-controlled setting, 15 participants received all study-specific substances in liquid form. During each 2-h visit, venous blood glucose was measured in a 5-min interval while heart-rate variability was measured continuously via Holter-electrocardiograph. Results: Ingestion of different types of carbohydrates and sucralose showed significant differences for heart rate (p < 0.001), SDNN (p < 0.008), RMSSD (p < 0.001), pNN50 (p < 0.001) and blood pressure (p < 0.001). Different glucose levels significantly altered parameters of heart-rate variability and blood pressure (all p < 0.001), while the rate of change in blood glucose led to changes in heart rate variability, but not in heart rate (p = 0.25) or blood pressure (p = 0.99). Conclusions: Ingestion of different types of carbohydrates lead to reductions in heart-rate variability compared to a placebo. Blood glucose values above or below 70–90 mg/dL decreased heart rate variability while this was also seen for rapid glucose changes, yet not as pronounced. Healthy individuals should be conscious about carbohydrate intake while maintaining blood glucose levels between 70–90 mg/dL.
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Affiliation(s)
- Max Lennart Eckstein
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Antonia Brockfeld
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Sandra Haupt
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Janis Ramon Schierbauer
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Rebecca Tanja Zimmer
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Nadine Bianca Wachsmuth
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Beate Elisabeth Maria Zunner
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Paul Zimmermann
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Maximilian Erlmann
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
| | - Barbara Obermayer-Pietsch
- Endocrinology Lab Platform, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria;
| | - Felix Aberer
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
- Interdisciplinary Metabolic Medicine, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria
| | - Othmar Moser
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (A.B.); (S.H.); (J.R.S.); (R.T.Z.); (N.B.W.); (B.E.M.Z.); (P.Z.); (M.E.); (F.A.)
- Interdisciplinary Metabolic Medicine, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria
- Correspondence: ; Tel.: +49-(0)921-55-3465
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Chacko E. Minimizing Hypoglycemia Using a Five-Step Diabetes Management Program. Clin Diabetes 2022; 40:233-239. [PMID: 35669304 PMCID: PMC9160533 DOI: 10.2337/cd21-0037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Merchant HJ, McNeilly AD. Hypoglycaemia: Still the main drawback of insulin 100 years on: "From man to mouse". Diabet Med 2021; 38:e14721. [PMID: 34653271 DOI: 10.1111/dme.14721] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 10/11/2021] [Accepted: 10/13/2021] [Indexed: 12/27/2022]
Abstract
One hundred years on from the initial discovery of insulin, we take this opportunity to reflect on the scientific discoveries that have improved so many lives. From its original crude form, insulin therapy has improved significantly over the past century. Despite this, hypoglycaemia remains an ever-present fear for people with Type 1 diabetes. As such, it is essential that research now looks to minimise the frequency and severity of insulin-induced hypoglycaemia and its complications, some of which can be life-threatening. Over the last century, one thing that has become apparent is the success and need for translational diabetes research. From its origin in dogs, insulin treatment has revolutionised the lives of those with Type 1 diabetes through the coordinated effort of scientists and clinicians. In this review, we recount the more recent research that uses a mouse-to-man approach, specifically in hypoglycaemia research.
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Lohan L, Clément F, Duflos C, Villiet M, Castet-Nicolas A, Boegner C, Avignon A, Sultan A, Breuker C. Hypoglycemia While Driving in Insulin-Treated Patients: Incidence and Risk Factors. J Patient Saf 2021; 17:e1034-e1039. [PMID: 32773647 DOI: 10.1097/pts.0000000000000764] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES This study aimed to investigate a potential daily-life concern for patients with diabetes hypoglycemia while driving by (1) estimating their incidence in insulin-treated drivers, (2) determining factors associated with their occurrence, and (3) analyzing patients' behavior regarding prevention of hypoglycemia. METHODS We conducted an observational study from November 2013 to May 2018 in the endocrinology-diabetology-nutrition department of our university hospital. All patients treated for diabetes older than 18 years admitted in the department were eligible. A specific questionnaire assessing attitudes, knowledge, and consequences of hypoglycemia was provided. In this study, only insulin-treated patients who regularly drive were analyzed. RESULTS On the 233 insulin-treated drivers included, 45 (19%) self-reported at least 1 hypoglycemia while driving in the preceding year. Two factors were significantly associated with their occurrence: type 1 diabetes (odds ratio [OR] = 3.19; 95% confidence interval [CI] = 1.55-6.57) and experiences of asymptomatic hypoglycemia (OR = 2.20; 95% CI = 1.05-4.63). Awareness of the treatment hypoglycemia risk because of information provided by a medical specialist was also but nonsignificantly associated with hypoglycemia while driving (OR = 2.61; 95% CI = 0.86-7.92). Forty-one patients (18%) combined those 3 variables, 20 (49%) of them self-reported hypoglycemia while driving. Thirty-four percent of the patients never carried carbohydrates for hypoglycemia correction. Seventy-six percent do not monitor blood glucose level before driving. CONCLUSIONS Our questionnaire allowed us to highlight that 19% our cohort of insulin-treated drivers declared experiencing hypoglycemia while driving. Risk factors identified and prevention data collected should help us better target patient education.
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Affiliation(s)
| | - Florian Clément
- From the Clinical Pharmacy Department, CHU Montpellier, University Montpellier
| | - Claire Duflos
- Clinical Research and Epidemiology Unit, CHU Montpellier, University Montpellier
| | - Maxime Villiet
- From the Clinical Pharmacy Department, CHU Montpellier, University Montpellier
| | | | - Catherine Boegner
- Endocrinology-Diabetology-Nutrition Department, CHU Montpellier, University Montpellier, Montpellier, France
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Hypoglycemia, Vascular Disease and Cognitive Dysfunction in Diabetes: Insights from Text Mining-Based Reconstruction and Bioinformatics Analysis of the Gene Networks. Int J Mol Sci 2021; 22:ijms222212419. [PMID: 34830301 PMCID: PMC8620086 DOI: 10.3390/ijms222212419] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/14/2021] [Accepted: 11/16/2021] [Indexed: 12/16/2022] Open
Abstract
Hypoglycemia has been recognized as a risk factor for diabetic vascular complications and cognitive decline, but the molecular mechanisms of the effect of hypoglycemia on target organs are not fully understood. In this work, gene networks of hypoglycemia and cardiovascular disease, diabetic retinopathy, diabetic nephropathy, diabetic neuropathy, cognitive decline, and Alzheimer's disease were reconstructed using ANDSystem, a text-mining-based tool. The gene network of hypoglycemia included 141 genes and 2467 interactions. Enrichment analysis of Gene Ontology (GO) biological processes showed that the regulation of insulin secretion, glucose homeostasis, apoptosis, nitric oxide biosynthesis, and cell signaling are significantly enriched for hypoglycemia. Among the network hubs, INS, IL6, LEP, TNF, IL1B, EGFR, and FOS had the highest betweenness centrality, while GPR142, MBOAT4, SLC5A4, IGFBP6, PPY, G6PC1, SLC2A2, GYS2, GCGR, and AQP7 demonstrated the highest cross-talk specificity. Hypoglycemia-related genes were overrepresented in the gene networks of diabetic complications and comorbidity; moreover, 14 genes were mutual for all studied disorders. Eleven GO biological processes (glucose homeostasis, nitric oxide biosynthesis, smooth muscle cell proliferation, ERK1 and ERK2 cascade, etc.) were overrepresented in all reconstructed networks. The obtained results expand our understanding of the molecular mechanisms underlying the deteriorating effects of hypoglycemia in diabetes-associated vascular disease and cognitive dysfunction.
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Wellens MJ, Vollenbrock CE, Dekker P, Boesten LSM, Geelhoed-Duijvestijn PH, de Vries-Velraeds MMC, Nefs G, Wolffenbuttel BHR, Aanstoot HJ, van Dijk PR. Residual C-peptide secretion and hypoglycemia awareness in people with type 1 diabetes. BMJ Open Diabetes Res Care 2021; 9:9/1/e002288. [PMID: 34526306 PMCID: PMC8444236 DOI: 10.1136/bmjdrc-2021-002288] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Accepted: 08/27/2021] [Indexed: 01/11/2023] Open
Abstract
INTRODUCTION This study aimed to assess the association between fasting serum C-peptide levels and the presence of impaired awareness of hypoglycemia (IAH) in people with type 1 diabetes. RESEARCH DESIGN AND METHODS We performed a cross-sectional study among 509 individuals with type 1 diabetes (diabetes duration 5-65 years). Extensive clinical data and fasting serum C-peptide concentrations were collected and related to the presence or absence of IAH, which was evaluated using the validated Dutch version of the Clarke questionnaire. A multivariable logistic regression model was constructed to investigate the association of C-peptide and other clinical variables with IAH. RESULTS In 129 (25%) individuals, residual C-peptide secretion was detected, while 75 (15%) individuals reported IAH. The median (IQR) C-peptide concentration among all participants was 0.0 (0.0-3.9) pmol/L. The prevalence of severe hypoglycemia was lower in people with demonstrable C-peptide versus those with absent C-peptide (30% vs 41%, p=0.025). Individuals with IAH were older, had longer diabetes duration, more frequently had macrovascular and microvascular complications, and more often used antihypertensive drugs, antiplatelet agents and cholesterol-lowering medication. There was a strong association between IAH and having a severe hypoglycemia in the preceding year. In multivariable regression analysis, residual C-peptide, either continuously or dichotomous, was associated with lower prevalence of IAH (p=0.040-0.042), while age at diabetes onset (p=0.001), presence of microvascular complications (p=0.003) and body mass index (BMI) (p=0.003) were also independently associated with the presence of IAH. CONCLUSIONS Higher BMI, the presence of microvascular complications and higher age at diabetes onset were independent risk factors for IAH in people with type 1 diabetes, while residual C-peptide secretion was associated with lower risk of this complication.
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Affiliation(s)
- Martine J Wellens
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Charlotte E Vollenbrock
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Pim Dekker
- Diabeter, Center for Paediatric and Adolescent Diabetes Care and Research, Rotterdam, The Netherlands
| | - Lianne S M Boesten
- Department of Clinical Chemistry, IJsselland Hospital, Capelle aan den IJssel, Netherlands
| | | | | | - Giesje Nefs
- Diabeter, Center for Paediatric and Adolescent Diabetes Care and Research, Rotterdam, The Netherlands
| | - Bruce H R Wolffenbuttel
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Henk-Jan Aanstoot
- Diabeter, Center for Paediatric and Adolescent Diabetes Care and Research, Rotterdam, The Netherlands
| | - Peter R van Dijk
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
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Vickneson K, Blackburn J, Gallagher JR, Evans ML, de Galan BE, Pedersen-Bjergaard U, Thorens B, McNeilly AD, McCrimmon RJ. Cold-induced dishabituation in rodents exposed to recurrent hypoglycaemia. Diabetologia 2021; 64:1436-1441. [PMID: 33730186 PMCID: PMC8099849 DOI: 10.1007/s00125-021-05425-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 01/19/2021] [Indexed: 11/04/2022]
Abstract
AIMS/HYPOTHESIS Recurrent hypoglycaemia in people with diabetes leads to progressive suppression of counterregulatory hormonal responses to subsequent hypoglycaemia. Recently it has been proposed that the mechanism underpinning this is a form of adaptive memory referred to as habituation. To test this hypothesis, we use two different durations of cold exposure to examine whether rodents exposed to recurrent hypoglycaemia exhibit two characteristic features of habituation, namely stimulus generalisation and dishabituation. METHODS In the first study (stimulus generalisation study), hyperinsulinaemic-hypoglycaemic (2.8 mmol/l) glucose clamps were performed in non-diabetic rodents exposed to prior moderate-duration cold (4°C for 3 h) or control conditions. In the second study (dishabituation study), rodents exposed to prior recurrent hypoglycaemia or saline (154 mmol/l NaCl) injections over 4 weeks underwent a longer-duration cold (4°C for 4.5 h) exposure followed 24 h later by a hyperinsulinaemic-hypoglycaemic (2.8 mmol/l) glucose clamp. Output measures were counterregulatory hormone responses during experimental hypoglycaemia. RESULTS Moderate-duration cold exposure blunted the adrenaline (epinephrine) response (15,266 ± 1920 vs 7981 ± 1258 pmol/l, Control vs Cold; p < 0.05) to next day hypoglycaemia in healthy non-diabetic rodents. In contrast, the suppressed adrenaline response (Control 5912 ± 1417 vs recurrent hypoglycaemia 1836 ± 736 pmol/l; p < 0.05) that is associated with recurrent hypoglycaemia was restored following longer-duration cold exposure (recurrent hypoglycaemia + Cold 4756 ± 826 pmol/l; not significant vs Control). CONCLUSIONS/INTERPRETATION Non-diabetic rodents exhibit two cardinal features of habituation, namely stimulus generalisation and dishabituation. These findings provide further support for the hypothesis that suppressed counterregulatory responses following exposure to recurrent hypoglycaemia in diabetes result from habituation.
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Affiliation(s)
| | - Jessica Blackburn
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - Jennifer R Gallagher
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - Mark L Evans
- Wellcome Trust/MRC Institute of Metabolic Science, Cambridge, Cambridge, UK
| | - Bastiaan E de Galan
- Radboud University Medical Center, Radboud University Nijmegen, Nijmegen, the Netherlands
- Maastricht University Medical Center+, Maastricht University, Maastricht, the Netherlands
- CARIM School for Cardiovascular Medicine, Maastricht University, Maastricht, the Netherlands
| | | | - Bernard Thorens
- Faculty of Biology and Medicine, University of Lausanne, Lausanne, Switzerland
| | - Alison D McNeilly
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - Rory J McCrimmon
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK.
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Abstract
The discovery of insulin and its subsequent mass manufacture transformed the lives of people with type 1 and 2 diabetes. Insulin, however, was a drug with a 'dark side'. It brought with it the risk of iatrogenic hypoglycaemia. In this short review, the cellular consequences of recurrent hypoglycaemia, with a particular focus on the brain, are discussed. Using the ventromedial hypothalamus as an exemplar, this review highlights how recurrent hypoglycaemia has an impact on the specialised cells in the brain that are critical to the regulation of glucose homeostasis and the counterregulatory response to hypoglycaemia. In these cells, recurrent hypoglycaemia initiates a series of adaptations that ensure that they are more resilient to subsequent hypoglycaemia, but this leads to impaired hypoglycaemia awareness and a paradoxical increased risk of severe hypoglycaemia. This review also highlights how hypoglycaemia, as an oxidative stressor, may also exacerbate chronic hyperglycaemia-induced increases in oxidative stress and inflammation, leading to damage to vulnerable brain regions (and other end organs) and accelerating cognitive decline. Pre-clinical research indicates that glucose recovery following hypoglycaemia is considered a period where reactive oxygen species generation and oxidative stress are pronounced and can exacerbate the longer-term consequence of chronic hypoglycaemia. It is proposed that prior glycaemic control, hypoglycaemia and the degree of rebound hyperglycaemia interact synergistically to accelerate oxidative stress and inflammation, which may explain why increased glycaemic variability is now increasingly considered a risk factor for the complications of diabetes.
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Affiliation(s)
- Rory J McCrimmon
- Systems Medicine, School of Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK.
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25
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Henriksen MM, Andersen HU, Thorsteinsson B, Pedersen-Bjergaard U. Effects of continuous glucose monitor-recorded nocturnal hypoglycaemia on quality of life and mood during daily life in type 1 diabetes. Diabetologia 2021; 64:903-913. [PMID: 33443591 DOI: 10.1007/s00125-020-05360-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 10/26/2020] [Indexed: 02/07/2023]
Abstract
AIMS/HYPOTHESIS The aim of this work was to assess the effect of spontaneous nocturnal hypoglycaemia on quality of life and mood during subsequent days in type 1 diabetes. METHODS A total of 153 people with type 1 diabetes participated in 6 days of blinded continuous glucose monitoring while documenting hypoglycaemic symptoms, quality of life and mood, daily. Hypoglycaemia was defined by interstitial glucose ≤3.9 mmol/l (IG3.9) and ≤ 3.0 mmol/l (IG3.0) for ≥15 min and was classified as asymptomatic if no hypoglycaemic symptoms were reported. RESULTS Self-estimated quality of life assessed by the EQ-5D VAS (but not by the WHO Well-Being Index) was higher the day after asymptomatic (but not after symptomatic) hypoglycaemic nights, as compared with non-hypoglycaemic nights (IG3.9, p = 0.021; IG3.0, p = 0.048). The effect increased with lower glucose nadir and longer duration of nocturnal hypoglycaemia (IG3.9, p = 0.03). The finding was confined to participants with impaired hypoglycaemia awareness. There was no effect of nocturnal hypoglycaemia on mood or self-estimated effectiveness at work the following day. CONCLUSIONS/INTERPRETATION Individuals with type 1 diabetes and impaired hypoglycaemia awareness reported higher quality of life on days preceded by nights with asymptomatic (but not symptomatic) hypoglycaemia. The effect was amplified by lower glucose nadir and longer duration of the episodes and may help explain resistance to implementation of interventions to reduce hypoglycaemia in many people with impaired hypoglycaemia awareness.
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Affiliation(s)
- Marie M Henriksen
- Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark.
| | | | - Birger Thorsteinsson
- Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ulrik Pedersen-Bjergaard
- Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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Farrell CM, McNeilly AD, West D, McCrimmon RJ. High-intensity training as a novel treatment for impaired awareness of hypoglycaemia in type 1 diabetes [HIT4HYPOS]: Protocol for a randomized parallel-group study. Endocrinol Diabetes Metab 2021; 4:e00166. [PMID: 33532608 PMCID: PMC7831203 DOI: 10.1002/edm2.166] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 04/13/2020] [Accepted: 06/14/2020] [Indexed: 01/28/2023] Open
Abstract
Aim This pilot study aimed to investigate whether a 4-week programme of intermittent high-intensity training (HIT) will improve counterregulatory responses and improve hypoglycaemia awareness in adults with type 1 diabetes who have been exposed to recurrent hypoglycaemia. Methods Adults with type 1 diabetes who have been exposed to recurrent hypoglycaemia will be recruited from NHS Tayside, Scotland. All participants have a 4-week run-in period to optimize glycaemic control and to receive instruction in hypoglycaemia avoidance using insulin dose adjustment and real-time continuous glucose monitoring (CGM). Following this, they will undergo a baseline 90-minute hyperinsulinaemic hypoglycaemic clamp to assess symptomatic, cognitive and hormonal counterregulatory responses. Subsequently, participants will be randomized in a parallel-group design to either undergo a 4-week intervention with HIT or to no exercise with both groups using CGM throughout and receiving additional advice on hypoglycaemia avoidance. Participants in the HIT arm of the trial will be instructed to exercise 3 times a week on a cycle ergometer and asked to achieve ≥ 90% max heart rate during each period of exercise. On completion of the intervention period, all subjects then undergo a second matched hyperinsulinaemic hypoglycaemic clamp study. Discussion This pilot study will determine whether high-intensity exercise may offer a novel approach to restore hypoglycaemic awareness in type 1 diabetes (International Standard Randomised Controlled Trials No: ISRCTN15373978).
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Affiliation(s)
| | - Alison D. McNeilly
- Division of Systems MedicineSchool of MedicineUniversity of DundeeDundeeUK
| | - Daniel West
- Institute of Cellular MedicineFaculty of Medical ScienceNewcastle UniversityNewcastleUK
| | - Rory J. McCrimmon
- Division of Systems MedicineSchool of MedicineUniversity of DundeeDundeeUK
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Joosten L, Boss M, Jansen T, Brom M, Buitinga M, Aarntzen E, Eriksson O, Johansson L, de Galan B, Gotthardt M. Molecular Imaging of Diabetes. Mol Imaging 2021. [DOI: 10.1016/b978-0-12-816386-3.00041-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
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Reyes Barron C, Augustine M, Zhang YV. Recurrent Hypoglycemic Episodes with Hypoinsulinemia in a Patient with Diabetes. Clin Chem 2020; 67:345-348. [PMID: 33523220 DOI: 10.1093/clinchem/hvaa301] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2020] [Accepted: 09/09/2020] [Indexed: 01/10/2023]
Affiliation(s)
- Cynthia Reyes Barron
- Department of Pathology and Laboratory Medicine, University of Rochester Medical Center, Rochester, NY
| | - Marilyn Augustine
- Department of Medicine, Division of Endocrinology and Metabolism, University of Rochester Medical Center, Rochester, NY
| | - Y Victoria Zhang
- Department of Pathology and Laboratory Medicine, University of Rochester Medical Center, Rochester, NY
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Moser O, Ziko H, Elsayed H, Hochfellner DA, Pöttler T, Mueller A, Eckstein ML, Sourij H, Mader JK. People with type 1 diabetes and impaired awareness of hypoglycaemia have a delayed reaction to performing a glucose scan during hypoglycaemia: a prospective observational study. Diabet Med 2020; 37:2153-2159. [PMID: 32638428 PMCID: PMC7689757 DOI: 10.1111/dme.14362] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 06/08/2020] [Accepted: 07/01/2020] [Indexed: 12/14/2022]
Abstract
AIMS Considering that people with type 1 diabetes and impaired awareness of hypoglycaemia (IAH) have a delayed perception of hypoglycaemia, the question arises whether they perform scans later in case of hypoglycaemia than people without IAH. We assessed whether time to performing a scan after reaching hypoglycaemia while using a flash glucose monitoring (flash GM) system is different in people with IAH compared with people without IAH. METHODS Ninety-two people with type 1 diabetes [mean (± sd) age 42 ± 14 years, HbA1c 57 ± 9 mmol/mol] using a flash GM system for 3 months were included. Flash GM data were assessed for time until scan after reaching hypoglycaemia level 1 (< 3.9 mmol/l) and level 2 (< 3.0 mmol/l) and compared for type 1 diabetes with vs. without IAH via unpaired t-test/Mann-Whitney U test (P < 0.05). RESULTS Significant differences were found only for the delay between reaching hypoglycaemia and scan between people with and without IAH for Gold score [hypoglycaemia level 1: IAH 78 (51-105) min vs. without IAH 63 (42-89) min, P = 0.03; night-time hypoglycaemia level 2: IAH 140 (107-227) min vs. without IAH 96 (41-155) min, P = 0.004] and Pedersen-Bjergaard score [hypoglycaemia level 1: IAH 76 (52-97) min vs. without IAH 54 (38-71) min, P = 0.011; night-time hypoglycaemia level 1: IAH 132 (79-209) min vs. without IAH 89 (59-143) min, P = 0.011; night-time hypoglycaemia level 2: IAH 134 (66-212) min vs. without IAH 80 (37-131) min, P = 0.002). Data are shown as median (i.q.r.). CONCLUSIONS Time until scan after reaching hypoglycaemia might be an objective assessment tool for IAH, but needs to be investigated comprehensively in future studies.
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Affiliation(s)
- O. Moser
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
| | - H. Ziko
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
| | - H. Elsayed
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
| | - D. A. Hochfellner
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
| | - T. Pöttler
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
| | - A. Mueller
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
- Exercise PhysiologyTraining & Training Therapy Research GroupInstitute of Sports ScienceUniversity of GrazGrazAustria
| | - M. L. Eckstein
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
| | - H. Sourij
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
- Zayed Center for Health Sciences (ZCHS)United Arab Emirates UniversityAl AinUnited Arab Emirates
| | - J. K. Mader
- Division of Endocrinology and DiabetologyDepartment of Internal MedicineMedical University of GrazGrazAustria
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Sankar A, Khodai T, McNeilly AD, McCrimmon RJ, Luckman SM. Experimental Models of Impaired Hypoglycaemia-Associated Counter-Regulation. Trends Endocrinol Metab 2020; 31:691-703. [PMID: 32563715 DOI: 10.1016/j.tem.2020.05.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 05/14/2020] [Accepted: 05/26/2020] [Indexed: 01/24/2023]
Abstract
Impaired awareness of hypoglycaemia (IAH) affects around a quarter of patients with diabetes who receive insulin treatment. This condition is characterised by a progressive reduction in symptomatic and behavioural responses to hypoglycaemia, increasing risk of deeper drops in blood glucose, unconsciousness, and collapse. Thus, patients with IAH experience severe hypoglycaemic episodes more frequently, resulting in significant morbidity and mortality. IAH is thought to develop as a consequence of whole-body adaptations to repeated insulin-induced hypoglycaemia (RH), with widespread deficits in the hypoglycaemia counter-regulatory response (CRR). Despite this important insight, the precise pathophysiology by which RH leads to an attenuated CRR is unknown. Studies into the underlying mechanisms of IAH have employed a variety of protocols in humans and experimental species. The use of animal models has many investigational benefits, including the unprecedented increase in the availability of transgenic strains. However, modelling impaired hypoglycaemia-associated counter-regulation remains challenging and appropriate interpretation of findings across species and protocols even more so. Here, we review the experimental modelling of IAH and impaired hypoglycaemia-associated counter-regulation, with a focus on understanding species-specific variation in glucose homeostasis. This review will aid investigators in interpreting outputs from different studies in IAH and aid progress in the field.
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Affiliation(s)
- Adhithya Sankar
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Tansi Khodai
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Alison D McNeilly
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - Rory J McCrimmon
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK
| | - Simon M Luckman
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK.
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Interaction of glucose sensing and leptin action in the brain. Mol Metab 2020; 39:101011. [PMID: 32416314 PMCID: PMC7267726 DOI: 10.1016/j.molmet.2020.101011] [Citation(s) in RCA: 14] [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: 02/26/2020] [Revised: 04/27/2020] [Accepted: 05/05/2020] [Indexed: 01/10/2023] Open
Abstract
Background In response to energy abundant or deprived conditions, nutrients and hormones activate hypothalamic pathways to maintain energy and glucose homeostasis. The underlying CNS mechanisms, however, remain elusive in rodents and humans. Scope of review Here, we first discuss brain glucose sensing mechanisms in the presence of a rise or fall of plasma glucose levels, and highlight defects in hypothalamic glucose sensing disrupt in vivo glucose homeostasis in high-fat fed, obese, and/or diabetic conditions. Second, we discuss brain leptin signalling pathways that impact glucose homeostasis in glucose-deprived and excessed conditions, and propose that leptin enhances hypothalamic glucose sensing and restores glucose homeostasis in short-term high-fat fed and/or uncontrolled diabetic conditions. Major conclusions In conclusion, we believe basic studies that investigate the interaction of glucose sensing and leptin action in the brain will address the translational impact of hypothalamic glucose sensing in diabetes and obesity.
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Farrell CM, McNeilly AD, Fournier P, Jones T, Hapca SM, West D, McCrimmon RJ. A randomised controlled study of high intensity exercise as a dishabituating stimulus to improve hypoglycaemia awareness in people with type 1 diabetes: a proof-of-concept study. Diabetologia 2020; 63:853-863. [PMID: 31942669 PMCID: PMC7054230 DOI: 10.1007/s00125-019-05076-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 11/25/2019] [Indexed: 01/08/2023]
Abstract
AIMS/HYPOTHESIS Approximately 25% of people with type 1 diabetes have suppressed counterregulatory hormonal and symptomatic responses to insulin-induced hypoglycaemia, which renders them at increased risk of severe, disabling hypoglycaemia. This is called impaired awareness of hypoglycaemia (IAH), the cause of which is unknown. We recently proposed that IAH develops through habituation, a form of adaptive memory to preceding hypoglycaemia. Consistent with this hypothesis, we demonstrated restoration of defective counterregulatory hormonal responses to hypoglycaemia (referred to as dishabituation) in a rodent model of IAH following introduction of a novel stress stimulus (high intensity training [HIT]). In this proof-of-concept study we sought to further test this hypothesis by examining whether a single episode of HIT would amplify counterregulatory responses to subsequent hypoglycaemia in people with type 1 diabetes who had IAH (assessed by Gold score ≥4, modified Clarke score ≥4 or Dose Adjustment For Normal Eating (DAFNE) hypoglycaemia awareness rating 2 or 3). The primary outcome was the difference in adrenaline response to hypoglycaemia following both a single episode of HIT and rest. METHODS In this randomised, crossover study 12 participants aged between 18 and 55 years with type 1 diabetes for ≥5 years and an HbA1c <75 mmol/mol (9%) were recruited. Individuals were randomised using computer generated block randomisation to start with one episode of HIT (4 × 30 s cycle sprints [2 min recovery] at 150% of maximum wattage achieved during [Formula: see text] assessment) or rest (control). The following day they underwent a 90 min hyperinsulinaemic-hypoglycaemic clamp study at 2.5 mmol/l with measurement of hormonal counterregulatory response, symptom scores and cognitive testing (four-choice reaction time and digit symbol substitution test). Each intervention and subsequent clamp study was separated by at least 2 weeks. The participants and investigators were not blinded to the intervention or measurements during the study. The investigators were blinded to the primary outcome and blood analysis results. RESULTS All participants (six male and six female, age 19-54 years, median [IQR] duration of type 1 diabetes 24.5 [17.3-29.0] years, mean [SEM] HbA1c 56 [3.67] mmol/mol; 7.3% [0.34%]) completed the study (both interventions and two clamps). In comparison with the rest study, a single episode of HIT led to a 29% increase in the adrenaline (epinephrine) response (mean [SEM]) (2286.5 [343.1] vs 2953.8 [384.9] pmol/l); a significant increase in total symptom scores (Edinburgh Hypoglycaemia Symptom Scale: 24.25 [2.960 vs 27.5 [3.9]; p<0.05), and a significant prolongation of four-choice reaction time (591.8 [22.5] vs 659.9 [39.86] ms; p<0.01] during equivalent hypoglycaemia induced the following day. CONCLUSIONS/INTERPRETATION These findings are consistent with the hypothesis that IAH develops in people with type 1 diabetes as a habituated response and that introduction of a novel stressor can restore, at least partially, the adapted counterregulatory hormonal, symptomatic and cognitive responses to hypoglycaemia. TRIAL REGISTRATION ISRCTN15236211.
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Affiliation(s)
- Catriona M Farrell
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, DD19SY, UK
| | - Alison D McNeilly
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, DD19SY, UK
| | - Paul Fournier
- Faculty of Science, School of Human Science, The University of Western Australia, Perth, Australia
| | - Timothy Jones
- Faculty of Health and Medical Sciences, Paediatrics, The University of Western Australia, Perth, Australia
| | - Simona M Hapca
- Computing Science and Mathematics, Faculty of Natural Sciences, University of Stirling, Stirling, UK
| | - Daniel West
- Institute of Cellular Medicine, Faculty of Medical Science, Newcastle University, Newcastle, UK
| | - Rory J McCrimmon
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, DD19SY, UK.
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