| Literature DB >> 33020134 |
Olivia McCarthy1, Jason Pitt2, Rachel Churm2, Gareth J Dunseath3, Charlotte Jones3, Lia Bally4, Christos T Nakas5,6, Rachel Deere7, Max L Eckstein8, Stephen C Bain3, Othmar Moser8, Richard M Bracken2.
Abstract
INTRODUCTION: This study sought to compare the metabolomic, hormonal and physiological responses to hypoglycemia versus euglycemia during exercise in adults with type 1 diabetes (T1D). RESEARCH DESIGN AND METHODS: Thirteen individuals with T1D (hemoglobin; 7.0%±1.3% (52.6±13.9 mmol/mol), age; 36±15 years, duration diabetes; 15±12 years) performed a maximum of 45 min submaximal exercise (60%±6% V̇O2max). Retrospectively identified exercise sessions that ended in hypoglycemia ((HypoEx) blood glucose (BG)≤3.9 mmol/L) were compared against a participant-matched euglycemic condition ((EuEx) BG≥4.0, BG≤10.0 mmol/L). Samples were compared for detailed physiological and hormonal parameters as well as metabolically profiled via large scale targeted ultra-high-performance liquid chromatography coupled to tandem mass spectrometry. Data were assessed using univariate and multivariate analysis techniques with false discovery rate adjustment. Significant results were considered at p≤0.05.Entities:
Keywords: diabetes mellitus; energy metabolism; exercise; hypoglycemia; type 1
Mesh:
Substances:
Year: 2020 PMID: 33020134 PMCID: PMC7536836 DOI: 10.1136/bmjdrc-2020-001577
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Baseline characteristics of study participants
| Characteristic | n=13 |
| Gender M, F (n) | 11 to 2 |
| Age (years) | 36±15 |
| BMI (kg.m2) | 26.8±3.3 |
| HbA1c (%) | 7.0±1.3 |
| HbA1c (mmol/mol) | 52.6±13.9 |
| Diabetes duration (years) | 15.3±12.1 |
| Prestudy TDD (U/kg/bm) | 0.6±0.3 |
| Prestudy TDBD (U/kg/bm) | 0.4±0.2 |
| V̇O2max (mL/kg/min) | 39.2±11.0 |
Data are presented as mean±SD.
bm, body mass; BMI, body mass index; F, female; HbA1c, hemoglobin A1c; M, male; n, number of participants; TDBD, total daily basal insulin dose; TDD, total daily insulin dose (inclusive of basal and bolus amounts); U, units of insulin; V̇O2max, maximum volume of inhaled oxygen.
The physiological responses to exercise
| Parameter | Rest | Exercise | End of exercise | End of exercise p value |
| V̇O2 (L/min) | ||||
| Euglycemia | 0.405±0.088 | 1.87±0.36* | 1.958±0.420* | 0.889 |
| Hypoglycemia | 0.343±0.085 | 1.85±0.38* | 1.860±0.400* | |
| V̇CO2 (L/min) | ||||
| Euglycemia | 0.36±0.08 | 1.77±0.06* | 1.85±0.42* | 0.835 |
| Hypoglycemia | 0.31±0.07 | 1.76±0.36* | 1.75±0.35* | |
| Respiratory exchange ratio (L/min) | ||||
| Euglycemia | 0.90±0.03 | 0.95±0.03* | 0.94±0.03* | 0.954 |
| Hypoglycemia | 0.91±0.07 | 0.95±0.03* | 0.94±0.04* | |
| Carbohydrate oxidation (g/min) | ||||
| Euglycemia | 0.3±0.1 | 1.9±0.5* | 2.0±0.6* | 0.786 |
| Hypoglycemia | 0.3±0.1 | 1.9±0.4* | 1.9±0.4* | |
| Lipid oxidation (g/min) | ||||
| Euglycemia | 0.069±0.023 | 0.17±0.08* | 0.185±0.845* | 0.811 |
| Hypoglycemia | 0.058±0.040 | 0.15±0.07* | 0.189±0.117* | |
| Oxygen pulse (mL/beat) | ||||
| Euglycemia | 0.007±0.005 | 0.01±0.00* | 0.01±0.00* | 0.269 |
| Hypoglycemia | 0.003±0.005 | 0.01±0.00* | 0.01±0.00* | |
| Minute ventilation (L/min) | ||||
| Euglycemia | 14.2±2.4 | 52.2±9.2* | 55.5±11.6* | 0.852 |
| Hypoglycemia | 12.3±2.2 | 52.1±9.9* | 52.8±8.9* | |
| Tidal volume (L/min) | ||||
| Euglycemia | 0.69±0.16 | 1.68±0.41* | 1.71±0.46* | 0.925 |
| Hypoglycemia | 0.66±0.12 | 1.74±0.42* | 1.69±0.45* | |
| End-tidal oxygen partial pressure (mm Hg) | ||||
| Euglycemia | 109.60±2.91 | 107.42±3.21* | 108.36±4.16 | 0.460 |
| Hypoglycemia | 109.88±6.15 | 106.21±4.24* | 106.75±4.56* | |
| End-tidal carbon dioxide partial pressure (mm Hg) | ||||
| Euglycemia | 35.37±2.59 | 38.02±2.69* | 37.01±3.32 | 0.919 |
| Hypoglycemia | 34.25±3.59 | 38.23±3.59* | 37.33±3.61* | |
| Pedal revolutions per minute (revolutions/min) | ||||
| Euglycemia | 0±0 | 71±6* | 72±8* | 0.215 |
| Hypoglycemia | 0±0 | 68±7* | 66±10* | |
| Heart rate (bpm) | ||||
| Euglycemia | 75±9 | 136±13* | 142±14* | 0.438 |
| Hypoglycemia | 77±13 | 136±14* | 145±16* | |
| Rate of perceived exertion (Borg scale) | ||||
| Euglycemia | 6±3 | 11±2* | 12±3* | 0.150 |
| Hypoglycemia | 6±0 | 10±2* | 13±3* | |
Data are presented as mean±SD (n=13). Spirometry data are reported as the 60 s mean of 5 s data points over each 6 min time interval.
Data have been treated via univariate analysis with exercise duration, pre-exercise insulin dosing amount (inclusive of all basal and bolus doses) and the insulin dosing arm (ie, full vs reduced dose) included as covariates in the model.
*P≤0.05 in the comparison with the resting value.
V̇CO2, volume of exhaled carbon dioxide; V̇O2, volume of inhaled oxygen.
End of exercise venous derived biomarker concentrations for the hypoglycemia (HypoEx) versus euglycemia (EuEx) trials
| (A) Exercise-induced change in biomarkers | |||
| Biomarker | HypoEx | EuEx | P value |
| Blood glucose (mmol/L) | −4.1±2.5* | −3.6±2.2* | 0.698 |
| Blood lactate (mmol/L) | +1.8±0.0.9* | +2.0±1.8* | 0.916 |
| β-OHB (mmol/L) | +0.01±0.01 | +0.01±0.02 | 0.945 |
| Glucagon (pg/mL) | +16.8±64.8 | +1.6±13.0 | 0.348 |
| EPI (nmol/L) | +0.05±0.08 | +0.03±0.12 | 0.779 |
| NE (nmol/L) | +0.63±1.11 | +0.77±1.33 | 0.878 |
Data are reported as mean±SEM; n=13.
Data have been treated via univariate analysis with exercise duration, pre-exercise insulin dosing amount (inclusive of all basal and bolus doses) and the insulin dosing arm (ie, full vs reduced dose) included as covariates in the model.
*P≤0.05 denotes significant difference compared with the corresponding immediate pre-exercise value.
EPI, epinephrine; Ex, exercise; NE, norepinephrine; β-OHB, β-hydroxybutyrate.
Figure 1(A) Schematic representation of the experiment. (B) Heat-plot depicting separation quality of hypoglycemia (HypoEx) versus euglycemia (EuEx) at the point of exercise cessation. Some pattern of differences between metabolites for HypoEx versus EuEx is revealed via k-means clustering. Specifically, the cluster of 1’-methylnicotinamide, L-methionine, citrulline, L-glutamine, pyridoxamine and glucose corresponds to a visible separation between hypoglycemia and euglycemia. Another small cluster was formed by 5’-methyladenosine and cytidine. These results were confirmed from the univariate analysis (C–E). Further pathway enrichment analysis using the metaboanalyst platform defined the difference between HypoEx and EuEx to be characterized from cysteine and methionine metabolism as well as alanine, aspartate and glutamate metabolism. UHPLC-MS/MS, ultra-high-performance liquid chromatography (reversed phase) coupled to tandem mass spectrometry.
Figure 2Results from multivariate analysis via principle component analysis (A) and box plots of significant metabolites (B) revealed via univariate analyses based on standard linear modeling. E, euglycemia; H, hypoglycemia.