| Literature DB >> 34748170 |
Peter Adolfsson1,2, Viktor Björnsson3,4, Niels Væver Hartvig5, Anne Kaas6, Jonas Bech Møller7, Elsa Ogionwo Lange3.
Abstract
INTRODUCTION: Many challenges are associated with optimizing glycemic control in pediatric patients with type 1 diabetes (T1D); combining data from smart insulin pens and continuous glucose monitoring (CGM) could mitigate some of these obstacles.Entities:
Keywords: Adolescent; Biomedical technology; Child; Diabetes mellitus type 1; Insulin; Smart insulin pens
Year: 2021 PMID: 34748170 PMCID: PMC8776949 DOI: 10.1007/s13300-021-01177-w
Source DB: PubMed Journal: Diabetes Ther ISSN: 1869-6961 Impact factor: 2.945
Fig. 1Data flow during the study. aData uploads could be at home or in the clinic. HCP healthcare professional
Fig. 2Study design. HCP visits were conducted according to routine clinical practice, which, for pediatric patients in Sweden, consists of visits approximately every 3 months, with flexibility depending on the level of glycemic control and the patient’s wishes and needs. aData collected during quarters 5–8 (≥ 12 months). bIncluding intermittent scanning CGM. CGM continuous glucose monitoring, HCP healthcare professional
Patient characteristics
| Parameters | Patients with CGM data ( |
|---|---|
| Agea (years), mean (range) | 14.5 (9, 17) |
| Female, | 20 (51) |
| Acceptableb CGM days, | 9474 (242.9) |
| Days with insulin data, | 6942 (178.0) |
| Type of smart pen | |
| Basal and bolus | 24 |
| Basal only | 1 |
| Bolus only | 9 |
| Othere | 5 |
| Study duration, pen usage (days), mean (range) | 343.9 (8, 610) |
| Time between uploads (days), median (IQR) | 78 (63, 113) |
CGM continuous glucose monitoring, IQR interquartile range
aAge at baseline, excluding the age of 1 participant who had an unclear birth date recorded
bDefined as CGM coverage ≥ 70% over the 24-h period
cThe median number of CGM days per patient was 246 days (IQR 148, 344)
dThe median number of days with pen injection and CGM data was 166 days (IQR 46, 288)
eFive patients were registered with neither bolus nor basal pens specified in the data analyzed; consequently, data from these patients were not incorporated in the analyses of both bolus and basal injections. Of these 5 patients, 3 appeared to have a bolus insulin pen only, but with unspecified insulin type and were, therefore, not included in the bolus analyses. The other 2 patients had both basal and bolus pens in the study period, but did not have any injection data on the CGM days included in the study and were, therefore, also not incorporated in the bolus and basal analyses
Baseline and estimated change in glycemic parameters after at least 12 months
| Glycemic parameters, estimated mean (95% CI) | Baseline period ( | Follow-up at quarter ≥ 5 | Mean change | |
|---|---|---|---|---|
| Glucosea levels, mg/dL | 176.00 (164.50, 187.50) | 181.02 (169.34, 192.70) | 5.03 (− 3.38, 13.48) | 0.24 |
| %CV | 38.72 (36.47, 40.98) | 37.51 (35.23, 39.79) | − 1.21 (− 2.54, 0.12) | 0.074 |
| TIR, per day | 11.70 h (10.58, 12.81) | 11.26 h (10.13, 12.39) | − 0.44 h (− 1.15, 0.26) | 0.22 |
| 51.83% (46.97, 56.69) | 50.06% (45.14, 54.98) | − 1.77%-points (− 4.89, 1.36) | 0.27 | |
| TBR L1, per day | 0.94 h (0.76, 1.12) | 0.79 h (0.61, 0.98) | − 0.15 h (− 0.33, 0.04) | 0.12 |
| 4.27% (3.49, 5.06) | 3.58% (2.77, 4.38) | − 0.70%-points (− 1.50, 0.10) | 0.087 | |
| TBR L2, per day | 0.64 h (0.45, 0.83) | 0.50 h (0.30, 0.69) | − 0.14 h (− 0.27, − 0.02) | 0.029 |
| 2.82% (2.01, 3.64) | 2.18% (1.35, 3.02) | − 0.64%-points (− 1.19, − 0.08) | 0.025 | |
| TAR, per day | 9.13 h (8.05, 10.22) | 9.85 h (8.75, 10.95) | 0.71 h (− 0.11, 1.53) | 0.089 |
| 41.15% (36.18, 46.12) | 44.00% (38.95, 49.05) | 2.85%-points (− 0.87, 6.57) | 0.13 | |
| Total hypoglycemic events, | 0.36 (0.26, 0.51) | 0.25 (0.18, 0.35) | − 31.4% (− 44.2, − 15.7) | 0.00035 |
| Nocturnal hypoglycemic events, | 0.086 (0.056, 0.131) | 0.065 (0.042, 0.101) | − 24.4% (− 42.3, − 0.9) | 0.043 |
| Hyperglycemic events, | 2.88 (2.64, 3.15) | 3.07 (2.81, 3.35) | 6.3% (− 0.2, 13.1) | 0.058 |
%CV coefficient of variability, CI confidence interval, CGM continuous glucose monitoring, TAR time above range (> 180 mg/dL [> 10 mmol/L]), TBR L1 time below range level 1 (54 to < 70 mg/dL [3.0 to < 3.9 mmol/L]), TBR L2 time below range level 2 (< 54 mg/dL [< 3.0 mmol/L]), TIR time in range (70–180 mg/dL [3.9–10.0 mmol/L])
aMean CGM glucose
bFor days with ≥ 1 bolus dose
cFor days with ≥ 1 basal dose
Fig. 3Mean change from baseline in the number of (a) daily (total over 24-h period) and (b) nocturnal hypoglycemic episodes. CI confidence interval
Fig. 4Mean change from baseline in the TBR L2 per day. CI confidence interval, TBR L2 time below range level 2 (< 54 mg/dL [< 3.0 mmol/L])
Mean change in the numbers of in-time dose meals and meals with missed bolus dose
| Dose parameter, estimated mean (95% CI) | Baseline level ( | Follow-up at quarter ≥ 5 (≥ 12 months; | Estimated percentage change from baseline | |||
|---|---|---|---|---|---|---|
| Daily meals, | Proportion of three meals, % | Daily meals, | Proportion of three meals, % | |||
| MBD meal, per day | 0.73 (0.59, 0.89) | 24.3 | 0.74 (0.58, 0.93) | 24.5 | 0.9% (− 15.9, 21.1) | 0.92 |
| In-time bolus-dose meals, per day | 0.74 (0.61, 0.90) | 24.7 | 0.76 (0.60, 0.96) | 25.3 | 2.7% (− 15.9, 25.4) | 0.79 |
| Undetected meals, per daya | 1.44 (1.20, 1.64) | 47.9 | 1.42 (1.15, 1.65) | 47.4 | − 1.0% (− 14.1, 12.6) | 0.88 |
CGM continuous glucose monitoring, CI confidence interval, MBD missed bolus dose
aThe algorithm only detected meals with a sharp rise in the CGM signal; therefore, not all meals are detected. Undetected meals were calculated by assuming 3 meals per day and subtracting the number of detected meals from 3
Fig. 5Example data profiles obtained from combined CGM and smart pens for 3 patients and different factors associated with nonoptimal glucose control: a late bolus insulin timing, b wrong setting regarding insulin:carbohydrate ratio and insulin sensitivity factor, c omission of basal dose. The portion of the graph shaded green represents time in target, a target range commonly used in Sweden (72–145 mg/dL [4.0–8.0 mmol/L]). CGM continuous glucose monitoring
| Optimizing glycemic control is challenging for many pediatric patients with type 1 diabetes (T1D); combining data from smart insulin pens and continuous glucose monitoring (CGM) could mitigate some of these obstacles. |
| This one-arm, prospective, real-world observational study investigated the effects of introducing a smart pen on glycemic control in pediatric patients with T1D who were already using CGM. |
| Outcomes were compared between baseline and follow-up (≥ 12 months) and included hypoglycemic events (events over 24 h and nocturnal events), time above range, time below range (TBR), and time in range. |
| This real-world study demonstrated that introducing the smart insulin pen could have a positive impact on glycemic control in pediatric patients with T1D by reducing the number of hypoglycemic events (total over 24 h and nocturnal events) and decreasing the proportion of TBR level 2. |
| Larger controlled studies stratified by age may be required to confirm the results of this investigation. |