| Literature DB >> 28840263 |
Klemen Dovc1, Maddalena Macedoni2, Natasa Bratina1, Dusanka Lepej3, Revital Nimri4, Eran Atlas5, Ido Muller5, Olga Kordonouri6, Torben Biester6, Thomas Danne6, Moshe Phillip4,7, Tadej Battelino8,9.
Abstract
AIMS/HYPOTHESIS: Hypoglycaemia during and after exercise remains a challenge. The present study evaluated the safety and efficacy of closed-loop insulin delivery during unannounced (to the closed-loop algorithm) afternoon physical activity and during the following night in young people with type 1 diabetes.Entities:
Keywords: Clinical science; Devices; Diabetes in childhood; Exercise; Hypoglycaemia
Mesh:
Year: 2017 PMID: 28840263 PMCID: PMC6448906 DOI: 10.1007/s00125-017-4395-z
Source DB: PubMed Journal: Diabetologia ISSN: 0012-186X Impact factor: 10.122
Fig. 1Study flow diagram. Schedule for all sessions was the same: 13:00 h, lunch; 16:00 h, snack; 16:30–19:30 h, exercise time; 19:45 h, dinner; next day 8:00 h, breakfast; 13:00, lunch
Baseline characteristics of participants
| Characteristic | All ( | Male sex ( | Female sex ( |
|---|---|---|---|
| Age (years) | 14.2 ± 2.0 | 13.7 ± 2.0 | 14.9 ± 2.0 |
| Duration of diabetes (years) | 8.3 ± 3.2 | 7.9 ± 2.7 | 8.7 ± 3.8 |
| Duration using pump (years) | 7.4 ± 3.2 | 7.0 ± 2.8 | 7.9 ± 3.8 |
| BMI (kg/m2) | 21.5 ± 4.3 | 19.2 ± 3.0 | 24.4 ± 4.2 |
| BMI SDS (percentile) | 63.6 ± 26.9 | 53.3 ± 27.1 | 76.2 ± 21.8 |
| HbA1c (%) | 7.7 ± 0.6 | 7.5 ± 0.5 | 7.9 ± 0.7 |
| HbA1c (mmol/mol) | 60 ± 6.6 | 58.5 ± 5.5 | 62.8 ± 7.7 |
| Total daily insulin (U/kg) | 0.8 ± 0.2 | 0.8 ± 0.2 | 0.8 ± 0.2 |
Data are means ± SD
SDS, standard deviation score
Comparison of glucose control during closed-loop and open-loop (control) insulin delivery
| Variable | Closed-loop | Open-loop |
|
|---|---|---|---|
| Time spent at low glucose | |||
| Proportion of time spent with glucose below 3.3 mmol/l (%) | |||
| All | 0.0 (0.0–0.8) | 0.0 (0.0–1.1) | 0.7910 |
| Night | 0.0 (0.0–0.0) | 0.0 (0.0–0.5) | 0.9375 |
| 55% | 0.0 (0.0–0.0) | 0.0 (0.0–0.4) | 0.6250 |
| 55/80% | 0.0 (0.0–0.9) | 0.0 (0.0–1.6) | 0.5703 |
| Proportion of time spent with glucose below 3.9 mmol/l (%) | |||
| All | 0.8 (0.0–3.2) | 1.1 (0.0–4.1) | 0.3811 |
| Night | 0.0 (0.0–3.5) | 0.0 (0.0–2.8) | 0.7910 |
| 55% | 0.0 (0.0–0.0) | 0.2 (0.0–4.5) | 0.1909 |
| 55/80% | 1.1 (0.0–3.4) | 0.0 (0.0–3.3) | 0.8394 |
| Glucose AUC below 3.3 mmol/l (mmol/l × min) | |||
| All | 0.0 (0.0–7.0) | 0.0 (0.0–5.7) | 0.3394 |
| Night | 0.0 (0.0–0.0) | 0.0 (0.0–1.4) | 0.9375 |
| 55% | 0.0 (0.0–0.0) | 0.0 (0.0–0.3) | 0.6953 |
| 55/80% | 0.0 (0.0–1.3) | 0.0 (0.0–5.7) | 0.6523 |
| Glucose AUC below 3.9 mmol/l (mmol/l × min) | |||
| All | 9.2 (0.0–80.2) | 8.6 (0.0–33.2) | 0.6874 |
| Night | 0.0 (0.0–8.3) | 0.0 (0.0–12.0) | 0.6221 |
| 55% | 0.0 (0.0–0.0) | 0.1 (0.0–12.2) | 0.4548 |
| 55/80% | 2.9 (0.0–17.4) | 0.0 (0.0–24.9) | 0.8394 |
| LBGI | |||
| All | 0.4 (0.2–0.8) | 0.4 (0.0–1.0) | 0.6580 |
| Night | 0.3 (0.0–0.9) | 0.0 (0.0–1.4) | 0.8313 |
| Time spent within target range | |||
| Proportion of time spent with glucose within 3.9–10 mmol/l (%) | |||
| All | 84.1 (70.0–85.5) | 68.7 (59.0–77.7) | 0.0057 |
| Night | 92.8 (69.8–98.4) | 73.3 (61.3–84.2) | 0.0079 |
| 55% | 80.9 (64.3–92.2) | 68.1 (59.1–83.6) | 0.0930 |
| 55/80% | 75.3 (66.6–92.9) | 68.4 (52.1–77.2) | 0.0206 |
| Proportion of time spent with glucose within 4.4–6.7 mmol/l (%) | |||
| All | 26.5 (16.5–35.2) | 18.3 (8.2–28.5) | 0.0111 |
| Night | 17.0 (9.7–38.5) | 15.5 (0.0–32.9) | 0.0479 |
| 55% | 22.1 (7.0–51.6) | 15.4 (3.9–30.7) | 0.0793 |
| 55/80% | 23.0 (11.4–35.8) | 14.8 (8.3–29.3) | 0.0674 |
| Median glucose (mmol/l) | |||
| All | 7.5 (7.1–8.1) | 8.6 (7.3–9.2) | 0.0089 |
| Night | 7.8 (7.0–8.4) | 8.1 (7.0–9.5) | 0.1044 |
| 55% | 7.8 (6.6–8.6) | 8.7 (6.6–9.6) | 0.0966 |
| 55/80% | 7.7 (6.9–8.3) | 8.5 (7.4–9.7) | 0.0149 |
| Mean glucose (mmol/l)a | |||
| All | 7.9 (7.4–8.6) | 8.8 (7.5–9.5) | 0.0228 |
| Night | 7.8 (6.8–8.4) | 8.6 (7.5–9.8) | 0.0152 |
| 55% | 8.0 (6.8–8.8) | 8.7 (6.6–9.6) | 0.2790 |
| 55/80% | 7.9 (7.2–8.8) | 9.3 (7.5–9.9) | 0.0057 |
| Mean SD of glucose concentrationa | 41.1 (36.1–46.7) | 44.6 (36.2–52.2) | 0.1789 |
| Time spent at high glucose | |||
| Proportion of time spent with glucose above 13.9 mmol/l (%) | |||
| All | 1.3 (0.0–4.9) | 2.2 (0.0–11.9) | 0.0103 |
| Night | 0.0 (0.0–0.0) | 0.0 (0.0–5.2) | 0.1484 |
| 55% | 0.0 (0.0–1.5) | 0.0 (0.0–7.2) | 0.0420 |
| 55/80% | 2.3 (0.0–6.7) | 1.1 (0.0–17.2) | 0.0227 |
| Proportion of time spent with glucose above 10 mmol/l (%) | |||
| All | 14.6 (12.1–29.5) | 28.1 (16.5–39.2) | 0.0228 |
| Night | 7.2 (0.2–23.9) | 22.7 (9.1–38.7) | 0.0156 |
| 55% | 17.1 (7.2–33.0) | 25.2 (6.0–39.3) | 0.3144 |
| 55/80% | 20.8 (5.0–28.9) | 29.6 (17.6–45.4) | 0.0228 |
| Glucose AUC above 13.9 mmol/l (mmol/l × min) | |||
| All | 17.3 (0.0–225.2) | 46.1 (0.0–564.7) | 0.2293 |
| Night | 0.0 (0.0–0.0) | 0.0 (0.0–124.4) | 0.0547 |
| 55% | 0.0 (0.0–15.4) | 0.0 (0.0–103.4) | 0.1475 |
| 55/80% | 11.4 (0.0–107.0) | 1.3 (0.0–293.8) | 0.0681 |
| AUC above 10 mmol/l (mmol/l × min) | |||
| All | 2011.6 (436.5–6006.4) | 2222.0 (747.0–5575.6) | 0.3905 |
| Night | 205.1 (0.0–3093.8) | 11,226.9 (2653.4–20,212.0) | 0.0003 |
| 55% | 224.2 (99.8–660.9) | 539.1 (74.4–1089.9) | 0.3341 |
| 55/80% | 606.9 (38.1–1029.8) | 808.5 (359.8–1852.9) | 0.0152 |
| HBGI | |||
| All | 3.6 (2.9–5.6) | 6.2 (3.4–7.9) | 0.0080 |
| Night | 3.2 (1.0–4.4) | 5.5 (2.8–7.3) | 0.0051 |
| Fasting glucose (mmol/l), all | 6.8 (6.1–8.7) | 7.3 (6.7–8.3) | 0.2431 |
Data are shown as median (IQR)
aNonparametric analyses for data on glucose control (paired nonparametric Wilcoxon signed rank test) and outcome data are presented as median (IQR) although variables for the analyses were presented as mean (glucose, glucose concentration SD)
All: whole study period from 15:00 h on day of exercise until 13:00 h on the following day; Night: period from 22:00 h on day of exercise until 07:00 h on the following day
55%, exercise protocol with moderate physical activity; 55/80%, exercise protocol with moderate physical activity and high-intensity sprints; HBGI, high blood glucose index; LBGI, low blood glucose index
Fig. 2Median (IQR) sensor glucose during closed-loop (blue) and open-loop (red) insulin delivery, from exercise period (17:00 h) until morning (07:00 h), with standard glucose outcome measures [22] and common glucose target value of 6.1 mmol/l
Hypoglycaemic events, rescue carbohydrate requirement and ketonuria events during closed-loop and open-loop (control) insulin delivery
| Event | Closed-loop | Open-loop |
|
|---|---|---|---|
| Hypoglycaemia | |||
| All | 6 | 12 | 0.5156 |
| Night | 3 | 4 | 1.0000 |
| Rescue carbohydrates needed | |||
| No. of occasions | 7 | 8 | |
| Total quantity given (g) | 105 | 120 | |
| Ketonuria, all | 0 | 1 | |
Data are presented as number of events unless stated otherwise
All: whole study period from 15:00 h on day of exercise until 13:00 h on the following day; Night: period from 22:00 h on day of exercise until 07:00 h on the following day
Comparison of insulin delivery via closed-loop and open-loop devices over whole period
| Insulin delivered | Closed-loop | Open-loop |
|
|---|---|---|---|
| Total daily insulin (U) | 112.6 (73.1–200.3) | 203.7 (91.6–277.1) | 0.0123 |
| Bolus insulin (U) | 36.4 (27.6–55.6) | 40.3 (31.2–48.3) | 0.8228 |
| Basal insulin (U) | 80.3 (42.5–152.9) | 155.2 (58.5–235.6) | 0.0074 |
Data are shown as median (IQR)
Whole study period was from 15:00 h on day of exercise until 13:00 h on the following day
SMBG values during the exercise period and for 2 h after
| Period | Blood glucose (mmol/l) |
| |
|---|---|---|---|
| Closed-loop | Open-loop | ||
| Physical activity start | 8.3 (7.4–11.7) | 9.2 (7.3–10.8) | 0.9923 |
| Start + 15 min | 8.2 (6.5–10.9) | 8.9 (7.1–10.4) | 0.6967 |
| Start + 30 min | 7.0 (4.7–8.6) | 7.5 (5.6–9.4) | 0.5316 |
| Physical activity end | 5.8 (4.3–8.0) | 7.2 (4.9–8.7) | 0.2039 |
| Δ Start to end | −2.6 (−4.6 to −1.6) | −2.2 (−3.5 to −0.9) | 0.1000 |
| End + 30 min | 6.3 (5.2–7.6) | 8.4 (5.7–10.4) | 0.0093 |
| End + 60 min | 7.0 (5.7–8.4) | 9.5 (6.7–11.6) | 0.0006 |
| End + 90 min | 8.0 (6.6–9.5) | 10.4 (9.2–13.7) | 0.0001 |
| End + 120 min | 8.5 (7.3–10.5) | 11.0 (8.0–14.6) | 0.0003 |
Data are shown as median (IQR)
Δ Start to end: change in glucose levels at the end compared with starting level
Sensor glucose analysis for the exercise period and for 4 h after
| Variable | Closed-loop | Open-loop |
|
|---|---|---|---|
| Proportion of time spent with glucose below 3.3 mmol/l (%) | 0.0 (0.0–1.0) | 0.0 (0.0–0.0) | 0.5781 |
| Proportion of time spent with glucose below 3.9 mmol/l (%) | 0.0 (0.0–4.2) | 0.0 (0.0–0.5) | 0.9023 |
| Proportion of time spent with glucose within 3.9–10 mmol/l | 83.9 (68.2–93.2) | 62.5 (39.1–79.7) | 0.0012 |
| Proportion of time spent with glucose above 10 mmol/l | 10.4 (3.1–28.6) | 33.2 (12.0–53.6) | 0.0055 |
| Proportion of time spent with glucose above 13.9 mmol/l | 0.0 (0.0–0.0) | 0.0 (0.0–23.4) | 0.0078 |
| Median glucose (mmol/l) | 7.2 (6.5–8.6) | 8.6 (7.5–10.3) | 0.0251 |
| Mean glucose (mmol/l) | 7.4 (6.7–8.7) | 8.8 (7.8–10.8) | 0.0152 |
| No. of hypoglycaemia events | 1 | 4 | 0.5000 |
| Active insulin at start (U) | 6.2 ± 4.7 | 5.6 ± 3.0 | 0.3641 |
Data are shown as median (IQR) or means (± SD)
Glucose control on the day after physical activity (between 7:00 h and 13:00 h)
| Variable | Closed-loop | Open-loop |
|
|---|---|---|---|
| Proportion of time spent with glucose below 3.3 mmol/l | 0.0 (0.0–0.0) | 0.0 (0.0–0.3) | 0.1094 |
| Proportion of time spent with glucose below 3.9 mmol/l | 0.0 (0.0–0.0) | 0.0 (0.0–6.5) | 0.0273 |
| Proportion of time spent with glucose within 3.9–10 mmol/l | 72.8 (57.8–83.7) | 65.5 (54.3–80.5) | 0.0569 |
| Proportion of time spent with glucose above 10 mmol/l | 26.5 (16.3–40.4) | 28.9 (12.1–45.7) | 0.3135 |
| Proportion of time spent with glucose above 13.9 mmol/l | 0.0 (0.0–7.7) | 0.0 (0.0–10.6) | 0.4316 |
| Median glucose (mmol/l) | 8.7 (7.8–9.5) | 8.6 (7.6–10.2) | 0.7652 |
| Mean glucose (mmol/l) | 8.5 (7.1–8.8) | 8.5 (7.4–9.8) | 0.2957 |
Data are shown as median (IQR)
Fig. 3Median (IQR) sensor glucose during closed-loop (blue, a, b) and open-loop (red, c, d) insulin delivery, from exercise period (17:00 h) until morning (07:00 h), for 55% moderate physical activity protocol (a, c) and 55/80% moderate physical activity with high-intensity sprints (b, d) with consensus glucose outcome measures [22] and mean glucose target value 6.1 mmol/l