| Literature DB >> 28666975 |
Leah Boyle1, Rebecca Grainger1, Rosemary M Hall1,2, Jeremy D Krebs1,2.
Abstract
BACKGROUND: People with diabetes mellitus (DM) are using mobile phone apps to support self-management. The numerous apps available to assist with diabetes management have a variety of functions. Some functions, like insulin dose calculators, have significant potential for harm.Entities:
Keywords: diabetes mellitus; mHealth, mobile applications; telemedicine
Year: 2017 PMID: 28666975 PMCID: PMC5511364 DOI: 10.2196/mhealth.7263
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Characteristics of patients completing the survey (n=189).
| Characteristic | n (%) | |
| T1DMa | 105 (55.5) | |
| T2DMb | 83 (43.9) | |
| Monogenic | 1 (0.5) | |
| Male | 108 (57.1) | |
| Female | 81 (42.8) | |
| Europeand | 167 (88.8) | |
| Māori and Pasifika | 14 (7.4) | |
| Indian | 8 (4.2) | |
| Chinese | 1 (0.5) | |
| Othere | 7 (3.7) | |
| Postgraduate degree | 37 (19.6) | |
| Bachelor’s degree | 64 (34.0) | |
| Apprenticeship | 4 (2.1) | |
| Polytechnic | 35 (18.6) | |
| High school graduate | 29 (15.4) | |
| Some high school | 19 (10.1) | |
aT1DM: type 1 diabetes mellitus.
bT2DM: type 2 diabetes mellitus.
cResponders could identify with >1 ethnicity.
dEuropean includes both New Zealand European and other white ethnicities.
eUnidentified (n=3), Sri Lankan (n=1), South African (n=1), Tuvaluan (n=1), Native American (n=1).
Clinical variables among responders by type of diabetes.
| Clinical variable | Valuea (n) | ||||
| All responders | Responders with T1DMc
| Responders with T2DMd
| |||
| 50.0 (15.7) | 43.5 (14.9) | 58.4 (12.3) | <.001 | ||
| years | 189 | 105 | 83 | ||
| 127.3 (18.8) | 122.8 (14.8) | 132.9 (21.7) | .004 | ||
| mmHg | 124 | 69 | 55 | ||
| 75.3 (10.5) | 74.0 (9.0) | 77.0 (11.9) | .14 | ||
| mmHg | 124 | 69 | 55 | ||
| 62.2 (14.0) | 61.2 (11.4) | 63.7 (16.7) | .27 | ||
| mmol/mol | 7.8 (1.1) | 7.7 (1.0) | 8.0 (1.4) | ||
| % | 180 | 101 | 78 | ||
| 2.3 (0.9) | 2.4 (0.8) | 2.1 (0.9) | .03 | ||
| mmol/L | 166 | 93 | 72 | ||
| 3.1 (1.3) | 2.6 (0.9) | 3.8 (1.6) | <.001 | ||
| 168 | 93 | 74 | |||
| 0.8 (0.1-527.2) | 0.6 (0.1-97.4) | 1.9 (0.2-527.2) | <.001 | ||
| 174 | 98 | 75 | |||
aMean (SD) is used for age, SBP, DBP, HbA1c, LDL and C:HDL. Median (range) is used for ACR.
bAll responders includes 1 patient with monogenic diabetes.
cT1DM: type 1 diabetes mellitus.
dT2DM: type 2 diabetes mellitus.
eSBP: systolic blood pressure.
fDBP: diastolic blood pressure.
gHbA1c: glycated hemoglobin.
hLDL: low density lipoprotein cholesterol.
iC:HDL: total cholesterol to high density lipoprotein cholesterol ratio
jACR: urinary microalbumin creatinine ratio.
Features app users find useful in their current app.
| Feature | Total with app | App users T1DMa | App users T2DMb | |
| Diary of blood glucose levels | 32 (87) | 25 (83) | 7 (100) | .56 |
| Diary of meals and carbohydrate intake | 14 (38) | 12 (40) | 2 (29) | .69 |
| Reminders to check blood glucose | 10 (27) | 7 (23) | 3 (43) | .36 |
| Calculation device for insulin dose | 8 (22) | 6 (20) | 2 (29) | >.99 |
| Blood glucose level guidelines | 7 (19) | 5 (17) | 2 (29) | .60 |
| Personal details and condition information | 6 (16) | 4 (13) | 2 (29) | .57 |
| Calendar of diabetes appointments | 7 (19) | 5 (17) | 2 (29) | .60 |
| Contact details for your diabetes team | 4 (11) | 2 (7) | 2 (19) | .16 |
| Dietary advice | 2 (5) | 1 (3) | 1 (14) | .35 |
aT1DM: type 1 diabetes mellitus.
bT2DM: type 2 diabetes mellitus.
cA chi-square test was used for calculating P values.
Additional features app users desire in a future app.
| Feature | Total app users | App users T1DMa | App users T2DMb | |
| Calculation device for insulin dose | 17 (46) | 14 (47) | 3 (43) | >.99 |
| Diary of blood glucose levels | 13 (35) | 12 (40) | 1 (14) | .38 |
| Diary of meals and carbohydrate intake | 13 (35) | 10 (33) | 3 (43) | .68 |
| Reminders to check blood glucose | 12 (32) | 9 (30) | 3 (43) | .66 |
| Contact details for your diabetes team | 11 (30) | 8 (27) | 3 (43) | .65 |
| Calendar of diabetes appointments | 11 (30) | 10 (33) | 1 (14) | .41 |
| Blood glucose level guidelines | 8 (21) | 6 (20) | 2 (29) | >.99 |
| Dietary advice | 8 (21) | 6 (20) | 2 (29) | >.99 |
| Personal details and condition information | 7 (19) | 5 (17) | 2 (29) | .60 |
aT1DM: type 1 diabetes mellitus.
bT2DM: type 2 diabetes mellitus.
cA chi-square test was used for calculating P values.
Desirable app features for a diabetes app amongst non-app users.
| Feature | Total non-app users | Non-app users T1DMb | Non-app users T2DMc | |
| Diary of blood glucose levels | 98 (64.4) | 52 (69) | 46 (61) | .31 |
| Calendar of diabetes appointments | 87 (57.2)a | 43 (57) | 43 (57) | >.99 |
| Calculation device for insulin dose | 83 (54.6) | 49 (65) | 34 (45) | .01 |
| Contact details for your diabetes team | 79 (51.9)a | 42 (56) | 36 (47 | .33 |
| Diary of meals and carbohydrate intake | 73 (48.0) | 40 (53) | 33 (43) | .26 |
| Reminders to check blood glucose | 63 (41.4) | 27 (36) | 36 (47) | .19 |
| Blood glucose level guidelines | 58 (38.2) | 29 (38) | 29 (38) | >.99 |
| Personal details and condition information | 57 (37.5)a | 32 (43) | 24 (32) | .18 |
| Dietary advice | 56 (36.8) | 26 (35) | 30 (40) | .61 |
aIncludes 1 additional patient with monogenic diabetes.
bT1DM: type 1 diabetes mellitus.
cT2DM: type 2 diabetes mellitus.
dA chi-square test was used for calculating P values.
Characteristics of health professionals completing the survey.
| General characteristic | N (%) | |
| Nurse | 65 (56.5) | |
| Doctor | 24 (20.9) | |
| Dietitian | 12 (10.4) | |
| Podiatrists | 6 (5.2) | |
| Other | 8 (7.0) | |
| <1 | 6 (5.4) | |
| 2-5 | 31 (27.9) | |
| 6-10 | 26 (23.4) | |
| > 10 | 48 (43.2) | |
| 21-30 | 9 (8.0) | |
| 31-40 | 21 (18.8) | |
| 41-50 | 34 (30.4) | |
| 51-60 | 42 (37.5) | |
| 60+ | 6 (5.4) | |
Figure 1Usefulness of app features reported as useful by Health Professionals.
Mean scores for perceived usefulness in app features and confidence to recommend apps by health care professionals.
| Usefulness | Confidence | ||
| App type | Mean (SD) | App type | Mean (SD) |
| Diarya | 3.64 (.948) | Diary | 3.05 (1.248) |
| Remindersb | 3.47 (1.216) | Reminders | 2.79 (1.187) |
| Information | 3.27 (1.068) | Education | 2.59 (1.140) |
| Guidelines | 3.06 (1.068) | Insulin Calculator | 2.38 (1.120) |
| Insulin Calculator | 3.03 (1.288) | ||
aDiary includes blood glucose diaries and carbohydrate intake diaries.
bReminders are for medication and checking blood glucose.
Figure 2Confidence to recommend app features reported by health professionals.