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CloudConnect: Predictive And Retrospective Clinical Decision Support For Chronic Disease Management

CloudConnect: Predictive And Retrospective Clinical Decision Support For Chronic Disease Management

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03676465
Enrollment
132
Registered
2018-09-18
Start date
2019-01-18
Completion date
2021-02-02
Last updated
2023-12-19

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Type 1 Diabetes Mellitus

Keywords

Type 1 Diabetes Mellitus (T1D), Continuous Glucose Monitor (CGM), Activity Monitor (i.e. Fitbit), Hemoglobin A1c (HbA1c), Companion Medical inPen, Insulin Pump, Multiple Daily Injections (MDI)

Brief summary

This study is to assess an approach of self-management called CloudConnect, evaluating the impact of CloudConnect Reports on patient engagement, adolescent/parent discussion, and clinical outcomes in adolescent Type 1 Diabetes (T1D).

Detailed description

It is hypothesized that in contrast to adolescents randomized to the Control Group subjects will maintain a Hemoglobin A1c (HbA1c) while adolescents randomized to receiving the CloudConnect Report will have a lowering of HbA1c that is related to the increase in adolescent/parent disease-specific engagement. Moreover, the hypothesis is that the subjects receiving the CloudConnect Report will increase the engagement of adolescents/ parent through increased communication and self-management behavior, and that this increase in engagement will lead to improved medical outcomes.

Interventions

OTHERCloudConnect Report

Subjects and their parents will be asked to download the data from the study devices as well as download their insulin pump/pen. The participants will receive a weekly CloudConnect Report that is based on analysis of the data gathered from the downloads provided by the subject during that week. Participants will both receive weekly contact from the study team to discuss the communication that the subject & their parent had during the week about the participant's diabetes management.

OTHERWill not receive a CloudConnect Report

Subjects and their parents will be asked to download the data from the study devices as well as download their insulin pump/pen. Participants will receive weekly contact from the study team to discuss the communication that the subject & their parent had during the week about the participant's diabetes management.

Sponsors

National Library of Medicine (NLM)
CollaboratorNIH
University of Virginia
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
OTHER
Masking
NONE

Intervention model description

Subjects (child/parent dyad, with child and parent counted as separate subjects randomized together) will be randomized to either a Control Group or an Experimental Group. Both groups will use a study CGM and activity tracker. MDI users will use an inPen to dispense their insulin treatment with their personal insulin. Subjects who use an insulin pump to care for their diabetes will use their personal pump and their personal insulin during the study. All subjects will be asked to download their equipment each week. The study team will communicate with both the subject and their parent(s) each week to discuss their diabetes management. Subjects will complete questionnaires at the beginning and end of the study.

Eligibility

Sex/Gender
ALL
Age
12 Years to 17 Years
Healthy volunteers
No

Inclusion criteria

* Willingness to provide informed consent * Adolescents ages ≥12 and ≤ 17 years old with a parent/guardian (18+ yo) who is willing to participate with the child * HbA1c ≥7 and ≤ 11 % (point-of-care machine or local laboratory \[i.e. LabCorp\]) (\*This criteria only applies to the Main Study, it does not apply to the Pilot Study\*) * Willingness and ability to comply with scheduled visits and study procedures * Willingness to comply with all the study devices during the entire trial (i.e. commercially-available CGM, Fitbit, Companion Medical inPen) * One month stability on insulin parameters prior to enrollment * MDI users should use Humalog® and Novolog® insulin to use in study insulin pen * Type 1 diabetes mellitus diagnosed at least one year prior to enrollment in the study as noted by the following: Criteria for documented hyperglycemia (at least 1 criterion must be met): * Fasting glucose ≥ 126mg/dL-confirmed * Two-hour Oral Glucose Tolerance Test (OGTT) ≥200mg/dL-confirmed hemoglobin A1c (HbA1c) ≥6.5% and documented by history - confirmed Random glucose ≥200 mg/dL with symptoms * No data at diagnosis is available but the participant has a convincing history of hyperglycemia consistent with diabetes Criteria for requiring insulin at diagnosis (at least 1 criterion must be met): * Participant required insulin at diagnosis and continually thereafter * Participant did not start insulin at diagnosis but upon investigator review likely needed insulin (significant hyperglycemia that did not respond to oral agents) and did require insulin eventually and used continually) * The diagnosis of type 1 diabetes mellitus does not require documentation of C-peptide level or islet cell antibody positivity. * Commitment to maintaining uninterrupted availability via cell phone at all times * No diabetes complications * Participants must demonstrate English proficiency and proper mental status and cognition for completion of the study. * Not currently known to be pregnant, breast feeding, or intending to become pregnant (females). A negative urine pregnancy test will be required for adolescent girls who are able to become pregnant. Participants who become pregnant will be discontinued from the study. * Ability to access the Internet to provide data to the clinical team or to travel to the research center so that the study equipment can be downloaded. * Medication stability in the preceding two months if taking antihypertensive, thyroid, anti-depressant or lipid lowering medication.

Exclusion criteria

* Children outside the ages of 12-17 y.o. or those who do not have a parent/guardian willing to participate * Diabetic ketoacidosis in the past 6 months * Pregnancy, breast-feeding, or intention of becoming pregnant * Current or recent alcohol or drug abuse by patient history * Mental incapacity, unwillingness or language barriers precluding adequate understanding, cooperation, or ability to fill out questionnaires. * Any skin condition that prevents sensor placement (e.g., bad sunburn, pre-existing dermatitis, intertrigo, psoriasis, extensive scarring, cellulitis) * Psychiatric disorders that would interfere with study tasks (e.g. cognitive disability, psychiatric hospitalization within 12 months) * Use of acetaminophen (\*this criteria only applies when the CGM version being used is older than the G6\*) * Use of long-acting insulin that is not Lantus or Tresiba * For subjects who currently use a close-loop insulin pump and CGM: not being willing to turn off the closed-loop function * Conditions that would make use of a CGM difficult (e.g., blindness, severe arthritis, immobility) * Cystic fibrosis * Current use of oral/inhaled glucocorticoids or other medications, which in the judgment of the investigator would be a contraindication to participation in the study * Any other comorbidity that at the judgment of the investigator may interfere with the participation on the study (i.e. uncontrolled high blood pressure or thyroid disease, current diabetic microvascular complications, current diagnose of gastroparesis) * Severe hypoglycemia resulting in seizure or loss of consciousness in the 6 months prior to enrollment * Use of a device that may pose electromagnetic compatibility issues and/or radiofrequency interference with the Dexcom CGM (implantable cardioverter-defibrillator, electronic pacemaker, neurostimulator, intrathecal pump, and cochlear implants) * Active enrollment in another clinical trial No eligiblity criteria is required for parent(s)/guardian(s) other than the legal relationship and 18+ yo. List any restrictions on use of other drugs or treatments. o Use of anti-diabetic agents other than short-acting insulin for CSII subjects or long-acting insulin for MDI subjects, including: metformin, sulfonylureas, meglitinides, thiazolidinediones, dipeptidyl peptidase 4 (DPP-4) inhibitors, glucagon-like peptide 1 agonists and alpha-glucosidase inhibitors

Design outcomes

Primary

MeasureTime frameDescription
Family Communication Inventory Questionnaire12-weeksIt is hypothesized that individuals randomized to the Control Group will initially modestly improve management as a result of either of new access to CGM, but it will return to baseline levels by the 12-week evaluation. By contrast, it is hypothesize that individuals randomized to the Experimental Group will benefit from receiving the weekly CloudConnect Report by having increased engagement and communication by 8 weeks that is sustained by 12 weeks (3 months). The communication will be measured by comparing pre- and post-study Family Communication Inventory questionnaire and the weekly communication assessments. The Family Communication Inventory, Frequency scale assesses the amount of times a parent and adolescent communicate regarding insulin dosing. Scores range from 0 to 36, with higher scores reflecting more frequent communication--commonly thought of as a better outcome.

Secondary

MeasureTime frameDescription
Glucose Time in Range 70-180 mg/dL, OverallOverall (12 weeks)Percentage of time during the study with glucose value between 70-180 mg/dL as measured by continuous glucose monitor, CGM
HbA1c, Final12-weekFinal HbA1c measure
Mean Glucose by CGM12-weekAverage glucose level measured by CGM
Percent Time <70 mg/dL12-weekPercentage of time participant spent with blood glucose below 70 mg/dL
Percent Time >180 mg/dL12-weekPercentage of time participant spent with blood glucose greater than 180 mg/dL
Family Conflict Scale12-weekScore on the survey entitled Family Conflict Scale, which assesses the amount of Type 1 diabetes-related conflict between an adolescent and parent. Scores range from 19 to 57, with higher scores reflecting a greater amount of conflict--a worse outcome.
Low Blood Glucose Episodes Per Week12-weekThe number of episodes of hypoglycemia experienced each week
Child Self Management Score12-weekScores on the Child Self Management are an assessment of the frequency over the past week of omitting T1D-related tasks for insulin dosing, with scores ranging from 0 to 30 and with higher scores representing more missed T1D-related tasks--commonly thought of as a worse outcome.
My-Q12-weekAdolescent responses to My-Q relate to Type 1 diabetes-related quality of life, with scores ranging from 27-135 and with higher scores indicating a higher quality of life--a better outcome.
Weekly Diabetes Communication12-weekAdolescent response to the question: During the past week, did you talk with your parents about your diabetes management?
Tone of Response12-weekAdolescent rating Tone of response, i.e. whether Type 1 diabetes-specific communication has an overall positive or negative tone; scores ranged from 1 to 5, with 1 being a very negative tone and 5 being a very positive tone--a better outcome.
Change of Insulin Parameters12-weekAdolescent responding to the question, During the past week, did you change your insulin parameters?
Division of Diabetes Responsibilities Score12-weekAdolescents completed the Division of Diabetes Responsibilities survey assessing their degree of responsibilities for given Type 1 diabetes management tasks, with scores ranging from 6 to 30 and with higher scores representing the adolescent assuming more responsibilities--commonly thought of as a better outcome.

Countries

United States

Participant flow

Recruitment details

From to 18 January 2019 to 13 January 2021, we a total of 132 participants (66 adolescent+parent dyads, each counted separately as participants) signed consent. Participants were recruited from the UVa Center for Diabetes Technology database and local Pediatric Endocrinology clinics.

Pre-assignment details

38 participants (19 adolescent+parent dyads) dropped out prior to randomization.

Participants by arm

ArmCount
Experimental Group
Subjects will wear their personal pump (if appropriate), use a study insulin pen (if appropriate), a study CGM and study activity tracker (i.e. Fitbit). Participants will receive a weekly CloudConnect Report based on analysis of the weekly data gathered for each participant. The report will be sent via email once a week to both the subject and their parent(s). Subjects and parents will have weekly contact with the study team. Subjects will complete questionnaires at the beginning and end of the study. These questionnaires will ask subjects about: * the communication within the family about the information shared in this report * how subjects feel when blood sugar is high or low * who takes responsibility of how diabetes care is managed CloudConnect Report: Subjects and their parents will be asked to download the data from the study devices as well as download their insulin pump/pen. The participants will receive a weekly CloudConnect Report that is based on analysis of the data gathered from the downloads provided by the subject during that week. Participants will both receive weekly contact from the study team to discuss the communication that the subject & their parent had during the week about the participant's diabetes management.
21
Control Group
Subjects will wear their personal pump (if appropriate), use a study insulin pen (if appropriate), a study CGM and study activity tracker (i.e. Fitbit). Participants will not receive a CloudConnect Report. Subjects and parents will have weekly contact with the study team. Subjects will complete questionnaires at the beginning and end of the study. These questionnaires will ask subjects about: * the communication within the family about the information shared in this report * how subjects feel when blood sugar is high or low * who takes responsibility of how diabetes care is managed Will not receive a CloudConnect Report: Subjects and their parents will be asked to download the data from the study devices as well as download their insulin pump/pen. Participants will receive weekly contact from the study team to discuss the communication that the subject & their parent had during the week about the participant's diabetes management.
22
Total43

Baseline characteristics

CharacteristicExperimental GroupTotalControl Group
Age, Categorical
<=18 years
21 Participants43 Participants22 Participants
Age, Categorical
>=65 years
0 Participants0 Participants0 Participants
Age, Categorical
Between 18 and 65 years
0 Participants0 Participants0 Participants
Age, Continuous14.8 years
STANDARD_DEVIATION 1.5
14.8 years
STANDARD_DEVIATION 1.7
14.8 years
STANDARD_DEVIATION 1.8
Ethnicity (NIH/OMB)
Hispanic or Latino
0 Participants2 Participants2 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
21 Participants41 Participants20 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants
Family Communication Inventory, Frequency scale12.0 units on a scale: FCI, Frequency
STANDARD_DEVIATION 4.8
12.1 units on a scale: FCI, Frequency
STANDARD_DEVIATION 6.2
12.2 units on a scale: FCI, Frequency
STANDARD_DEVIATION 7.3
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Asian
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Black or African American
1 Participants1 Participants0 Participants
Race (NIH/OMB)
More than one race
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants
Race (NIH/OMB)
White
20 Participants42 Participants22 Participants
Region of Enrollment
United States
21 adolescents43 adolescents22 adolescents
Sex: Female, Male
Female
9 Participants20 Participants11 Participants
Sex: Female, Male
Male
12 Participants23 Participants11 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
deaths
Total, all-cause mortality
0 / 210 / 22
other
Total, other adverse events
0 / 210 / 22
serious
Total, serious adverse events
0 / 211 / 22

Outcome results

Primary

Family Communication Inventory Questionnaire

It is hypothesized that individuals randomized to the Control Group will initially modestly improve management as a result of either of new access to CGM, but it will return to baseline levels by the 12-week evaluation. By contrast, it is hypothesize that individuals randomized to the Experimental Group will benefit from receiving the weekly CloudConnect Report by having increased engagement and communication by 8 weeks that is sustained by 12 weeks (3 months). The communication will be measured by comparing pre- and post-study Family Communication Inventory questionnaire and the weekly communication assessments. The Family Communication Inventory, Frequency scale assesses the amount of times a parent and adolescent communicate regarding insulin dosing. Scores range from 0 to 36, with higher scores reflecting more frequent communication--commonly thought of as a better outcome.

Time frame: 12-weeks

ArmMeasureValue (MEAN)Dispersion
Experimental GroupFamily Communication Inventory Questionnaire12.3 Score on a scaleStandard Deviation 3.8
Control GroupFamily Communication Inventory Questionnaire11.5 Score on a scaleStandard Deviation 6.7
p-value: >0.05t-test, 2 sided
Secondary

Change of Insulin Parameters

Adolescent responding to the question, During the past week, did you change your insulin parameters?

Time frame: 12-week

Population: Reduced numbers reflect missing data from individual participants.

ArmMeasureValue (MEAN)Dispersion
Experimental GroupChange of Insulin Parameters0.36 Percent of weeks with positive responseStandard Deviation 0.48
Control GroupChange of Insulin Parameters0.12 Percent of weeks with positive responseStandard Deviation 0.33
p-value: <0.001Wilcoxon (Mann-Whitney)
Secondary

Child Self Management Score

Scores on the Child Self Management are an assessment of the frequency over the past week of omitting T1D-related tasks for insulin dosing, with scores ranging from 0 to 30 and with higher scores representing more missed T1D-related tasks--commonly thought of as a worse outcome.

Time frame: 12-week

ArmMeasureValue (MEDIAN)
Experimental GroupChild Self Management Score4 Score on a scale
Control GroupChild Self Management Score4 Score on a scale
p-value: >0.05Wilcoxon (Mann-Whitney)
Secondary

Division of Diabetes Responsibilities Score

Adolescents completed the Division of Diabetes Responsibilities survey assessing their degree of responsibilities for given Type 1 diabetes management tasks, with scores ranging from 6 to 30 and with higher scores representing the adolescent assuming more responsibilities--commonly thought of as a better outcome.

Time frame: 12-week

ArmMeasureValue (MEAN)Dispersion
Experimental GroupDivision of Diabetes Responsibilities Score21.3 ScoreStandard Deviation 3.1
Control GroupDivision of Diabetes Responsibilities Score23.1 ScoreStandard Deviation 4.5
p-value: >0.05t-test, 2 sided
Secondary

Family Conflict Scale

Score on the survey entitled Family Conflict Scale, which assesses the amount of Type 1 diabetes-related conflict between an adolescent and parent. Scores range from 19 to 57, with higher scores reflecting a greater amount of conflict--a worse outcome.

Time frame: 12-week

ArmMeasureValue (MEAN)Dispersion
Experimental GroupFamily Conflict Scale25.4 score on a scaleStandard Deviation 4.1
Control GroupFamily Conflict Scale24.4 score on a scaleStandard Deviation 5.1
p-value: >0.05t-test, 2 sided
Secondary

Glucose Time in Range 70-180 mg/dL, Overall

Percentage of time during the study with glucose value between 70-180 mg/dL as measured by continuous glucose monitor, CGM

Time frame: Overall (12 weeks)

ArmMeasureValue (MEAN)Dispersion
Experimental GroupGlucose Time in Range 70-180 mg/dL, Overall47.6 percentage of time in range 70-180 mg/dLStandard Deviation 12.7
Control GroupGlucose Time in Range 70-180 mg/dL, Overall40.4 percentage of time in range 70-180 mg/dLStandard Deviation 7.5
p-value: >0.05t-test, 2 sided
Secondary

HbA1c, Final

Final HbA1c measure

Time frame: 12-week

ArmMeasureValue (MEAN)Dispersion
Experimental GroupHbA1c, Final7.58 % of HbStandard Deviation 0.94
Control GroupHbA1c, Final7.71 % of HbStandard Deviation 1.11
p-value: >0.05t-test, 2 sided
Secondary

Low Blood Glucose Episodes Per Week

The number of episodes of hypoglycemia experienced each week

Time frame: 12-week

ArmMeasureValue (MEDIAN)
Experimental GroupLow Blood Glucose Episodes Per Week2.75 episodes per week
Control GroupLow Blood Glucose Episodes Per Week3.3 episodes per week
p-value: >0.05Wilcoxon (Mann-Whitney)
Secondary

Mean Glucose by CGM

Average glucose level measured by CGM

Time frame: 12-week

ArmMeasureValue (MEAN)Dispersion
Experimental GroupMean Glucose by CGM198.2 mg/dLStandard Deviation 28.2
Control GroupMean Glucose by CGM201.0 mg/dLStandard Deviation 27.6
p-value: >0.05t-test, 2 sided
Secondary

My-Q

Adolescent responses to My-Q relate to Type 1 diabetes-related quality of life, with scores ranging from 27-135 and with higher scores indicating a higher quality of life--a better outcome.

Time frame: 12-week

ArmMeasureValue (MEAN)Dispersion
Experimental GroupMy-Q93.5 Score on a scaleStandard Deviation 11.9
Control GroupMy-Q95.8 Score on a scaleStandard Deviation 10.7
p-value: >0.05t-test, 2 sided
Secondary

Percent Time >180 mg/dL

Percentage of time participant spent with blood glucose greater than 180 mg/dL

Time frame: 12-week

ArmMeasureValue (MEAN)Dispersion
Experimental GroupPercent Time >180 mg/dL53.6 % of timeStandard Deviation 12.8
Control GroupPercent Time >180 mg/dL54.0 % of timeStandard Deviation 12.8
p-value: >0.05t-test, 2 sided
Secondary

Percent Time <70 mg/dL

Percentage of time participant spent with blood glucose below 70 mg/dL

Time frame: 12-week

ArmMeasureValue (MEDIAN)
Experimental GroupPercent Time <70 mg/dL1.1 % of time
Control GroupPercent Time <70 mg/dL1.2 % of time
p-value: >0.05Wilcoxon (Mann-Whitney)
Secondary

Tone of Response

Adolescent rating Tone of response, i.e. whether Type 1 diabetes-specific communication has an overall positive or negative tone; scores ranged from 1 to 5, with 1 being a very negative tone and 5 being a very positive tone--a better outcome.

Time frame: 12-week

Population: Reduced numbers reflect missing data from individual participants.

ArmMeasureValue (MEAN)Dispersion
Experimental GroupTone of Response3.58 ScoreStandard Deviation 0.9
Control GroupTone of Response3.84 ScoreStandard Deviation 0.87
p-value: >0.05Wilcoxon (Mann-Whitney)
Secondary

Weekly Diabetes Communication

Adolescent response to the question: During the past week, did you talk with your parents about your diabetes management?

Time frame: 12-week

Population: Reduced numbers reflect missing data from individual participants.

ArmMeasureValue (MEAN)Dispersion
Experimental GroupWeekly Diabetes Communication88 Percent of weeks with positive responseStandard Deviation 32
Control GroupWeekly Diabetes Communication89 Percent of weeks with positive responseStandard Deviation 31
p-value: >0.05Wilcoxon (Mann-Whitney)

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026