Benefits of Smart Pens in Type 1 Diabetes
Benefits of Smart Pens in People With Type 1 Diabetes: a Real-word Retrospective Study.
1 other identifier
observational
100
1 country
1
Brief Summary
This study aims to address persistent challenges in achieving recommended control goals for patients with type 1 diabetes through innovative interventions. Specifically, the research focuses on assessing the effectiveness of smart insulin pens combined with glucose monitoring devices as a promising treatment option for individuals on multiple daily insulin injections. The study will analyze electronic health records from adults (≥ 18 years) attending the Diabetes Unit of the University Clinical Hospital of Valencia. Participants who are or have used smart insulin pens will be compared with a control group matched for age, sex, duration of diabetes, and HbA1c value at baseline (1:1). Data will be collected on participant characteristics, smart pen usage, glycemic control parameters, and daily insulin doses. The study also aims to identify adverse events associated with the use of smart pens. Ethical considerations include ensuring the anonymity of participant data, and the study is designed to comply with European (EU) data protection regulations. The retrospective nature ensures no interference with physicians' prescription habits.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for all trials
Started Jul 2024
Shorter than P25 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
January 23, 2024
CompletedFirst Posted
Study publicly available on registry
May 16, 2024
CompletedStudy Start
First participant enrolled
July 1, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 1, 2024
CompletedStudy Completion
Last participant's last visit for all outcomes
December 1, 2024
CompletedMay 16, 2024
May 1, 2024
5 months
January 23, 2024
May 14, 2024
Conditions
Outcome Measures
Primary Outcomes (30)
Type of smart pen prescribed
Type of smart pen prescribed (smart pen prescription)
up to 24 months
Type of basal insulin prescribed
Type of basal insulin prescribed (basal insulin prescription)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Daily dose of basal insulin
Daily dose of basal insulin (UI/kg)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Number of basal insulin injections
Number of basal insulin injections per day
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Omission of basal insulin
Omission of basal insulin doses (Yes/No)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Type of prandial insulin prescribed
Type of insulin prescribed for prandial use (prandial insulin prescription)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Daily dose of prandial insulin
Daily dose of prandial insulin (UI/kg)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Number of prandial insulin injections
Number of prandial insulin injections per day
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Omission of prandial insulin
Omission of prandial insulin doses (Yes/No)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Total daily insulin dose
Total daily insulin dose (UI/kg)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Number of total insulin injections
Number of total insulin injections per day
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Self-monitoring of capillary glucose
Self-monitoring of capillary blood glucose (SMBG) (Y/N)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Glucose monitoring device
Glucose monitoring in real-time or intermittently scanned (Yes/No)
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Time using the glucose monitoring device
Percentage of time using the glucose monitoring device
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
HbA1c concentration
HbA1c concentration: at month -3, 0, 3, 6, 12, 18, and 24.
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Time in Range (%TIR)
Time in Range (%TIR): at month -3, 0, 3, 6, 12, 18, and 24.
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Time Below Range (%TbR)
Time Below Range (%TbR): at month -3, 0, 3, 6, 12, 18, and 24.
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Time Above Range (%TaR)
Time Above Range (%TaR): at month -3, 0, 3, 6, 12, 18, and 24.
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Mean glucose (mg/dL)
Mean glucose (mg/dL): at month -3, 0, 3, 6, 12, 18, and 24.
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Coefficient of variation of continuous glucose sensor values (CV)
Coefficient of variation of continuous glucose sensor values (CV): at month -3, 0, 3, 6, 12, 18, and 24.
3 months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Type of adverse event from the initiation of the prescription of smart insulin pens.
Type of adverse event from the initiation of the prescription of smart insulin pens (if any adverse event occurred): severe hypoglycemia, DKA (Diabetic Ketoacidosis), ketosis, other
up to 24 months (from the time of the first prescription and throughout the study follow-up)
Months post smart pen prescription when the adverse event occurred.
Number of months post smart pen prescription when the adverse event occurred (nº).
up to 24 months (from the time of the first prescription and throughout the study follow-up)
Adherence to smart insulin pen usage based on the number of days with data uploads
Adherence to data transfer in the mobile application when using the smart pen: at month 6, 12, 18, 24
up to 24 months (from the time of the first prescription and throughout the study follow-up)
Smart pen persistence
Persistence in the use of smart insulin pens after prescription: at month 6, 12, 18, 24 Persistence defined as the percentage of patients continuing treatment since the first smart pen prescription until discontinuation.
up to 24 months (from the time of the first prescription and throughout the study follow-up)
Exclusive use of smart pen
Exclusive use of smart insulin pens or mixed use with disposable pens (Yes/No)
up to 24 months (from the time of the first prescription and throughout the study follow-up)
Duration of diabetes
Duration of diabetes at the time of the first smart pen prescription (years)
up to 12 months
Diabetic ketoacidosis
Diabetic ketoacidosis (DKA) in the year prior to the initiation of the smart pen (Yes/No)
up to 12 months
Severe hypoglycemia
Severe hypoglycemia in the year prior to the initiation of the smart pen (Yes/No)
up to 12 months
BMI
BMI (kg/m2): at month -3, 0, 6, 12, 18, 24
From three months before the initiation of the first prescription and up to 24 months (throughout the study follow-up)
Age
Age at the time of the first smart pen prescription (years)
up to 12 months
Study Arms (2)
Type 1 Diabetes MDI Smart Pen Users
Individuals with type 1 diabetes receiving multiple daily doses of insulin (MDI), utilizing glucose monitoring devices, and using or having used insulin smart pens.
Type 1 Diabetes MDI Smart Pen Non-Users
Patients with type 1 diabetes receiving multiple daily doses of insulin (MDI) and using glucose monitoring devices.
Interventions
Retrospective analysis of electronic health records for individuals with type 1 diabetes receiving multiple daily doses of insulin, combined with glucose monitoring devices and who have used or are currently using insulin smart pens.
Eligibility Criteria
Population aged 18 years and older registered in the Population Information System of the Valencian Community (SIP), with an assigned doctor and belonging to the Valencia Clínico - Malvarrosa health department (approximately 320,000 citizens).
You may qualify if:
- Individuals aged 18 or above
- Individuals diagnosed with type 1 diabetes
- Individuals receiving multiple daily doses of insulin
- Individuals using a glucose monitoring device
- Individuals who use or have used smart insulin pens since their introduction to the market
You may not qualify if:
- Individuals with other types of diabetes
- Individuals utilizing continuous subcutaneous insulin infusion devices
- Individuals using automatic insulin delivery systems
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
INCLIVA
Valencia, 46010, Spain
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
F. Javier Ampudia-Blasco, MD, PhD
HCUV-INCLIVA
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- CASE CONTROL
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Principal Investigator
Study Record Dates
First Submitted
January 23, 2024
First Posted
May 16, 2024
Study Start
July 1, 2024
Primary Completion
December 1, 2024
Study Completion
December 1, 2024
Last Updated
May 16, 2024
Record last verified: 2024-05