Diabetes Mellitus Clinical Trial
Official title:
A New Wizard for Insulin Sensitivity Estimation From SAP: a Randomized Controlled Trial in Adolescents With T1D
We aim to test the efficacy of a new method for determining individual insulin sensitivity
(IS) based on sensor-augmented-insulin pump (SAP) data in order to customize the insulin to
carbohydrate ratio (CR) in adolescents with type 1 diabetes (T1D).
To date, the individual insulin sensitivity (IS) could only be investigated by intensive and
invasive research techniques that are not feasible to perform in an outpatient setting for
pediatric patients with diabetes.
Recently published studies have demonstrated the efficacy of an algorithm to calculate the
patient specific insulin sensitivity to customize the CR for adult patients with T1D. The
algorithm has been validated in adult patients, however not yet investigated in the pediatric
population with T1D.
The aims of our study are:
1. to customize the CR of pediatric subjects with T1D using the individualized insulin
sensitivity index (ISind) to improve post-prandial blood glucose control after a
standard meal.
2. to test, under free living condition (at home), the efficacy of the customized CR in
improving post-prandial glycemic control for pediatric subjects with T1D.
This approach would have at least two potential benefits for pediatric patients with T1D:
1. To provide a non-invasive tool for individualizing their home insulin therapy;
2. To offer a reliable instrument for adjusting the meal bolus of the current hybrid closed
loop (HCL) systems to account for the inter-subject variability in insulin action.
A new method to assess insulin sensitivity (IS) has been proposed and investigated by the PI
and his group at the University of Padova. The new insulin sensitivity index, named "SISP" is
calculated from data derived from insulin pump and continuous glucose monitoring (CGM)
uploads. The efficiency of the SISP has been tested in-silico using the University of
Virginia/Padova T1D simulator by mimicking a single-meal scenario with patient-specific
optimized carbohydrate ratio (CR) (increased or decreased by 20%) and optimal CR. In all the
simulations the use of the optimal CR, calculated with the proposed method, has improved the
overall glycemic control. The simulator (S2013) used for this purpose has been valdated and
is approved by the FDA as a substitute for preclinical trials for insulin treatments,
including closed-loop algorithms. It is comprised of data from 100 in-silico patients that
represent the biological variability of a generic real diabetic population. Thus, an
algorithm that is tuned on the basis of in-silico analysis can be safely implemented in
real-life setting.
The method to estimate SISP and to optimize the CR from SAP data, could be easily applied to
the daily management of patients with T1D and in a closed-loop context since several
closed-loop algorithms, currently used in clinical trials, are based on the pre-programmed
open-loop insulin therapy.
Once the individualized SISP is calculated, it can be used to customize the CR using the
in-silico tested algorithm to determine an individualized CR (CRIND).
Consequently, the CRIND can be tested in outpatient setting safely, and adjusted in a
run-to-run framework, using a well described approach of self-learning, the latter allowing
titration of the insulin therapy based on CGM data using a self-learning algorithm as
previously described.
- Phase 1: "Control period". This phase represents the control frame-time, during which
patients, once enrolled, will use their SAP without any adjustment of the CR and
correction factors, according to the parameters recorded at the screening visit. This
phase is aimed to record the CGM data and will represent the control period of the
study. It lasts 3 weeks.
- Phase 2: "Build-up period" This phase is aimed to obtain an adequate amount of data for
customizing the insulin pump parameters to the specific features of each subject
according to the proposed algorithms. It consists of three standardized meals (Figure 2)
and a run-in phase.
Subjects will be randomly assigned to two different pre-meal insulin CR groups in a 1:1 ratio
to determine parameters that will be used to adjust the IS algorithm for pediatric patients
with T1D. The post-prandial blood glucose pattern after a pre-meal bolus of CR, CR 20%
increased, CR 20% decreased are validated parameters necessary to customize the algorithm for
a specific patient population with T1D, therefore subjects will be challenged with two
different CRs, depending on the randomization, to collect sufficient data to fine tune the
algorithm.
Each subject will go through three meal studies;
Group 1. Meal 1: CR with 20% increase; Meal 2: CR home; Meal 3: CR individualized Group 2.
Meal 1: CR with 20% decrease; Meal 2: CR home; Meal 3:CR individualized
- Before the 1st meal subjects will be randomly assigned to receive a modified premeal
bolus (increased or decreased of 20%, CR+/-20%) in a 1:1 ratio. This change of the home
CR (CRHOME) will allow us to estimate the accuracy and error of the CRHOME and to
calculate, according to the described algorithm ((21) and below), the optimized CR
(CRIND). This latter will be tested in both groups as third meal at home.
- The three meals are followed by a 7 day- run-in period necessary to collect a minimum
amount of CGM data to run the algorithm calculations used in the intervention phase.
During this period subjects will adopt the CRIND obtained after the standard meals.
- Phase 3: "Intervention period". This phase is aimed to test the efficacy of the CRIND on
mitigating post-prandial hyperglycemia by a home-based study, using periodical
adjustment of CR and basal rate according to the "run-to-run" approach. It consists of a
self-learning algorithm method to adjust insulin regimen (the basal rate and the CRIND)
based on CGM post-meal blood glucose patterns and pre-meal insulin bolus.
Subjects will use the SAP tuned according to the individualized ISR2R and CRR2R obtained from
the run-in period, along with an individualized insulin basal rate (BasalR2R). During the
run-to-run period subjects will receive weekly revised parameters based on run-to-run
algorithm according to data analysis of the past seven days. It will last 3 weeks.
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