Patient Empowerment Through Predictive Personalised Decision Support(PEPPER)-Validation Study.
PEPPER
2 other identifiers
interventional
58
1 country
1
Brief Summary
Patient Empowerment through Predictive PERsonalised Decision Support (PEPPER) is an European Union (EU) funded research project to develop a personalised clinical decision support system for Type 1 Diabetes Mellitus (T1DM) self-management. The tool provides insulin bolus dose advice, tailored to the needs of individuals. The system uses Case-Based Reasoning (CBR), an artificial intelligence methodology that adapts to new situations according to past experience. The PEPPER system also incorporates a safety module that promotes safety by providing glucose alarms, low-glucose insulin suspension, carbohydrate recommendations and fault detection. The principal research objective is to demonstrate safety, feasibility and usability of the PEPPER system compared to a standard bolus calculator.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable
Started Nov 2018
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
November 9, 2018
CompletedStudy Start
First participant enrolled
November 15, 2018
CompletedFirst Posted
Study publicly available on registry
February 21, 2019
CompletedPrimary Completion
Last participant's last visit for primary outcome
November 9, 2019
CompletedStudy Completion
Last participant's last visit for all outcomes
November 9, 2019
CompletedAugust 4, 2020
August 1, 2020
12 months
November 9, 2018
August 3, 2020
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Change in the percentage of time in glucose target range (glucose levels 3.9-10 mmol/l or 70 - 180 mg/dl)
6 months
Secondary Outcomes (26)
Change in glycosylated hemoglobin (HbA1c) value
6 months
Change in the number of episodes of post-prandial hypoglycaemia (glucose level below 3,9 mmol/L or 70 mg/dl) within 4 hours
6 months
Change in the number of episodes of post-prandial hypoglycaemia (glucose level below 3,9 mmol/L or 70 mg/dl) within 6 hours
6 months
Change in the percentage of time in hyperglycaemia (glucose level above 10 mmol/l or 180 mg/dl)
6 months
Change in the percentage of time in hypoglycaemia (glucose level below 3, 9 mmol/L or 70 mg/dl)
6 months
- +21 more secondary outcomes
Study Arms (2)
PEPPER/Control
OTHERGroup with intervention applied (PEPPER system) during the first three months and then, after wash -out period, swap to control group (using standard bolus calculator) for the next 3 months.
Control/PEPPER
OTHERGroup without intervention applied (using standard bolus calculator) during the first three months and then, after wash -out period, swap to intervention group (using PEPPER system) for the next 3 months.
Interventions
The PEPPER system offers insulin dosing advice that is highly adaptive to the insulin needs of individuals by using Case-Base Reasoning (CBR) approach.
Eligibility Criteria
You may qualify if:
- Adults ≥18years of age
- Diagnosis of T1DM for \> 1 year
- On MDI using a basal-bolus insulin regime or CSII (insulin pump) for at least 6 month
- Structured education done and good ability perform carbohydrates (CHO) counting
- HbA1c ≥ 48mmol/mol and ≤ 86mmol/mol
- Using insulin carbohydrates ratio (ICR) and insulin sensitivity factor (ISF) to calculate the mealtime bolus
- An understanding of and willingness to follow the protocol and sign the informed consent
- CBG measurements at least 2 times per day for calibration of the CGM
You may not qualify if:
- Severe episode of hypoglycaemia (requiring 3rd party assistance) in the 6 months prior to enrolment
- Diabetic ketoacidosis in the last 6 months prior to enrolment
- Impaired awareness of hypoglycaemia (based on Gold score)
- Pregnancy, breastfeeding or intention of becoming pregnant over time of study procedures
- Enrolled in other clinical trials
- Have active malignancy or under investigation for malignancy
- Suspected or diagnosed endocrinopathy like adrenal insufficiency, unstable thyroidopathy, endocrine tumour
- Gastroparesis
- Autonomic neuropathy
- Macrovascular complications (acute coronary syndrome, transient ischaemic attack, cerebrovascular event within the last 12 months prior to enrolment in the study)
- Visual impairment including unstable proliferative retinopathy
- Reduced manual dexterity
- Inpatient psychiatric treatment
- Abnormal renal function test results (calculated Glomerular Filtration Rate (GFR) \<40 mL/min/1.73m2)
- Liver cirrhosis
- +13 more criteria
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Institut d'Investigació Biomèdica de Girona Dr. Josep Truetalead
- Imperial College Londoncollaborator
- Oxford Brookes Universitycollaborator
- Universitat de Gironacollaborator
- Cellnovo Limitedcollaborator
- Romsoft SRLcollaborator
Study Sites (1)
Institut d'Investigació Biomèdica de Girona (IDIBGI)
Girona, 17007, Spain
Related Publications (20)
Buckingham B, Wilson DM, Lecher T, Hanas R, Kaiserman K, Cameron F. Duration of nocturnal hypoglycemia before seizures. Diabetes Care. 2008 Nov;31(11):2110-2. doi: 10.2337/dc08-0863. Epub 2008 Aug 11.
PMID: 18694975BACKGROUNDPerez-Gandia C, Facchinetti A, Sparacino G, Cobelli C, Gomez EJ, Rigla M, de Leiva A, Hernando ME. Artificial neural network algorithm for online glucose prediction from continuous glucose monitoring. Diabetes Technol Ther. 2010 Jan;12(1):81-8. doi: 10.1089/dia.2009.0076.
PMID: 20082589BACKGROUNDDiabetes Control and Complications Trial Research Group; Nathan DM, Genuth S, Lachin J, Cleary P, Crofford O, Davis M, Rand L, Siebert C. The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. N Engl J Med. 1993 Sep 30;329(14):977-86. doi: 10.1056/NEJM199309303291401.
PMID: 8366922BACKGROUNDDassau E, Cameron F, Lee H, Bequette BW, Zisser H, Jovanovic L, Chase HP, Wilson DM, Buckingham BA, Doyle FJ 3rd. Real-Time hypoglycemia prediction suite using continuous glucose monitoring: a safety net for the artificial pancreas. Diabetes Care. 2010 Jun;33(6):1249-54. doi: 10.2337/dc09-1487.
PMID: 20508231BACKGROUNDFDA Advisory Panel Votes to Recommend Non-Adjunctive Use of Dexcom G5 Mobile CGM. Diabetes Technol Ther. 2016 Aug;18(8):512-6. doi: 10.1089/dia.2016.07252.mr. Epub 2016 Jul 29. No abstract available.
PMID: 27472488BACKGROUNDGarg SK, Bookout TR, McFann KK, Kelly WC, Beatson C, Ellis SL, Gutin RS, Gottlieb PA. Improved glycemic control in intensively treated adult subjects with type 1 diabetes using insulin guidance software. Diabetes Technol Ther. 2008 Oct;10(5):369-75. doi: 10.1089/dia.2007.0303.
PMID: 18715213BACKGROUNDNational Clinical Guideline Centre (UK). Type 1 Diabetes in Adults: Diagnosis and Management. London: National Institute for Health and Care Excellence (NICE); 2015 Aug. Available from http://www.ncbi.nlm.nih.gov/books/NBK315808/
PMID: 26334079BACKGROUNDHerrero P, Calm R, Vehi J, Armengol J, Georgiou P, Oliver N, Tomazou C. Robust fault detection system for insulin pump therapy using continuous glucose monitoring. J Diabetes Sci Technol. 2012 Sep 1;6(5):1131-41. doi: 10.1177/193229681200600518.
PMID: 23063040BACKGROUNDHerrero P, Pesl P, Reddy M, Oliver N, Georgiou P, Toumazou C. Advanced Insulin Bolus Advisor Based on Run-To-Run Control and Case-Based Reasoning. IEEE J Biomed Health Inform. 2015 May;19(3):1087-96. doi: 10.1109/JBHI.2014.2331896.
PMID: 24956470BACKGROUNDHerrero P, Pesl P, Bondia J, Reddy M, Oliver N, Georgiou P, Toumazou C. Method for automatic adjustment of an insulin bolus calculator: in silico robustness evaluation under intra-day variability. Comput Methods Programs Biomed. 2015 Apr;119(1):1-8. doi: 10.1016/j.cmpb.2015.02.003. Epub 2015 Feb 16.
PMID: 25733405BACKGROUNDJuvenile Diabetes Research Foundation Continuous Glucose Monitoring Study Group; Bode B, Beck RW, Xing D, Gilliam L, Hirsch I, Kollman C, Laffel L, Ruedy KJ, Tamborlane WV, Weinzimer S, Wolpert H. Sustained benefit of continuous glucose monitoring on A1C, glucose profiles, and hypoglycemia in adults with type 1 diabetes. Diabetes Care. 2009 Nov;32(11):2047-9. doi: 10.2337/dc09-0846. Epub 2009 Aug 12.
PMID: 19675193BACKGROUNDJuvenile Diabetes Research Foundation Continuous Glucose Monitoring Study Group; Tamborlane WV, Beck RW, Bode BW, Buckingham B, Chase HP, Clemons R, Fiallo-Scharer R, Fox LA, Gilliam LK, Hirsch IB, Huang ES, Kollman C, Kowalski AJ, Laffel L, Lawrence JM, Lee J, Mauras N, O'Grady M, Ruedy KJ, Tansey M, Tsalikian E, Weinzimer S, Wilson DM, Wolpert H, Wysocki T, Xing D. Continuous glucose monitoring and intensive treatment of type 1 diabetes. N Engl J Med. 2008 Oct 2;359(14):1464-76. doi: 10.1056/NEJMoa0805017. Epub 2008 Sep 8.
PMID: 18779236BACKGROUNDKovatchev BP, Breton M, Man CD, Cobelli C. In silico preclinical trials: a proof of concept in closed-loop control of type 1 diabetes. J Diabetes Sci Technol. 2009 Jan;3(1):44-55. doi: 10.1177/193229680900300106.
PMID: 19444330BACKGROUNDLepore G, Dodesini AR, Nosari I, Scaranna C, Corsi A, Trevisan R. Bolus calculator improves long-term metabolic control and reduces glucose variability in pump-treated patients with Type 1 diabetes. Nutr Metab Cardiovasc Dis. 2012 Aug;22(8):e15-6. doi: 10.1016/j.numecd.2012.04.001. Epub 2012 Jun 4. No abstract available.
PMID: 22673770BACKGROUNDReddy M, Pesl P, Xenou M, Toumazou C, Johnston D, Georgiou P, Herrero P, Oliver N. Clinical Safety and Feasibility of the Advanced Bolus Calculator for Type 1 Diabetes Based on Case-Based Reasoning: A 6-Week Nonrandomized Single-Arm Pilot Study. Diabetes Technol Ther. 2016 Aug;18(8):487-93. doi: 10.1089/dia.2015.0413. Epub 2016 May 19.
PMID: 27196358BACKGROUNDReddy M, Rilstone S, Cooper P, Oliver NS. Type 1 diabetes in adults: supporting self management. BMJ. 2016 Mar 10;352:i998. doi: 10.1136/bmj.i998. No abstract available.
PMID: 26965473BACKGROUNDVaddiraju S, Burgess DJ, Tomazos I, Jain FC, Papadimitrakopoulos F. Technologies for continuous glucose monitoring: current problems and future promises. J Diabetes Sci Technol. 2010 Nov 1;4(6):1540-62. doi: 10.1177/193229681000400632.
PMID: 21129353BACKGROUNDSovik O, Thordarson H. Dead-in-bed syndrome in young diabetic patients. Diabetes Care. 1999 Mar;22 Suppl 2:B40-2.
PMID: 10097898BACKGROUNDZisser H, Robinson L, Bevier W, Dassau E, Ellingsen C, Doyle FJ, Jovanovic L. Bolus calculator: a review of four "smart" insulin pumps. Diabetes Technol Ther. 2008 Dec;10(6):441-4. doi: 10.1089/dia.2007.0284.
PMID: 19049372BACKGROUNDAvari P, Leal Y, Herrero P, Wos M, Jugnee N, Arnoriaga-Rodriguez M, Thomas M, Liu C, Massana Q, Lopez B, Nita L, Martin C, Fernandez-Real JM, Oliver N, Fernandez-Balsells M, Reddy M. Safety and Feasibility of the PEPPER Adaptive Bolus Advisor and Safety System: A Randomized Control Study. Diabetes Technol Ther. 2021 Mar;23(3):175-186. doi: 10.1089/dia.2020.0301.
PMID: 33048581DERIVED
Related Links
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
José Manuel Fernández Real
Institut d'Investigació Biomèdica de Girona (IDIBGI) Unitat de Diabetis, Endocrinologia i Nutrició de Girona (UDENG) Hospital Universitari de Girona Dr Josep Trueta
- PRINCIPAL INVESTIGATOR
Mercè Fernández-Balsells
Institut d'Investigació Biomèdica de Girona (IDIBGI) Unitat de Diabetis, Endocrinologia i Nutrició de Girona (UDENG) Hospital Universitari de Girona Dr Josep Trueta
- PRINCIPAL INVESTIGATOR
Nick Oliver
Imperial Collage London
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- PARTICIPANT
- Purpose
- SUPPORTIVE CARE
- Intervention Model
- CROSSOVER
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Principal Investigator
Study Record Dates
First Submitted
November 9, 2018
First Posted
February 21, 2019
Study Start
November 15, 2018
Primary Completion
November 9, 2019
Study Completion
November 9, 2019
Last Updated
August 4, 2020
Record last verified: 2020-08