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2.
J Diabetes Sci Technol ; 15(1): 91-97, 2021 01.
Article in English | MEDLINE | ID: mdl-31272204

ABSTRACT

BACKGROUND: Most standalone real-time continuous glucose monitoring (RT-CGM) systems provide predictive low and high sensor glucose (SG) threshold alerts. The durations and risk of low and high SG excursions following Guardian™ Connect CGM system predictive threshold alerts were evaluated. METHODS: Continuous glucose monitoring system data uploaded between January 2, 2017 and May 22, 2018 by 3133 individuals using multiple daily injections (MDIs) or continuous subcutaneous insulin infusion (CSII) therapy were deidentified and retrospectively analyzed. Glucose excursions were defined as SG values that went beyond a preset low or high SG threshold for ≥15 minutes. For a control group, thresholds were based on the median of the low SG threshold limit (70 mg/dL) and the high SG threshold limit (210 mg/dL) preset by all system users. During periods when alerts were not enabled, timestamps were identified when a predictive alert would have been triggered. The time before low horizon was 17.5 minutes and the time before high horizon was 15 minutes, of all users who enabled alerts. Excursions occurring after a low SG or high SG predictive alert were segmented into prevented, ≤20, 20-60, and >60 minutes. RESULTS: Excursions were prevented after 59% and 39% of low and high SG predictive alerts, respectively. The risk of a low or high excursion occurring was 1.9 (P < 0.001, 95% CI, 1.88-1.93) and 3.3 (P < 0.001, 95% CI, 3.20-3.30) times greater, respectively, when alerts were not enabled. CONCLUSIONS: The predictive alerts of the RT-CGM system under study can help individuals living with diabetes prevent some real-world low and high SG excursions. This can be especially important for those unable to reach or maintain glycemic control with basic RT-CGM or CSII therapy.


Subject(s)
Blood Glucose Self-Monitoring , Diabetes Mellitus, Type 1 , Blood Glucose , Diabetes Mellitus, Type 1/drug therapy , Glucose , Glycemic Control , Humans , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Insulin Infusion Systems , Retrospective Studies
3.
Diabetes Technol Ther ; 23(2): 104-109, 2021 02.
Article in English | MEDLINE | ID: mdl-32678672

ABSTRACT

Background: The coronavirus disease 2019 (COVID-19) pandemic has challenged the ability to do face-to-face training on advanced diabetes management technologies. In the United States, Medtronic Diabetes shifted from occasional to 100% virtual training on all diabetes devices in mid-March 2020. We studied the outcomes of virtual training on the MiniMed™ 670 G hybrid closed-loop system in type 1 diabetes. Methods: From March 20, 2020, to April 22, 2020 (intra-COVID-19), virtual training on the MiniMed 670 G system was completed using Zoom with satisfaction captured through online post-training surveys. Training efficiency was measuring by the days between the date of product shipment and the date of the first and final trainings. Patient satisfaction with training on the MiniMed 670 G was determined by Net Promotor Score® (NPS®). Uploads from CareLink™ Personal and CareLink Professional and calls to the Medtronic 24-h technical support team requesting educational/software assistance and/or help with health care provider telehealth visits were recorded. Continuous glucose monitoring (CGM) results were measured using the CareLink Personal database. All results except for the Zoom satisfaction survey were compared with data from January 20, 2020, to February 22, 2020, (Pre-COVID-19) when training was performed in-person. Results: The CGM metrics were comparable between pre- and intra-COVID-19 training. The Zoom video conferencing application had 98% satisfaction. The NPS rose from 78 to 84. The time between the pump shipment and the first and last (automode) training was significantly reduced from 14 ± 7 days to 11 ± 5 days (P < 0.001) and from 19 ± 7 days to 15 ± 15 days (P < 0.01), respectively. There was a decrease in the calls for educational assistance to the technical support team but an increase in requests for login and software installation support. Conclusions: Virtual training of individuals with diabetes on the MiniMed 670 G system resulted in high satisfaction and short-term glycemic results comparable with in-person training.


Subject(s)
COVID-19 , Diabetes Mellitus, Type 1/drug therapy , Insulin Infusion Systems , Patient Education as Topic/methods , Patient Satisfaction , Self Care/methods , Telemedicine , Videoconferencing , Adolescent , Adult , Aged , Aged, 80 and over , Blood Glucose/metabolism , Blood Glucose Self-Monitoring , Child , Diabetes Mellitus, Type 1/metabolism , Female , Humans , Male , Middle Aged , SARS-CoV-2 , Treatment Outcome , Young Adult
4.
Gastroenterology ; 154(8): 2111-2121.e8, 2018 06.
Article in English | MEDLINE | ID: mdl-29535028

ABSTRACT

BACKGROUND & AIMS: Treatment with direct-acting antiviral (DAA) agents can reduce Model for End-Stage Liver Disease and Child-Pugh-Turcotte (CPT) scores in patients with decompensated cirrhosis caused by hepatitis C virus. However, many of these patients still die or require liver transplantation. We collected data on baseline features of patients and aimed to develop a scoring system to predict response to DAA therapy. METHODS: We performed a retrospective analysis of data from 4 trials on the effects of sofosbuvir-based therapy in patients with hepatitis C virus-associated decompensated cirrhosis (502 of CPT class B and 120 of CPT class C). In these trials, patients were given 12 or 24 weeks of treatment with ledipasvir, sofosbuvir, and ribavirin or velpatasvir, sofosbuvir, and/or ribavirin, or 48 weeks of treatment with sofosbuvir and ribavirin. We collected demographic, clinical, treatment response, and laboratory data from patients and tested their associations with patient outcomes at 36 weeks. The primary outcome was factors associated with reduction of CPT score to class A. RESULTS: The presence of ascites or encephalopathy, serum level of albumin <3.5 g/dL or alanine aminotransferase <60 U/L, and body mass index >25 kg/m2 were associated with an increased risk of not achieving a reduction in CPT to class A, independent of sustained viral response to therapy. Serum level of albumin <2.8 g/dL and abnormal level of bilirubin were associated with an increased risk of liver transplantation or death. We developed a scoring system based on 5 baseline factors (body mass index, encephalopathy, ascites, and serum levels of alanine aminotransferase and albumin) associated significantly with patient outcomes, which we called the "BE3A score." For patients with scores of 4-5, the hazard ratio for reduction of CPT score to class A was 52.3 (95% confidence interval, 15.2-179.7). CONCLUSIONS: We identified 5 baseline factors (body mass index, encephalopathy, ascites, and serum levels of alanine aminotransferase and albumin) associated with a reduction of CPT score to class A in patients with hepatitis C virus-associated decompensated cirrhosis receiving DAA therapy. We developed a predictive score using these factors, called the BE3A score, which can be used as a shared decision-making tool, quantifying the potential benefits of DAA therapy for patients with decompensated cirrhosis.


Subject(s)
Antiviral Agents/therapeutic use , End Stage Liver Disease/drug therapy , Hepatitis C, Chronic/drug therapy , Liver Cirrhosis/drug therapy , Ascites/blood , Ascites/drug therapy , Ascites/epidemiology , Ascites/virology , Clinical Decision-Making/methods , Drug Therapy, Combination/methods , End Stage Liver Disease/blood , End Stage Liver Disease/complications , End Stage Liver Disease/virology , Female , Genotype , Hepacivirus/isolation & purification , Hepatic Encephalopathy/blood , Hepatic Encephalopathy/drug therapy , Hepatic Encephalopathy/epidemiology , Hepatic Encephalopathy/virology , Hepatitis C, Chronic/blood , Hepatitis C, Chronic/complications , Hepatitis C, Chronic/virology , Humans , Liver Cirrhosis/blood , Liver Cirrhosis/complications , Liver Cirrhosis/virology , Male , Middle Aged , Patient Selection , Randomized Controlled Trials as Topic , Retrospective Studies , Severity of Illness Index , Sustained Virologic Response
5.
Diabetes Technol Ther ; 18(10): 657-663, 2016 10.
Article in English | MEDLINE | ID: mdl-27672710

ABSTRACT

BACKGROUND: Automated insulin management features of the MiniMed® 640G sensor-augmented pump system include suspension in response to predicted low sensor glucose (SG) values ("suspend before low"), suspension in response to existing low SG values ("suspend on low"), and automatic restarting of basal insulin delivery upon SG recovery. The effectiveness of these features was evaluated using CareLink® software data. METHODS: Anonymized data from MiniMed 640G system users (n = 4818), MiniMed 530G system users (n = 39,219), and MiniMed Paradigm® Veo™ system users (n = 43,193) who voluntarily uploaded pump and sensor data were retrospectively analyzed. Comparisons were made between days in which system features were enabled at any time and those in which they were not. Comparisons were also made between pump suspension events for which insulin delivery was automatically or manually resumed and between glycemic parameters of users who switched from the MiniMed Paradigm Veo system to the MiniMed 640G system. RESULTS: Days in which the MiniMed 640G "suspend before low" feature was enabled had lower percentages of SG readings ≤70 mg/dL (3.9 mmol/L) or ≥240 mg/dL (13.3 mmol/L) than days when it was not enabled (P < 0.001 for each). Users who switched from the MiniMed Paradigm Veo system to the MiniMed 640G system had fewer excursions below ≤70 mg/dL (P < 0.001) and ≥240 mg/dL (P < 0.001). SG values following automatically resumed pump suspension events recovered more rapidly and had a more stabilized endpoint than following manually resumed events. CONCLUSIONS: Automated insulin management features of the MiniMed 640G system can reduce the frequency of both high and low SG values and help stabilize SG after resumption of insulin delivery.


Subject(s)
Blood Glucose/analysis , Diabetes Mellitus, Type 1/drug therapy , Hypoglycemic Agents/therapeutic use , Insulin Infusion Systems , Insulin/therapeutic use , Diabetes Mellitus, Type 1/blood , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/administration & dosage , Insulin/administration & dosage , Retrospective Studies , Treatment Outcome
6.
Diabetes Technol Ther ; 17(5): 316-9, 2015 May.
Article in English | MEDLINE | ID: mdl-25611577

ABSTRACT

BACKGROUND: The automatic Threshold Suspend (TS) feature of the MiniMed 530G system (Medtronic MiniMed, Inc., Northridge, CA), when enabled, suspends insulin delivery for up to 2 h when the sensor glucose (SG) value reaches a preset threshold. MATERIALS AND METHODS: SG data from 20,973 patients who enabled the TS feature at their discretion and uploaded pump and sensor data to CareLink(®) (Medtronic MiniMed, Inc.) from October 15, 2013 to July 21, 2014 were analyzed. Comparisons between 758,382 patient-days wherein the TS feature was enabled at any time and 166,791 patient-days in which it was not enabled were made. Further comparisons were made between data collected during daytime (8:00 a.m. to 10:00 p.m.) and nighttime (10:00 p.m. to 8:00 a.m.) hours. Data from subsets of patients who enabled the TS feature all of the time (n=14,673) versus those who never enabled the TS feature (n=2,249) were also compared. Recovery from hypoglycemia during and after 2-h pump suspension events was also assessed. RESULTS: The TS feature was enabled on 82% of patient-days. Patient-days in which the TS feature was enabled, compared with patient-days in which it was not, had 69% fewer SG values ≤50 mg/dL (0.64% vs. 2.09%, respectively; P<0.001). The reduction in hypoglycemia seen on TS-enabled days was more pronounced during nighttime than during daytime hours. SG data from full-time users of the TS feature reflected a 62% reduction in values ≤50 mg/dL and a 5.6% reduction in values ≥300 mg/dL compared with data from nonusers (P<0.001 for each). The median SG value at the start of 2-h suspensions was 60 (interquartile range [IQR], 57-66) mg/dL, immediately after was 87 (IQR, 63-123) mg/dL, and 4 h later was 164 (IQR, 117-220) mg/dL. CONCLUSIONS: The TS feature, when enabled consistently, reduced hypoglycemic exposure, and for those who had it enabled 100% of the time, hyperglycemia was also reduced.


Subject(s)
Blood Glucose Self-Monitoring/instrumentation , Diabetes Mellitus/drug therapy , Hypoglycemic Agents/administration & dosage , Insulin Infusion Systems , Insulin/administration & dosage , Blood Glucose/analysis , Circadian Rhythm/drug effects , Humans , Hyperglycemia/prevention & control , Hypoglycemia/prevention & control , Reference Values , Retrospective Studies , Time Factors
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