| Literature DB >> 34290310 |
Paramesh Shamanna1, Mala Dharmalingam2, Rakesh Sahay3, Jahangir Mohammed4, Maluk Mohamed4, Terrence Poon4, Nathan Kleinman5, Mohamed Thajudeen4.
Abstract
The objective of this retrospective observational cohort study was to measure glycemic variability and reductions in body mass index (BMI), blood pressure (BP), and use of antihypertensive medications in type 2 diabetes (T2D) patients participating in the digital twin-enabled Twin Precision Treatment (TPT) Program. Study participants included 19 females and 45 males with T2D who chose to participate in the TPT Program and adhered to program protocols. Nine additional enrollees were excluded due to major program non-adherence. Enrollees were required to have adequate hepatic and renal function, no myocardial infarction, stroke, or angina ≤ 90 days before enrollment, and no history of ketoacidosis or major psychiatric disorders. The TPT program uses Digital Twin technology, machine learning algorithms, and precision nutrition to aid treatment of patients with T2D. Each study participant had ≥ 3 months of follow-up. Outcome measures included glucose percentage coefficient of variation (%CV), low blood glucose index (LBGI), high blood glucose index (HBGI), systolic and diastolic BP, number of antihypertensive medications, and BMI. Sixty-four patients participated in the program. Mean (± standard deviation) %CV, LBGI, and HBGI values were low (17.34 ± 4.35, 1.37 ± 1.37, and 2.13 ± 2.79, respectively) throughout the 90-day program. BMI decreased from 29.23 ± 5.83 at baseline to 27.43 ± 5.25 kg/m2. Systolic BP fell from 134.72 ± 17.73 to 124.58 ± 11.62 mm Hg. Diastolic BP decreased from 83.95 ± 10.20 to 80.33 ± 7.04 mm Hg. The percent of patients taking antihypertensive medications decreased from 35.9% at baseline to 4.7% at 90 days. During 90 days of the TPT Program, patients achieved low glycemic variability and significant reductions in BMI and BP. Antihypertensive medication use was eliminated in nearly all patients. Future research will focus on randomized case-control comparisons.Entities:
Year: 2021 PMID: 34290310 PMCID: PMC8295289 DOI: 10.1038/s41598-021-94339-6
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Patient population descriptive information at enrollment.
| Number of patients | 64 |
| Age, mean years (SD) | 52.44 (9.96) |
| Percent female | 29.69% |
| Duration of diabetes, mean years (SD) | 8.43 (6.52) |
SD standard deviation.
Anthropometric and metabolic metrics at baseline and the first 3 months.
| Baseline | 30 days | 60 days | 90 days | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| N | Mean | Standard deviation | N | Mean | Standard deviation | p-value vs. Baseline | N | Mean | Standard deviation | p-value vs. Baseline | N | Mean | Standard deviation | p-value vs. Baseline | |
| Body mass index (kg/m2) | 64 | 29.23 | 5.83 | 64 | 28.12 | 5.50 | < 0.0001 | 63 | 27.87 | 5.35 | < 0.0001 | 64 | 27.43 | 5.25 | < 0.0001 |
| Systolic blood pressure (mm Hg) | 64 | 134.72 | 17.73 | 63 | 128.10 | 12.96 | 0.0002 | 63 | 125.79 | 12.03 | < 0.0001 | 64 | 124.58 | 11.62 | < 0.0001 |
| Diastolic blood pressure (mm Hg) | 64 | 83.95 | 10.20 | 63 | 82.44 | 7.61 | 0.1492 | 63 | 81.35 | 6.59 | 0.0117 | 64 | 80.33 | 7.04 | 0.0020 |
Figure 1Changes in systolic blood pressure. Vertical bars represent standard errors.
Figure 2Changes in diastolic blood pressure. Vertical bars represent standard errors.
Figure 3Glucose percent coefficient of variation during the first 90 days of program participation.
Glycemic variability metrics.
| Glycemic variability metric | Threshold | Day 24–30 | Day 54–60 | Day 84–90 | Day 1–90 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | Standard deviation | p-value vs. threshold | Mean | Standard deviation | p-value vs. threshold | Mean | Standard deviation | p-value vs. threshold | Mean | Standard deviation | p-value vs. threshold | ||
| Coefficient of variation percentage (%CV) | < 18% | 15.75 | 6.10 | 0.0044 | 16.62 | 5.96 | 0.0684 | 17.37 | 6.00 | 0.4054 | 17.34 | 4.35 | 0.2304 |
| Low blood glucose index (LBGI) | Low (< 2.5) | 1.77 | 2.59 | 0.0279 | 1.14 | 1.55 | 0.0000 | 1.21 | 1.76 | 0.0000 | 1.37 | 1.37 | 0.0000 |
| High blood glucose index (HBGI) | Low (< 4.5) | 1.62 | 2.65 | 0.0000 | 1.89 | 3.46 | 0.0000 | 2.14 | 4.52 | 0.0001 | 2.13 | 2.79 | 0.0000 |
Figure 4Low blood glucose index during the first 90 days of program participation.
Figure 5High blood glucose index during the first 90 days of program participation.