78-OR: Breath Acetone Correlates with Capillary Beta Hydroxybutyrate in Type 1 Diabetes
Bibliographic record
Abstract
Introduction: Prior work has shown a linear relationship between breath acetone (BrACE) and capillary blood beta hydroxybutyrate (BOHB) in persons without diabetes. This innovative study investigates the correlation between capillary BOHB and BrACE in T1D during usual care and while taking an SGLT2 inhibitor in both insulin-sufficient and -deficient states. The primary outcome of the study is the correlation of capillary BOHB and BrACE. Methods: Participants provided written consent and were randomized to 2 weeks of usual care and 1 day of insulin withdrawal followed by 2 weeks of usual care plus dapagliflozin, 10 mg daily and 1 day of insulin withdrawal or the opposite sequence. Paired BOHB (Precision Xtra®, Abbott) and BrACE (Biosense®, Readout) were obtained 3X daily for 2 weeks, then hourly during supervised insulin withdrawal. Sick day rules were reviewed and insulin doses were minimally adjusted when taking dapagliflozin. The data was tested for normality and the Spearman’s test was utilized due to non-normally distributed data. Results: Participant age was 48 ±18 years (mean ± SD), baseline A1c 7.0 ± 0.9%, and CGM time in range [70-180mg/dL] 61 ± 18%. During outpatient care, BrACE and BOHB were weakly correlated both without dapagliflozin (n=689 paired readings; Spearman’s ρ = 0.44; 95% CI: 0.37 to 0.50) and with dapagliflozin (n=718 paired readings; ρ = 0.32; 95% CI: 0.25 to 0.39). However, BrACE and BOHB were strongly correlated during supervised insulin withdrawal (n=246 paired values, ρ = 0.81; 95% CI: 0.77 to 0.85). In ROC analysis, BrACE of ≥ 5 demonstrated optimal sensitivity (93%) and specificity (87%) for detecting a capillary BOHB > 1.5 mmol/L. No serious adverse events occurred. Conclusion: In adults with T1D, BrACE monitoring provides a noninvasive estimate of ambient ketone levels when compared to blood BOHB but is more useful under supervised conditions with greater range of ketone production and less potential for interference with volatile organic compounds than in typical outpatient settings. Disclosure K. Jones: None. M.C. Petersen: None. A.M. Markov: None. P. Krutilova: None. A.M. McKee: Advisory Panel; Medtronic, Novo Nordisk. Employee; Novo Nordisk. K.L. Bohnert: None. S.E. Adamson: None. M. Salam: None. J.B. McGill: Advisory Panel; Bayer Inc., Boehringer-Ingelheim, ClearNote Health, Lilly Diabetes, MannKind Corporation, Novo Nordisk. Research Support; Novo Nordisk. Funding JDRF DRCICTS
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".