From: Glucose prediction by analysis of exhaled metabolites – a systematic review
First Author | Setting | Patients | Age | Sex distribution | Index test | Reference standard | Main Results | Mean correlation coefficient |
---|---|---|---|---|---|---|---|---|
Righettoni [17] | Healthy subjects sampled after overnight fast and after lunch. | 8 | 22-55 years | 7 male, 1 female | PTR-TOF-MS: Acetone, ethanol, methanol, isoprene Nano sensing films: Breath acetone | Finger prick measurement with Bayer Contour Blood Glucose Meter | After overnight fast a high correlation between sensors and glucose, and acetone, ethanol, methanol and glucose was found. These high correlations were not found after lunch. | Morning: PTR-TOF-MS: Acetone:0.98 Ethanol:0.9 Methanol: .93 Isoprene:0.00 Nano sensing films: 0.96 Afternoon: PTR-TOF-MS: Acetone:-0.08 Ethanol:0.11 Methanol:-0.16 Isoprene:-0.40 Nano sensing films: −0.02 |
Storer [18] | T2DM subjects not asked to fast but to refrain from eating. Cross-sectional study | 38, T2DM | 32-76 years, median age 62 | 13 male, 25 female | SIFT-MS: Acetone | Finger prick measurement with Abbot Optium Xceed | No strong correlation found between blood glucose and breath acetone. Breath acetone was found to be significantly higher in men. | r = 0.003 |
Minh [22] | Clamp study. Overnight fast. T1DM subjects were asked not to take long acting insulin. | 25 (17 healthy, 8 T1DM) | Healthy: 28 ± 1 years T1DM: 25,8 ± 1,7 years | 11 male, 14 female | GCMS: Group A (Ethanol, acetone, methyl nitrate, ethyl-benzene) Group B (2-pentyl nitrate, propane, methanol, ethanol) Room samples collected. | IV catheters in antecubital veins; Beckman Glucose analyzer II | Group A: healthy, mean r of 0.836, T1DM, mean r of 0.950. B: healthy, mean r of 0.829, T1DM, mean r of 0.920. | Healthy: r = 0.8325 T1DM: r = 0.935 |
Turner [21] | Clamp study. Overnight fast. T1DM subjects | 8, T1DM | 28 ± 3 years | SIFT-MS: Acetone | IV distal catheter in hand. Hand warmed to arterialize the sample. YSI. | No strong correlation at baseline. Linear correlation between acetone and blood glucose values. Breath acetone decreased when blood glucose decreased. In healthy volunteers the opposite was seen: Low blood glucose values yield high acetone values. | r = 0.816(0.598-0.940) | |
Lee [20] | Clamp study. Healthy subjects admitted to lab after overnight fast. | 10 | 26 ± 4 years | 5 male, 5 female | GCMS: Ethanol, Acetone, Methyl nitrate, ethylbenzene, o-oxylene, m/p-xylene. Room samples collected. | IV catheters in antecubital veins; Beckman Glucose analyzer II | Best 4 gas model: Ethanol, acetone, methyl nitrate, ethyl benzene (mean r of 0.913(0.698-0.977)) 9 samples per patient | r = 0.913 (0.698-0.977) |
Fritsch [19] | OGTT. Healthy volunteers admitted after 10 hours fast. | 6 | 24-32 years | 5 male, 1 female | Electrochemical analyzer, laser spectrometer, and breath hydrogen: Carbon monoxide measured with Micro smokerlyzer. | Finger prick measurement, Accu check Aviva. | No strong correlation between glucose and carbon monoxide | None |
Novak [39] | Clamp study. T1DM subjects admitted after eating light breakfast. Patients on insulin followed normal regimen. | 10, T1DM | 13,8 ± 0,5 years | 7 male, 3 female | GCMS: Methyl nitrate Room samples collected. | IV lines in arms, Blood samples every 30 min. Beckman glucose analyzer II | Methyl nitrate had strongest correlation with blood glucose levels. Correlation increased with 30-minute lag time. Ethanol and Acetone DID NOT correlate with glucose | One subject mentioned, r = 0.99 |
Galassetti [32] | OGTT. Healthy subjects admitted to research center in morning after overnight fast. | 10 | 27,4 ± 3,1 | 5 male, 5 female | GCMS: Ethanol and acetone. Room samples collected. | IV catheter. Determined with a quantitative enzymatic measurement. | Multiple linear regression analysis with ethanol and acetone gave an average r of 0.70. | r = 0.700 |
Paredi [27] | OGTT in 5 patients, CO and glucose measured. Only CO measured in larger cohort | 5 | 33 ± 4 years | 3 male, 2 female | Micro smokerlyzer: Carbon monoxide | Finger prick measurement, Reflolux S. | The maximal glucose increase was associated with a significant increase in exhaled CO concentration. Both parameters returned to the baseline at 40 min after glucose administration. | Unknown |