| Literature DB >> 35162037 |
Michael McFarlane1, Ramesh P Arasaradnam1,2, Beryl Reed3, Emma Daulton4, Alfian Wicaksono4, Heena Tyagi4, James A Covington4, Chuka Nwokolo1.
Abstract
Coeliac disease (CD) patients are distinguishable from healthy individuals via urinary volatile organic compounds (VOCs) analysis. We exposed 20 stable CD patients on gluten-free diet (GFDs) to a 14-day, 3 g/day gluten challenge (GCh), and assessed urinary VOC changes. A control cohort of 20 patients continued on GFD. Urine samples from Days 0, 7, 14, 28 and 56 were analysed using Lonestar FAIMS and Markes Gas Chromatography-Time of Flight-Mass Spectrometer (GC-TOF-MS). VOC signatures on D (day) 7-56 were compared with D0. Statistical analysis was performed using R. In GCh patients, FAIMS revealed significant VOC differences for all time points compared to D0. GC-TOF-MS revealed significant changes at D7 and D14 only. In control samples, FAIMS revealed significant differences at D7 only. GC-TOF-MS detected no significant differences. Chemical analysis via GC-MS-TOF revealed 12 chemicals with significantly altered intensities at D7 vs. D0 for GCh patients. The alterations persisted for six chemicals at D14 and one (N-methyltaurine) remained altered after D14. This low-dose, short-duration challenge was well tolerated. FAIMS and GC-TOF-MS detected VOC signature changes in CD patients when undergoing a minimal GCh. These findings suggest urinary VOCs could have a role in monitoring dietary compliance in CD patients.Entities:
Keywords: FAIMS; VOCs; coeliac disease; gluten challenge; gluten free diet
Mesh:
Substances:
Year: 2022 PMID: 35162037 PMCID: PMC8839331 DOI: 10.3390/s22031290
Source DB: PubMed Journal: Sensors (Basel) ISSN: 1424-8220 Impact factor: 3.576
Timeline of study for GCh and non-GCh patients.
| Day | Gluten Challenge (Cohort 1) | Controls (Cohort 2) |
|---|---|---|
| Day 0 | Provide urine and Blood (TTG) sample | Provide urine and Blood (TTG) sample |
| Day 1 | Begin GCh | Remain on GFD |
| Day 7 | Provide urine sample | Provide urine sample |
| Day 14 | Complete GCh | Provide urine and Blood (TTG) sample |
| Day 15 | Return to GFD | - |
| Day 28 | Provide urine sample | Provide urine sample |
| Day 56 | Provide urine and Blood (TTG) sample | Provide urine and Blood (TTG) sample |
| Day 57 | End of study | End of study |
Demographic data for all subjects.
| Demographic | GCh Patients ( | Non-GCh Patients ( |
|---|---|---|
| Mean age in years (SD) | 60.8 (13.1) | 60.1 (13.3) |
| Sex (M:F) | 9:11 | 5:15 |
| Mean BMI (SD) | 27.2 (5.6) | 27.5 (4.0) |
| Mean Cigarettes Smoked/day (SD) | 0 (0) | 0 (0) |
| Mean Alcohol Units/week (SD) | 4.3 (4.2) | 4.14 (3.8) |
Figure 1ROC curves for GCh patients using FAIMS Day 0 vs. Day 7 (a) and Day 14 (b).
Sparse logistic regression analysis of FAIMS data from GCh and non-GCh (control) subjects.
| FAIMS Sparse Logistic Regression 100 Features | |||||||
|---|---|---|---|---|---|---|---|
| AUC | Sensitivity | Specificity | PPV | NPV | |||
| GCh | Day 0 | ||||||
| Day 7 | 0.92 | 0.75 | 0.89 | 0.88 | 0.77 | 0.000002 | |
| Day 14 | 0.80 | 0.80 | 0.84 | 0.84 | 0.80 | 0.0006 | |
| Day 28 | 0.71 | 0.94 | 0.47 | 0.61 | 0.90 | 0.014 | |
| Day 56 | 0.77 | 0.73 | 0.68 | 0.65 | 0.76 | 0.003 | |
| Non-GCh | Day 0 | ||||||
| Day 7 | 0.79 | 0.69 | 0.86 | 0.85 | 0.71 | 0.002 | |
| Day 14 | 0.40 | 0.56 | 0.57 | 0.60 | 0.53 | 0.84 | |
| Day 28 | 0.52 | 1 | 0.21 | 0.50 | 1 | 0.52 | |
| Day 56 | 0.58 | 0.27 | 1 | 1 | 0.64 | 0.25 | |
Figure 2ROC curves for GCh patients using GC-TOF-MS Day 0 v Day 7 (a) & Day 14 (b).
Gaussian process analysis of GC-TOF-MS data from GCh and non-GCh (control) subjects.
| GC-TOF-MS | |||||||
|---|---|---|---|---|---|---|---|
| AUC | Sensitivity | Specificity | PPV | NPV | |||
| GCh patients | Day 0 | ||||||
| Day 7 | 0.75 | 0.65 | 0.64 | 0.69 | 0.60 | 0.02 | |
| Day 14 | 0.71 | 0.71 | 0.69 | 0.75 | 0.64 | 0.05 | |
| Day 28 | 0.55 | 0.65 | 0.54 | 0.65 | 0.54 | 0.63 | |
| Day 56 | 0.51 | 0.71 | 0.54 | 0.67 | 0.58 | 0.93 | |
| Non-GCh patients | Day 0 | ||||||
| Day 7 | 0.48 | 0.62 | 0.22 | 0.53 | 0.29 | 0.89 | |
| Day 14 | 0.44 | 0.38 | 0.38 | 0.38 | 0.38 | 0.70 | |
| Day 28 | 0.46 | 0.62 | 0.33 | 0.57 | 0.38 | 0.76 | |
| Day 56 | 0.53 | 0.62 | 0.33 | 0.57 | 0.38 | 0.84 | |
Figure 3Heat map plots of chemicals and p values for GCh (a) and control groups (b).
Serum TTG levels for GCh and non-GCh patients.
| Day 0 | Day 14 | Day 56 | |
|---|---|---|---|
| GCh patients | 2.43 | 3.60 | 3.58 |
| Control Cohort | 1.17 | 1.29 | 1.10 |