Table 3.
LASSO regression multivariate analysis of nSUV metrics and ≥esophagitis grade 2 (N=79), and the symptom progression prediction model construction from grade 0 esophagitis patients at time of the PET study (N=43) Using 3-fold cross-validation repeated for 100 iterations. The median model order, mean AUC value with standard deviation, and the most prevelant recurring model features in the cross-validation process are listed.
| Feature Class | Endpoint | Model Order | AUCmean* (S.D.) | Top Recurring Occurrence† |
|---|---|---|---|---|
| nSUV** | Mid-treatment ≥Grade 2 | 5 | 0.83 (±0.07) | nSUVMean, nSUVLen30, nSUVAxMax3, nSUVLen20, nSUVAxMax1 |
| Treatment Max ≥Grade 2 | 4 | 0.88 (±0.05) | nSUVLen40, nSUVMean, nSUVLen30, nSUVAxMax1 | |
| DVH†† | Mid-treatment ≥Grade 2 | 3 | 0.52 (±0.07) | LE10100%, LE50100%, MED |
| Treatment Max ≥Grade 2 | 3 | 0.76 (±0.12) | Dmax, LE40100%, V50 | |
| nSUV** & DVH†† | Mid-treatment ≥Grade 2 | 6 | 0.81 (±0.07) | nSUVMean, nSUVAxMax5, nSUVLen40, LE50100%, nSUVAxMax1 |
| Treatment Max ≥Grade 2 | 5 | 0.91 (±0.06) | nSUVMean, LE50100%, nSUVLen40, LE30100%, nSUVLen30 | |
| DVH†† | Symptom Progression ≥Grade 2 | 3 | 0.67 (±0.13) | Dmax, V30, LE30100% |
| nSUV** | 3 | 0.75 (±0.10) | nSUVLen30, nSUVLen40, nSUVAxMax1 | |
| nSUV** & DVH†† | 4 | 0.72 (±0.12) | nSUVLen30, nSUVLen40, nSUVAxMax1, LE40100% |
Mean area under the curve from repeated cross-validation.
Dose and normalized uptake abbreviations defined in the methods section.
Normalized FDG uptake
Dose-volume histogram