Feature group | Description | Definition | Number of features per voxel |
---|---|---|---|
f dce | DCE-MRI intensity values for each frame of the DCE-MRI time series | fdce(x) ≔ {Idce(x, i), j ≤ i ≤ j + 25}, where j is the first frame with contrast-enhancement and i is the frame number in the DCE sequence | 26 |
f δdce | Difference of DCE-MRI intensity values between two frames with distance 2 | \( {\mathbf{f}}_{\updelta \mathrm{dce}}\left(\mathbf{x}\right):= \left\{\frac{{\mathbf{I}}_{\mathrm{dce}}\left(\mathbf{x},i+2\right)-{\mathbf{I}}_{\mathrm{dce}}\left(\mathbf{x},i\right)}{t_{i+2}-{t}_i}|j\le i\le j+25\right\} \), where ti is the time point of acquisition of frame i | 25 |
f nsumdce | Normalised sum of DCE-MRI intensities | \( {\mathbf{f}}_{\mathrm{nsumdce}}\left(\mathbf{x}\right):= \frac{{\mathbf{f}}_{\mathrm{sumdce}}\left(\mathbf{x}\right)}{\max_{y\in M}\left({\mathbf{f}}_{\mathrm{sumdce}}(y)\right)} \) where \( {\mathbf{f}}_{\mathrm{sumdce}}\left(\mathbf{x}\right):= {\sum}_{i=j}^{j+25}{\mathbf{I}}_{\mathrm{dce}}\left(\mathbf{x},i\right) \) | 1 |
f mri | Intensity values for high-resolution MRI: Idcepre, Idcepeak, and Idcepost | fmri(x) ≔ {Idcepre(x), Idcepeak(x), Idcepost(x)} | 3 |
f δmri | Difference in intensity values for high-resolution MR images | fδmri(x) ≔ {Idcepost(x) − Idcepre(x), Idcepeak(x) − Idcepre(x), Idcepost(x) − Idcepeak(x)} | 3 |
f dwi | DWI intensity value | fdwi(x) ≔ {Idwi b0(x), Idwi b850(x), Iadc(x)} | 3 |
f pet | PET intensity value | fpet(x) ≔ {Ipet(x)} | 1 |