Automated and reproducible measures of MS severity and subclinical inflammatory activity and neurodegeneration in routine practice could support therapeutic decisions and accelerate research. Toward this goal, we developed and validated a software prototype, MSPie (MS PATHS Image Evaluation). MSPie runs on syngo.via Frontier (Siemens Healthcare, Erlangen, Germany) and processes standardized T2 FLAIR and T1-weighted MRIs to quantify brain parenchymal fraction (BPF), T2 lesion volume, and #new/enlarging T2 lesions (NET2L). Results are reviewable by radiologists through an interface that displays current, prior, and subtraction images, as well as overlays of brain and lesion segmentations, and allows +/- corrections of NET2L.
To assess an image analysis prototype integrated into radiological practice to generate quantitative brain volume and lesion measurements at the point of care.
MSPie was installed at 2 MS Partners Advancing Technology and Health Solutions (MS PATHS) institutions. 3 neuroradiologists per institution used MSPie to review 40 longitudinal pairs of routine MS PATHS MRIs. For each case, radiologists performed a visual assessment of the brain segmentation used for BPF, manually corrected NET2L if needed, approved or rejected the results, and completed a performance evaluation survey.
MSPie performance was assessed in 240 cases. Radiologists accepted MSPie-generated BPF and lesion results for 230/240 cases (96%). 38.8% of cases required corrections of false positive (FP) or false negative (FN) NET2L, with a mean of 2.5 (FP+FN) NET2L per case. In 94% of cases, NET2L FP+FN was £3, a prespecified design target based on radiologists’ input. MSPie detected 221/229 true NET2L, yielding a sensitivity of 96.2%. In 18% of cases, radiologists reported MSPie-detected NET2L they would have missed. Mean performance ratings on a scale of 1(poor) to 5(excellent) were: 3.9 for overall performance; 3.9 for brain segmentation; 3.9 for T2 lesion segmentation.
Incorporation of brain volume and T2 lesion quantification into MS imaging practice is feasible. MSPie demonstrated a high sensitivity for disease activity, detecting some NET2L that might have been missed by radiologists. MSPie achieved the prespecified target rate of acceptable false positive NET2L. MSPie might allow neuroradiologists to provide quantitative brain atrophy and T2 lesion metrics in clinical practice and to increase their diagnostic precision.
Disclosures: MS PATHS is sponsored by Biogen.