A comprehensive model-assisted brain shift correction approach in image-guided neurosurgery:
a case study in brain swelling and subsequent sag after craniotomy
Luo, Ma ✉; Frisken, Sarah F.; Narasimhan, Saramati; Clements, Logan W.; Thompson, Reid C.; Golby, Alexandra J.; Miga, Michael I.
Brain shift during neurosurgery can compromise the fidelity of image guidance and
potentially lead to surgical error. We have developed a finite element model-based
brain shift compensation strategy to correct preoperative images for improved intraoperative
navigation. This workflow-friendly approach precomputes potential intraoperative deformations
(a 'deformation atlas') via a biphasic-biomechanical-model accounting for brain deformation
associated with cerebrospinal fluid drainage, osmotic agents, resection, and swelling.
Intraoperatively, an inverse problem approach is employed to provide a combinatory
fit from the atlas that best matches sparse intraoperative measurements. Subsequently,
preoperative image is deformed accordingly to better reflect patient's intraoperative
anatomy. While we have performed several retrospective studies examining model's accuracy
using post-or intra-operative magnetic resonance imaging, one challenging task is
to examine model's ability to recapture shift due to the aforementioned effects independently
with clinical data and in a longitudinal manner under varying conditions. The work
here is a case study where swelling was observed at the initial stage of surgery (after
craniotomy and dura opening), subsequently sag was observed in a later stage of resection.
Intraoperative tissue swelling and sag were captured via an optically tracked stylus
by identifying cortical surface vessel features (n = 9), and model-based correction
was performed for these two distinct types of brain shift at different stages of the
procedure. Within the course of the entire surgery, we estimate the cortical surface
experienced a deformation trajectory absolute path length of approximately 19.4 +/-
2.1 mm reflecting swelling followed by sag. Overall, model reduced swelling-induced
shift from 7.3 +/- 1.1 to 1.8 +/- 0.5 mm (similar to 74.6% correction); for subsequent
sag movement, model reduced shift from 6.4 +/- 1.5 to 1.4 +/- 0.5 mm (similar to 76.6%
correction).