Mode
Text Size
Log in / Sign up

Review finds substantial discrepancies in LIFU simulation software and skull modeling approaches

Review finds substantial discrepancies in LIFU simulation software and skull modeling approaches
Photo by Markus Spiske / Unsplash
Key Takeaway
Recognize that LIFU simulation software and skull modeling methods show substantial discrepancies, requiring validation before clinical use.

This is a simulation comparison study that reviews the consistency of low-intensity focused ultrasound (LIFU) simulation results between two software platforms, k-Plan and BabelBrain, and between two skull modeling approaches (CT vs. pseudo-CT). The review found substantial discrepancies in simulation results both between software platforms and between skull modeling approaches. No pooled effect sizes or statistical measures were reported.

The authors note that the outputs of k-Plan and BabelBrain have not been empirically compared prior to this study, and that CT scans carry radiation risk. These limitations underscore the need for ground-truth validation of current sonication simulation software and further optimization of pseudo-CT algorithms before widespread clinical adoption.

Clinicians should interpret these findings cautiously, as the study does not provide data on clinical efficacy or safety outcomes. The discrepancies highlight the importance of standardizing simulation methods to ensure reliable treatment planning for LIFU.

Study Details

EvidenceLevel 5
PublishedApr 2026
View Original Abstract ↓
Background: Transcranial low-intensity focused ultrasound (LIFU) is an emerging tool for noninvasive neuromodulation, with potential therapeutic applications across a range of neuropsychiatric disorders. As the field advances toward clinical translation, individualized simulations of sonication parameters are critical for estimating dosing to ensure safety, efficacy, and reproducibility. Currently, k-Plan (Brainbox Ltd.) and BabelBrain (open-source) are two widely used software packages for sonication simulation, yet their outputs have not been empirically compared. While CT scans remain the gold standard for capturing fine anatomical details of the skull, their use carries radiation risk. As an alternative, algorithms generating MRI-based pseudo-CTs have been developed to approximate skull bone properties. Objective: In this study, we directly evaluated the consistency of simulation results from the two platforms, k-Plan and BabelBrain. We also examined the impact of skull modeling using CT vs. pseudo-CT on LIFU simulation results. Methods: We compared LIFU simulation results between the two platforms when applied to the same individuals, trajectories, and using the same sonication protocol parameters. To assess the validity of using pseudo-CTs for simulations, we also compared simulation outputs generated using CT versus pseudo-CT inputs. Results: Our results reveal substantial discrepancies both between software platforms (k-Plan vs. BabelBrain) and between skull modeling approaches (CT vs. pseudo-CT). These findings underscore the urgent need for ground-truth validation of current sonication simulation software and highlight the importance of further optimization of pseudo-CT algorithms before widespread clinical adoption.
Free Newsletter

Clinical research that matters. Delivered to your inbox.

Join thousands of clinicians and researchers. No spam, unsubscribe anytime.