Login / Signup

Empirical assessment of the assumptions of ComBat with diffusion tensor imaging.

Michael E KimChenyu GaoLeon Y CaiQi YangNancy R NewlinKarthik RamadassAngela JeffersonDerek ArcherNiranjana ShashikumarKimberly R PechmanKatherine A GiffordTimothy J HohmanLori L Beason-HeldSusan M ResnickStefan WinzeckKurt G SchillingPanpan ZhangDaniel MoyerBennett A Landman
Published in: Journal of medical imaging (Bellingham, Wash.) (2024)
Prior to harmonization of DTI data with ComBat, the input cohort should be examined for size and covariate distributions of each site. Direct assessment of residual distributions is less informative on stability than bootstrap analysis. We caution use ComBat of in situations that do not conform to the above thresholds.
Keyphrases
  • electronic health record
  • machine learning
  • deep learning
  • clinical evaluation