2020
DOI: 10.1002/hbm.25278
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An empirical comparison of univariate versus multivariate methods for the analysis of brain–behavior mapping

Abstract: Lesion symptom mapping (LSM) tools are used on brain injury data to identify the neural structures critical for a given behavior or symptom. Univariate lesion symptom mapping (ULSM) methods provide statistical comparisons of behavioral test scores in patients with and without a lesion on a voxel by voxel basis. More recently, multivariate lesion symptom mapping (MLSM) methods have been developed that consider the effects of all lesioned voxels in one model simultaneously. In the current study, we provide a muc… Show more

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Cited by 59 publications
(98 citation statements)
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“…With larger lesions, volume of long associative fibers is more likely to be reduced and, at the same time, more pronounced behavioral deficits are expected. Accordingly, similar to lesion symptom mapping analyses (Ivanova et al, 2021), investigations of tract functionality need to account for lesion volume effects to determine exclusive and differential contribution of tracts to observed deficits.…”
Section: Relationship Between Af Integrity In the Left Hemisphere And Language Abilitiesmentioning
confidence: 99%
“…With larger lesions, volume of long associative fibers is more likely to be reduced and, at the same time, more pronounced behavioral deficits are expected. Accordingly, similar to lesion symptom mapping analyses (Ivanova et al, 2021), investigations of tract functionality need to account for lesion volume effects to determine exclusive and differential contribution of tracts to observed deficits.…”
Section: Relationship Between Af Integrity In the Left Hemisphere And Language Abilitiesmentioning
confidence: 99%
“…Both age and gender were included to account for any systematic relationships to age-related variability in performance and gender-related differences in language localization in the brain ( 52 ). Both of these have been used in previous working memory VLSM studies ( 53 , 54 ). The third covariate was lesion volume that is standardly used in order to avoid the possibility that the locations of VLSM results could be driven by the tendency of large lesions to overlap, spuriously identifying overlapping lesioned voxels as being related to a cognitive process of interest ( 50 ).…”
Section: Methodsmentioning
confidence: 99%
“…In light of recent debates about the superiority of one method over the other, we are confident that the converging evidence from both analyses in our study follows best practice recommendations to exploit specific advantages of either method. 56 …”
Section: Discussionmentioning
confidence: 99%