Structural Covariance Analysis of Altered Brain Development in Neonates with Congenital Heart Disease After Surgery
van der Meijden, M. E. M.; Gal-Er, B.; Clayden, B.; Wilson, S.; Cromb, D.; Chew, A.; Egloff, A.; Pushparajah, K.; Simpson, J.; Hajnal, J. V.; Edwards, A. D.; Rutherford, M.; O'Muircheartaigh, J.; Counsell, S. J.; Bonthrone, A. F.
Show abstract
Background. Brain development is altered in neonates with congenital heart disease (CHD). However, development in the perioperative period remains incompletely understood. Purpose. This study used Structural Covariance Component (SCC) analysis to identify brain regions showing spatial patterns of coordinated expansion and contraction that differ between neonates with CHD after cardiac intervention and healthy controls, as well as pre-to postoperative changes and effects of perioperative risk factors. Study type. Prospective. Population. The cohort included 41 neonates with CHD who underwent cardiac surgery or catheterization and 359 healthy neonates. Field strength and sequence. 3 Tesla T2-weighted turbo-spin-echo sequence. Assessment: Brain MRI were motion-corrected and reconstructed using an established neonatal algorithm. Jacobian determinants calculated from non-linear registration of MRI to a neonatal template were input into an Independent Component Analysis to identify SCCs (N=40). SCC weightings were extracted, reflecting the degree to which the pattern of covariance is expressed in each neonate. Statistical tests. Postoperative SCC weightings were compared to healthy neonates using a general linear model or robust regression. Pre- and postoperative SCC weightings were compared using a linear mixed effect model. Pre- to postoperative differences were calculated and associations with age at surgery, cardiopulmonary bypass duration, and postoperative paediatric intensive care unit stay were assessed using partial spearman's rank correlation. Analyses were adjusted for covariates and corrected for multiple comparisons using False Discovery Rate. Results. 16/40 SCCs showed significant differences between neonates with CHD after surgery and controls, including white matter, cortical- and deep grey matter, brainstem, and CSF regions, with seven also showing significant perioperative change. A further nine SCCs only showed significant perioperative change. Perioperative risk factors were not associated with perioperative change. Data conclusion. This data-driven approach highlights region-specific postoperative alterations and perioperative changes in brain morphology of neonates with CHD. Evidence level. 1. Technical Efficacy. Stage 3.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.