Total and Regional Brain Volumes in Fetuses With Congenital Heart Disease
Daniel Cromb,
Alena Uus,
Milou P.M. Van Poppel
et al.
Abstract:BackgroundCongenital heart disease (CHD) is common and is associated with impaired early brain development and neurodevelopmental outcomes, yet the exact mechanisms underlying these associations are unclear.PurposeTo utilize MRI data from a cohort of fetuses with CHD as well as typically developing fetuses to test the hypothesis that expected cerebral substrate delivery is associated with total and regional fetal brain volumes.Study TypeRetrospective case–control study.PopulationThree hundred eighty fetuses (1… Show more
“…To explore the hypothesis that impaired cerebral substrate delivery plays a major role in the neurodevelopmental abnormalities associated with CHD, we divided the CHD cohort into 4 groups, according to the predicted level of substrate delivery to the developing fetal brain, based on the expected consequence of the underlying cardiac defect as described previously (Cromb et al, 2023).…”
“…For cases where information about the direction of blood flow at the aortic isthmus could not be derived from MRI derived fetal blood flows, and was important for CHD categorization, it was extracted from the clinical fetal echocardiogram report, acquired as per routine clinical care. In cases where a diagnosis could potentially fit into more than one category, depending on severity or underlying hemodynamics, a combination of phase contrast (with metric optimized gating), fetal flow measurements (described in Lloyd et al, 2021, Janz et al, 2010 and/or contemporaneously acquired echocardiographic data were used to assign cases individually, following assessment of the data by a fetal cardiologist (Cromb et al, 2023).…”
Section: 02)mentioning
confidence: 99%
“…A wide spectrum of CHD was represented in this cohort, including 40 different diagnoses (Figure 1, 2), which were categorised into 4 groups based on expected cerebral substrate delivery (Cromb et al, 2023), Normal = 232, Mildly reduced = 67, Moderately reduced = 46, Severely reduced = 23. The range of CHD diagnoses within each group is shown in Figure 2.…”
Section: Participantsmentioning
confidence: 99%
“…It has been hypothesised that aberrant cardiovascular physiology, altering the delivery of oxygen, glucose and other nutrients to the fetal brain during this critical window, impairs brain development (Peyvandi 2021, Lauridsen 2017, Sun 2015. Different types of CHD will affect the pattern of cerebral substrate delivery in different ways, likely having unique implications for brain development (Sun et al, 2021, Rollins et al, 2021, Cromb et al, 2023. There are also a multitude of other interacting factors that may perturb neurodevelopment during the fetal period and manifest as structural brain alterations.…”
Section: Introductionmentioning
confidence: 99%
“…With recent advances in fetal MRI, it has become possible to study brain development in utero. Previous work has identified deviations from normal brain growth trajectories in fetuses with CHD, including reduced regional brain volumes (Limperopoulos 2010, Clouchoux et al, 2013, Brossard-Racine 2014, Ren et al, 2021, Dovjak et al, 2022, Cromb et al 2023), altered volumes of transient fetal compartments (Rollins et al, 2021, Wu et al, 2021), reduced cortical folding (Ortinau 2019, Jaimes et al, 2020) and a relationship between cerebral oxygen delivery and fetal brain size (Sun et al, 2015, Cromb et al, 2023). These studies demonstrate that abnormal neurodevelopment in the CHD population begins in utero during a period of rapid brain growth, featuring metabolically demanding cellular processes such as gyrification, oligodendrocyte maturation, and synaptogenesis.…”
BackgroundAltered structural brain development has been identified in fetuses with Congenital Heart Disease (CHD), suggesting that the neurodevelopmental impairment observed later in life might originate in utero. There are many interacting factors that may perturb neurodevelopment during the fetal period and manifest as structural brain alterations, such as altered cerebral substrate delivery and aberrant fetal hemodynamics.MethodsWe extracted structural covariance networks (SCNs) from the log Jacobian determinants of 429 in utero T2w MRI scans, (n = 67 controls, 362 CHD) acquired during the third trimester. We fit general linear models to test whether age, sex, expected cerebral substrate delivery and CHD diagnosis were significant predictors of structural covariance.ResultsWe identified significant effects of age, sex, cerebral substrate delivery, and specific CHD diagnosis across a variety of SCNs, including primary motor and sensory cortices, cerebellar regions, frontal cortex, extra-axial CSF, thalamus, brainstem, and insula, consistent with widespread coordinated aberrant maturation of specific brain regions over the third trimester.ConclusionsSCNs offer a sensitive, data-driven approach to explore whole-brain structural changes without anatomical priors. We used them to stratify a heterogenous CHD patient cohort, highlighting similarities and differences between diagnoses during fetal neurodevelopment. Although there was a clear effect of abnormal fetal hemodynamics on structural brain maturation, our results suggest that this alone does not explain all the variation in brain development between individuals with CHD.
“…To explore the hypothesis that impaired cerebral substrate delivery plays a major role in the neurodevelopmental abnormalities associated with CHD, we divided the CHD cohort into 4 groups, according to the predicted level of substrate delivery to the developing fetal brain, based on the expected consequence of the underlying cardiac defect as described previously (Cromb et al, 2023).…”
“…For cases where information about the direction of blood flow at the aortic isthmus could not be derived from MRI derived fetal blood flows, and was important for CHD categorization, it was extracted from the clinical fetal echocardiogram report, acquired as per routine clinical care. In cases where a diagnosis could potentially fit into more than one category, depending on severity or underlying hemodynamics, a combination of phase contrast (with metric optimized gating), fetal flow measurements (described in Lloyd et al, 2021, Janz et al, 2010 and/or contemporaneously acquired echocardiographic data were used to assign cases individually, following assessment of the data by a fetal cardiologist (Cromb et al, 2023).…”
Section: 02)mentioning
confidence: 99%
“…A wide spectrum of CHD was represented in this cohort, including 40 different diagnoses (Figure 1, 2), which were categorised into 4 groups based on expected cerebral substrate delivery (Cromb et al, 2023), Normal = 232, Mildly reduced = 67, Moderately reduced = 46, Severely reduced = 23. The range of CHD diagnoses within each group is shown in Figure 2.…”
Section: Participantsmentioning
confidence: 99%
“…It has been hypothesised that aberrant cardiovascular physiology, altering the delivery of oxygen, glucose and other nutrients to the fetal brain during this critical window, impairs brain development (Peyvandi 2021, Lauridsen 2017, Sun 2015. Different types of CHD will affect the pattern of cerebral substrate delivery in different ways, likely having unique implications for brain development (Sun et al, 2021, Rollins et al, 2021, Cromb et al, 2023. There are also a multitude of other interacting factors that may perturb neurodevelopment during the fetal period and manifest as structural brain alterations.…”
Section: Introductionmentioning
confidence: 99%
“…With recent advances in fetal MRI, it has become possible to study brain development in utero. Previous work has identified deviations from normal brain growth trajectories in fetuses with CHD, including reduced regional brain volumes (Limperopoulos 2010, Clouchoux et al, 2013, Brossard-Racine 2014, Ren et al, 2021, Dovjak et al, 2022, Cromb et al 2023), altered volumes of transient fetal compartments (Rollins et al, 2021, Wu et al, 2021), reduced cortical folding (Ortinau 2019, Jaimes et al, 2020) and a relationship between cerebral oxygen delivery and fetal brain size (Sun et al, 2015, Cromb et al, 2023). These studies demonstrate that abnormal neurodevelopment in the CHD population begins in utero during a period of rapid brain growth, featuring metabolically demanding cellular processes such as gyrification, oligodendrocyte maturation, and synaptogenesis.…”
BackgroundAltered structural brain development has been identified in fetuses with Congenital Heart Disease (CHD), suggesting that the neurodevelopmental impairment observed later in life might originate in utero. There are many interacting factors that may perturb neurodevelopment during the fetal period and manifest as structural brain alterations, such as altered cerebral substrate delivery and aberrant fetal hemodynamics.MethodsWe extracted structural covariance networks (SCNs) from the log Jacobian determinants of 429 in utero T2w MRI scans, (n = 67 controls, 362 CHD) acquired during the third trimester. We fit general linear models to test whether age, sex, expected cerebral substrate delivery and CHD diagnosis were significant predictors of structural covariance.ResultsWe identified significant effects of age, sex, cerebral substrate delivery, and specific CHD diagnosis across a variety of SCNs, including primary motor and sensory cortices, cerebellar regions, frontal cortex, extra-axial CSF, thalamus, brainstem, and insula, consistent with widespread coordinated aberrant maturation of specific brain regions over the third trimester.ConclusionsSCNs offer a sensitive, data-driven approach to explore whole-brain structural changes without anatomical priors. We used them to stratify a heterogenous CHD patient cohort, highlighting similarities and differences between diagnoses during fetal neurodevelopment. Although there was a clear effect of abnormal fetal hemodynamics on structural brain maturation, our results suggest that this alone does not explain all the variation in brain development between individuals with CHD.
Theoretically derived scaling laws capture the non-linear relationships between rapidly expanding brain volume and cortical gyrification across mammalian species and in adult humans. However, the preservation of these laws has not been comprehensively assessed in typical or pathological brain development. Here we assessed the scaling laws governing cortical thickness, surface area and cortical folding in the neonatal brain. We also assessed multivariate morphological terms that capture brain size, shape and folding processes. The sample consisted of 375 typically developing infants, 73 preterm infants and 107 infants with congenital heart disease (CHD) who underwent brain magnetic resonance imaging (MRI). Our results show that typically developing neonates and those with CHD follow the cortical folding scaling law obtained from mammalian brains, children and adults which captures the relationship between exposed surface area, total surface area and cortical thickness. Cortical folding scaling was not affected by gestational age at birth, postmenstrual age at scan, sex or multiple birth in these populations. CHD was characterized by a unique reduction in the multivariate morphological term capturing size, suggesting CHD affects cortical growth overall but not cortical folding processes. In contrast, preterm birth was characterized by altered cortical folding scaling and altered shape, suggesting the developmentally programmed processes of cortical folding are disrupted in this population. The degree of altered shape was associated with cognitive abilities in early childhood in preterm infants.
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