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1.
Cell Rep Med ; : 101529, 2024 May 03.
Article En | MEDLINE | ID: mdl-38703765

The size of the human head is highly heritable, but genetic drivers of its variation within the general population remain unmapped. We perform a genome-wide association study on head size (N = 80,890) and identify 67 genetic loci, of which 50 are novel. Neuroimaging studies show that 17 variants affect specific brain areas, but most have widespread effects. Gene set enrichment is observed for various cancers and the p53, Wnt, and ErbB signaling pathways. Genes harboring lead variants are enriched for macrocephaly syndrome genes (37-fold) and high-fidelity cancer genes (9-fold), which is not seen for human height variants. Head size variants are also near genes preferentially expressed in intermediate progenitor cells, neural cells linked to evolutionary brain expansion. Our results indicate that genes regulating early brain and cranial growth incline to neoplasia later in life, irrespective of height. This warrants investigation of clinical implications of the link between head size and cancer.

2.
Sci Rep ; 14(1): 9488, 2024 04 25.
Article En | MEDLINE | ID: mdl-38664414

In this work we endeavor to further understand the genetic architecture of the cerebellum by examining the genetic underpinnings of the different cerebellar lob(ul)es, identifying their genetic relation to cortical and subcortical regions, as well as to psychiatric disorders, as well as traces of their evolutionary trajectories. We confirm the moderate heritability of cerebellar volumes, and reveal genetic clustering and variability across their different substructures, which warranted a detailed analysis using this higher structural resolution. We replicated known genetic correlations with several subcortical volumes, and report new cortico-cerebellar genetic correlations, including negative genetic correlations between anterior cerebellar lobules and cingulate, and positive ones between lateral Crus I and lobule VI with cortical measures in the fusiform region. Heritability partitioning for evolutionary annotations highlighted that the vermis of Crus II has depleted heritability in genomic regions of "archaic introgression deserts", but no enrichment/depletion of heritability in any other cerebellar regions. Taken together, these findings reveal novel insights into the genetic underpinnings of the different cerebellar lobules.


Biological Specimen Banks , Cerebellum , Humans , Cerebellum/anatomy & histology , Male , Female , United Kingdom , Middle Aged , Magnetic Resonance Imaging , Aged , UK Biobank
3.
Nat Hum Behav ; 7(7): 1120-1134, 2023 07.
Article En | MEDLINE | ID: mdl-37037991

Reading is an evolutionarily recent development that recruits and tunes brain circuitry connecting primary- and language-processing regions. We investigated whether metrics of the brain's physical structure correlate with reading performance and whether genetic variants affect this relationship. To this aim, we used the Adolescent Brain Cognitive Development dataset (n = 9,013) of 9-10-year-olds and focused on 150 measures of cortical surface area (CSA) and thickness. Our results reveal that reading performance is associated with nine measures of brain structure including relevant regions of the reading network. Furthermore, we show that this relationship is partially mediated by genetic factors for two of these measures: the CSA of the entire left hemisphere and, specifically, of the left superior temporal gyrus CSA. These effects emphasize the complex and subtle interplay between genes, brain and reading, which is a partly heritable polygenic skill that relies on a distributed network.


Brain Mapping , Brain , Adolescent , Humans , Brain Mapping/methods , Brain/diagnostic imaging , Cognition , Language , Temporal Lobe/diagnostic imaging
4.
Neuroimage ; 249: 118795, 2022 04 01.
Article En | MEDLINE | ID: mdl-34929384

Language is a unique trait of the human species, of which the genetic architecture remains largely unknown. Through language disorders studies, many candidate genes were identified. However, such complex and multifactorial trait is unlikely to be driven by only few genes and case-control studies, suffering from a lack of power, struggle to uncover significant variants. In parallel, neuroimaging has significantly contributed to the understanding of structural and functional aspects of language in the human brain and the recent availability of large scale cohorts like UK Biobank have made possible to study language via image-derived endophenotypes in the general population. Because of its strong relationship with task-based fMRI (tbfMRI) activations and its easiness of acquisition, resting-state functional MRI (rsfMRI) have been more popularised, making it a good surrogate of functional neuronal processes. Taking advantage of such a synergistic system by aggregating effects across spatially distributed traits, we performed a multivariate genome-wide association study (mvGWAS) between genetic variations and resting-state functional connectivity (FC) of classical brain language areas in the inferior frontal (pars opercularis, triangularis and orbitalis), temporal and inferior parietal lobes (angular and supramarginal gyri), in 32,186 participants from UK Biobank. Twenty genomic loci were found associated with language FCs, out of which three were replicated in an independent replication sample. A locus in 3p11.1, regulating EPHA3 gene expression, is found associated with FCs of the semantic component of the language network, while a locus in 15q14, regulating THBS1 gene expression is found associated with FCs of the perceptual-motor language processing, bringing novel insights into the neurobiology of language.


Cerebral Cortex/physiology , Connectome , Endophenotypes , Genome-Wide Association Study , Language , Nerve Net/physiology , Adult , Aged , Biological Specimen Banks , Cerebral Cortex/diagnostic imaging , Female , Gene Expression/physiology , Humans , Magnetic Resonance Imaging , Male , Middle Aged , Nerve Net/diagnostic imaging
5.
Proc Natl Acad Sci U S A ; 118(47)2021 11 23.
Article En | MEDLINE | ID: mdl-34785596

Roughly 10% of the human population is left-handed, and this rate is increased in some brain-related disorders. The neuroanatomical correlates of hand preference have remained equivocal. We resampled structural brain image data from 28,802 right-handers and 3,062 left-handers (UK Biobank population dataset) to a symmetrical surface template, and mapped asymmetries for each of 8,681 vertices across the cerebral cortex in each individual. Left-handers compared to right-handers showed average differences of surface area asymmetry within the fusiform cortex, the anterior insula, the anterior middle cingulate cortex, and the precentral cortex. Meta-analyzed functional imaging data implicated these regions in executive functions and language. Polygenic disposition to left-handedness was associated with two of these regional asymmetries, and 18 loci previously linked with left-handedness by genome-wide screening showed associations with one or more of these asymmetries. Implicated genes included six encoding microtubule-related proteins: TUBB, TUBA1B, TUBB3, TUBB4A, MAP2, and NME7-mutations in the latter can cause left to right reversal of the visceral organs. There were also two cortical regions where average thickness asymmetry was altered in left-handedness: on the postcentral gyrus and the inferior occipital cortex, functionally annotated with hand sensorimotor and visual roles. These cortical thickness asymmetries were not heritable. Heritable surface area asymmetries of language-related regions may link the etiologies of hand preference and language, whereas nonheritable asymmetries of sensorimotor cortex may manifest as consequences of hand preference.


Cerebral Cortex/physiology , Functional Laterality/genetics , Functional Laterality/physiology , Aged , Aged, 80 and over , Behavior/physiology , Biological Specimen Banks , Brain/diagnostic imaging , Brain/physiology , Brain Mapping , Cerebral Cortex/diagnostic imaging , Female , Hand , Humans , Language , Magnetic Resonance Imaging , Male , Middle Aged , Occipital Lobe , Sensorimotor Cortex
6.
Hum Genet ; 140(8): 1183-1200, 2021 Aug.
Article En | MEDLINE | ID: mdl-34076780

Dyslexia is a common heritable developmental disorder involving impaired reading abilities. Its genetic underpinnings are thought to be complex and heterogeneous, involving common and rare genetic variation. Multigenerational families segregating apparent monogenic forms of language-related disorders can provide useful entrypoints into biological pathways. In the present study, we performed a genome-wide linkage scan in a three-generational family in which dyslexia affects 14 of its 30 members and seems to be transmitted with an autosomal dominant pattern of inheritance. We identified a locus on chromosome 7q21.11 which cosegregated with dyslexia status, with the exception of two cases of phenocopy (LOD = 2.83). Whole-genome sequencing of key individuals enabled the assessment of coding and noncoding variation in the family. Two rare single-nucleotide variants (rs144517871 and rs143835534) within the first intron of the SEMA3C gene cosegregated with the 7q21.11 risk haplotype. In silico characterization of these two variants predicted effects on gene regulation, which we functionally validated for rs144517871 in human cell lines using luciferase reporter assays. SEMA3C encodes a secreted protein that acts as a guidance cue in several processes, including cortical neuronal migration and cellular polarization. We hypothesize that these intronic variants could have a cis-regulatory effect on SEMA3C expression, making a contribution to dyslexia susceptibility in this family.


Dyslexia/genetics , Genetic Predisposition to Disease , Inheritance Patterns , Polymorphism, Single Nucleotide , Semaphorins/genetics , Base Sequence , Cell Movement , Chromosomes, Human, Pair 7 , Dyslexia/diagnostic imaging , Dyslexia/metabolism , Dyslexia/physiopathology , Family , Female , Gene Expression , Genes, Dominant , Genetic Linkage , Genetic Loci , Genome-Wide Association Study , Haplotypes , Humans , Introns , Lod Score , Male , Neuroimaging , Neurons/metabolism , Neurons/pathology , Pedigree , Phenotype , Semaphorins/deficiency , Whole Genome Sequencing
7.
Nat Hum Behav ; 5(9): 1226-1239, 2021 09.
Article En | MEDLINE | ID: mdl-33723403

Left-right hemispheric asymmetry is an important aspect of healthy brain organization for many functions including language, and it can be altered in cognitive and psychiatric disorders. No mechanism has yet been identified for establishing the human brain's left-right axis. We performed multivariate genome-wide association scanning of cortical regional surface area and thickness asymmetries, and subcortical volume asymmetries, using data from 32,256 participants from the UK Biobank. There were 21 significant loci associated with different aspects of brain asymmetry, with functional enrichment involving microtubule-related genes and embryonic brain expression. These findings are consistent with a known role of the cytoskeleton in left-right axis determination in other organs of invertebrates and frogs. Genetic variants associated with brain asymmetry overlapped with those associated with autism, educational attainment and schizophrenia. Comparably large datasets will likely be required in future studies, to replicate and further clarify the associations of microtubule-related genes with variation in brain asymmetry, behavioural and psychiatric traits.


Cerebral Cortex/diagnostic imaging , Functional Laterality/physiology , Genome-Wide Association Study , Humans , Image Processing, Computer-Assisted , Magnetic Resonance Imaging
8.
Cereb Cortex ; 30(7): 4121-4139, 2020 06 01.
Article En | MEDLINE | ID: mdl-32198502

We have carried out meta-analyses of genome-wide association studies (GWAS) (n = 23 784) of the first two principal components (PCs) that group together cortical regions with shared variance in their surface area. PC1 (global) captured variations of most regions, whereas PC2 (visual) was specific to the primary and secondary visual cortices. We identified a total of 18 (PC1) and 17 (PC2) independent loci, which were replicated in another 25 746 individuals. The loci of the global PC1 included those associated previously with intracranial volume and/or general cognitive function, such as MAPT and IGF2BP1. The loci of the visual PC2 included DAAM1, a key player in the planar-cell-polarity pathway. We then tested associations with occupational aptitudes and, as predicted, found that the global PC1 was associated with General Learning Ability, and the visual PC2 was associated with the Form Perception aptitude. These results suggest that interindividual variations in global and regional development of the human cerebral cortex (and its molecular architecture) cascade-albeit in a very limited manner-to behaviors as complex as the choice of one's occupation.


Aptitude/physiology , Career Choice , Cerebral Cortex/growth & development , Form Perception/genetics , Visual Cortex/growth & development , Adolescent , Adult , Aged , Aged, 80 and over , Brain Cortical Thickness , Female , Gene Expression Regulation, Developmental , Genome-Wide Association Study , Humans , Male , Microfilament Proteins/genetics , Middle Aged , Principal Component Analysis , RNA-Binding Proteins/genetics , Transcriptome , Young Adult , rho GTP-Binding Proteins/genetics , tau Proteins/genetics
9.
Sci Rep ; 10(1): 3677, 2020 02 28.
Article En | MEDLINE | ID: mdl-32111882

Situs inversus (SI), a left-right mirror reversal of the visceral organs, can occur with recessive Primary Ciliary Dyskinesia (PCD). However, most people with SI do not have PCD, and the etiology of their condition remains poorly studied. We sequenced the genomes of 15 people with SI, of which six had PCD, as well as 15 controls. Subjects with non-PCD SI in this sample had an elevated rate of left-handedness (five out of nine), which suggested possible developmental mechanisms linking brain and body laterality. The six SI subjects with PCD all had likely recessive mutations in genes already known to cause PCD. Two non-PCD SI cases also had recessive mutations in known PCD genes, suggesting reduced penetrance for PCD in some SI cases. One non-PCD SI case had recessive mutations in PKD1L1, and another in CFAP52 (also known as WDR16). Both of these genes have previously been linked to SI without PCD. However, five of the nine non-PCD SI cases, including three of the left-handers in this dataset, had no obvious monogenic basis for their condition. Environmental influences, or possible random effects in early development, must be considered.


Carrier Proteins/genetics , Cilia/genetics , Genes, Recessive , Membrane Proteins/genetics , Penetrance , Situs Inversus/genetics , Adolescent , Adult , Female , Humans , Kartagener Syndrome/genetics , Male , Middle Aged
10.
Cortex ; 124: 137-153, 2020 03.
Article En | MEDLINE | ID: mdl-31887566

Previous studies have suggested that altered asymmetry of the planum temporale (PT) is associated with neurodevelopmental disorders, including dyslexia, schizophrenia, and autism. Shared genetic factors have been suggested to link PT asymmetry to these disorders. In a dataset of unrelated subjects from the general population (UK Biobank, N = 18,057), we found that PT volume asymmetry had a significant heritability of roughly 14%. In genome-wide association analysis, two loci were significantly associated with PT asymmetry, including a coding polymorphism within the gene ITIH5 that is predicted to affect the protein's function and to be deleterious (rs41298373, p = 2.01 × 10-15), and a locus that affects the expression of the genes BOK and DTYMK (rs7420166, p = 7.54 × 10-10). DTYMK showed left-right asymmetry of mRNA expression in post mortem PT tissue. Cortex-wide mapping of these SNP effects revealed influences on asymmetry that went somewhat beyond the PT. Using publicly available genome-wide association statistics from large-scale studies, we saw no significant genetic correlations of PT asymmetry with autism spectrum disorder, attention deficit hyperactivity disorder, schizophrenia, educational attainment or intelligence. Of the top two individual loci associated with PT asymmetry, rs41298373 showed a tentative association with intelligence (unadjusted p = .025), while the locus at BOK/DTYMK showed tentative association with educational attainment (unadjusted Ps < .05). These findings provide novel insights into the genetic contributions to human brain asymmetry, but do not support a substantial polygenic association of PT asymmetry with cognitive variation and mental disorders, as far as can be discerned with current sample sizes.


Autism Spectrum Disorder , Genome-Wide Association Study , Nucleoside-Phosphate Kinase/genetics , Proteinase Inhibitory Proteins, Secretory/genetics , Proto-Oncogene Proteins c-bcl-2/genetics , Autism Spectrum Disorder/genetics , Functional Laterality , Humans , Intelligence/genetics , Magnetic Resonance Imaging , Temporal Lobe
11.
Genes Brain Behav ; 18(5): e12572, 2019 06.
Article En | MEDLINE | ID: mdl-30950222

Most people have left-hemisphere dominance for various aspects of language processing, but only roughly 1% of the adult population has atypically reversed, rightward hemispheric language dominance (RHLD). The genetic-developmental program that underlies leftward language laterality is unknown, as are the causes of atypical variation. We performed an exploratory whole-genome-sequencing study, with the hypothesis that strongly penetrant, rare genetic mutations might sometimes be involved in RHLD. This was by analogy with situs inversus of the visceral organs (left-right mirror reversal of the heart, lungs and so on), which is sometimes due to monogenic mutations. The genomes of 33 subjects with RHLD were sequenced and analyzed with reference to large population-genetic data sets, as well as 34 subjects (14 left-handed) with typical language laterality. The sample was powered to detect rare, highly penetrant, monogenic effects if they would be present in at least 10 of the 33 RHLD cases and no controls, but no individual genes had mutations in more than five RHLD cases while being un-mutated in controls. A hypothesis derived from invertebrate mechanisms of left-right axis formation led to the detection of an increased mutation load, in RHLD subjects, within genes involved with the actin cytoskeleton. The latter finding offers a first, tentative insight into molecular genetic influences on hemispheric language dominance.


Functional Laterality/genetics , Genome, Human , Language , Adult , Female , Genotype , Humans , Male , Polymorphism, Genetic
12.
Sci Rep ; 9(1): 584, 2019 01 24.
Article En | MEDLINE | ID: mdl-30679750

Hand preference is a conspicuous variation in human behaviour, with a worldwide proportion of around 90% of people preferring to use the right hand for many tasks, and 10% the left hand. We used the large cohort of the UK biobank (~500,000 participants) to study possible relations between early life factors and adult hand preference. The probability of being left-handed was affected by the year and location of birth, likely due to cultural effects. In addition, hand preference was affected by birthweight, being part of a multiple birth, season of birth, breastfeeding, and sex, with each effect remaining significant after accounting for all others. Analysis of genome-wide genotype data showed that left-handedness was very weakly heritable, but shared no genetic basis with birthweight. Although on average left-handers and right-handers differed for a number of early life factors, all together these factors had only a minimal predictive value for individual hand preference.


Functional Laterality , Hand/physiology , Female , Geography , Humans , Male , Psychology , Psychomotor Performance , United Kingdom
13.
Mol Psychiatry ; 24(7): 1065-1078, 2019 07.
Article En | MEDLINE | ID: mdl-29463886

Genetic investigations of people with impaired development of spoken language provide windows into key aspects of human biology. Over 15 years after FOXP2 was identified, most speech and language impairments remain unexplained at the molecular level. We sequenced whole genomes of nineteen unrelated individuals diagnosed with childhood apraxia of speech, a rare disorder enriched for causative mutations of large effect. Where DNA was available from unaffected parents, we discovered de novo mutations, implicating genes, including CHD3, SETD1A and WDR5. In other probands, we identified novel loss-of-function variants affecting KAT6A, SETBP1, ZFHX4, TNRC6B and MKL2, regulatory genes with links to neurodevelopment. Several of the new candidates interact with each other or with known speech-related genes. Moreover, they show significant clustering within a single co-expression module of genes highly expressed during early human brain development. This study highlights gene regulatory pathways in the developing brain that may contribute to acquisition of proficient speech.


Apraxias/genetics , Brain/embryology , Speech/physiology , Apraxias/physiopathology , Brain/metabolism , Carrier Proteins/genetics , DNA Helicases/genetics , Gene Expression Regulation, Developmental/genetics , Gene Regulatory Networks/genetics , Histone Acetyltransferases/genetics , Histone-Lysine N-Methyltransferase/genetics , Homeodomain Proteins/genetics , Humans , Intracellular Signaling Peptides and Proteins/genetics , Mi-2 Nucleosome Remodeling and Deacetylase Complex/genetics , Nuclear Proteins/genetics , RNA-Binding Proteins/genetics , Speech Disorders/genetics , Speech Disorders/physiopathology , Transcription Factors/genetics
14.
Eur J Hum Genet ; 25(4): 452-460, 2017 04.
Article En | MEDLINE | ID: mdl-28074887

Dyslexia is a common specific learning disability with a substantive genetic component. Several candidate genes have been proposed to be implicated in dyslexia susceptibility, such as DYX1C1, ROBO1, KIAA0319, and DCDC2. Associations with variants in these genes have also been reported with a variety of psychometric measures tapping into the underlying processes that might be impaired in dyslexic people. In this study, we first conducted a literature review to select single nucleotide polymorphisms (SNPs) in dyslexia candidate genes that had been repeatedly implicated across studies. We then assessed the SNPs for association in the richly phenotyped longitudinal data set from the Dutch Dyslexia Program. We tested for association with several quantitative traits, including word and nonword reading fluency, rapid naming, phoneme deletion, and nonword repetition. In this, we took advantage of the longitudinal nature of the sample to examine if associations were stable across four educational time-points (from 7 to 12 years). Two SNPs in the KIAA0319 gene were nominally associated with rapid naming, and these associations were stable across different ages. Genetic association analysis with complex cognitive traits can be enriched through the use of longitudinal information on trait development.


Dyslexia/genetics , Nerve Tissue Proteins/genetics , Child , Child Development , Cytoskeletal Proteins , Female , Humans , Longitudinal Studies , Male , Microtubule-Associated Proteins/genetics , Netherlands , Nuclear Proteins/genetics , Polymorphism, Single Nucleotide , Receptors, Immunologic/genetics , Roundabout Proteins
15.
J Speech Lang Hear Res ; 57(3): 1069-77, 2014 Jun 01.
Article En | MEDLINE | ID: mdl-24167235

PURPOSE: A phonological deficit is thought to affect most individuals with developmental dyslexia. The present study addresses whether the phonological deficit is caused by difficulties with perceptual learning of fine acoustic details. METHOD: A demanding test of nonverbal auditory memory, "noise learning," was administered to both adults with dyslexia and control adult participants. On each trial, listeners had to decide whether a stimulus was a 1-s noise token or 2 abutting presentations of the same 0.5-s noise token (repeated noise). Without the listener's knowledge, the exact same noise tokens were presented over many trials. An improved ability to perform the task for such "reference" noises reflects learning of their acoustic details. RESULTS: Listeners with dyslexia did not differ from controls in any aspect of the task, qualitatively or quantitatively. They required the same amount of training to achieve discrimination of repeated from nonrepeated noises, and they learned the reference noises as often and as rapidly as the control group. However, they did show all the hallmarks of dyslexia, including a well-characterized phonological deficit. CONCLUSION: The data did not support the hypothesis that deficits in basic auditory processing or nonverbal learning and memory are the cause of the phonological deficit in dyslexia.


Articulation Disorders/physiopathology , Dyslexia/physiopathology , Models, Theoretical , Speech Perception/physiology , Acoustic Stimulation/methods , Adolescent , Adult , Articulation Disorders/diagnosis , Dyslexia/diagnosis , Feedback, Sensory/physiology , Female , Humans , Learning/physiology , Male , Noise , Nonverbal Communication , Phonetics , Young Adult
16.
Dyslexia ; 19(4): 214-40, 2013 Nov.
Article En | MEDLINE | ID: mdl-24133036

Dyslexia is a highly heritable learning disorder with a complex underlying genetic architecture. Over the past decade, researchers have pinpointed a number of candidate genes that may contribute to dyslexia susceptibility. Here, we provide an overview of the state of the art, describing how studies have moved from mapping potential risk loci, through identification of associated gene variants, to characterization of gene function in cellular and animal model systems. Work thus far has highlighted some intriguing mechanistic pathways, such as neuronal migration, axon guidance, and ciliary biology, but it is clear that we still have much to learn about the molecular networks that are involved. We end the review by highlighting the past, present, and future contributions of the Dutch Dyslexia Programme to studies of genetic factors. In particular, we emphasize the importance of relating genetic information to intermediate neurobiological measures, as well as the value of incorporating longitudinal and developmental data into molecular designs.


Dyslexia/genetics , Microtubule-Associated Proteins/genetics , Nerve Tissue Proteins/genetics , Nuclear Proteins/genetics , Animals , Cytoskeletal Proteins , Dyslexia/physiopathology , Endophenotypes , Genetic Predisposition to Disease , Humans , Language Disorders/genetics , Longitudinal Studies , Netherlands
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