Solution 5 (1 Ratings ) Solved Biology 3 Years Ago 40 Views This Question has Been Answered! J. Med. By contrast, the ASD-eQTL associations within the fetal cortex PPI fatty acid metabolism and spliceosome clusters are less complex (decreases: FADS1, TBL1X, SF3B1, or increases: FADS2, DHX38 and THOC7; Fig. PubMed Central Autism, early psychosis, and social anxiety disorder: Understanding the role of social cognition and its relationship to disability in young adults with disorders characterized by social impairments. Briefly, data were preprocessed to correct strand orientation and position of the variants on the GRCh37 reference genome (update_build.sh script). Genotypes (derived by Array Genotyping) for 219 fetal brain donors20 were downloaded from dbGaP (05/06/2020), processed and prepared in the GTEx format (Supplementary Fig. However, rs4481150 is only associated with increased transcript levels for ITIH4 in adult cortex. PubMed Genetic and molecular features of seizure-freedom following surgical resections for focal epilepsy: A pilot study. Genes depleted for null variants were defined as having pLI>0.9. Using proteinprotein interaction (PPI) networks to explore interactions between proteins encoded by known disease-associated genes is a powerful approach to study the etiology of complex diseases, including psychiatric disorders17,18. Rau, S. et al. 86, 885898 (2019). g:Profiler: A web server for functional enrichment analysis and conversions of gene lists (2019 update). By contrast, immune-related genes that are associated with ASD-eQTLs within the fetal cortex have been implicated in the processing of both endogenous and exogenous antigens (Supplementary Table 7). However, it is likely that additional regions of the brain (e.g. How could SNPs contribute to gene regulation? Gene expression is the outcome of numerous processes including transcription, co-transcriptional splicing, mRNA export, and translation. antigen processing and presentation), protein kinase C signalling and regulation of cellcell adhesion processes (Supplementary Table 8). Furthermore, we constructed fetal and adult cortex-specific proteinprotein interaction networks and identified that ASD-associated regulatory SNPs impact on immune pathways, fatty acid metabolism, ribosome biogenesis, aminoacyl-tRNA biosynthesis and spliceosome in the fetal cortex. Won, H. et al. T.L. Gentile, C. et al. ISSN 1061-4036 (print). Mountjoy, E. et al. Juicer provides a one-click system for analyzing loop-resolution Hi-C experiments. 16, 551563 (2015). Synaptic Neurosci. PubMed Notably, transcript levels for genes within this pathway were not significantly affected by ASD-eQTLs within adult cortex tissues (2170years of age). Rare genetic susceptibility variants assessment in autism spectrum disorder: Detection rate and practical use. Here, we integrated ASD-associated GWAS SNPs with cortex-specific 3D genome structure and eQTL information to identify genes that are spatially regulated in fetal (1421 postconceptional weeks) and adult (2170years of age) cortical tissues. 1, Supplementary Table 3). You are using a browser version with limited support for CSS. Tidsskr Nor Laegeforen. FOIA Book government site. bioRxiv https://doi.org/10.1101/787903 (2019). Finally, beyond changes in the DNA sequence, changes in gene regulation - for example, by sRNAs and epigenetic factors - can play a key role in disease. co-supervised E.G. We contend that empirical studies are required to (a) confirm the regulatory activity of the sites (e.g. 2a, Supplementary Table 3). Genet. Cell. Genotypes, expression matrices and covariates for fetal and adult brain were integrated into CoDeS3D11 (https://github.com/Genome3d/codes3d-v2) pipeline as two separate eQTL databases. Molecular genetics of human pigmentation diversity. Trials 18, 131 (2017). We identified changes within multiple key component pathways of gene expression (i.e. We identified 21 and 23 eQTLs that reduce the affinity of at least one TFBS in fetal and adult cortical tissues, respectively (Fig. (a) Of 344 ASD-associated SNPs represented in both fetal and adult cortex-specific eQTL databases, more SNPs (n=80) are involved in spatial eQTL-gene interactions in the fetal cortex than in the adult cortex (n=58). Imputed genotypes were filtered for HardyWeinberg equilibrium p<1106, variant missing genotype rate 0.05 and minor allele frequency 0.01. Neuron 89, 248268 (2016). Article However, in noncoding regions, the mechanism of how SNPs contribute to disease susceptibility remains unclear. 3). 47, W191W198 (2019). Roles for immune dysfunction in ASD etiology are increasingly being identified57,58,59. Single nucleotide polymorphism, or SNP. & Anderson, M. P. T lymphocytes and cytotoxic astrocyte blebs correlate across autism brains. RNA-seq data)20,21 were mapped to gene identifiers, thus there was a potential loss of data specificity, since genes typically produce multiple transcripts and protein variants due to alternative splicing. Biol. HCG27, TAP2, HLA-F, HLA-DMA and HLA-DMB) are not highly expressed (TPM<3) within fetal cortical tissue. Benefits and limitations of genome-wide association studies. Mahfouz, A., Ziats, M. N., Rennert, O. M., Lelieveldt, B. P. F. & Reinders, M. J. T. Shared pathways among autism candidate genes determined by co-expression network analysis of the developing human brain transcriptome. 193-e22B-3 (Academic Press, 2016). PubMed Accessibility Our results support a dual role for Polycombas both a repressor and enhancer of transcriptionin the development of ASD risk. Wang J, Su W, Zhang T, Zhang S, Lei H, Ma F, Shi M, Shi W, Xie X, Di C. Cell Death Dis. Lancet 383, 896910 (2014). The CoDeS3D algorithm then identified the restriction fragments containing the SNPs within fetal (i.e. Tolerance to loss-of-function (LoF) variants was measured using the probability-of-being-LoF-intolerant (pLI) method and gene LoF metrics were obtained from gnomAD (v2.1.1, https://gnomad.broadinstitute.org/)32. 1). 1, Supplementary Fig. 47, 165175 (2019). J.O.S. PRC2-associated chromatin contacts in the developing limb reveal a possible mechanism for the atypical role of PRC2 in HoxA gene expression. JAMA Psychiat. 84% of the genes we identified were not present in AutDB. Gazal, S. et al. The identified ASD-associated eQTLs were annotated using wANNOVAR tool77 (http://wannovar.wglab.org/, 10/08/2020) to obtain information about the locus they tagged (Supplementary Table 4). eCollection 2022. When SNPs occur within a gene or in a regulatory region near a gene, they may play a more direct role in disease by affecting the gene's function. Of the 66 fetal cortex genes, transcript levels for 36 are upregulated in association with a change of the eQTL SNP to the minor allele, while 24 are reduced (Fig. However, the potential contributions of cortex-specific developmental changes to these networks in ASD development have yet to be investigated. *Hi-C datasets for cortical plate and germinal zone neurons (phs001190.v1.p1) were obtained from Won et al.19, Hi-C datasets for adult dorsolateral prefrontal cortex cells were obtained from Schmitt et al.12. ASD-associated eQTLs mark loci that spatially regulate the expression of genes involved in the fetal brain, in the adult brain, or both. Consistent with this, we identified that ASD-associated genetic variants impact transcript levels for genes involved in fatty acid metabolism in the developing fetal cortex (1421 postconceptional weeks). 3). Cold Spring Harb. Single Nucleotide Polymorphism (SNP) SNPs are variations that involve a change in just one nucleotide. Next, the CoDeS3D algorithm identified the restriction fragments interacting with the SNP-containing restriction fragments. PubMed Modules that were enriched with ASD-eQTL associated genes were identified in the fetal and adult cortical tissues. https://doi.org/10.1038/s41598-021-95447-z, DOI: https://doi.org/10.1038/s41598-021-95447-z. ASD is widely considered to be a neurodevelopmental disorder resulting from functional changes within the brain. how could SNP's contribute to gene regulation? We found 80 and 58 SNPs that mark regulatory regions (i.e. Data access was approved by the dbGaP (https://www.ncbi.nlm.nih.gov/gap/) Data Access Committee(s) for: (1) cortical plate and germinal zone neuron Hi-C datasets (project #16489: "Finessing predictors of cognitive development", accession: phs001190.v1.p1)19; (2) total RNA-seq and WGS datasets across GTEx v8 tissues (project #22937: Untangling the genetics of disease multimorbidity, accession: phs000424.v8.p2)21; and (3) total RNA-seq and genotyping datasets for fetal brain cortical tissue from 14 to 21 postconceptional weeks (PCWs) (project #25321: "Gene regulatory networks in Autism", accession: phs001900.v1.p1)20 (Supplementary Table 1). To build ASD-specific fetal and adult CSPPIs, only interactions between ASD-associated genes we extracted from fetal and adult CSPPIs. rs10791097-SNX19, rs11191419-AS3MT, rs7085104-AS3MT, rs174592-FADS1; Supplementary Table 4). 359, 6585 (2015). Google Scholar. The proportion of ASD explained by SNPs has been estimated to be between 17 and 60%7,8, thus their contribution should not be neglected. Genes regulated by Polycomb-repressed ASD-associated eQTLs in the fetal cortex. Breastfeed. Genet. In this study, we integrated four distinct levels of biological information (GWAS, eQTL, genome organization [Hi-C] and proteinprotein interactions [PPI] networks) to translate genetic variation associated with ASD to the biological pathways that are affectedthrough alterations to the transcription levels of their component proteins in fetal and adult cortical tissues. 2b). Nutritional Intervention Preconception and During Pregnancy to Maintain Healthy Glucose Metabolism and Offspring Health (NiPPeR): Study protocol for a randomised controlled trial. This work was funded by a University of Auckland FRDF Grant (Confirming spatial connections to unravel how SNPs affect phenotype; 3714499) and a MBIE Catalyst grant (The New Zealand-Australia LifeCourse Collaboration on Genes, Environment, Nutrition and Obesity (GENO); UOAX1611) to JOS. Despite the existence of 15 genes in eQTL with ASD-associated SNPs in both fetal and adult cortical tissues, the majority of the changes in gene transcript levels were specific to either fetal (n=66), or adult (n=29) cortical tissue (Fig. Applications of computational tools to predict functional SNPs effects in human ErbB genes. 8 from fetal cortex: DDHD2, HLA-DRB1, PCCB, PCDH15, SF3B1, SNX19, TBL1X, VWA7; and 7 from adult cortex: DDHD2, GALNT10, PBX1, PCCB, RERE, SF3B1, SNX19) had been previously linked to ASD (Fig. Yazar, S. et al. Get the most important science stories of the day, free in your inbox. Internet Explorer). Prevalence and outcomes of young people with concurrent autism spectrum disorder and first episode of psychosis. The PubMed wordmark and PubMed logo are registered trademarks of the U.S. Department of Health and Human Services (HHS). Sign up for the Nature Briefing newsletter what matters in science, free to your inbox daily. Google Scholar. Aranda, S., Mas, G. & Di Croce, L. Regulation of gene transcription by Polycomb proteins. Nat. From these CSPPI networks we identified 42 ASD-associated PPIs within the fetal gene set, and 10 ASD-associated PPIs from the adult cortical tissue gene set (Fig. Integrative analysis of 111 reference human epigenomes. N. Engl. Bioinformatics 32, 289291 (2016). Psychiatry 25, 31783185 (2020). Until recently, there has been little if any functional follow-up of the actual role a given SNP or gene plays in the trait variation under study ( 22 ). Godfrey, K. M. et al. SNPs in genes that regulate DNA mismatch repair, cell cycle regulation, metabolism and immunity are associated with genetic susceptibility to cancer [ 1 - 12 ]. Understanding the mechanisms underlying the effects of SNPs that . sharing sensitive information, make sure youre on a federal Cis-eQTL SNPs are the SNPs that are within or around the corresponding gene, and trans-eQTL SNPs are those that are far away or even on dierent chromosomes. 3). Liggins Institute, University of Auckland, Auckland, New Zealand, E. Golovina,T. Fadason,M. H. Vickers&J. M. OSullivan, Maurice Wilkins Centre, University of Auckland, Auckland, New Zealand, T. Fadason,M. H. Vickers&J. M. OSullivan, School of Medical Science, University of Auckland, Auckland, New Zealand, School of Population Health, University of Auckland, Auckland, New Zealand, Brain Research New Zealand, University of Auckland, Auckland, New Zealand, MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, UK, Garvan Institute of Medical Research, Sydney, Australia, You can also search for this author in To evaluate possible commonalities among ASD and other phenotypes at the eQTL level in the fetal and adult cortex, we intersected the identified ASD-associated eQTLs with SNPs associated with other traits in the GWAS catalog (p<5108, assessed on 26/08/2020). Google Scholar. NMB encodes the neuromedin B peptide that regulates physiological processes including cell growth, exocrine and endocrine secretion22; and (2) downregulates WDR73 in adult cortex. Top five genotype principal components (calculated using compute_genotype_pcs.py script from https://github.com/broadinstitute/gtex-pipeline/tree/master/genotype), 30 PEER factors, sex and genotyping platform were used as covariates in the eQTL analysis. SF3B1 and THOC7 were also associated with ASD-eQTLs within the adult cortex. ZSCAN23 and LY6G5C) whose transcript levels increase or decrease, dependent upon specific eQTL. The identified gene sets were enriched for immune pathways, fatty acid metabolism, ribosome biogenesis, aminoacyl-tRNA biosynthesis and the spliceosome in the fetal cortex. Neurosci. As such, we do not yet fully understand how to translate information on ASD-associated SNPs into specific biological mechanisms that can be therapeutically targeted to alleviate the symptoms and complications of ASD. Secondly, common SNPs only account for ~20% to the ASD risk6, suggesting that other genetic (e.g., rare variants, structural variation) and environmental factors also contribute to ASD etiology65,66. Google Scholar. Ernst, J. ASD-eQTLs were also associated with increases in HCG27 (TPM=3) and NDUFA6 (TPM=116.31) transcript levels within fetal cortex. The authors would like to thank the Genomics and Systems Biology Group (Liggins Institute) for useful discussions. fetal samples were aged from 14 to 21 postconceptional weeks and the adult samples were from individuals aged 2170years). 3, 1 (2011). Coexpression networks implicate human midfetal deep cortical projection neurons in the pathogenesis of autism. The SNP2TFBS27 database was queried to identify eQTLs that are predicted to alter the affinity of transcription factor binding sites (TFBSs). Karczewski, K. J. et al. The Louvain clustering algorithm80 was further applied to identify ASD-specific clusters of functionally related proteins within the CSPPI networks. J. Genes whose transcript levels are associated with a trans-acting ASD-associated eQTL. on gene regulation) of the ASD-associated SNPs and translating them to the affected biological pathways in fetal and adult cortical tissues may provide mechanistic insights into the etiology of ASD during neurodevelopment. Article These spatial interactions are dynamic, developmentally and temporally dependent13. Gaugler, T. et al. Estes, M. L. & McAllister, A. K. Immune mediators in the brain and peripheral tissues in autism spectrum disorder. Louvain clustering analysis identified seven highly connected PPI modules within fetal cortex. PubMed Central Genotypes (derived by Whole Genome Sequencing) were processed by the Genotype-Tissue Expression (GTEx) project, and filtered genotypes (with minor allele frequency 0.1) for 838 tissue donors were downloaded from dbGaP (https://www.ncbi.nlm.nih.gov/gap/, 01/05/2020). CAS In the adult cortex, the known functions of the impacted genes were enriched in immune pathways. & Jernigan, T. L. The basics of brain development. ASD-associated SNPs are enriched within non-coding putative regulatory regions. To illustrate the effect of SNPs on gene function and phenotype, this minireview focuses on evidences revealing the impact of SNPs on the development and progression of three human eye disorders (Norrie disease, familial exudative vitreoretinopathy, and retinopathy of prematurity) that have overlapping clinical manifestations. Ohki-Hamazaki, H. Subchapter 22Bneuromedin B. and transmitted securely. Thank you for visiting nature.com. Finally a number of fetal (n=50) and adult (n=28) cortex-specific eQTLs were observed (Supplementary Table 3). The CSPPIs represents subnetworks of the STRING PPI network, in which a protein/node is only present if it is expressed in the cortical tissue (adult or fetal). Collectively, these observations are consistent with changes in the regulation of subsets of stable and remodelled spatial eQTLs, over the course of brain development, being associated with a predisposition to ASD. Cardiovasc. Genes that have essential functions show a decreased tolerance for loss-of-function (LoF) mutations32. PubMed Science 366, 11341139 (2019). Transcriptome-wide fetal and adult cortex-specific PPIs (CSPPIs) were constructed by combining the STRING PPI network with cortex-specific expression data from GTEx v8 or fetal brain datasets (Fig. Nature Genetics 4). Mol. Normalized vcf files were further validated using VCFtools (v0.1.15). Chiang, H.-L., Wu, J.-Y. Fetal and adult ASD-associated eQTLs were also associated with schizophrenia, unipolar depression, ADHD, bipolar disorder, anorexia nervosa and obsessivecompulsive disorder (Supplementary Fig. In total, 663,956 variants passed QC filters. Basu, S. N., Kollu, R. & Banerjee-Basu, S. AutDB: A gene reference resource for autism research. the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Article Usui, N. et al. CAS Cell 50, 184-196.e4 (2019). antigen processing and presentation) as being enriched in the ASD-eQTL associated gene sets for both fetal and adult cortical tissues (Supplementary Fig. von Schimmelmann, M. et al. chr1_61170_C_T_b38 where chr1 is chromosome name, 61170 is variant position on the chromosome, C is reference allele, T is alternate allele and b38 is genome build 38). This site needs JavaScript to work properly. APOPT1, AS3MT) with the ASD-eQTL. Article 28, 2730 (2000). 2, Supplementary Table 5). 4). Article Fetal ASD-associated eQTLs were located within quiescent/low transcribed (n=31), weak transcription (n=18), week repressed Polycomb (n=14) and repressed Polycomb (n=10) regions (Fig. Increasing the number and sample sizes of the ASD GWAS studies will identify additional genetic variants which may help explain some of this missing heritability67. life cycle [1,2], population [3-5], species [6-8], tissue [9,10], and cell [11,12]) and this variation drives phenotypic divergence among species and populations [13,14].A long-standing goal in population genetics and evolutionary biology has been to identify and characterize this . datasets) to construct tissue-specific transcriptome-wide PPI networks. Am. 11, 27 (2017). Overall, our findings highlight potential regulatory mechanisms and pathways important for the etiology of ASD in early brain development and adulthood. & Visscher, P. M. Cell 173, 15731580 (2018). Wray, N. R., Wijmenga, C., Sullivan, P. F., Yang, J. Please enable it to take advantage of the complete set of features! & Chen, Y.-T. Fourthly, the human brain takes over two decades to build via precisely regulated cell type-specific molecular processes governed by both genetic blueprint and environmental factors. However, switching the ASD-eQTL to the minor allele is associated with an increase in transcript levels for these genes within the fetal cortex (Fig. 1). Nat. Nucleic Acids Res. PubMed MacArthur, J. et al. Virtual histology of cortical thickness and shared neurobiology in 6 psychiatric disorders. We identified 42 PPIs in the fetal and 10 PPIs in the adult cortical tissues. Malinowska, M., Tokarz-Deptua, B. Thus, integrating biological measurements on developmental and tissue-specific spatial chromatin interactions with eQTL information could inform our understanding of the regulatory impacts of ASD-associated SNPs. worst georgetown alumni, las vegas high school staff,
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