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1.
Am J Med Genet B Neuropsychiatr Genet ; 186(3): 173-182, 2021 04.
Article in English | MEDLINE | ID: mdl-32803843

ABSTRACT

Cannabis use is highly prevalent and is associated with adverse and beneficial effects. To better understand the full spectrum of health consequences, biomarkers that accurately classify cannabis use are needed. DNA methylation (DNAm) is an excellent candidate, yet no blood-based epigenome-wide association studies (EWAS) in humans exist. We conducted an EWAS of lifetime cannabis use (ever vs. never) using blood-based DNAm data from a case-cohort study within Sister Study, a prospective cohort of women at risk of developing breast cancer (Discovery N = 1,730 [855 ever users]; Replication N = 853 [392 ever users]). We identified and replicated an association with lifetime cannabis use at cg15973234 (CEMIP): combined p = 3.3 × 10-8 . We found no overlap between published blood-based cis-meQTLs of cg15973234 and reported lifetime cannabis use-associated single nucleotide polymorphism (SNPs; p < .05), suggesting that the observed DNAm difference was driven by cannabis exposure. We also developed a multi-CpG classifier of lifetime cannabis use using penalized regression of top EWAS CpGs. The resulting 50-CpG classifier produced an area under the curve (AUC) = 0.74 (95% CI [0.72, 0.76], p = 2.00 × 10-5 ) in the discovery sample and AUC = 0.54 ([0.51, 0.57], p = 2.87 × 10-2 ) in the replication sample. Our EWAS findings provide evidence that blood-based DNAm is associated with lifetime cannabis use.


Subject(s)
Cannabis/chemistry , DNA Methylation , Epigenesis, Genetic , Epigenome , Genetic Markers , Genome-Wide Association Study , Substance-Related Disorders/genetics , Adult , Aged , Case-Control Studies , Female , Humans , Middle Aged , Polymorphism, Single Nucleotide , Prospective Studies , Substance-Related Disorders/blood , Substance-Related Disorders/pathology
2.
Neuropsychopharmacology ; 46(3): 554-560, 2021 02.
Article in English | MEDLINE | ID: mdl-32731254

ABSTRACT

Numerous DNA methylation (DNAm) biomarkers of cigarette smoking have been identified in peripheral blood studies, but because of tissue specificity, blood-based studies may not detect brain-specific smoking-related DNAm differences that may provide greater insight as neurobiological indicators of smoking and its exposure effects. We report the first epigenome-wide association study (EWAS) of smoking in human postmortem brain, focusing on nucleus accumbens (NAc) as a key brain region in developing and reinforcing addiction. Illumina HumanMethylation EPIC array data from 221 decedents (120 European American [23% current smokers], 101 African American [26% current smokers]) were analyzed. DNAm by smoking (current vs. nonsmoking) was tested within each ancestry group using robust linear regression models adjusted for age, sex, cell-type proportion, DNAm-derived negative control principal components (PCs), and genotype-derived PCs. The resulting ancestry-specific results were combined via meta-analysis. We extended our NAc findings, using published smoking EWAS results in blood, to identify DNAm smoking effects that are unique (tissue-specific) vs. shared between tissues (tissue-shared). We identified seven CpGs (false discovery rate < 0.05), of which three CpGs are located near genes previously indicated with blood-based smoking DNAm biomarkers: ZIC1, ZCCHC24, and PRKDC. The other four CpGs are novel for smoking-related DNAm changes: ABLIM3, APCDD1L, MTMR6, and CTCF. None of the seven smoking-related CpGs in NAc are driven by genetic variants that share association signals with predisposing genetic risk variants for smoking, suggesting that the DNAm changes reflect consequences of smoking. Our results provide the first evidence for smoking-related DNAm changes in human NAc, highlighting CpGs that were undetected as peripheral biomarkers and may reflect brain-specific responses to smoking exposure.


Subject(s)
DNA Methylation , Epigenesis, Genetic , Genome-Wide Association Study , Humans , Non-Smokers , Nucleus Accumbens , Smokers , Smoking/genetics
3.
Nat Commun ; 11(1): 5562, 2020 11 03.
Article in English | MEDLINE | ID: mdl-33144568

ABSTRACT

Cigarette smoking is the leading cause of preventable morbidity and mortality. Genetic variation contributes to initiation, regular smoking, nicotine dependence, and cessation. We present a Fagerström Test for Nicotine Dependence (FTND)-based genome-wide association study in 58,000 European or African ancestry smokers. We observe five genome-wide significant loci, including previously unreported loci MAGI2/GNAI1 (rs2714700) and TENM2 (rs1862416), and extend loci reported for other smoking traits to nicotine dependence. Using the heaviness of smoking index from UK Biobank (N = 33,791), rs2714700 is consistently associated; rs1862416 is not associated, likely reflecting nicotine dependence features not captured by the heaviness of smoking index. Both variants influence nearby gene expression (rs2714700/MAGI2-AS3 in hippocampus; rs1862416/TENM2 in lung), and expression of genes spanning nicotine dependence-associated variants is enriched in cerebellum. Nicotine dependence (SNP-based heritability = 8.6%) is genetically correlated with 18 other smoking traits (rg = 0.40-1.09) and co-morbidities. Our results highlight nicotine dependence-specific loci, emphasizing the FTND as a composite phenotype that expands genetic knowledge of smoking.


Subject(s)
Genetic Predisposition to Disease , Quantitative Trait, Heritable , Tobacco Use Disorder/genetics , Genetic Loci , Genome-Wide Association Study , Humans , Inheritance Patterns/genetics , Linkage Disequilibrium/genetics , Meta-Analysis as Topic , Molecular Sequence Annotation , Phenotype , Polymorphism, Single Nucleotide/genetics
4.
Mol Psychiatry ; 25(12): 3267-3277, 2020 12.
Article in English | MEDLINE | ID: mdl-30131587

ABSTRACT

Cigarette smoking during pregnancy is a major public health concern. While there are well-described consequences in early child development, there is very little known about the effects of maternal smoking on human cortical biology during prenatal life. We therefore performed a genome-wide differential gene expression analysis using RNA sequencing (RNA-seq) on prenatal (N = 33; 16 smoking-exposed) as well as adult (N = 207; 57 active smokers) human postmortem prefrontal cortices. Smoking exposure during the prenatal period was directly associated with differential expression of 14 genes; in contrast, during adulthood, despite a much larger sample size, only two genes showed significant differential expression (FDR < 10%). Moreover, 1,315 genes showed significantly different exposure effects between maternal smoking during pregnancy and direct exposure in adulthood (FDR < 10%)-these differences were largely driven by prenatal differences that were enriched for pathways previously implicated in addiction and synaptic function. Furthermore, prenatal and age-dependent differentially expressed genes were enriched for genes implicated in non-syndromic autism spectrum disorder (ASD) and were differentially expressed as a set between patients with ASD and controls in postmortem cortical regions. These results underscore the enhanced sensitivity to the biological effect of smoking exposure in the developing brain and offer insight into how maternal smoking during pregnancy affects gene expression in the prenatal human cortex. They also begin to address the relationship between in utero exposure to smoking and the heightened risks for the subsequent development of neuropsychiatric disorders.


Subject(s)
Autism Spectrum Disorder , Prenatal Exposure Delayed Effects , Adult , Brain , Female , Humans , Maternal Exposure , Pregnancy , Prenatal Exposure Delayed Effects/genetics , Sequence Analysis, RNA , Smoking/adverse effects , Smoking/genetics , Transcriptome/genetics
5.
Epigenomics ; 11(13): 1487-1500, 2019 10.
Article in English | MEDLINE | ID: mdl-31536415

ABSTRACT

Aim: Cigarette smoking influences DNA methylation genome wide, in newborns from pregnancy exposure and in adults from personal smoking. Whether a unique methylation signature exists for in utero exposure in newborns is unknown. Materials & methods: We separately meta-analyzed newborn blood DNA methylation (assessed using Illumina450k Beadchip), in relation to sustained maternal smoking during pregnancy (9 cohorts, 5648 newborns, 897 exposed) and adult blood methylation and personal smoking (16 cohorts, 15907 participants, 2433 current smokers). Results & conclusion: Comparing meta-analyses, we identified numerous signatures specific to newborns along with many shared between newborns and adults. Unique smoking-associated genes in newborns were enriched in xenobiotic metabolism pathways. Our findings may provide insights into specific health impacts of prenatal exposure on offspring.


Subject(s)
DNA Methylation , Epigenomics/methods , Prenatal Exposure Delayed Effects/genetics , Tobacco Smoking/genetics , Adult , Cohort Studies , CpG Islands , Epigenesis, Genetic , Female , Humans , Infant, Newborn , Maternal Exposure/adverse effects , Pregnancy , Prenatal Exposure Delayed Effects/epidemiology , Tobacco Smoking/epidemiology
6.
Am J Respir Crit Care Med ; 199(5): 631-642, 2019 03 01.
Article in English | MEDLINE | ID: mdl-30199657

ABSTRACT

RATIONALE: Omega-3 polyunsaturated fatty acids (n-3 PUFAs) have anti-inflammatory properties that could benefit adults with comprised pulmonary health. OBJECTIVE: To investigate n-3 PUFA associations with spirometric measures of pulmonary function tests (PFTs) and determine underlying genetic susceptibility. METHODS: Associations of n-3 PUFA biomarkers (α-linolenic acid, eicosapentaenoic acid, docosapentaenoic acid [DPA], and docosahexaenoic acid [DHA]) were evaluated with PFTs (FEV1, FVC, and FEV1/FVC) in meta-analyses across seven cohorts from the Cohorts for Heart and Aging Research in Genomic Epidemiology Consortium (N = 16,134 of European or African ancestry). PFT-associated n-3 PUFAs were carried forward to genome-wide interaction analyses in the four largest cohorts (N = 11,962) and replicated in one cohort (N = 1,687). Cohort-specific results were combined using joint 2 degree-of-freedom (2df) meta-analyses of SNP associations and their interactions with n-3 PUFAs. RESULTS: DPA and DHA were positively associated with FEV1 and FVC (P < 0.025), with evidence for effect modification by smoking and by sex. Genome-wide analyses identified a novel association of rs11693320-an intronic DPP10 SNP-with FVC when incorporating an interaction with DHA, and the finding was replicated (P2df = 9.4 × 10-9 across discovery and replication cohorts). The rs11693320-A allele (frequency, ∼80%) was associated with lower FVC (PSNP = 2.1 × 10-9; ßSNP = -161.0 ml), and the association was attenuated by higher DHA levels (PSNP×DHA interaction = 2.1 × 10-7; ßSNP×DHA interaction = 36.2 ml). CONCLUSIONS: We corroborated beneficial effects of n-3 PUFAs on pulmonary function. By modeling genome-wide n-3 PUFA interactions, we identified a novel DPP10 SNP association with FVC that was not detectable in much larger studies ignoring this interaction.


Subject(s)
Dipeptidyl-Peptidases and Tripeptidyl-Peptidases/physiology , Fatty Acids, Omega-3/blood , Respiratory Physiological Phenomena/genetics , Aged , Biomarkers/blood , Dipeptidyl-Peptidases and Tripeptidyl-Peptidases/genetics , Docosahexaenoic Acids/blood , Eicosapentaenoic Acid/blood , Fatty Acids, Unsaturated/blood , Female , Forced Expiratory Volume/genetics , Genome-Wide Association Study , Humans , Male , Middle Aged , Polymorphism, Single Nucleotide/genetics , Sex Factors , Smoking/adverse effects , Vital Capacity/genetics , alpha-Linolenic Acid/blood
7.
Curr Psychiatry Rep ; 20(2): 8, 2018 03 05.
Article in English | MEDLINE | ID: mdl-29504045

ABSTRACT

PURPOSE OF REVIEW: With the advent of the genome-wide association study (GWAS), our understanding of the genetics of addiction has made significant strides forward. Here, we summarize genetic loci containing variants identified at genome-wide statistical significance (P < 5 × 10-8) and independently replicated, review evidence of functional or regulatory effects for GWAS-identified variants, and outline multi-omics approaches to enhance discovery and characterize addiction loci. RECENT FINDINGS: Replicable GWAS findings span 11 genetic loci for smoking, eight loci for alcohol, and two loci for illicit drugs combined and include missense functional variants and noncoding variants with regulatory effects in human brain tissues traditionally viewed as addiction-relevant (e.g., prefrontal cortex [PFC]) and, more recently, tissues often overlooked (e.g., cerebellum). GWAS analyses have discovered several novel, replicable variants contributing to addiction. Using larger sample sizes from harmonized datasets and new approaches to integrate GWAS with multiple 'omics data across human brain tissues holds great promise to significantly advance our understanding of the biology underlying addiction.


Subject(s)
Alcohol Drinking/genetics , Behavior, Addictive/genetics , Smoking/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans
8.
Hum Genet ; 136(7): 911-919, 2017 07.
Article in English | MEDLINE | ID: mdl-28567521

ABSTRACT

Genome-wide association study (GWAS)-identified variants are enriched for functional elements. However, we have limited knowledge of how functional enrichment may differ by disease/trait and tissue type. We tested a broad set of eight functional elements for enrichment among GWAS-identified SNPs (p < 5×10-8) from the NHGRI-EBI Catalog across seven disease/trait categories: cancer, cardiovascular disease, diabetes, autoimmune disease, psychiatric disease, neurological disease, and anthropometric traits. SNPs were annotated using HaploReg for the eight functional elements across any tissue: DNase sites, expression quantitative trait loci (eQTL), sequence conservation, enhancers, promoters, missense variants, sequence motifs, and protein binding sites. In addition, tissue-specific annotations were considered for brain vs. blood. Disease/trait SNPs were compared to a control set of 4809 SNPs matched to the GWAS SNPs (N = 1639) on allele frequency, gene density, distance to nearest gene, and linkage disequilibrium at ~3:1 ratio. Enrichment analyses were conducted using logistic regression, with Bonferroni correction. Overall, a significant enrichment was observed for all functional elements, except sequence motifs. Missense SNPs showed the strongest magnitude of enrichment. eQTLs were the only functional element significantly enriched across all diseases/traits. Magnitudes of enrichment were generally similar across diseases/traits, where enrichment was statistically significant. Blood vs. brain tissue effects on enrichment were dependent on disease/trait and functional element (e.g., cardiovascular disease: eQTLs P TissueDifference = 1.28 × 10-6 vs. enhancers P TissueDifference = 0.94). Identifying disease/trait-relevant functional elements and tissue types could provide new insight into the underlying biology, by guiding a priori GWAS analyses (e.g., brain enhancer elements for psychiatric disease) or facilitating post hoc interpretation.


Subject(s)
Genome-Wide Association Study , Phenotype , Polymorphism, Single Nucleotide , Anthropometry , Autoimmune Diseases/genetics , Cardiovascular Diseases/genetics , Diabetes Mellitus/genetics , Gene Frequency , Humans , Linkage Disequilibrium , Mental Disorders/genetics , Mutation, Missense , Neoplasms/genetics , Nervous System Diseases/genetics , Promoter Regions, Genetic , Quantitative Trait Loci
9.
PLoS One ; 11(7): e0156361, 2016.
Article in English | MEDLINE | ID: mdl-27383059

ABSTRACT

Offspring of older mothers are at increased risk of adverse birth outcomes, childhood cancers, type 1 diabetes, and neurodevelopmental disorders. The underlying biologic mechanisms for most of these associations remain obscure. One possibility is that maternal aging may produce lasting changes in the epigenetic features of a child's DNA. To test this, we explored the association of mothers' age at pregnancy with methylation in her offspring, using blood samples from 890 Norwegian newborns and measuring DNA methylation at more than 450,000 CpG sites across the genome. We examined replication of a maternal-age finding in an independent group of 1062 Norwegian newborns, and then in 200 US middle-aged women. Older maternal age was significantly associated with reduced methylation at four adjacent CpGs near the 2nd exon of KLHL35 in newborns (p-values ranging from 3x10-6 to 8x10-7). These associations were replicated in the independent set of newborns, and replicated again in women 40 to 60 years after their birth. This study provides the first example of parental age permanently affecting the epigenetic profile of offspring. While the specific functions of the affected gene are unknown, this finding opens the possibility that a mother's age at pregnancy could affect her child's health through epigenetic mechanisms.


Subject(s)
CpG Islands , Epigenesis, Genetic , Maternal Age , Adult , Birth Weight/genetics , Cohort Studies , DNA Methylation , Female , Humans , Infant, Newborn , Norway , Pregnancy , Young Adult
10.
Am J Hum Genet ; 98(4): 680-96, 2016 Apr 07.
Article in English | MEDLINE | ID: mdl-27040690

ABSTRACT

Epigenetic modifications, including DNA methylation, represent a potential mechanism for environmental impacts on human disease. Maternal smoking in pregnancy remains an important public health problem that impacts child health in a myriad of ways and has potential lifelong consequences. The mechanisms are largely unknown, but epigenetics most likely plays a role. We formed the Pregnancy And Childhood Epigenetics (PACE) consortium and meta-analyzed, across 13 cohorts (n = 6,685), the association between maternal smoking in pregnancy and newborn blood DNA methylation at over 450,000 CpG sites (CpGs) by using the Illumina 450K BeadChip. Over 6,000 CpGs were differentially methylated in relation to maternal smoking at genome-wide statistical significance (false discovery rate, 5%), including 2,965 CpGs corresponding to 2,017 genes not previously related to smoking and methylation in either newborns or adults. Several genes are relevant to diseases that can be caused by maternal smoking (e.g., orofacial clefts and asthma) or adult smoking (e.g., certain cancers). A number of differentially methylated CpGs were associated with gene expression. We observed enrichment in pathways and processes critical to development. In older children (5 cohorts, n = 3,187), 100% of CpGs gave at least nominal levels of significance, far more than expected by chance (p value < 2.2 × 10(-16)). Results were robust to different normalization methods used across studies and cell type adjustment. In this large scale meta-analysis of methylation data, we identified numerous loci involved in response to maternal smoking in pregnancy with persistence into later childhood and provide insights into mechanisms underlying effects of this important exposure.


Subject(s)
DNA Methylation , Epigenesis, Genetic , Smoking/adverse effects , Asthma/etiology , Asthma/genetics , Child , Child, Preschool , Chromosome Mapping , Cleft Lip/etiology , Cleft Lip/genetics , Cleft Palate/etiology , Cleft Palate/genetics , Female , Genetic Association Studies , Humans , Infant , Infant, Newborn , Pregnancy , White People/genetics
11.
Curr Diabetes Rev ; 12(1): 20-9, 2016.
Article in English | MEDLINE | ID: mdl-25981498

ABSTRACT

The rapidly increasing prevalence of type 2 diabetes (T2D) is motivating an intensive search for biomarkers to identify individuals at risk for developing the disease. It has been established that both genetic and environmental factors are influential in the progression to T2D. Currently, the number of genetic loci implicated in T2D susceptibility is more than 65 and together, these factors explain only about 10% of the risk. At this time, prediction models using genetic information do not perform substantially better than models based on routine clinical measures. The search for new biomarkers must integrate new, independent factors beyond the static genome that are influenced by environmental conditions. This search must also recognize the heterogeneity of T2D and seek new biomarkers of potential subtypes and confounding conditions such as obesity. Modulation of gene expression by epigenetic modifications and the action of microRNAs are being recognized as critical processes affecting T2D risk. This review provides an update on the current state of genetic biomarkers of T2D susceptibility and examines how epigenetic modulation of some new and established diabetes susceptibility genes can identify increased risk and provide biomarkers for early detection and therapeutic monitoring.


Subject(s)
Biomarkers/analysis , DNA Methylation/genetics , Diabetes Mellitus, Type 2/genetics , MicroRNAs/genetics , Diabetes Mellitus, Type 2/epidemiology , Epigenesis, Genetic , Genetic Predisposition to Disease , Humans
12.
BMC Genomics ; 16: 11, 2015 Jan 22.
Article in English | MEDLINE | ID: mdl-25609184

ABSTRACT

BACKGROUND: Expression quantitative trait loci (eQTL) play an important role in the regulation of gene expression. Gene expression levels and eQTLs are expected to vary from tissue to tissue, and therefore multi-tissue analyses are necessary to fully understand complex genetic conditions in humans. Dura mater tissue likely interacts with cranial bone growth and thus may play a role in the etiology of Chiari Type I Malformation (CMI) and related conditions, but it is often inaccessible and its gene expression has not been well studied. A genetic basis to CMI has been established; however, the specific genetic risk factors are not well characterized. RESULTS: We present an assessment of eQTLs for whole blood and dura mater tissue from individuals with CMI. A joint-tissue analysis identified 239 eQTLs in either dura or blood, with 79% of these eQTLs shared by both tissues. Several identified eQTLs were novel and these implicate genes involved in bone development (IPO8, XYLT1, and PRKAR1A), and ribosomal pathways related to marrow and bone dysfunction, as potential candidates in the development of CMI. CONCLUSIONS: Despite strong overall heterogeneity in expression levels between blood and dura, the majority of cis-eQTLs are shared by both tissues. The power to detect shared eQTLs was improved by using an integrative statistical approach. The identified tissue-specific and shared eQTLs provide new insight into the genetic basis for CMI and related conditions.


Subject(s)
Arnold-Chiari Malformation/genetics , Quantitative Trait Loci , Adolescent , Arnold-Chiari Malformation/pathology , Bone Development/genetics , Child , Child, Preschool , Cyclic AMP-Dependent Protein Kinase RIalpha Subunit/blood , Cyclic AMP-Dependent Protein Kinase RIalpha Subunit/genetics , Cyclic AMP-Dependent Protein Kinase RIalpha Subunit/metabolism , Dura Mater/metabolism , Female , Gene Regulatory Networks , Genotype , Humans , Male , Pentosyltransferases/blood , Pentosyltransferases/genetics , Pentosyltransferases/metabolism , Polymorphism, Single Nucleotide , beta Karyopherins/blood , beta Karyopherins/genetics , beta Karyopherins/metabolism , UDP Xylose-Protein Xylosyltransferase
13.
Environ Health Perspect ; 122(10): 1147-53, 2014 Oct.
Article in English | MEDLINE | ID: mdl-24906187

ABSTRACT

BACKGROUND: Maternal smoking during pregnancy is associated with significant infant morbidity and mortality, and may influence later disease risk. One mechanism by which smoking (and other environmental factors) might have long-lasting effects is through epigenetic modifications such as DNA methylation. OBJECTIVES: We conducted an epigenome-wide association study (EWAS) investigating alterations in DNA methylation in infants exposed in utero to maternal tobacco smoke, using the Norway Facial Clefts Study. METHODS: The Illumina HumanMethylation450 BeadChip was used to assess DNA methylation in whole blood from 889 infants shortly after delivery. Of 889 mothers, 287 reported smoking-twice as many smokers as in any previous EWAS of maternal smoking. CpG sites related to maternal smoking during the first trimester were identified using robust linear regression. RESULTS: We identified 185 CpGs with altered methylation in infants of smokers at genome-wide significance (q-value < 0.05; mean Δß = ± 2%). These correspond to 110 gene regions, of which 7 have been previously reported and 10 are newly confirmed using publicly available results. Among these 10, the most noteworthy are FRMD4A, ATP9A, GALNT2, and MEG3, implicated in processes related to nicotine dependence, smoking cessation, and placental and embryonic development. CONCLUSIONS: Our study identified 10 genes with newly established links to maternal smoking. Further, we note differences between smoking-related methylation changes in newborns and adults, suggesting possible distinct effects of direct versus indirect tobacco smoke exposure as well as potential differences due to age. Further work would be needed to determine whether these small changes in DNA methylation are biologically or clinically relevant. The methylation changes identified in newborns may mediate the association between in utero maternal smoking exposure and later health outcomes.


Subject(s)
DNA Methylation/drug effects , Maternal Exposure/adverse effects , Prenatal Exposure Delayed Effects/epidemiology , Smoking/adverse effects , Adult , Cohort Studies , CpG Islands , Epigenesis, Genetic , Female , Genome-Wide Association Study , Humans , Infant, Newborn/blood , Male , Maternal Exposure/statistics & numerical data , Norway/epidemiology , Pregnancy , Pregnancy Trimester, First/drug effects , Prenatal Exposure Delayed Effects/chemically induced , Prenatal Exposure Delayed Effects/genetics , Smoking/epidemiology , Smoking/genetics
14.
BMC Med Genomics ; 7: 39, 2014 Jun 25.
Article in English | MEDLINE | ID: mdl-24962150

ABSTRACT

BACKGROUND: Chiari Type I Malformation (CMI) is characterized by herniation of the cerebellar tonsils through the foramen magnum at the base of the skull, resulting in significant neurologic morbidity. As CMI patients display a high degree of clinical variability and multiple mechanisms have been proposed for tonsillar herniation, it is hypothesized that this heterogeneous disorder is due to multiple genetic and environmental factors. The purpose of the present study was to gain a better understanding of what factors contribute to this heterogeneity by using an unsupervised statistical approach to define disease subtypes within a case-only pediatric population. METHODS: A collection of forty-four pediatric CMI patients were ascertained to identify disease subtypes using whole genome expression profiles generated from patient blood and dura mater tissue samples, and radiological data consisting of posterior fossa (PF) morphometrics. Sparse k-means clustering and an extension to accommodate multiple data sources were used to cluster patients into more homogeneous groups using biological and radiological data both individually and collectively. RESULTS: All clustering analyses resulted in the significant identification of patient classes, with the pure biological classes derived from patient blood and dura mater samples demonstrating the strongest evidence. Those patient classes were further characterized by identifying enriched biological pathways, as well as correlated cranial base morphological and clinical traits. CONCLUSIONS: Our results implicate several strong biological candidates warranting further investigation from the dura expression analysis and also identified a blood gene expression profile corresponding to a global down-regulation in protein synthesis.


Subject(s)
Arnold-Chiari Malformation/genetics , Gene Expression Profiling , Genome, Human/genetics , Skull/abnormalities , Child , Cluster Analysis , Female , Gene Expression Regulation , Humans , Magnetic Resonance Imaging , Male , Principal Component Analysis , Real-Time Polymerase Chain Reaction
15.
Ann Hum Genet ; 78(1): 1-12, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24359474

ABSTRACT

Chiari Type I Malformation (CMI) is characterized by herniation of the cerebellar tonsils through the base of the skull. Although cerebellar tonsillar herniation (CTH) is hypothesized to result from an underdeveloped posterior cranial fossa (PF), patients are frequently diagnosed by the extent of CTH without cranial morphometric assessment. We recently completed the largest CMI whole genome qualitative linkage screen to date. Despite an initial lack of statistical evidence, stratified analyses using clinical criteria to reduce heterogeneity resulted in a striking increase in evidence for linkage. The present study focused on the use of cranial base morphometrics to further dissect this heterogeneity and increase power to identify disease genes. We characterized the genetic contribution for a series of PF traits and evaluated the use of heritable, disease-relevant PF traits in ordered subset analysis (OSA). Consistent with a genetic hypothesis for CMI, much of the PF morphology was found to be heritable and multiple genomic regions were strongly implicated from OSA, including regions on Chromosomes 1 (LOD = 3.07, p = 3 × 10(-3) ) and 22 (LOD = 3.45, p = 6 × 10(-5) ) containing several candidates warranting further investigation. This study underscores the genetic heterogeneity of CMI and the utility of PF traits in CMI genetic studies.


Subject(s)
Arnold-Chiari Malformation/diagnosis , Arnold-Chiari Malformation/genetics , Cranial Fossa, Posterior/abnormalities , Endophenotypes , Quantitative Trait, Heritable , Adolescent , Adult , Child , Female , Genetic Linkage , Humans , Male , Middle Aged , Principal Component Analysis , Young Adult
16.
Hum Mol Genet ; 22(25): 5107-20, 2013 Dec 20.
Article in English | MEDLINE | ID: mdl-23912340

ABSTRACT

Smooth muscle cell (SMC) proliferation is a hallmark of vascular injury and disease. Global hypomethylation occurs during SMC proliferation in culture and in vivo during neointimal formation. Regardless of the programmed or stochastic nature of hypomethylation, identifying these changes is important in understanding vascular disease, as maintenance of a cells' epigenetic profile is essential for maintaining cellular phenotype. Global hypomethylation of proliferating aortic SMCs and concomitant decrease of DNMT1 expression were identified in culture during passage. An epigenome screen identified regions of the genome that were hypomethylated during proliferation and a region containing Collagen, type XV, alpha 1 (COL15A1) was selected by 'genomic convergence' for characterization. COL15A1 transcript and protein levels increased with passage-dependent decreases in DNA methylation and the transcript was sensitive to treatment with 5-Aza-2'-deoxycytidine, suggesting DNA methylation-mediated gene expression. Phenotypically, knockdown of COL15A1 increased SMC migration and decreased proliferation and Col15a1 expression was induced in an atherosclerotic lesion and localized to the atherosclerotic cap. A sequence variant in COL15A1 that is significantly associated with atherosclerosis (rs4142986, P = 0.017, OR = 1.434) was methylated and methylation of the risk allele correlated with decreased gene expression and increased atherosclerosis in human aorta. In summary, hypomethylation of COL15A1 occurs during SMC proliferation and the consequent increased gene expression may impact SMC phenotype and atherosclerosis formation. Hypomethylated genes, such as COL15A1, provide evidence for concomitant epigenetic regulation and genetic susceptibility, and define a class of causal targets that sit at the intersection of genetic and epigenetic predisposition in the etiology of complex disease.


Subject(s)
Atherosclerosis/genetics , Cellular Senescence/genetics , Collagen/genetics , Epigenesis, Genetic , Atherosclerosis/pathology , Cell Movement/genetics , Cell Proliferation , Cells, Cultured , DNA Methylation/genetics , Gene Expression Regulation , Humans , Myocytes, Smooth Muscle/cytology , Myocytes, Smooth Muscle/metabolism , Neointima/genetics
17.
PLoS One ; 8(4): e61521, 2013.
Article in English | MEDLINE | ID: mdl-23620759

ABSTRACT

Chiari Type I Malformation (CMI) is characterized by displacement of the cerebellar tonsils below the base of the skull, resulting in significant neurologic morbidity. Although multiple lines of evidence support a genetic contribution to disease, no genes have been identified. We therefore conducted the largest whole genome linkage screen to date using 367 individuals from 66 families with at least two individuals presenting with nonsyndromic CMI with or without syringomyelia. Initial findings across all 66 families showed minimal evidence for linkage due to suspected genetic heterogeneity. In order to improve power to localize susceptibility genes, stratified linkage analyses were performed using clinical criteria to differentiate families based on etiologic factors. Families were stratified on the presence or absence of clinical features associated with connective tissue disorders (CTDs) since CMI and CTDs frequently co-occur and it has been proposed that CMI patients with CTDs represent a distinct class of patients with a different underlying disease mechanism. Stratified linkage analyses resulted in a marked increase in evidence of linkage to multiple genomic regions consistent with reduced genetic heterogeneity. Of particular interest were two regions (Chr8, Max LOD = 3.04; Chr12, Max LOD = 2.09) identified within the subset of "CTD-negative" families, both of which harbor growth differentiation factors (GDF6, GDF3) implicated in the development of Klippel-Feil syndrome (KFS). Interestingly, roughly 3-5% of CMI patients are diagnosed with KFS. In order to investigate the possibility that CMI and KFS are allelic, GDF3 and GDF6 were sequenced leading to the identification of a previously known KFS missense mutation and potential regulatory variants in GDF6. This study has demonstrated the value of reducing genetic heterogeneity by clinical stratification implicating several convincing biological candidates and further supporting the hypothesis that multiple, distinct mechanisms are responsible for CMI.


Subject(s)
Arnold-Chiari Malformation/genetics , Genetic Association Studies , Genetic Linkage , Genetic Predisposition to Disease , Genome, Human/genetics , Klippel-Feil Syndrome/genetics , Chromosome Segregation/genetics , Female , Genotyping Techniques , Growth Differentiation Factor 3/genetics , Growth Differentiation Factor 6/genetics , Humans , Lod Score , Male , Molecular Sequence Data , Mutation, Missense/genetics , Pedigree , Sequence Analysis, DNA
18.
J Neurosurg Pediatr ; 9(4): 372-8, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22462700

ABSTRACT

OBJECT: Although Chiari Type I (CM-I) and Type 0 (CM-0) malformations have been previously characterized clinically and radiologically, there have been no studies focusing on the possible genetic link between these disorders. The goal of this study was to identify families in whom CM-0 and CM-I co-occurred and to further assess the similarities between these disorders. METHODS: Families were ascertained through a proband with CM-I. Detailed family histories were obtained to identify first-degree relatives diagnosed with CM-0. Several criteria were used to exclude individuals with acquired forms of CM-I and/or syringomyelia. Individuals were excluded with syndromic, traumatic, infectious, or tumor-related syringomyelia, as well as CM-I due to a supratentorial mass, hydrocephalus, history of cervical or cranial surgery unrelated to CM-I, or development of symptoms following placement of a lumbar shunt. Medical records and MR images were used to characterize CM-I and CM-0 individuals clinically and radiologically. RESULTS: Five families were identified in which the CM-I proband had a first-degree relative with CM-0. Further assessment of affected individuals showed similar clinical and radiological features between CM-0 and CM-I individuals, although CM-I patients in general had more severe symptoms and skull base abnormalities than their CM-0 relatives. Overall, both groups showed improvement in symptoms and/or syrinx size following craniocervical decompression surgery. CONCLUSIONS: There is accumulating evidence suggesting that CM-0 and CM-I may be caused by a common underlying developmental mechanism. The data in this study are consistent with this hypothesis, showing similar clinical and radiological features between CM-0 and CM-I individuals, as well as the occurrence of both disorders within families. Familial clustering of CM-0 and CM-I suggests that these disorders may share an underlying genetic basis, although additional epigenetic and/or environmental factors are likely to play an important role in the development of CM-0 versus CM-I.


Subject(s)
Arnold-Chiari Malformation/diagnosis , Arnold-Chiari Malformation/genetics , Syringomyelia/diagnosis , Syringomyelia/genetics , Arnold-Chiari Malformation/diagnostic imaging , Arnold-Chiari Malformation/physiopathology , Arnold-Chiari Malformation/surgery , Child , Cluster Analysis , Diagnosis, Differential , Encephalocele/diagnosis , Female , Humans , Magnetic Resonance Imaging , Male , Pedigree , Radiography , Syringomyelia/diagnostic imaging , Syringomyelia/physiopathology , Syringomyelia/surgery
19.
Am J Med Genet B Neuropsychiatr Genet ; 156(2): 145-57, 2011 Mar.
Article in English | MEDLINE | ID: mdl-21302343

ABSTRACT

Intelligence is a highly heritable trait for which it has proven difficult to identify the actual genes. In the past decade, five whole-genome linkage scans have suggested genomic regions important to human intelligence; however, so far none of the responsible genes or variants in those regions have been identified. Apart from these regions, a handful of candidate genes have been identified, although most of these are in need of replication. The recent growth in publicly available data sets that contain both whole genome association data and a wealth of phenotypic data, serves as an excellent resource for fine mapping and candidate gene replication. We used the publicly available data of 947 families participating in the International Multi-Centre ADHD Genetics (IMAGE) study to conduct an in silico fine mapping study of previously associated genomic locations, and to attempt replication of previously reported candidate genes for intelligence. Although this sample was ascertained for attention deficit/hyperactivity disorder (ADHD), intelligence quotient (IQ) scores were distributed normally. We tested 667 single nucleotide polymorphisms (SNPs) within 15 previously reported candidate genes for intelligence and 29451 SNPs in five genomic loci previously identified through whole genome linkage and association analyses. Significant SNPs were tested in four independent samples (4,357 subjects), one ascertained for ADHD, and three population-based samples. Associations between intelligence and SNPs in the ATXN1 and TRIM31 genes and in three genomic locations showed replicated association, but only in the samples ascertained for ADHD, suggesting that these genetic variants become particularly relevant to IQ on the background of a psychiatric disorder.


Subject(s)
Attention Deficit Disorder with Hyperactivity/genetics , Intelligence/genetics , Nerve Tissue Proteins/genetics , Nuclear Proteins/genetics , Ubiquitin-Protein Ligases/genetics , Ataxin-1 , Ataxins , Attention Deficit Disorder with Hyperactivity/psychology , Cohort Studies , Humans , Meta-Analysis as Topic , Nuclear Family , Phenotype , Polymorphism, Single Nucleotide , Tripartite Motif Proteins , White People/genetics , White People/statistics & numerical data
20.
Psychiatr Genet ; 20(2): 73-81, 2010 Apr.
Article in English | MEDLINE | ID: mdl-20032819

ABSTRACT

OBJECTIVE: A family was previously identified that cosegregates a pericentric inversion, inv(3)(p14 : q21), with an early-onset developmental condition, characterized by impulsive behavior and intellectual deficit. The inversion breakpoints lie within DOCK3 and SLC9A9 at the p-arm and q-arm, respectively. Based on this report, these genes were selected to be evaluated in a family-based attention-deficit/hyperactivity disorder (AD/HD) association study. METHODS: Conners' Parent (CPRS) and Teacher (CTRS) Rating Scales of AD/HD symptoms and Conners' Continuous Performance Test (CPT) measures were collected and a minimal number of tagging single-nucleotide polymorphisms (SNPs) in each gene were selected for analysis. Analyses were performed on families who met research criteria for AD/HD. Using the program, QTDT, each tagging SNP was tested for association with T-scores from the Diagnostic and Statistical Manual of Mental Disorders, fourth edition (DSM-IV) subscales according to the CTRS and CPRS, and five CPT measures. RESULTS: After adjusting for multiple testing, a SNP in the 3' UTR of SLC9A9, rs1046706, remained significantly associated (false discovery rate, q value <0.05) with scores on the DSM-IV hyperactive-impulsive and total symptom subscales according to the CTRS and errors of commission on the CPT. In addition, an intronic SLC9A9 SNP, rs2360867, remained significantly associated with errors of commission. CONCLUSION: Our results suggest that SLC9A9 may be related to hyperactive-impulsive symptoms in AD/HD and the disruption of SLC9A9 may be responsible for the behavioral phenotype observed in the inversion family. The association with SLC9A9 is particularly interesting as it was recently implicated in a genome-wide association study for AD/HD. Further investigation of the role of SLC9A9 in AD/HD and other behavioral disorders is warranted.


Subject(s)
Attention Deficit Disorder with Hyperactivity/genetics , Genetic Variation , Sodium-Hydrogen Exchangers/genetics , Adolescent , Attention Deficit Disorder with Hyperactivity/physiopathology , Child , Female , Genotype , Humans , Male
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