1
|
aScan: A Novel Method for the Study of Allele Specific Expression in Single Individuals. J Mol Biol 2021; 433:166829. [PMID: 33508309 DOI: 10.1016/j.jmb.2021.166829] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2020] [Revised: 01/08/2021] [Accepted: 01/09/2021] [Indexed: 02/06/2023]
Abstract
In diploid organisms, two copies of each allele are normally inherited from parents. Paternal and maternal alleles can be regulated and expressed unequally, which is referred to as allele-specific expression (ASE). In this work, we present aScan, a novel method for the identification of ASE from the analysis of matched individual genomic and RNA sequencing data. By performing extensive analyses of both real and simulated data, we demonstrate that aScan can correctly identify ASE with high accuracy and sensitivity in different experimental settings. Additionally, by applying our method to a small cohort of individuals that are not included in publicly available databases of human genetic variation, we outline the value of possible applications of ASE analysis in single individuals for deriving a more accurate annotation of "private" low-frequency genetic variants associated with regulatory effects on transcription. All in all, we believe that aScan will represent a beneficial addition to the set of bioinformatics tools for the analysis of ASE. Finally, while our method was initially conceived for the analysis of RNA-seq data, it can in principle be applied to any quantitative NGS assay for which matched genotypic and expression data are available. AVAILABILITY: aScan is currently available in the form of an open source standalone software package at: https://github.com/Federico77z/aScan/. aScan version 1.0.3, available at https://github.com/Federico77z/aScan/releases/tag/1.0.3, has been used for all the analyses included in this manuscript. A Docker image of the tool has also been made available at https://github.com/pmandreoli/aScanDocker.
Collapse
|
2
|
Mozaffari SV, DeCara JM, Shah SJ, Sidore C, Fiorillo E, Cucca F, Lang RM, Nicolae DL, Ober C. Parent-of-origin effects on quantitative phenotypes in a large Hutterite pedigree. Commun Biol 2019; 2:28. [PMID: 30675526 PMCID: PMC6338666 DOI: 10.1038/s42003-018-0267-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2018] [Accepted: 12/14/2018] [Indexed: 12/22/2022] Open
Abstract
The impact of the parental origin of associated alleles in GWAS has been largely ignored. Yet sequence variants could affect traits differently depending on whether they are inherited from the mother or the father, as in imprinted regions, where identical inherited DNA sequences can have different effects based on the parental origin. To explore parent-of-origin effects (POEs), we studied 21 quantitative phenotypes in a large Hutterite pedigree to identify variants with single parent (maternal-only or paternal-only) effects, and then variants with opposite parental effects. Here we show that POEs, which can be opposite in direction, are relatively common in humans, have potentially important clinical effects, and will be missed in traditional GWAS. We identified POEs with 11 phenotypes, most of which are risk factors for cardiovascular disease. Many of the loci identified are characteristic of imprinted regions and are associated with the expression of nearby genes.
Collapse
Affiliation(s)
- Sahar V. Mozaffari
- Department of Human Genetics, University of Chicago, Chicago, IL 60637 USA
- Committee on Genetics, Genomics, and Systems Biology, University of Chicago, Chicago, IL 60637 USA
| | - Jeanne M. DeCara
- Department of Medicine, University of Chicago, Chicago, IL 60637 USA
| | - Sanjiv J. Shah
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611 USA
| | - Carlo Sidore
- Istituto di Ricerca Genetica e Biomedica (IRGB), CNR, Monserrato, 09042 Italy
| | - Edoardo Fiorillo
- Istituto di Ricerca Genetica e Biomedica (IRGB), CNR, Monserrato, 09042 Italy
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica (IRGB), CNR, Monserrato, 09042 Italy
- Dipartimento di Scienze Biomediche, Universita di Sassari, Sassari, 07100 Italy
| | - Roberto M. Lang
- Department of Medicine, University of Chicago, Chicago, IL 60637 USA
| | - Dan L. Nicolae
- Department of Human Genetics, University of Chicago, Chicago, IL 60637 USA
- Committee on Genetics, Genomics, and Systems Biology, University of Chicago, Chicago, IL 60637 USA
- Department of Medicine, University of Chicago, Chicago, IL 60637 USA
- Department of Statistics, University of Chicago, Chicago, IL 60637 USA
| | - Carole Ober
- Department of Human Genetics, University of Chicago, Chicago, IL 60637 USA
- Committee on Genetics, Genomics, and Systems Biology, University of Chicago, Chicago, IL 60637 USA
| |
Collapse
|
3
|
Mozaffari SV, Stein MM, Magnaye KM, Nicolae DL, Ober C. Parent of origin gene expression in a founder population identifies two new candidate imprinted genes at known imprinted regions. PLoS One 2018; 13:e0203906. [PMID: 30204804 PMCID: PMC6133383 DOI: 10.1371/journal.pone.0203906] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2018] [Accepted: 08/29/2018] [Indexed: 11/18/2022] Open
Abstract
Genomic imprinting is the phenomena that leads to silencing of one copy of a gene inherited from a specific parent. Mutations in imprinted regions have been involved in diseases showing parent of origin effects. Identifying genes with evidence of parent of origin expression patterns in family studies allows the detection of more subtle imprinting. Here, we use allele specific expression in lymphoblastoid cell lines from 306 Hutterites related in a single pedigree to provide formal evidence for parent of origin effects. We take advantage of phased genotype data to assign parent of origin to RNA-seq reads in individuals with gene expression data. Our approach identified known imprinted genes, two putative novel imprinted genes, PXDC1 and PWAR6, and 14 genes with asymmetrical parent of origin gene expression. We used gene expression in peripheral blood leukocytes (PBL) to validate our findings, and then confirmed imprinting control regions (ICRs) using DNA methylation levels in the PBLs.
Collapse
Affiliation(s)
- Sahar V. Mozaffari
- Committee on Genetics, Genomics & Systems Biology, University of Chicago, Chicago, Illinois, United States of America
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
| | - Michelle M. Stein
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
| | - Kevin M. Magnaye
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
| | - Dan L. Nicolae
- Committee on Genetics, Genomics & Systems Biology, University of Chicago, Chicago, Illinois, United States of America
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
- Department of Statistics, University of Chicago, Chicago, Illinois, United States of America
| | - Carole Ober
- Committee on Genetics, Genomics & Systems Biology, University of Chicago, Chicago, Illinois, United States of America
- Department of Human Genetics, University of Chicago, Chicago, Illinois, United States of America
| |
Collapse
|
4
|
Hanna CW, Demond H, Kelsey G. Epigenetic regulation in development: is the mouse a good model for the human? Hum Reprod Update 2018; 24:556-576. [PMID: 29992283 PMCID: PMC6093373 DOI: 10.1093/humupd/dmy021] [Citation(s) in RCA: 80] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Revised: 05/20/2018] [Accepted: 06/05/2018] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Over the past few years, advances in molecular technologies have allowed unprecedented mapping of epigenetic modifications in gametes and during early embryonic development. This work is allowing a detailed genomic analysis, which for the first time can answer long-standing questions about epigenetic regulation and reprogramming, and highlights differences between mouse and human, the implications of which are only beginning to be explored. OBJECTIVE AND RATIONALE In this review, we summarise new low-cell molecular methods enabling the interrogation of epigenetic information in gametes and early embryos, the mechanistic insights these have provided, and contrast the findings in mouse and human. SEARCH METHODS Relevant studies were identified by PubMed search. OUTCOMES We discuss the levels of epigenetic regulation, from DNA modifications to chromatin organisation, during mouse gametogenesis, fertilisation and pre- and post-implantation development. The recently characterised features of the oocyte epigenome highlight its exceptionally unique regulatory landscape. The chromatin organisation and epigenetic landscape of both gametic genomes are rapidly reprogrammed after fertilisation. This extensive epigenetic remodelling is necessary for zygotic genome activation, but the mechanistic link remains unclear. While the vast majority of epigenetic information from the gametes is erased in pre-implantation development, new insights suggest that repressive histone modifications from the oocyte may mediate a novel mechanism of imprinting. To date, the characterisation of epigenetics in human development has been almost exclusively limited to DNA methylation profiling; these data reinforce that the global dynamics are conserved between mouse and human. However, as we look closer, it is becoming apparent that the mechanisms regulating these dynamics are distinct. These early findings emphasise the importance of investigations of fundamental epigenetic mechanisms in both mouse and humans. WIDER IMPLICATIONS Failures in epigenetic regulation have been implicated in human disease and infertility. With increasing maternal age and use of reproductive technologies in countries all over the world, it is becoming ever more important to understand the necessary processes required to establish a developmentally competent embryo. Furthermore, it is essential to evaluate the extent to which these epigenetic patterns are sensitive to such technologies and other adverse environmental exposures.
Collapse
Affiliation(s)
- Courtney W Hanna
- Epigenetics programme, Babraham Institute, Cambridge, UK
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK
| | - Hannah Demond
- Epigenetics programme, Babraham Institute, Cambridge, UK
| | - Gavin Kelsey
- Epigenetics programme, Babraham Institute, Cambridge, UK
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK
| |
Collapse
|
5
|
Nomura Y, John RM, Janssen AB, Davey C, Finik J, Buthmann J, Glover V, Lambertini L. Neurodevelopmental consequences in offspring of mothers with preeclampsia during pregnancy: underlying biological mechanism via imprinting genes. Arch Gynecol Obstet 2017; 295:1319-1329. [PMID: 28382413 PMCID: PMC6058691 DOI: 10.1007/s00404-017-4347-3] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2016] [Accepted: 03/07/2017] [Indexed: 11/29/2022]
Abstract
PURPOSE Preeclampsia is known to be a leading cause of mortality and morbidity among mothers and their infants. Approximately 3-8% of all pregnancies in the US are complicated by preeclampsia and another 5-7% by hypertensive symptoms. However, less is known about its long-term influence on infant neurobehavioral development. The current review attempts to demonstrate new evidence for imprinting gene dysregulation caused by hypertension, which may explain the link between maternal preeclampsia and neurocognitive dysregulation in offspring. METHOD Pub Med and Web of Science databases were searched using the terms "preeclampsia," "gestational hypertension," "imprinting genes," "imprinting dysregulation," and "epigenetic modification," in order to review the evidence demonstrating associations between preeclampsia and suboptimal child neurodevelopment, and suggest dysregulation of placental genomic imprinting as a potential underlying mechanism. RESULTS The high mortality and morbidity among mothers and fetuses due to preeclampsia is well known, but there is little research on the long-term biological consequences of preeclampsia and resulting hypoxia on the fetal/child neurodevelopment. In the past decade, accumulating evidence from studies that transcend disciplinary boundaries have begun to show that imprinted genes expressed in the placenta might hold clues for a link between preeclampsia and impaired cognitive neurodevelopment. A sudden onset of maternal hypertension detected by the placenta may result in misguided biological programming of the fetus via changes in the epigenome, resulting in suboptimal infant development. CONCLUSION Furthering our understanding of the molecular and cellular mechanisms through which neurodevelopmental trajectories of the fetus/infant are affected by preeclampsia and hypertension will represent an important first step toward preventing adverse neurodevelopment in infants.
Collapse
Affiliation(s)
- Yoko Nomura
- Department of Psychology, Queens College, the City University of New York, 65-30 Kissena Blvd, Flushing, NY, 11367, USA.
- Graduate Center, the City University of New York, Flushing, USA.
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA.
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, USA.
| | - Rosalind M John
- Cardiff School of Biosciences, Cardiff University, Cardiff, UK
| | | | - Charles Davey
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Jackie Finik
- Department of Psychology, Queens College, the City University of New York, 65-30 Kissena Blvd, Flushing, NY, 11367, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Jessica Buthmann
- Department of Psychology, Queens College, the City University of New York, 65-30 Kissena Blvd, Flushing, NY, 11367, USA
- Graduate Center, the City University of New York, Flushing, USA
| | | | - Luca Lambertini
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, USA
- Department of Obstetrics, Gynecology and Reproductive Science, Icahn School of Medicine at Mount Sinai, New York, USA
| |
Collapse
|
6
|
Garg P, Ludwig KU, Böhmer AC, Rubini M, Steegers-Theunissen R, Mossey PA, Mangold E, Sharp AJ. Genome-wide analysis of parent-of-origin effects in non-syndromic orofacial clefts. Eur J Hum Genet 2014; 22:822-30. [PMID: 24169523 PMCID: PMC4023210 DOI: 10.1038/ejhg.2013.235] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2012] [Revised: 09/02/2013] [Accepted: 09/04/2013] [Indexed: 02/04/2023] Open
Abstract
Parent-of-origin (PofO) effects, such as imprinting are a phenomenon where the effect of variants depends on parental origin. Conventional association studies assume that phenotypic effects are independent of parental origin, and are thus severely underpowered to detect such non-Mendelian effects. Risk of orofacial clefts is influenced by genetic and environmental effects, the latter including maternal-specific factors such as perinatal smoking and folate intake. To identify variants showing PofO effects in orofacial clefts we have used a modification of the family-based transmission disequilibrium test to screen for biased transmission from mothers and fathers to affected offspring, biased ratios of maternal versus paternal transmission, and biased frequencies of reciprocal classes of heterozygotes among offspring. We applied these methods to analyze published genome-wide single-nucleotide polymorphism (SNP) data from ∼2500 trios mainly of European and Asian ethnicity with non-syndromic orofacial clefts, followed by analysis of 64 candidate SNPs in a replication cohort of ∼1200 trios of European origin. In our combined analysis, we did not identify any SNPs achieving conventional genome-wide significance (P<5 × 10(-8)). However, we observed an overall excess of loci showing maternal versus paternal transmission bias (P=0.013), and identified two loci that showed nominally significant effects in the same direction in both the discovery and replication cohorts, raising the potential for PofO effects. These include a possible maternal-specific transmission bias associated with rs12543318 at 8q21.3, a locus identified in a recent meta-analysis of non-syndromic cleft (maternal-specific P=1.5 × 10(-7), paternal-specific P=0.17). Overall, we conclude from this analysis that there are subtle hints of PofO effects in orofacial clefting.
Collapse
Affiliation(s)
- Paras Garg
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, Hess Center for Science and Medicine, New York, NY, USA
| | - Kerstin U Ludwig
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany
- Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Anne C Böhmer
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany
- Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Michele Rubini
- Department of Experimental and Diagnostic Medicine, Medical Genetics Unit, University of Ferrara, Ferrara, Italy
| | - Regine Steegers-Theunissen
- Department of Obstetrics and Gynaecology, and Clinical Genetics, Erasmus Medical Center, University Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Peter A Mossey
- Orthodontic Unit, Dental Hospital and School, University of Dundee, Dundee, UK
| | | | - Andrew J Sharp
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, Hess Center for Science and Medicine, New York, NY, USA
| |
Collapse
|
7
|
Effect and mode of action of the Texel muscling QTL (TM-QTL) on carcass traits in purebred Texel lambs. Animal 2014; 8:1053-61. [PMID: 24804855 DOI: 10.1017/s1751731114001104] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
TM-QTL is a quantitative trait locus (QTL) on ovine chromosome 18 (OAR18) known to affect loin muscling in Texel sheep. Previous work suggested that its mode of inheritance is consistent with paternal polar overdominance, but this has yet to be formally demonstrated. This study used purebred Texel sheep segregating for TM-QTL to confirm its presence in the chromosomal region in which it was first reported and to determine its pattern of inheritance. To do so, this study used the first available data from a Texel flock, which included homozygote TM-QTL carriers (TM/TM; n=34) in addition to homozygote non-carriers (+/+; n=40 and, heterozygote TM-QTL-carriers inheriting TM-QTL from their sire (TM/+; n=53) or their dam (+/TM; n=17). Phenotypes included a wide range of loin muscling, carcass composition and tissue distribution traits. The presence of a QTL affecting ultrasound muscle depth on OAR18 was confirmed with a paternal QTL effect ranging from +0.54 to +2.82 mm UMD (s.e. 0.37 to 0.57 mm) across the sires segregating for TM-QTL. Loin muscle width, depth and area, loin muscle volume and dissected M. longissimus lumborum weight were significantly greater for TM/+ than +/+ lambs (+2.9% to +7.9%; P<0.05). There was significant evidence that the effect of TM-QTL on the various loin muscling traits measured was paternally polar overdominant (P<0.05). In contrast, there was an additive effect of TM-QTL on both live weight at 20 weeks and carcass weight; TM/TM animals were significantly (P<0.05) heavier than +/+ (+11.1% and +7.3%, respectively) and +/TM animals (+11.9% and +11.7%, respectively), with TM/+ intermediate. Weights of the leg, saddle and shoulder region (corrected for carcass weight) were similar in the genotypic groups. There was a tendency for lambs inheriting TM-QTL from their sire to be less fat with slightly more muscle than non-carriers. For example, carcass muscle weight measured by live animal CT-scanning was 2.8% higher in TM/TM than +/+ lambs (P<0.05), carcass muscle weight measured by carcass CT-scanning was 1.36% higher in TM/+ than +/+ lambs (P<0.05), and weight of fat trimmed from the carcass cuts was significantly lower for TM/+ than +/+ lambs (-11.2%; P<0.05). No negative effects of TM-QTL on carcass traits were found. Optimal commercial use of TM-QTL within the sheep industry would require some consideration, due to the apparently different mode of action of the two main effects of TM-QTL (on growth and muscling).
Collapse
|
8
|
Abstract
PURPOSE OF REVIEW Genomic imprinting is an epigenetically-driven phenomenon that responds to environmental stimuli to determine the fetal growth trajectory. This review aims at describing the transgenerational meaning of genomic imprinting while supporting the study of genomic imprinting in placenta for the determination of an important biomarker of chronic and developmental disorders in children as driven by the environment. RECENT FINDINGS Recent work has shown that genomic imprinting reaches beyond the basic significance of an epigenetic mark regulating gene expression. Genomic imprinting has been theorized as the main determinant of epigenetic inheritance. Concomitantly, new studies in the field of molecular epidemiology became available that tie the fetal growth trajectory to genomic imprinting in response to environmental stimuli, making of genomic imprinting the driving force of the fetal growth. When carried out in placenta, the effector of the intrauterine environment as conveyed by the maternal exposure to the general life environment, the study of genomic imprinting may reveal critical information on alterations of the fetal growth trajectory. SUMMARY The study of genomic imprinting profiles in placentas from birth cohorts of individuals exposed to different environmental stimuli can provide a new, much needed, tool for the elaboration of effective public health intervention plans for child health.
Collapse
|
9
|
Seo JH, Li Q, Fatima A, Eklund A, Szallasi Z, Polyak K, Richardson AL, Freedman ML. Deconvoluting complex tissues for expression quantitative trait locus-based analyses. Philos Trans R Soc Lond B Biol Sci 2013; 368:20120363. [PMID: 23650637 DOI: 10.1098/rstb.2012.0363] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Breast cancer genome-wide association studies have pinpointed dozens of variants associated with breast cancer pathogenesis. The majority of risk variants, however, are located outside of known protein-coding regions. Therefore, identifying which genes the risk variants are acting through presents an important challenge. Variants that are associated with mRNA transcript levels are referred to as expression quantitative trait loci (eQTLs). Many studies have demonstrated that eQTL-based strategies provide a direct way to connect a trait-associated locus with its candidate target gene. Performing eQTL-based analyses in human samples is complicated because of the heterogeneous nature of human tissue. We addressed this issue by devising a method to computationally infer the fraction of cell types in normal human breast tissues. We then applied this method to 13 known breast cancer risk loci, which we hypothesized were eQTLs. For each risk locus, we took all known transcripts within a 2 Mb interval and performed an eQTL analysis in 100 reduction mammoplasty cases. A total of 18 significant associations were discovered (eight in the epithelial compartment and 10 in the stromal compartment). This study highlights the ability to perform large-scale eQTL studies in heterogeneous tissues.
Collapse
Affiliation(s)
- Ji-Heui Seo
- Department of Medical Oncology, The Center for Functional Cancer Epigenetics, Dana Farber Cancer Institute, Boston, MA 02215, USA
| | | | | | | | | | | | | | | |
Collapse
|