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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.
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2
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Romero-Velarde E, Delgado-Franco D, GarcĂa-GutiĂ©rrez M, Gurrola-DĂaz C, Larrosa-Haro A, Montijo-Barrios E, Muskiet FAJ, Vargas-Guerrero B, Geurts J. The Importance of Lactose in the Human Diet: Outcomes of a Mexican Consensus Meeting. Nutrients 2019; 11:E2737. [PMID: 31718111 PMCID: PMC6893676 DOI: 10.3390/nu11112737] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 11/04/2019] [Accepted: 11/08/2019] [Indexed: 12/12/2022] Open
Abstract
Lactose is a unique component of breast milk, many infant formulas and dairy products, and is widely used in pharmaceutical products. In spite of that, its role in human nutrition or lactose intolerance is generally not well-understood. For that reason, a 2-day-long lactose consensus meeting with health care professionals was organized in Mexico to come to a set of statements for which consensus could be gathered. Topics ranging from lactase expression to potential health benefits of lactose were introduced by experts, and that was followed by a discussion on concept statements. Interestingly, lactose does not seem to induce a neurological reward response when consumed. Although lactose digestion is optimal, it supplies galactose for liver glycogen synthesis. In infants, it cannot be ignored that lactose-derived galactose is needed for the synthesis of glycosylated macromolecules. At least beyond infancy, the low glycemic index of lactose might be metabolically beneficial. When lactase expression decreases, lactose maldigestion may lead to lactose intolerance symptoms. In infancy, the temporary replacing of lactose by other carbohydrates is only justified in case of severe intolerance symptoms. In those who show an (epi)genetic decrease or absence of lactase expression, a certain amount (for adults mostly up to 12 g per portion) of lactose can still be consumed. In these cases, lactose shows beneficial intestinal-microbiota-shaping effects. Avoiding lactose-containing products may imply a lower intake of other important nutrients, such as calcium and vitamin B12 from dairy products, as well as an increased intake of less beneficial carbohydrates.
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Affiliation(s)
- Enrique Romero-Velarde
- Instituto de NutriciĂłn Humana, Universidad de Guadalajara and Hospital Civil de Guadalajara âDr. Juan I. Menchacaâ, 44340 Guadalajara, Jalisco, Mexico
| | - Dagoberto Delgado-Franco
- Neonatology Department. ABC Medical Center, 01120 Mexico City and Instituto TecnolĂłgico de Estudios Superiores de Monterrey, 64849 Monterrey, Mexico;
| | | | - Carmen Gurrola-DĂaz
- Departamento de BiologĂa Molecular y GenĂłmica. Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, 44340 Guadalajara, Jalisco, Mexico; (C.G.-D.); (B.V.-G.)
| | - Alfredo Larrosa-Haro
- Instituto de NutriciĂłn Humana, Universidad de Guadalajara, 44340 Guadalajara, Jalisco, Mexico;
| | - Ericka Montijo-Barrios
- Servicio de GastroenterologĂa. Instituto Nacional de PediatrĂa, 04530 Mexico City, Mexico;
| | - Frits A. J. Muskiet
- Laboratory Medicine, University Medical Center Groningen and University of Groningen, 9713 GZ Groningen, The Netherlands;
| | - Belinda Vargas-Guerrero
- Departamento de BiologĂa Molecular y GenĂłmica. Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, 44340 Guadalajara, Jalisco, Mexico; (C.G.-D.); (B.V.-G.)
| | - Jan Geurts
- FrieslandCampina, 3818 LEAmersfoort, The Netherlands;
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Gorenjak V, Aldasoro Arguinano AA, Dadé S, Stathopoulou MG, Vance DR, Masson C, Visvikis-Siest S. The polymorphism rs6918289 located in the downstream region of the TREM2 gene is associated with TNF-α levels and IMT-F. Sci Rep 2018; 8:7160. [PMID: 29740051 PMCID: PMC5940861 DOI: 10.1038/s41598-018-25553-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Accepted: 04/24/2018] [Indexed: 01/05/2023] Open
Abstract
Triggering receptor expressed on myeloid cells 2 (TREM2) is known for its anti-inflammatory properties during the immune response, and influences negatively on TNF-α expression levels. Genetic epidemiology studies have identified polymorphisms located in the TREM2 gene associated with neurodegenerative and chronic inflammatory diseases. TREM2 levels have been observed to affect plasma levels of TNF-α and plaque stability in symptomatic and asymptomatic patients with carotid stenosis. In this study, we investigated polymorphisms located in the TREM2 gene region and association with TNF-α levels and the intima media thickness of the femoral artery. The discovery population from the STANISLAS Family Study comprised of 809 individuals, whereas the replication population utilized an independent cohort of French origin (nâ=â916). Our results suggest that the minor allele (T) of SNP rs6918289 is positively associated with elevated plasma levels of TNF-α in discovery and replication populations (Pâ=â0.0026, SEâ=â0.04 and Pâ=â0.023, SEâ=â0.09, respectively), including femoral artery thickness in the discovery cohort (Pâ=â0.026, SEâ=â0.009). Results indicate that rs6918289 may be considered as a risk factor for inflammatory diseases and could be used in stratified medicine with patients diagnosed with chronic inflammatory-related conditions, such as atherosclerosis.
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Affiliation(s)
- Vesna Gorenjak
- Université de Lorraine, Inserm, IGE-PCV, F-54000, Nancy, France
| | | | - Sébastien Dadé
- Université de Lorraine, Inserm, IGE-PCV, F-54000, Nancy, France
| | | | - Dwaine R Vance
- Randox Laboratories Limited, Crumlin, Co. Antrim, Northern Ireland, United Kingdom
| | - Christine Masson
- Université de Lorraine, Inserm, IGE-PCV, F-54000, Nancy, France
| | - Sophie Visvikis-Siest
- Université de Lorraine, Inserm, IGE-PCV, F-54000, Nancy, France. .,Department of Internal Medicine and Geriatrics, CHU TechnopÎle Nancy-Brabois, Rue du Morvan, F-54511, Vandoeuvre-lÚs-Nancy, France.
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4
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Serebrova VN, Trifonova EA, Gabidulina TV, Bukharina IY, Agarkova TA, Evtushenko ID, Maksimova NR, Stepanov VA. Detection of novel genetic markers of susceptibility to preeclampsia based on an analysis of the regulatory genes in the placental tissue. Mol Biol 2016. [DOI: 10.1134/s0026893316050162] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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5
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Smedley D, Schubach M, Jacobsen J, Köhler S, Zemojtel T, Spielmann M, JÀger M, Hochheiser H, Washington N, McMurry J, Haendel M, Mungall C, Lewis S, Groza T, Valentini G, Robinson P. A Whole-Genome Analysis Framework for Effective Identification of Pathogenic Regulatory Variants in Mendelian Disease. Am J Hum Genet 2016; 99:595-606. [PMID: 27569544 DOI: 10.1016/j.ajhg.2016.07.005] [Citation(s) in RCA: 171] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Accepted: 07/01/2016] [Indexed: 12/17/2022] Open
Abstract
The interpretation of non-coding variants still constitutes a major challenge in the application of whole-genome sequencing in Mendelian disease, especially for single-nucleotide and other small non-coding variants. Here we present Genomiser, an analysis framework that is able not only to score the relevance of variation in the non-coding genome, but also to associate regulatory variants to specific Mendelian diseases. Genomiser scores variants through either existing methods such as CADD or a bespoke machine learning method and combines these with allele frequency, regulatory sequences, chromosomal topological domains, and phenotypic relevance to discover variants associated to specific Mendelian disorders. Overall, Genomiser is able to identify causal regulatory variants as the top candidate in 77% of simulated whole genomes, allowing effective detection and discovery of regulatory variants in Mendelian disease.
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House IG, Thia K, Brennan AJ, Tothill R, Dobrovic A, Yeh WZ, Saffery R, Chatterton Z, Trapani JA, Voskoboinik I. Heterozygosity for the common perforin mutation, p.A91V, impairs the cytotoxicity of primary natural killer cells from healthy individuals. Immunol Cell Biol 2015; 93:575-80. [DOI: 10.1038/icb.2015.1] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2014] [Revised: 12/19/2014] [Accepted: 12/21/2014] [Indexed: 02/07/2023]
Affiliation(s)
- Imran G House
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
- Sir Peter MacCallum Department of Oncology Parkville Victoria Australia
- Department of Pathology, University of Melbourne Parkville Victoria Australia
| | - Kevin Thia
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
| | - Amelia J Brennan
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
| | - Richard Tothill
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
- Department of Pathology, University of Melbourne Parkville Victoria Australia
| | - Alexander Dobrovic
- Ludwig Institute for Cancer Research, Olivia NewtonâJohn Cancer and Wellness Centre Heidelberg (Melbourne) Victoria Australia
| | - Wei Z Yeh
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
| | - Richard Saffery
- Murdoch Children's Research Institute; Department of Paediatrics; The University of Melbourne; Royal Children's Hospital Melbourne Victoria Australia
| | - Zac Chatterton
- Murdoch Children's Research Institute; Department of Paediatrics; The University of Melbourne; Royal Children's Hospital Melbourne Victoria Australia
| | - Joseph A Trapani
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
- Sir Peter MacCallum Department of Oncology Parkville Victoria Australia
- Department of Pathology, University of Melbourne Parkville Victoria Australia
- Department of Immunology and Microbiology Parkville Victoria Australia
| | - Ilia Voskoboinik
- Cancer Immunology Program, Peter MacCallum Cancer Centre East Melbourne Victoria Australia
- Sir Peter MacCallum Department of Oncology Parkville Victoria Australia
- Department of Pathology, University of Melbourne Parkville Victoria Australia
- Department of Genetics, University of Melbourne Parkville Victoria Australia
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Evolutionary genetic bases of longevity and senescence. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2015; 847:1-44. [PMID: 25916584 DOI: 10.1007/978-1-4939-2404-2_1] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Senescence, as a time-dependent developmental process, affects all organisms at every stage in their development and growth. During this process, genetic, epigenetic and environmental factors are known to introduce a wide range of variation for longevity among individuals. As an important life-history trait, longevity shows ontogenetic relationships with other complex traits, and hence may be viewed as a composite trait. Factors that influence the origin and maintenance of diversity of life are ultimately governed by Darwinian processes. Here we review evolutionary genetic mechanisms underlying longevity and senescence in humans from a life-history and genotype-epigenetic-phenotype (G-E-P) map prospective. We suggest that synergistic and cascading effects of cis-ruptive mechanisms in the genome, and epigenetic disruptive processes in relation to environmental factors may lead to sequential slippage in the G-E-P space. These mechanisms accompany age, stage and individual specific senescent processes, influenced by positive pleiotropy of certain genes, superior genome integrity, negative-frequency dependent selection and other factors that universally regulate rarity in nature. Finally we interpret life span as an inherent property of self-organizing systems that, accordingly, maintain species-specific limits for the entire complex of fitness traits. We conclude that Darwinian approaches provide unique opportunities to discover the biological bases of longevity as well as devise individual specific medical or other interventions toward improving health span.
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MartĂnez-Nava GA, Torres-Poveda K, Lagunas-MartĂnez A, Bahena-RomĂĄn M, Zurita-DĂaz MA, OrtĂz-Flores E, GarcĂa-CarrancĂĄ A, Madrid-Marina V, Burguete-GarcĂa AI. Cervical cancer-associated promoter polymorphism affects akna expression levels. Genes Immun 2014; 16:43-53. [PMID: 25373726 DOI: 10.1038/gene.2014.60] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2014] [Revised: 09/02/2014] [Accepted: 09/24/2014] [Indexed: 12/17/2022]
Abstract
Cervical cancer (CC) is responsible for >260,000 deaths worldwide each year. Efforts are being focused on identifying genetic susceptibility factors, especially in genes related to the immune response. Akna has been proposed to be one of them, but data regarding its functional role in the disease is scarce. Supporting the notion of akna as a CC susceptibility gene, we found two polymorphisms associated with squamous intraepithelial lesion (SIL) and CC; moreover, we identified an association between high akna expression levels and CC and SIL, but its direction differs in each disease stage. To show the potential existence of a cis-acting polymorphism, we assessed akna allelic expression imbalance for the alleles of the -1372C>A polymorphism. We found that, regardless of the study group, the number of transcripts derived from the A allele was significantly higher than those from the C allele. Our results support the hypothesis that akna is a CC susceptibility genetic factor and suggest that akna transcriptional regulation has a role in the disease. We anticipate our study to be a starting point for in vitro evaluation of akna transcriptional regulation and for the identification of transcription factors and cis-elements regulating AKNA function that are involved in carcinogenesis.
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Affiliation(s)
- G A MartĂnez-Nava
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - K Torres-Poveda
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - A Lagunas-MartĂnez
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - M Bahena-RomĂĄn
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - M A Zurita-DĂaz
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - E OrtĂz-Flores
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - A GarcĂa-CarrancĂĄ
- Unidad de InvestigaciĂłn BiomĂ©dica en CĂĄncer, Instituto de Investigaciones BiomĂ©dicas, Universidad Nacional AutĂłnoma de MĂ©xico and Instituto Nacional de CancerologĂa, SecretarĂa de Salud, Distrito Federal, Mexico
| | - V Madrid-Marina
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
| | - A I Burguete-GarcĂa
- 193;rea de Infecciones CrĂłnicas y CĂĄncer, Centro de InvestigaciĂłn sobre Enfermedades Infecciosas, Instituto Nacional de Salud PĂșblica, Cuernavaca, Mexico
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9
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Parikh I, Medway C, Younkin S, Fardo DW, Estus S. An intronic PICALM polymorphism, rs588076, is associated with allelic expression of a PICALM isoform. Mol Neurodegener 2014; 9:32. [PMID: 25169757 PMCID: PMC4150683 DOI: 10.1186/1750-1326-9-32] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2014] [Accepted: 08/21/2014] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Although genome wide studies have associated single nucleotide polymorphisms (SNP)s near PICALM with Alzheimer's disease (AD), the mechanism underlying this association is unclear. PICALM is involved in clathrin-mediated endocytosis and modulates AĂ clearance in vitro. Comparing allelic expression provides the means to detect cis-acting regulatory polymorphisms. Thus, we evaluated whether PICALM showed allele expression imbalance (AEI) and whether this imbalance was associated with the AD-associated polymorphism, rs3851179. RESULTS We measured PICALM allelic expression in 42 human brain samples by using next-generation sequencing. Overall, PICALM demonstrated equal allelic expression with no detectable influence by rs3851179. A single sample demonstrated robust global PICALM allelic expression imbalance (AEI), i.e., each of the measured isoforms showed AEI. Moreover, the PICALM isoform lacking exons 18 and 19 (D18-19 PICALM) showed significant AEI in a subset of individuals. Sequencing these individuals and subsequent genotyping revealed that rs588076, located in PICALM intron 17, was robustly associated with this imbalance in D18-19 PICALM allelic expression (pâ=â9.54 x 10-5). This polymorphism has been associated previously with systolic blood pressure response to calcium channel blocking agents. To evaluate whether this polymorphism was associated with AD, we genotyped 3269 individuals and found that rs588076 was modestly associated with AD. However, when both the primary AD SNP rs3851179 was added to the logistic regression model, only rs3851179 was significantly associated with AD. CONCLUSIONS PICALM expression shows no evidence of AEI associated with rs3851179. Robust global AEI was detected in one sample, suggesting the existence of a rare SNP that strongly modulates PICALM expression. AEI was detected for the D18-19 PICALM isoform, and rs588076 was associated with this AEI pattern. Conditional on rs3851179, rs588076 was not associated with AD risk, suggesting that D18-19 PICALM is not critical in AD. In summary, this analysis of PICALM allelic expression provides novel insights into the genetics of PICALM expression and AD risk.
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Affiliation(s)
| | | | | | | | - Steven Estus
- Departments of Physiology, Sanders-Brown Center on Aging, University of Kentucky, 800 S, Limestone St,, Lexington, KY 40536, USA.
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Szilagyi A, Leighton H, Burstein B, Xue X. Latitude, sunshine, and human lactase phenotype distributions may contribute to geographic patterns of modern disease: the inflammatory bowel disease model. Clin Epidemiol 2014; 6:183-98. [PMID: 24971037 PMCID: PMC4070862 DOI: 10.2147/clep.s59838] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Countries with high lactase nonpersistence (LNP) or low lactase persistence (LP) populations have lower rates of some "western" diseases, mimicking the effects of sunshine and latitude. Inflammatory bowel disease (IBD), ie, Crohn's disease and ulcerative colitis, is putatively also influenced by sunshine. Recent availability of worldwide IBD rates and lactase distributions allows more extensive comparisons. The aim of this study was to evaluate the extent to which modern day lactase distributions interact with latitude, sunshine exposure, and IBD rates. National IBD rates, national distributions of LP/LNP, and population-weighted average national annual ultraviolet B exposure were obtained, estimated, or calculated from the literature. Negative binomial analysis was used to assess the relationship between the three parameters and IBD rates. Analyses for 55 countries were grouped in three geographic domains, ie, global, Europe, and non-Europe. In Europe, both latitude and ultraviolet B exposure correlate well with LP/LNP and IBD. In non-Europe, latitude and ultraviolet B exposure correlate weakly with LP/LNP, but the latter retains a more robust correlation with IBD. In univariate analysis, latitude, ultraviolet B exposure, and LP/LNP all had significant relationships with IBD. Multivariate analysis showed that lactase distributions provided the best model of fit for IBD. The model of IBD reveals the evolutionary effects of the human lactase divide, and suggests that latitude, ultraviolet B exposure, and LP/LNP mimic each other because LP/LNP follows latitudinal directions toward the equator. However, on a large scale, lactase patterns also follow lateral polarity. The effects of LP/LNP in disease are likely to involve complex interactions.
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Affiliation(s)
- Andrew Szilagyi
- Division of Gastroenterology, Department of Medicine, Jewish General Hospital,
McGill University, Montreal, QC, Canada
| | - Henry Leighton
- Department of Atmospheric and Oceanic Sciences, McGill University, Montreal, QC,
Canada
| | - Barry Burstein
- Department of Medicine, Jewish General Hospital, McGill University, Montreal, QC,
Canada
| | - Xiaoqing Xue
- Department of Emergency Medicine, Jewish General Hospital, McGill University,
Montreal, QC, Canada
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11
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Schramm K, Marzi C, Schurmann C, Carstensen M, Reinmaa E, Biffar R, Eckstein G, Gieger C, Grabe HJ, Homuth G, KastenmĂŒller G, MĂ€gi R, Metspalu A, Mihailov E, Peters A, Petersmann A, Roden M, Strauch K, Suhre K, Teumer A, Völker U, Völzke H, Wang-Sattler R, Waldenberger M, Meitinger T, Illig T, Herder C, Grallert H, Prokisch H. Mapping the genetic architecture of gene regulation in whole blood. PLoS One 2014; 9:e93844. [PMID: 24740359 PMCID: PMC3989189 DOI: 10.1371/journal.pone.0093844] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2013] [Accepted: 03/07/2014] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND We aimed to assess whether whole blood expression quantitative trait loci (eQTLs) with effects in cis and trans are robust and can be used to identify regulatory pathways affecting disease susceptibility. MATERIALS AND METHODS We performed whole-genome eQTL analyses in 890 participants of the KORA F4 study and in two independent replication samples (SHIP-TREND, Nâ=â976 and EGCUT, Nâ=â842) using linear regression models and Bonferroni correction. RESULTS In the KORA F4 study, 4,116 cis-eQTLs (defined as SNP-probe pairs where the SNP is located within a 500 kb window around the transcription unit) and 94 trans-eQTLs reached genome-wide significance and overall 91% (92% of cis-, 84% of trans-eQTLs) were confirmed in at least one of the two replication studies. Different study designs including distinct laboratory reagents (PAXgeneâą vs. Tempusâą tubes) did not affect reproducibility (separate overall replication overlap: 78% and 82%). Immune response pathways were enriched in cis- and trans-eQTLs and significant cis-eQTLs were partly coexistent in other tissues (cross-tissue similarity 40-70%). Furthermore, four chromosomal regions displayed simultaneous impact on multiple gene expression levels in trans, and 746 eQTL-SNPs have been previously reported to have clinical relevance. We demonstrated cross-associations between eQTL-SNPs, gene expression levels in trans, and clinical phenotypes as well as a link between eQTLs and human metabolic traits via modification of gene regulation in cis. CONCLUSIONS Our data suggest that whole blood is a robust tissue for eQTL analysis and may be used both for biomarker studies and to enhance our understanding of molecular mechanisms underlying gene-disease associations.
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Affiliation(s)
- Katharina Schramm
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, MĂŒnchen, Germany
| | - Carola Marzi
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Claudia Schurmann
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Maren Carstensen
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University DĂŒsseldorf, DĂŒsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), partner site DĂŒsseldorf, Germany
| | - Eva Reinmaa
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Reiner Biffar
- Department of Prosthetic Dentistry, Gerostomatology and Dental Materials, University Medicine Greifswald, Greifswald, Germany
| | - Gertrud Eckstein
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Hans-Jörgen Grabe
- Department of Psychiatry and Psychotherapy, Helios Hospital Stralsund, University Medicine of Greifswald, Greifswald, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Gabriele KastenmĂŒller
- Institute of Bioinformatics and Systems Biology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Reedik MĂ€gi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Andres Metspalu
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Evelin Mihailov
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Estonian Biocentre, Tartu, Estonia
| | - Annette Peters
- Institute of Human Genetics, Technical University Munich, MĂŒnchen, Germany
| | - Astrid Petersmann
- Institute of Clinical Chemistry and Laboratory Medicine, Greifswald, Germany
| | - Michael Roden
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University DĂŒsseldorf, DĂŒsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), partner site DĂŒsseldorf, Germany
- Division of Endocrinology and Diabetology, University Hospital DĂŒsseldorf, DĂŒsseldorf, Germany
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Ludwig-Maximilians-UniversitÀt Munich, Neuherberg, Germany
| | - Karsten Suhre
- Institute of Bioinformatics and Systems Biology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Department of Physiology and Biophysics, Weill Cornell Medical College in Qatar, Education City, Qatar Foundation, Doha, Qatar
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Rui Wang-Sattler
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, MĂŒnchen, Germany
- Munich Heart Alliance, MĂŒnchen, Germany
| | - Thomas Illig
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University DĂŒsseldorf, DĂŒsseldorf, Germany
- German Center for Diabetes Research (DZD e.V.), partner site DĂŒsseldorf, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | - Holger Prokisch
- Institute of Human Genetics, Helmholtz Center Munich, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, MĂŒnchen, Germany
- * E-mail:
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12
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Jones BL, Raga TO, Liebert A, Zmarz P, Bekele E, Danielsen ET, Olsen AK, Bradman N, Troelsen JT, Swallow DM. Diversity of lactase persistence alleles in Ethiopia: signature of a soft selective sweep. Am J Hum Genet 2013; 93:538-44. [PMID: 23993196 DOI: 10.1016/j.ajhg.2013.07.008] [Citation(s) in RCA: 72] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2013] [Revised: 06/07/2013] [Accepted: 07/02/2013] [Indexed: 11/29/2022] Open
Abstract
The persistent expression of lactase into adulthood in humans is a recent genetic adaptation that allows the consumption of milk from other mammals after weaning. In Europe, a single allele (-13910(â)T, rs4988235) in an upstream region that acts as an enhancer to the expression of the lactase gene LCT is responsible for lactase persistence and appears to have been under strong directional selection in the last 5,000 years, evidenced by the widespread occurrence of this allele on an extended haplotype. In Africa and the Middle East, the situation is more complicated and at least three other alleles (-13907(â)G, rs41525747; -13915(â)G, rs41380347; -14010(â)C, rs145946881) in the same LCT enhancer region can cause continued lactase expression. Here we examine the LCT enhancer sequence in a large lactose-tolerance-tested Ethiopian cohort of more than 350 individuals. We show that a further SNP, -14009T>G (ss 820486563), is significantly associated with lactose-digester status, and in vitro functional tests confirm that the -14009(â)G allele also increases expression of an LCT promoter construct. The derived alleles in the LCT enhancer region are spread through several ethnic groups, and we report a greater genetic diversity in lactose digesters than in nondigesters. By examining flanking markers to control for the effects of mutation and demography, we further describe, from empirical evidence, the signature of a soft selective sweep.
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Affiliation(s)
- Bryony L Jones
- Research Department of Genetics Evolution and Environment, University College London, Darwin Building, London, UK
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13
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Denson LA. Linking genetic variation to phenotype: eQTL analysis of normal human ileum. Gastroenterology 2013; 144:1339-41. [PMID: 23623963 DOI: 10.1053/j.gastro.2013.04.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
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14
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Elding H, Lau W, Swallow D, Maniatis N. Refinement in localization and identification of gene regions associated with Crohn disease. Am J Hum Genet 2013; 92:107-13. [PMID: 23246291 PMCID: PMC3542460 DOI: 10.1016/j.ajhg.2012.11.004] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2012] [Revised: 08/03/2012] [Accepted: 11/05/2012] [Indexed: 12/13/2022] Open
Abstract
The risk of Crohn disease (CD) has a large genetic component. A recent meta-analysis of 6 genome-wide association studies reported 71 chromosomal intervals but does not account for all of the known genetic contribution. Here, we refine localization of the previously reported intervals and also identify additional CD susceptibility genes using a mapping approach that localizes causal variants based on genetic maps in linkage disequilibrium units (LDU maps). Using 2 of the 6 cohorts, 66 of the 71 previously reported loci are confirmed and more precise location estimates for these intervals are given. We identify 78 additional gene regions that pass genome-wide significance, providing strong evidence for 144 genes. Additionally, 56 nominally significant signals, but with more stringent and precise colocalization, are identified. In total, we provide evidence for 200 gene regions confirming that CD is truly multifactorial and complex in nature. Many identified genes have functions that are compatible with involvement in immune/inflammatory processes and seem to have a large effect in individuals with extra ileal as well as ileal inflammation. The precise locations and the evidence that some genes reflect phenotypic subgroups will help identify functional variants and will lead to greater insight of CD etiology.
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Affiliation(s)
- Heather Elding
- Research Department of Genetics Evolution & Environment, University College London, Gower Street, London WC1E 6BT, UK
| | - Winston Lau
- Research Department of Genetics Evolution & Environment, University College London, Gower Street, London WC1E 6BT, UK
| | - Dallas M. Swallow
- Research Department of Genetics Evolution & Environment, University College London, Gower Street, London WC1E 6BT, UK
| | - Nikolas Maniatis
- Research Department of Genetics Evolution & Environment, University College London, Gower Street, London WC1E 6BT, UK
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