RESUMO
Biomarkers for early detection of breast cancer may complement population screening approaches to enable earlier and more precise treatment. The blood proteome is an important source for biomarker discovery but so far, few proteins have been identified with breast cancer risk. Here, we measure 2929 unique proteins in plasma from 598 women selected from the Karolinska Mammography Project to explore the association between protein levels, clinical characteristics, and gene variants, and to identify proteins with a causal role in breast cancer. We present 812 cis-acting protein quantitative trait loci for 737 proteins which are used as instruments in Mendelian randomisation analyses of breast cancer risk. Of those, we present five proteins (CD160, DNPH1, LAYN, LRRC37A2 and TLR1) that show a potential causal role in breast cancer risk with confirmatory results in independent cohorts. Our study suggests that these proteins should be further explored as biomarkers and potential drug targets in breast cancer.
Assuntos
Neoplasias da Mama , Humanos , Feminino , Neoplasias da Mama/diagnóstico , Neoplasias da Mama/genética , Biomarcadores , Mamografia , Fenótipo , Proteínas Sanguíneas/genética , Análise da Randomização Mendeliana/métodos , Estudo de Associação Genômica Ampla , Polimorfismo de Nucleotídeo Único , Lectinas Tipo C/genéticaRESUMO
How and when the microbiome modulates host adaptation remains an evolutionary puzzle, despite evidence that the extended genetic repertoire of the microbiome can shape host phenotypes and fitness. One complicating factor is that the microbiome is often transmitted imperfectly across host generations, leading to questions about the degree to which the microbiome contributes to host adaptation. Here, using an evolutionary model, we demonstrate that decreasing vertical transmission fidelity can increase microbiome variation, and thus phenotypic variation, across hosts. When the most beneficial microbial genotypes change unpredictably from one generation to the next (for example, in variable environments), hosts can maximize fitness by increasing the microbiome variation among offspring, as this improves the chance of there being an offspring with the right microbial combination for the next generation. Imperfect vertical transmission can therefore be adaptive in varying environments. We characterize how selection on vertical transmission is shaped by environmental conditions, microbiome changes during host development and the contribution of other factors to trait variation. We illustrate how environmentally dependent microbial effects can favour intermediate transmission and set our results in the context of examples from natural systems. We also suggest research avenues to empirically test our predictions. Our model provides a basis to understand the evolutionary pathways that potentially led to the wide diversity of microbe transmission patterns found in nature.
Assuntos
Microbiota , Evolução Biológica , Microbiota/genética , Fenótipo , Seleção GenéticaRESUMO
The microbiome shapes many host traits, yet the biology of microbiomes challenges traditional evolutionary models. Here, we illustrate how integrating the microbiome into quantitative genetics can help untangle complexities of host-microbiome evolution. We describe two general ways in which the microbiome may affect host evolutionary potential: by shifting the mean host phenotype and by changing the variance in host phenotype in the population. We synthesize the literature across diverse taxa and discuss how these scenarios could shape the host response to selection. We conclude by outlining key avenues of research to improve our understanding of the complex interplay between hosts and microbiomes.
Assuntos
Evolução Biológica , Interações entre Hospedeiro e Microrganismos , Microbiota , Animais , HumanosRESUMO
A plausible explanation for statistical epistasis revealed in genome wide association analyses is the presence of high order linkage disequilibrium (LD) between the genotyped markers tested for interactions and unobserved functional polymorphisms. Based on findings in experimental data, it has been suggested that high order LD might be a common explanation for statistical epistasis inferred between local polymorphisms in the same genomic region. Here, we empirically evaluate how prevalent high order LD is between local, as well as distal, polymorphisms in the genome. This could provide insights into whether we should account for this when interpreting results from genome wide scans for statistical epistasis. An extensive and strong genome wide high order LD was revealed between pairs of markers on the high density 250k SNP-chip and individual markers revealed by whole genome sequencing in the Arabidopsis thaliana 1001-genomes collection. The high order LD was found to be more prevalent in smaller populations, but present also in samples including several hundred individuals. An empirical example illustrates that high order LD might be an even greater challenge in cases when the genetic architecture is more complex than the common assumption of bi-allelic loci. The example shows how significant statistical epistasis is detected for a pair of markers in high order LD with a complex multi allelic locus. Overall, our study illustrates the importance of considering also other explanations than functional genetic interactions when genome wide statistical epistasis is detected, in particular when the results are obtained in small populations of inbred individuals.
Assuntos
Epistasia Genética , Desequilíbrio de Ligação , Alelos , Arabidopsis/genética , Estudos de Associação Genética , Marcadores Genéticos , Genoma de Planta , Estudo de Associação Genômica Ampla , Genótipo , Humanos , Modelos Genéticos , Polimorfismo de Nucleotídeo Único , Locos de Características Quantitativas , Característica Quantitativa HerdávelRESUMO
BACKGROUND: Twelve weeks of the pangenotypic direct-acting antiviral (DAA) combination sofosbuvir/velpatasvir (SOF/VEL) was highly efficient in patients with hepatitis C virus (HCV) genotype 3 (GT3) infection in the ASTRAL-3 approval study. However, presence of resistance-associated substitutions (RASs) in the HCV nonstructural protein 5A (NS5A) was associated with lower treatment response. AIM: To assess the efficacy and safety of SOF/VEL ± ribavirin (RBV) and the impact of NS5A RASs and RBV use on treatment outcome in HCV GT3 infection in a real-world setting. METHODS: In this multicentre cohort study, GT3 patients from ten treatment centres across Germany were included. Sustained virological response was assessed 12 weeks after end-of-treatment (SVR12) in modified intention-to-treat (mITT) and per-protocol analysis (PP). NS5A RASs were tested by population-based sequencing. RESULTS: A total of 293 GT3 patients were included. The median age was 48 years, 70% were male, 25.3% were cirrhotic, 9.2% were HCV/HIV co-infected and 21.8% were treatment-experienced, including 4.1% with DAA experience. Baseline NS5A RASs (Y93H, A30K, L31M) were detected in 11.2%. RBV was added in 5% of noncirrhotic and 58.9% of cirrhotic patients, respectively. SVR12 rates for SOF/VEL±RBV were 95.9% (mITT) and 99.5% (PP), respectively. Only 1 virological relapse occurred in a cirrhotic patient previously treated with SOF/RBV. No treatment-related major adverse events occurred. CONCLUSION: Twelve weeks of SOL/VEL±RBV was safe and highly efficient in HCV GT3 across a diverse patient population. Baseline NS5A RASs were rarely observed and presence did not seem to impact SVR, regardless of the use of RBV.
Assuntos
Carbamatos/administração & dosagem , Farmacorresistência Viral , Hepatite C/tratamento farmacológico , Compostos Heterocíclicos de 4 ou mais Anéis/administração & dosagem , Sofosbuvir/administração & dosagem , Adolescente , Adulto , Idoso , Antivirais/administração & dosagem , Estudos de Coortes , Farmacorresistência Viral/efeitos dos fármacos , Farmacorresistência Viral/genética , Substituição de Medicamentos/métodos , Quimioterapia Combinada , Feminino , Genótipo , Alemanha/epidemiologia , Hepacivirus/genética , Hepatite C/epidemiologia , Hepatite C/genética , Hepatite C/virologia , Humanos , Cirrose Hepática/tratamento farmacológico , Cirrose Hepática/epidemiologia , Cirrose Hepática/virologia , Masculino , Pessoa de Meia-Idade , Resposta Viral Sustentada , Resultado do Tratamento , Proteínas não Estruturais Virais/genética , Adulto JovemRESUMO
Epistasis and genetic variance heterogeneity are two non-additive genetic inheritance patterns that are often, but not always, related. Here we use theoretical examples and empirical results from earlier analyses of experimental data to illustrate the connection between the two. This includes an introduction to the relationship between epistatic gene action, statistical epistasis, and genetic variance heterogeneity, and a brief discussion about how genetic processes other than epistasis can also give rise to genetic variance heterogeneity.
Assuntos
Epistasia Genética/genética , Variação Genética/genética , Plantas/genética , Padrões de Herança , Modelos GenéticosRESUMO
Experiments in model organisms report abundant genetic interactions underlying biologically important traits, whereas quantitative genetics theory predicts, and data support, the notion that most genetic variance in populations is additive. Here we describe networks of capacitating genetic interactions that contribute to quantitative trait variation in a large yeast intercross population. The additive variance explained by individual loci in a network is highly dependent on the allele frequencies of the interacting loci. Modeling of phenotypes for multilocus genotype classes in the epistatic networks is often improved by accounting for the interactions. We discuss the implications of these results for attempts to dissect genetic architectures and to predict individual phenotypes and long-term responses to selection.
Assuntos
Locos de Características Quantitativas/genética , Leveduras/genética , Epistasia Genética/genética , Frequência do Gene/genética , Variação Genética/genética , Genótipo , Modelos Genéticos , Fenótipo , Seleção Genética/genéticaRESUMO
An increased knowledge of the genetic regulation of expression in Arabidopsis thaliana is likely to provide important insights about the basis of the plant's extensive phenotypic variation. Here, we reanalyzed two publicly available datasets with genome-wide data on genetic and transcript variation in large collections of natural A. thaliana accessions. Transcripts from more than half of all genes were detected in the leaves of all accessions, and from nearly all annotated genes in at least one accession. Thousands of genes had high transcript levels in some accessions, but no transcripts at all in others, and this pattern was correlated with the genome-wide genotype. In total, 2669 eQTL were mapped in the largest population, and 717 of them were replicated in the other population. A total of 646 cis-eQTL-regulated genes that lacked detectable transcripts in some accessions was found, and for 159 of these we identified one, or several, common structural variants in the populations that were shown to be likely contributors to the lack of detectable RNA transcripts for these genes. This study thus provides new insights into the overall genetic regulation of global gene expression diversity in the leaf of natural A. thaliana accessions. Further, it also shows that strong cis-acting polymorphisms, many of which are likely to be structural variations, make important contributions to the transcriptional variation in the worldwide A. thaliana population.
Assuntos
Variação Genética/genética , Genoma de Planta , Locos de Características Quantitativas/genética , Transcrição Gênica , Arabidopsis/genética , Regulação da Expressão Gênica de Plantas , Genética Populacional , Genótipo , Anotação de Sequência Molecular , Folhas de Planta/genética , Análise de Sequência de RNARESUMO
Genome-wide association (GWA) analyses have generally been used to detect individual loci contributing to the phenotypic diversity in a population by the effects of these loci on the trait mean. More rarely, loci have also been detected based on variance differences between genotypes. Several hypotheses have been proposed to explain the possible genetic mechanisms leading to such variance signals. However, little is known about what causes these signals, or whether this genetic variance-heterogeneity reflects mechanisms of importance in natural populations. Previously, we identified a variance-heterogeneity GWA (vGWA) signal for leaf molybdenum concentrations in Arabidopsis thaliana. Here, fine-mapping of this association reveals that the vGWA emerges from the effects of three independent genetic polymorphisms that all are in strong LD with the markers displaying the genetic variance-heterogeneity. By revealing the genetic architecture underlying this vGWA signal, we uncovered the molecular source of a significant amount of hidden additive genetic variation or "missing heritability". Two of the three polymorphisms underlying the genetic variance-heterogeneity are promoter variants for Molybdate transporter 1 (MOT1), and the third a variant located ~25 kb downstream of this gene. A fourth independent association was also detected ~600 kb upstream of MOT1. Use of a T-DNA knockout allele highlights Copper Transporter 6; COPT6 (AT2G26975) as a strong candidate gene for this association. Our results show that an extended LD across a complex locus including multiple functional alleles can lead to a variance-heterogeneity between genotypes in natural populations. Further, they provide novel insights into the genetic regulation of ion homeostasis in A. thaliana, and empirically confirm that variance-heterogeneity based GWA methods are a valuable tool to detect novel associations of biological importance in natural populations.
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Proteínas de Transporte de Ânions/genética , Proteínas de Arabidopsis/genética , Estudo de Associação Genômica Ampla , Proteínas de Membrana Transportadoras/genética , Locos de Características Quantitativas/genética , Alelos , Arabidopsis/genética , Arabidopsis/crescimento & desenvolvimento , Proteínas de Arabidopsis/metabolismo , Heterogeneidade Genética , Genoma de Planta , Genótipo , Proteínas de Membrana Transportadoras/metabolismo , Molibdênio/química , Molibdênio/metabolismo , Folhas de Planta/genética , Polimorfismo de Nucleotídeo Único , Proteínas SLC31RESUMO
UNLABELLED: High-throughput genotyping and sequencing technologies facilitate studies of complex genetic traits and provide new research opportunities. The increasing popularity of genome-wide association studies (GWAS) leads to the discovery of new associated loci and a better understanding of the genetic architecture underlying not only diseases, but also other monogenic and complex phenotypes. Several softwares are available for performing GWAS analyses, R environment being one of them. RESULTS: We present cgmisc, an R package that enables enhanced data analysis and visualization of results from GWAS. The package contains several utilities and modules that complement and enhance the functionality of the existing software. It also provides several tools for advanced visualization of genomic data and utilizes the power of the R language to aid in preparation of publication-quality figures. Some of the package functions are specific for the domestic dog (Canis familiaris) data. AVAILABILITY AND IMPLEMENTATION: The package is operating system-independent and is available from: https://github.com/cgmisc-team/cgmisc CONTACT: marcin.kierczak@imbim.uu.se. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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Gráficos por Computador , Estudo de Associação Genômica Ampla/métodos , Genômica/métodos , Software , Animais , Cães , Genótipo , Humanos , Perda de Heterozigosidade , FenótipoRESUMO
Diabetes mellitus is a serious health problem in both dogs and humans. Certain dog breeds show high prevalence of the disease, whereas other breeds are at low risk. Fructosamine and glycated haemoglobin (HbA1c) are two major biomarkers of glycaemia, where serum concentrations reflect glucose turnover over the past few weeks to months. In this study, we searched for genetic factors influencing variation in serum fructosamine concentration in healthy dogs using data from nine dog breeds. Considering all breeds together, we did not find any genome-wide significant associations to fructosamine serum concentration. However, by performing breed-specific analyses we revealed an association on chromosome 3 (pcorrected ≈ 1:68 × 10-6) in Belgian shepherd dogs of the Malinois subtype. The associated region and its close neighbourhood harbours interesting candidate genes such as LETM1 and GAPDH that are important in glucose metabolism and have previously been implicated in the aetiology of diabetes mellitus. To further explore the genetics of this breed specificity, we screened the genome for reduced heterozygosity stretches private to the Belgian shepherd breed. This revealed a region with reduced heterozygosity that shows a statistically significant interaction (p = 0.025) with the association region on chromosome 3. This region also harbours some interesting candidate genes and regulatory regions but the exact mechanisms underlying the interaction are still unknown. Nevertheless, this finding provides a plausible explanation for breed-specific genetic effects for complex traits in dogs. Shepherd breeds are at low risk of developing diabetes mellitus. The findings in Belgian shepherds could be connected to a protective mechanism against the disease. Further insight into the regulation of glucose metabolism could improve diagnostic and therapeutic methods for diabetes mellitus.
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Diabetes Mellitus/veterinária , Doenças do Cão/genética , Frutosamina/genética , Loci Gênicos , Predisposição Genética para Doença , Animais , Cruzamento , Cromossomos de Mamíferos , Diabetes Mellitus/genética , Cães , Feminino , Estudo de Associação Genômica Ampla , Hemoglobinas Glicadas/genética , Gliceraldeído-3-Fosfato Desidrogenase (NADP+)(Fosforiladora)/genética , Heterozigoto , Humanos , Zíper de Leucina/genética , Perda de Heterozigosidade , Masculino , Fenótipo , Especificidade da EspécieRESUMO
As Arabidopsis thaliana has colonized a wide range of habitats across the world it is an attractive model for studying the genetic mechanisms underlying environmental adaptation. Here, we used public data from two collections of A. thaliana accessions to associate genetic variability at individual loci with differences in climates at the sampling sites. We use a novel method to screen the genome for plastic alleles that tolerate a broader climate range than the major allele. This approach reduces confounding with population structure and increases power compared to standard genome-wide association methods. Sixteen novel loci were found, including an association between Chromomethylase 2 (CMT2) and temperature seasonality where the genome-wide CHH methylation was different for the group of accessions carrying the plastic allele. Cmt2 mutants were shown to be more tolerant to heat-stress, suggesting genetic regulation of epigenetic modifications as a likely mechanism underlying natural adaptation to variable temperatures, potentially through differential allelic plasticity to temperature-stress.
Assuntos
Arabidopsis/genética , DNA (Citosina-5-)-Metiltransferases/genética , Metilação de DNA , Polimorfismo Genético , Estações do Ano , Temperatura , Adaptação Fisiológica/genética , Alelos , Arabidopsis/enzimologia , Proteínas de Arabidopsis/genética , Proteínas de Arabidopsis/metabolismo , Epigênese Genética , Regulação da Expressão Gênica de Plantas , Estudos de Associação Genética , Loci Gênicos , Técnicas de GenotipagemRESUMO
The likelihood of a sustained virological response (SVR) is the most important factor for physicians and patients in the decision to initiate and continue therapy for chronic hepatitis C (CHC) infection. This study identified predictive factors for SVR with peginterferon plus ribavirin (RBV) in patients with CHC treated under 'real-life' conditions. The study cohort consisted of patients from a large, retrospective German multicentre, observational study who had been treated with peginterferon alfa-2a plus RBV or peginterferon alfa-2b plus RBV between the years 2000 and 2007. To ensure comparability regarding peginterferon therapies, patients were analysed in pairs matched by several baseline variables. Univariate and multivariate logistic regression analyses were used to determine the effect of nonmatched baseline variables and treatment modality on SVR. Among 2378 patients (1189 matched pairs), SVR rates were 57.9% overall, 46.5% in HCV genotype 1/4-infected patients and 77.3% in genotype 2/3-infected patients. In multivariate logistic regression analysis, positive predictors of SVR were HCV genotype 2 infection, HCV genotype 3 infection, low baseline viral load and treatment with peginterferon alfa-2a. Negative predictors of SVR were higher age (≥40 years), elevated baseline gamma-glutamyl transpeptidase (GGT) and low baseline platelet count (<150,000/µL). Among patients treated with peginterferon plus RBV in routine clinical practice, genotype, baseline viral load, age, GGT level and platelet levels all predict the likelihood of treatment success. In patients matched by baseline characteristics, treatment with peginterferon alfa-2a may be a positive predictor of SVR when compared to peginterferon alfa-2b.
Assuntos
Antivirais/administração & dosagem , Hepatite C Crônica/tratamento farmacológico , Adulto , Estudos de Coortes , Feminino , Alemanha , Humanos , Interferon alfa-2 , Interferon-alfa/administração & dosagem , Masculino , Pessoa de Meia-Idade , Polietilenoglicóis/administração & dosagem , Prognóstico , Proteínas Recombinantes , Ribavirina/administração & dosagem , Resultado do Tratamento , Carga ViralRESUMO
In randomized clinical trials, treatment with peginterferon plus ribavirin (RBV) results in a sustained virological response (SVR) in around half of hepatitis C virus genotype 1-infected and 80% of genotype 2/3-infected individuals. This study aimed to evaluate efficacy and tolerability of peginterferon alfa-2a plus RBV compared with peginterferon alfa-2b plus RBV for the treatment of chronic hepatitis C in routine clinical practice. The intent-to-treat cohort consisted of 3414 patients treated with either peginterferon alfa-2a plus RBV (Group A) or peginterferon alfa-2b plus RBV (Group B) in 23 centres participating in the large, multicentre, observational PRACTICE study. Collected data included baseline characteristics, treatment regimen, RBV dose and outcome. Rates of early virological response, end of treatment response and SVR were 76.6%, 75.7% and 52.9% in Group A, and 70.2%, 65.6% and 50.5% in Group B, respectively. In patients matched by baseline parameters, 59.9% of patients in Group A and 55.9% in Group B achieved an SVR (P < or = 0.051). In genotype 1-infected patients matched by baseline parameters and cumulative RBV dose, SVR rates were 49.6% and 43.7% for Group A and Group B, respectively (P < or = 0.047); when matched by baseline parameters and RBV starting dose, SVR rates were 49.9% and 44.6%, respectively (P = 0.068). Overall, 21.8% of group A and 29.6% of group B patients discontinued treatment (P < or = 0.0001). The efficacy and tolerability of peginterferon plus RBV in this large cohort of patients treated in routine daily practice was similar to that in randomized clinical trials. In matched pairs analyses, more patients achieved an SVR with peginterferon alfa-2a compared with peginterferon alfa-2b.
Assuntos
Hepatite C Crônica/tratamento farmacológico , Interferon-alfa/efeitos adversos , Interferon-alfa/uso terapêutico , Polietilenoglicóis/efeitos adversos , Polietilenoglicóis/uso terapêutico , Ribavirina/efeitos adversos , Ribavirina/uso terapêutico , Adulto , Antivirais/administração & dosagem , Antivirais/uso terapêutico , Estudos de Coortes , Feminino , Alemanha , Hepacivirus/efeitos dos fármacos , Humanos , Interferon alfa-2 , Masculino , Pessoa de Meia-Idade , Proteínas Recombinantes , Resultado do Tratamento , Carga ViralAssuntos
Pólipos do Colo/diagnóstico , Linfonodos/patologia , Linfoma não Hodgkin/diagnóstico , Melena/etiologia , Redução de Peso , Idoso , Biópsia , Pólipos do Colo/patologia , Colonoscopia , Diagnóstico Diferencial , Feminino , Humanos , Mucosa Intestinal/patologia , Linfoma não Hodgkin/patologiaRESUMO
A clinicopathological follow-up study was performed on 17 patients with chronic myeloid leukaemia (CML) and 23 cases with so-called primary (idiopathic) osteo-/myelofibrosis (OMF) concentrating on a comparison between clinical data and multiple sequential biopsies of the bone marrow. Histological classification of bone marrow lesions was done according to the subtypes proposed by Georgii et al. At clinical diagnosis initial trephine biopsies in CML showed in only 6/17 cases a pronounced granulocytic proliferation or CGL. In 9/23 patients with OMF a so-called hyperplastic or early hypercellular stage was encountered with a mixed megakaryocytic-granulocytic pattern without or with minimal reticulin fibres (CMGM/EMS). The histopathology of this early stage OMF as well as the later evolving advanced fibrosclerotic lesions (AMS/OMS) were by morphological aspects alone not distinguishable from cases with CML showing prominent fibrosclerotic alterations. At presentation 5/17 patients with CML displayed already some degree of reticulin fibre formation (EMS). Following serial trephine biopsies in CML with an increased megakaryocyte proliferation (CMGM), a remarkable tendency for myelofibrosis was present. The dynamics of this fibrosclerotic transformation seem to be variable in CML and OMF likewise. However, they are related to abnormal megakaryopoiesis as well as to duration respectively progress of disease, paralleled by corresponding haematological parameters. This longitudinal case control study emphasizes that histopathology of the bone marrow taken at clinical diagnosis may reflect different stages of chronic myeloproliferative diseases and therefore should be always accompanied by relevant clinical and cytogenetic findings to enable a correct diagnosis.