15 research outputs found

    Bioinformatic processing of RAD-seq data dramatically impacts downstream population genetic inference

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    1. Restriction site-associated DNA sequencing (RAD-seq) provides high-resolution population genomic data at low cost, and has become an important component in ecological and evolutionary studies. As with all high-throughput technologies, analytic strategies require critical validation to ensure precise and unbiased interpretation. 2. To test the impact of bioinformatic data processing on downstream population genetic inferences, we analysed mammalian RAD-seq data (>100 individuals) with 312 combinations of methodology (de novo vs. mapping to references of increasing divergence) and filtering criteria (missing data, HWE, F-IS, coverage, mapping and genotype quality). In an effort to identify commonalities and biases in all pipelines, we computed summary statistics (nr. loci, nr. SNP, pi, Het(obs), F-IS, F-ST, N-e and m) and compared the results to independent null expectations (isolation-by-distance correlation, expected transition-to-transversion ratio T-s/T-v and Mendelian mismatch rates of known parent-offspring trios). 3. We observed large differences between reference-based and de novo approaches, the former generally calling more SNPs and reducing F-IS and T-s/T-v. Data completion levels showed little impact on most summary statistics, and FST estimates were robust across all pipelines. The site frequency spectrum was highly sensitive to the chosen approach as reflected in large variance of parameter estimates across demographic scenarios (single-population bottlenecks and isolation-with-migration model). Null expectations were best met by reference-based approaches, although contingent on the specific criteria. 4. We recommend that RAD-seq studies employ reference-based approaches to a closely related genome, and due to the high stochasticity associated with the pipeline advocate the use of multiple pipelines to ensure robust population genetic and demographic inferences

    Bioinformatic processing of RAD-seq data dramatically impacts downstream population genetic inference

    No full text
    1. Restriction site-associated DNA sequencing (RAD-seq) provides high-resolution population genomic data at low cost, and has become an important component in ecological and evolutionary studies. As with all high-throughput technologies, analytic strategies require critical validation to ensure precise and unbiased interpretation. 2. To test the impact of bioinformatic data processing on downstream population genetic inferences, we analysed mammalian RAD-seq data (>100 individuals) with 312 combinations of methodology (de novo vs. mapping to references of increasing divergence) and filtering criteria (missing data, HWE, F-IS, coverage, mapping and genotype quality). In an effort to identify commonalities and biases in all pipelines, we computed summary statistics (nr. loci, nr. SNP, pi, Het(obs), F-IS, F-ST, N-e and m) and compared the results to independent null expectations (isolation-by-distance correlation, expected transition-to-transversion ratio T-s/T-v and Mendelian mismatch rates of known parent-offspring trios). 3. We observed large differences between reference-based and de novo approaches, the former generally calling more SNPs and reducing F-IS and T-s/T-v. Data completion levels showed little impact on most summary statistics, and FST estimates were robust across all pipelines. The site frequency spectrum was highly sensitive to the chosen approach as reflected in large variance of parameter estimates across demographic scenarios (single-population bottlenecks and isolation-with-migration model). Null expectations were best met by reference-based approaches, although contingent on the specific criteria. 4. We recommend that RAD-seq studies employ reference-based approaches to a closely related genome, and due to the high stochasticity associated with the pipeline advocate the use of multiple pipelines to ensure robust population genetic and demographic inferences

    A large and diverse autosomal haplotype is associated with sex-linked colour polymorphism in the guppy

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    Male colour patterns of the Trinidadian guppy (Poecilia reticulata) are typified by extreme variation governed by both natural and sexual selection. Since guppy colour patterns are often inherited faithfully from fathers to sons, it has been hypothesised that many of the colour trait genes must be physically linked to sex determining loci as a ‘supergene’ on the sex chromosome. Here, we phenotype and genotype four guppy ‘Iso-Y lines’, where colour was inherited along the patriline for 40 generations. Using an unbiased phenotyping method, we confirm the breeding design was successful in creating four distinct colour patterns. We find that genetic differentiation among the Iso-Y lines is repeatedly associated with a diverse haplotype on an autosome (LG1), not the sex chromosome (LG12). Moreover, the LG1 haplotype exhibits elevated linkage disequilibrium and evidence of sex-specific diversity in the natural source population. We hypothesise that colour pattern polymorphism is driven by Y-autosome epistasis

    Histoplasma com derrame pleural: relato de um caso Histoplasmoma and pleural effusion: a case report

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    <abstract language="eng">Efusões pleurais surgem raramente em associação com a histoplasmose capsu-lata, ocorrendo em geral nas formas agudas da doença. Relatamos e discutimos um caso clínico em que um histoplasmoma subpleural acompanhou-se de dor pleurítica, hidrotórax e pleurite fibrosante
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