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1.
Nature ; 554(7693): 544-548, 2018 02 22.
Article in English | MEDLINE | ID: mdl-29443960

ABSTRACT

Therapeutic antibodies that block the programmed death-1 (PD-1)-programmed death-ligand 1 (PD-L1) pathway can induce robust and durable responses in patients with various cancers, including metastatic urothelial cancer. However, these responses only occur in a subset of patients. Elucidating the determinants of response and resistance is key to improving outcomes and developing new treatment strategies. Here we examined tumours from a large cohort of patients with metastatic urothelial cancer who were treated with an anti-PD-L1 agent (atezolizumab) and identified major determinants of clinical outcome. Response to treatment was associated with CD8+ T-effector cell phenotype and, to an even greater extent, high neoantigen or tumour mutation burden. Lack of response was associated with a signature of transforming growth factor ß (TGFß) signalling in fibroblasts. This occurred particularly in patients with tumours, which showed exclusion of CD8+ T cells from the tumour parenchyma that were instead found in the fibroblast- and collagen-rich peritumoural stroma; a common phenotype among patients with metastatic urothelial cancer. Using a mouse model that recapitulates this immune-excluded phenotype, we found that therapeutic co-administration of TGFß-blocking and anti-PD-L1 antibodies reduced TGFß signalling in stromal cells, facilitated T-cell penetration into the centre of tumours, and provoked vigorous anti-tumour immunity and tumour regression. Integration of these three independent biological features provides the best basis for understanding patient outcome in this setting and suggests that TGFß shapes the tumour microenvironment to restrain anti-tumour immunity by restricting T-cell infiltration.


Subject(s)
Antibodies, Monoclonal/pharmacology , Antibodies, Monoclonal/therapeutic use , B7-H1 Antigen/antagonists & inhibitors , CD8-Positive T-Lymphocytes/drug effects , Transforming Growth Factor beta/metabolism , Urologic Neoplasms/drug therapy , Urologic Neoplasms/immunology , Urothelium/pathology , Animals , Antibodies/immunology , Antibodies/pharmacology , Antibodies/therapeutic use , Antibodies, Monoclonal, Humanized , Antigens, Neoplasm/analysis , Antigens, Neoplasm/immunology , Antigens, Neoplasm/metabolism , B7-H1 Antigen/immunology , CD8-Positive T-Lymphocytes/cytology , CD8-Positive T-Lymphocytes/immunology , Cell Cycle Checkpoints/drug effects , Cohort Studies , Collagen/metabolism , Disease Models, Animal , Drug Resistance, Neoplasm/drug effects , Fibroblasts/metabolism , Humans , Immunotherapy , Mice , Mutation , Neoplasm Metastasis , Phenotype , Signal Transduction/drug effects , Transforming Growth Factor beta/antagonists & inhibitors , Treatment Outcome , Tumor Microenvironment/immunology , Urologic Neoplasms/genetics , Urologic Neoplasms/pathology , Urothelium/drug effects , Urothelium/immunology
2.
Mol Biol Evol ; 32(10): 2547-58, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26037536

ABSTRACT

The brown rat, Rattus norvegicus, is both a notorious pest and a frequently used model in biomedical research. By analyzing genome sequences of 12 wild-caught brown rats from their presumed ancestral range in NE China, along with the sequence of a black rat, Rattus rattus, we investigate the selective and demographic forces shaping variation in the genome. We estimate that the recent effective population size (Ne) of this species = [Formula: see text], based on silent site diversity. We compare patterns of diversity in these genomes with patterns in multiple genome sequences of the house mouse (Mus musculus castaneus), which has a much larger Ne. This reveals an important role for variation in the strength of genetic drift in mammalian genome evolution. By a Pairwise Sequentially Markovian Coalescent analysis of demographic history, we infer that there has been a recent population size bottleneck in wild rats, which we date to approximately 20,000 years ago. Consistent with this, wild rat populations have experienced an increased flux of mildly deleterious mutations, which segregate at higher frequencies in protein-coding genes and conserved noncoding elements. This leads to negative estimates of the rate of adaptive evolution (α) in proteins and conserved noncoding elements, a result which we discuss in relation to the strongly positive estimates observed in wild house mice. As a consequence of the population bottleneck, wild rats also show a markedly slower decay of linkage disequilibrium with physical distance than wild house mice.


Subject(s)
Biological Evolution , Animals , Conserved Sequence/genetics , DNA, Intergenic/genetics , Exons/genetics , Genome , Linkage Disequilibrium/genetics , Mice , Mutation/genetics , Open Reading Frames/genetics , Polymorphism, Single Nucleotide/genetics , Population Density , Rats
3.
PLoS Genet ; 9(12): e1003995, 2013.
Article in English | MEDLINE | ID: mdl-24339797

ABSTRACT

The contribution of regulatory versus protein change to adaptive evolution has long been controversial. In principle, the rate and strength of adaptation within functional genetic elements can be quantified on the basis of an excess of nucleotide substitutions between species compared to the neutral expectation or from effects of recent substitutions on nucleotide diversity at linked sites. Here, we infer the nature of selective forces acting in proteins, their UTRs and conserved noncoding elements (CNEs) using genome-wide patterns of diversity in wild house mice and divergence to related species. By applying an extension of the McDonald-Kreitman test, we infer that adaptive substitutions are widespread in protein-coding genes, UTRs and CNEs, and we estimate that there are at least four times as many adaptive substitutions in CNEs and UTRs as in proteins. We observe pronounced reductions in mean diversity around nonsynonymous sites (whether or not they have experienced a recent substitution). This can be explained by selection on multiple, linked CNEs and exons. We also observe substantial dips in mean diversity (after controlling for divergence) around protein-coding exons and CNEs, which can also be explained by the combined effects of many linked exons and CNEs. A model of background selection (BGS) can adequately explain the reduction in mean diversity observed around CNEs. However, BGS fails to explain the wide reductions in mean diversity surrounding exons (encompassing ~100 Kb, on average), implying that there is a substantial role for adaptation within exons or closely linked sites. The wide dips in diversity around exons, which are hard to explain by BGS, suggest that the fitness effects of adaptive amino acid substitutions could be substantially larger than substitutions in CNEs. We conclude that although there appear to be many more adaptive noncoding changes, substitutions in proteins may dominate phenotypic evolution.


Subject(s)
Adaptation, Physiological/genetics , Evolution, Molecular , Muridae/genetics , Open Reading Frames/genetics , Regulatory Sequences, Nucleic Acid , Amino Acid Substitution/genetics , Animals , Exons , Genetic Variation , Mice , Mutation , Polymorphism, Genetic
4.
Mol Biol Evol ; 31(4): 1010-28, 2014 Apr.
Article in English | MEDLINE | ID: mdl-24489114

ABSTRACT

Genetic recombination associated with sexual reproduction increases the efficiency of natural selection by reducing the strength of Hill-Robertson interference. Such interference can be caused either by selective sweeps of positively selected alleles or by background selection (BGS) against deleterious mutations. Its consequences can be studied by comparing patterns of molecular evolution and variation in genomic regions with different rates of crossing over. We carried out a comprehensive study of the benefits of recombination in Drosophila melanogaster, both by contrasting five independent genomic regions that lack crossing over with the rest of the genome and by comparing regions with different rates of crossing over, using data on DNA sequence polymorphisms from an African population that is geographically close to the putatively ancestral population for the species, and on sequence divergence from a related species. We observed reductions in sequence diversity in noncrossover (NC) regions that are inconsistent with the effects of hard selective sweeps in the absence of recombination. Overall, the observed patterns suggest that the recombination rate experienced by a gene is positively related to an increase in the efficiency of both positive and purifying selection. The results are consistent with a BGS model with interference among selected sites in NC regions, and joint effects of BGS, selective sweeps, and a past population expansion on variability in regions of the genome that experience crossing over. In such crossover regions, the X chromosome exhibits a higher rate of adaptive protein sequence evolution than the autosomes, implying a Faster-X effect.


Subject(s)
Drosophila melanogaster/genetics , Evolution, Molecular , Recombination, Genetic , Animals , Chromosomes, Insect/genetics , Crossing Over, Genetic , Female , Genome, Insect , Heterochromatin/genetics , Male , Models, Genetic , Polymorphism, Single Nucleotide , Selection, Genetic , X Chromosome/genetics
5.
BMC Bioinformatics ; 14: 356, 2013 Dec 05.
Article in English | MEDLINE | ID: mdl-24308302

ABSTRACT

BACKGROUND: Modern biological science generates a vast amount of data, the analysis of which presents a major challenge to researchers. Data are commonly represented in tables stored as plain text files and require line-by-line parsing for analysis, which is time consuming and error prone. Furthermore, there is no simple means of indexing these files so that rows containing particular values can be quickly found. RESULTS: We introduce a new data format and software library called wormtable, which provides efficient access to tabular data in Python. Wormtable stores data in a compact binary format, provides random access to rows, and enables sophisticated indexing on columns within these tables. Files written in existing formats can be easily converted to wormtable format, and we provide conversion utilities for the VCF and GTF formats. CONCLUSIONS: Wormtable's simple API allows users to process large tables orders of magnitude more quickly than is possible when parsing text. Furthermore, the indexing facilities provide efficient access to subsets of the data along with providing useful methods of summarising columns. Since third-party libraries or custom code are no longer needed to parse complex plain text formats, analysis code can also be substantially simpler as well as being uniform across different data formats. These benefits of reduced code complexity and greatly increased performance allow users much greater freedom to explore their data.


Subject(s)
Computational Biology/methods , Databases, Factual , Electronic Data Processing/methods , Genome, Human , Genomics/methods , Software/trends , Animals , Computer Simulation , Drosophila Proteins/genetics , Genome, Insect , Genomics/instrumentation , Humans , Libraries, Digital/trends , Random Allocation , Search Engine
6.
Nature ; 445(7123): 82-5, 2007 Jan 04.
Article in English | MEDLINE | ID: mdl-17203060

ABSTRACT

Spontaneous mutations are the source of genetic variation required for evolutionary change, and are therefore important for many aspects of evolutionary biology. For example, the divergence between taxa at neutrally evolving sites in the genome is proportional to the per nucleotide mutation rate, u (ref. 1), and this can be used to date speciation events by assuming a molecular clock. The overall rate of occurrence of deleterious mutations in the genome each generation (U) appears in theories of nucleotide divergence and polymorphism, the evolution of sex and recombination, and the evolutionary consequences of inbreeding. However, estimates of U based on changes in allozymes or DNA sequences and fitness traits are discordant. Here we directly estimate u in Drosophila melanogaster by scanning 20 million bases of DNA from three sets of mutation accumulation lines by using denaturing high-performance liquid chromatography. From 37 mutation events that we detected, we obtained a mean estimate for u of 8.4 x 10(-9) per generation. Moreover, we detected significant heterogeneity in u among the three mutation-accumulation-line genotypes. By multiplying u by an estimate of the fraction of mutations that are deleterious in natural populations of Drosophila, we estimate that U is 1.2 per diploid genome. This high rate suggests that selection against deleterious mutations may have a key role in explaining patterns of genetic variation in the genome, and help to maintain recombination and sexual reproduction.


Subject(s)
Drosophila melanogaster/genetics , Genome, Insect/genetics , Mutagenesis/genetics , Mutation/genetics , Nucleotides/genetics , Animals , Base Sequence , DNA Mutational Analysis , Evolution, Molecular , Genomics , Genotype , Models, Genetic , Polymorphism, Genetic/genetics
7.
PLoS Genet ; 6(1): e1000825, 2010 Jan 22.
Article in English | MEDLINE | ID: mdl-20107605

ABSTRACT

The relative contributions of neutral and adaptive substitutions to molecular evolution has been one of the most controversial issues in evolutionary biology for more than 40 years. The analysis of within-species nucleotide polymorphism and between-species divergence data supports a widespread role for adaptive protein evolution in certain taxa. For example, estimates of the proportion of adaptive amino acid substitutions (alpha) are 50% or more in enteric bacteria and Drosophila. In contrast, recent estimates of alpha for hominids have been at most 13%. Here, we estimate alpha for protein sequences of murid rodents based on nucleotide polymorphism data from multiple genes in a population of the house mouse subspecies Mus musculus castaneus, which inhabits the ancestral range of the Mus species complex and nucleotide divergence between M. m. castaneus and M. famulus or the rat. We estimate that 57% of amino acid substitutions in murids have been driven by positive selection. Hominids, therefore, are exceptional in having low apparent levels of adaptive protein evolution. The high frequency of adaptive amino acid substitutions in wild mice is consistent with their large effective population size, leading to effective natural selection at the molecular level. Effective natural selection also manifests itself as a paucity of effectively neutral nonsynonymous mutations in M. m. castaneus compared to humans.


Subject(s)
Evolution, Molecular , Mice/genetics , Proteins/genetics , Amino Acid Substitution , Animals , Animals, Wild/genetics , Humans , Rats , Selection, Genetic
8.
Mol Biol Evol ; 28(3): 1183-91, 2011 Mar.
Article in English | MEDLINE | ID: mdl-21059791

ABSTRACT

During the past two decades, evidence has accumulated of adaptive evolution within protein-coding genes in a variety of species. However, with the exception of Drosophila and humans, little is known about the extent of adaptive evolution in noncoding DNA. Here, we study regions upstream and downstream of protein-coding genes in the house mouse Mus musculus castaneus, a species that has a much larger effective population size (N(e)) than humans. We analyze polymorphism data for 78 genes from 15 wild-caught M. m. castaneus individuals and divergence to a closely related species, Mus famulus. We find high levels of nucleotide diversity and moderate levels of selective constraint in upstream and downstream regions compared with nonsynonymous sites of protein-coding genes. From the polymorphism data, we estimate the distribution of fitness effects (DFE) of new mutations and infer that most new mutations in upstream and downstream regions behave as effectively neutral and that only a small fraction is strongly negatively selected. We also estimate the fraction of substitutions that have been driven to fixation by positive selection (α) and the ratio of adaptive to neutral divergence (ω(α)). We find that α for upstream and downstream regions (∼ 10%) is much lower than α for nonsynonymous sites (∼ 50%). However, ω(α) estimates are very similar for nonsynonymous sites (∼ 10%) and upstream and downstream regions (∼ 5%). We conclude that negative selection operating in upstream and downstream regions of M. m. castaneus is weak and that the low values of α for upstream and downstream regions relative to nonsynonymous sites are most likely due to the presence of a higher proportion of neutrally evolving sites and not due to lower absolute rates of adaptive substitution.


Subject(s)
3' Flanking Region , 5' Flanking Region , DNA, Intergenic , Mice/genetics , Selection, Genetic , Amino Acid Substitution , Animals , DNA/genetics , DNA, Intergenic/analysis , DNA, Intergenic/biosynthesis , Evolution, Molecular , Genetic Drift , Humans , Mutation , Open Reading Frames , Polymorphism, Genetic , Population Density
9.
Mol Biol Evol ; 28(9): 2651-60, 2011 Sep.
Article in English | MEDLINE | ID: mdl-21478460

ABSTRACT

There are many more selectively constrained noncoding than coding nucleotides in the mammalian genome, but most mammalian noncoding DNA is subject to weak selection, on average. One of the most striking discoveries to have emerged from comparisons among mammalian genomes is the hundreds of noncoding elements of more than 200 bp in length that show absolute conservation among mammalian orders. These elements represent the tip of the iceberg of a much larger class of conserved noncoding elements (CNEs). Much evidence suggests that CNEs are selectively constrained and not mutational cold-spots, and there is evidence that some CNEs play a role in the regulation of development. Here, we quantify negative and positive selection acting in murine CNEs by analyzing within-species nucleotide variation and between-species divergence of CNEs that we identified using a phylogenetically independent comparison. The distribution of fitness effects of new mutations in CNEs, inferred from within-species polymorphism, suggests that CNEs receive a higher number of strongly selected deleterious mutations and many fewer nearly neutral mutations than amino acid sites of protein-coding genes or regulatory elements close to genes. However, we also show that CNEs experience a far higher proportion of adaptive substitutions than any known category of genomic sites in murids. The absolute rate of adaptation of CNEs is similar to that of amino acid sites of proteins. This result suggests that there is widespread adaptation in mammalian conserved noncoding DNA elements, some of which have been implicated in the regulation of crucially important processes, including development.


Subject(s)
Conserved Sequence/genetics , DNA, Intergenic/genetics , RNA, Untranslated/genetics , Selection, Genetic , Animals , Evolution, Molecular , Mammals/genetics , Mice , Mutation , Open Reading Frames/genetics , Phylogeny
10.
Placenta ; 121: 53-60, 2022 04.
Article in English | MEDLINE | ID: mdl-35278842

ABSTRACT

INTRODUCTION: Obstructive sleep apnoea (OSA), a condition characterised by intermittent hypoxia and reoxygenation during sleep, is associated with an increased risk of adverse pregnancy outcomes including gestational diabetes and hypertensive disorders of pregnancy. The biological mechanisms of these associations are poorly understood. The impact of OSA on placental function has not been well characterised. METHODS: We performed 3' mRNA sequencing on placenta from women with obesity and OSA (n = 11) and women with obesity and no OSA (n = 9). RESULTS: After correcting for multiple testing, there were no statistically significant differences in gene expression between OSA and no OSA groups (adjusted p < 0.05). In unadjusted analyses, 101 genes were differentially expressed in OSA compared to no OSA placentae (p < 0.01). In Reactome pathway and GO term analysis, this included downregulation of genes involved in O-linked glycosylation (B3GNT5 and B3GNT8) and Wnt signalling (TRABD2B and FRZB) pathways. In gene set enrichment analysis, genes within 24 pathways had a non-random distribution in OSA compared to no OSA placentae (adjusted p < 0.05). This included an increase in genes relating to the reversible hydration of carbon dioxide in OSA placentae, a potential novel mechanism contributing to the development of adverse pregnancy outcomes in women with OSA. DISCUSSION: There is overall similarity in the placental transcriptome of women with obesity who do and do not have OSA during pregnancy. Alterations in the reversible hydration of carbon dioxide are a potential mechanism contributing to the development of adverse pregnancy outcomes in maternal OSA, however this finding requires validation in larger cohorts.


Subject(s)
Carbon Dioxide , Sleep Apnea, Obstructive , Female , Gene Expression Profiling , Humans , Obesity/complications , Obesity/genetics , Placenta , Pregnancy , Sleep Apnea, Obstructive/complications , Sleep Apnea, Obstructive/genetics
11.
Mol Biol Evol ; 27(1): 177-92, 2010 Jan.
Article in English | MEDLINE | ID: mdl-19759235

ABSTRACT

Protein-coding sequences make up only about 1% of the mammalian genome. Much of the remaining 99% has been long assumed to be junk DNA, with little or no functional significance. Here, we show that in hominids, a group with historically low effective population sizes, all classes of noncoding DNA evolve more slowly than ancestral transposable elements and so appear to be subject to significant evolutionary constraints. Under the nearly neutral theory, we expected to see lower levels of selective constraints on most sequence types in hominids than murids, a group that is thought to have a higher effective population size. We found that this is the case for many sequence types examined, the most extreme example being 5'UTRs, for which constraint in hominids is only about one-third that of murids. Surprisingly, however, we observed higher constraints for some sequence types in hominids, notably 4-fold sites, where constraint is more than twice as high as in murids. This implies that more than about one-fifth of mutations at 4-fold sites are effectively selected against in hominids. The higher constraint at 4-fold sites in hominids suggests a more complex protein-coding gene structure than murids and indicates that methods for detecting selection on protein-coding sequences (e.g., using the d(N)/d(S) ratio), with 4-fold sites as a neutral standard, may lead to biased estimates, particularly in hominids. Our constraint estimates imply that 5.4% of nucleotide sites in the human genome are subject to effective negative selection and that there are three times as many constrained sites within noncoding sequences as within protein-coding sequences. Including coding and noncoding sites, we estimate that the genomic deleterious mutation rate U = 4.2. The mutational load predicted under a multiplicative model is therefore about 99% in hominids.


Subject(s)
Evolution, Molecular , Genome , Mutation , Animals , DNA, Intergenic , Genome, Human , Hominidae , Humans , Mice , Models, Genetic , Oligonucleotide Array Sequence Analysis , Open Reading Frames , Sequence Alignment
12.
Clin Cancer Res ; 26(3): 657-668, 2020 02 01.
Article in English | MEDLINE | ID: mdl-31611282

ABSTRACT

PURPOSE: Emerging data suggest immune checkpoint inhibitors have reduced efficacy in heavily pretreated triple-negative breast cancers (TNBC), but underlying mechanisms are poorly understood. To better understand the phenotypic evolution of TNBCs, we studied the genomic and transcriptomic profiles of paired tumors from patients with TNBC. EXPERIMENTAL DESIGN: We collected paired primary and metastatic TNBC specimens from 43 patients and performed targeted exome sequencing and whole-transcriptome sequencing. From these efforts, we ascertained somatic mutation profiles, tumor mutational burden (TMB), TNBC molecular subtypes, and immune-related gene expression patterns. Stromal tumor-infiltrating lymphocytes (stromal TIL), recurrence-free survival, and overall survival were also analyzed. RESULTS: We observed a typical TNBC mutational landscape with minimal shifts in copy number or TMB over time. However, there were notable TNBC molecular subtype shifts, including increases in the Lehmann/Pietenpol-defined basal-like 1 (BL1, 11.4%-22.6%) and mesenchymal (M, 11.4%-22.6%) phenotypes, and a decrease in the immunomodulatory phenotype (IM, 31.4%-3.2%). The Burstein-defined basal-like immune-activated phenotype was also decreased (BLIA, 42.2%-17.2%). Among downregulated genes from metastases, we saw enrichment of immune-related Kyoto Encyclopedia of Genes and Genomes pathways and gene ontology (GO) terms, and decreased expression of immunomodulatory gene signatures (P < 0.03) and percent stromal TILs (P = 0.03). There was no clear association between stromal TILs and survival. CONCLUSIONS: We observed few mutational shifts, but largely consistent transcriptomic shifts in longitudinally paired TNBCs. Transcriptomic and IHC analyses revealed significantly reduced immune-activating gene expression signatures and TILs in recurrent TNBCs. These data may explain the observed lack of efficacy of immunotherapeutic agents in heavily pretreated TNBCs. Further studies are ongoing to better understand these initial observations.See related commentary by Savas and Loi, p. 526.


Subject(s)
Triple Negative Breast Neoplasms , Biomarkers, Tumor , Humans , Lymphocytes, Tumor-Infiltrating , Phenotype , Transcriptome
13.
Cancer Immunol Res ; 8(7): 844-850, 2020 07.
Article in English | MEDLINE | ID: mdl-32321776

ABSTRACT

Prostate cancer is the second leading cause of cancer-related death in men. Despite having a relatively lower tumor mutational burden than most tumor types, multiple gene fusions such as TMPRSS2:ERG have been characterized and linked to more aggressive disease. Individual tumor samples have been found to contain multiple fusions, and it remains unknown whether these fusions increase tumor immunogenicity. Here, we investigated the role of fusion burden on the prevalence and expression of key molecular and immune effectors in prostate cancer tissue specimens that represented the different stages of disease progression and androgen sensitivity, including hormone-sensitive and castration-resistant prostate cancer. We found that tumor fusion burden was inversely correlated with tumor mutational burden and not associated with disease stage. High fusion burden correlated with high immune infiltration, PD-L1 expression on immune cells, and immune signatures, representing activation of T cells and M1 macrophages. High fusion burden inversely correlated with immune-suppressive signatures. Our findings suggest that high tumor fusion burden may be a more appropriate biomarker than tumor mutational burden in prostate cancer, as it more closely associates with immunogenicity, and suggests that tumors with high fusion burden could be potential candidates for immunotherapeutic agents.


Subject(s)
B7-H1 Antigen/genetics , Biomarkers, Tumor/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Mutation , Oncogene Fusion , Prostatic Neoplasms/genetics , Prostatic Neoplasms/immunology , B7-H1 Antigen/immunology , Biomarkers, Tumor/genetics , Gene Expression Regulation, Neoplastic , Humans , Macrophages/immunology , Male , Neoplasm Grading , Neoplasm Staging , Prostatic Neoplasms/pathology , RNA-Seq/methods
14.
Curr Biol ; 16(6): 580-5, 2006 Mar 21.
Article in English | MEDLINE | ID: mdl-16546082

ABSTRACT

RNA interference (RNAi) is perhaps best known as a laboratory tool. However, RNAi-related pathways represent an antiviral component of innate immunity in both plants and animals. Since viruses can protect themselves by suppressing RNAi, interaction between RNA viruses and host RNAi may represent an ancient coevolutionary "arms race." This could lead to strong directional selection on RNAi genes, but to date their evolution has not been studied. By comparing DNA sequences from different species of Drosophila, we show that the rate of amino acid evolution is substantially elevated in genes related to antiviral RNAi function (Dcr2, R2D2, and Ago2). They are among the fastest evolving 3% of all Drosophila genes; they evolve significantly faster than other components of innate immunity and faster than paralogous genes that mediate "housekeeping" functions. Based on DNA polymorphism data from three species of Drosophila, McDonald-Kreitman tests showed that this rapid evolution is due to strong positive selection. Furthermore, Dcr2 and Ago2 display reduced genetic diversity, indicative of a recent selective sweep in both genes. Together, these data show rapid adaptive evolution of the antiviral RNAi pathway in Drosophila. This is a signature of host-pathogen arms races and implies that the ancient battle between RNA viruses and host antiviral RNAi genes is active and significant in shaping RNAi function.


Subject(s)
Drosophila/genetics , Evolution, Molecular , Genes, Insect , RNA Interference , Selection, Genetic , Amino Acid Sequence , Animals , Conserved Sequence , Drosophila/virology , Immunity, Innate/genetics , MicroRNAs/metabolism , Molecular Sequence Data , Polymorphism, Genetic , RNA Viruses/physiology , RNA, Small Interfering/metabolism
15.
J Mol Evol ; 69(6): 601-11, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19859648

ABSTRACT

Contrary to the classical view, a large amount of non-coding DNA seems to be selectively constrained in Drosophila and other species. Here, using Drosophila miranda BAC sequences and the Drosophila pseudoobscura genome sequence, we aligned coding and non-coding sequences between D. pseudoobscura and D. miranda, and investigated their patterns of evolution. We found two patterns that have previously been observed in comparisons between Drosophila melanogaster and its relatives. First, there is a negative correlation between intron divergence and intron length, suggesting that longer non-coding sequences may contain more regulatory elements than shorter sequences. Our other main finding is a negative correlation between the rate of non-synonymous substitutions (d(N)) and codon usage bias (F(op)), showing that fast-evolving genes have a lower codon usage bias, consistent with strong positive selection interfering with weak selection for codon usage.


Subject(s)
Base Sequence/genetics , Drosophila , Evolution, Molecular , Genome, Insect , Animals , Chromosomes, Artificial, Bacterial , Codon/genetics , Drosophila/classification , Drosophila/genetics , Drosophila Proteins/genetics , Gene Library , Introns , Male , Sequence Alignment , Species Specificity , Untranslated Regions/genetics
16.
Genetica ; 136(2): 359-69, 2009 Jun.
Article in English | MEDLINE | ID: mdl-18663587

ABSTRACT

Variation from new mutations is important for several questions in quantitative genetics. Key parameters are the genomic mutation rate and the distribution of effects of mutations (DEM), which determine the amount of new quantitative variation that arises per generation from mutation (V(M)). Here, we review methods and empirical results concerning mutation accumulation (MA) experiments that have shed light on properties of mutations affecting quantitative traits. Surprisingly, most data on fitness traits from laboratory assays of MA lines indicate that the DEM is platykurtic in form (i.e., substantially less leptokurtic than an exponential distribution), and imply that most variation is produced by mutations of moderate to large effect. This finding contrasts with results from MA or mutagenesis experiments in which mutational changes to the DNA can be assayed directly, which imply that the vast majority of mutations have very small phenotypic effects, and that the distribution has a leptokurtic form. We compare these findings with recent approaches that attempt to infer the DEM for fitness based on comparing the frequency spectra of segregating nucleotide polymorphisms at putatively neutral and selected sites in population samples. When applied to data for humans and Drosophila, these analyses also indicate that the DEM is strongly leptokurtic. However, by combining the resultant estimates of parameters of the DEM with estimates of the mutation rate per nucleotide, the predicted V(M) for fitness is only a tiny fraction of V(M) observed in MA experiments. This discrepancy can be explained if we postulate that a few deleterious mutations of large effect contribute most of the mutational variation observed in MA experiments and that such mutations segregate at very low frequencies in natural populations, and effectively are never seen in population samples.


Subject(s)
Mutation , Animals , DNA Mutational Analysis , Genomics , Humans , Nucleotides/genetics , Polymorphism, Genetic
17.
Evolution ; 62(8): 1921-35, 2008 Aug.
Article in English | MEDLINE | ID: mdl-18522711

ABSTRACT

Sex allocation theory has proved extremely successful at predicting when individuals should adjust the sex of their offspring in response to environmental conditions. However, we know rather little about the underlying genetics of sex ratio or how genetic architecture might constrain adaptive sex-ratio behavior. We examined how mutation influenced genetic variation in the sex ratios produced by the parasitoid wasp Nasonia vitripennis. In a mutation accumulation experiment, we determined the mutability of sex ratio, and compared this with the amount of genetic variation observed in natural populations. We found that the mutability (h(2)(m)) ranges from 0.001 to 0.002, similar to estimates for life-history traits in other organisms. These estimates suggest one mutation every 5-60 generations, which shift the sex ratio by approximately 0.01 (proportion males). In this and other studies, the genetic variation in N. vitripennis sex ratio ranged from 0.02 to 0.17 (broad-sense heritability, H(2)). If sex ratio is maintained by mutation-selection balance, a higher genetic variance would be expected given our mutational parameters. Instead, the observed genetic variance perhaps suggests additional selection against sex-ratio mutations with deleterious effects on other fitness traits as well as sex ratio (i.e., pleiotropy), as has been argued to be the case more generally.


Subject(s)
Mutation , Sex Ratio , Wasps/genetics , Wasps/physiology , Animals , Crosses, Genetic , Evolution, Molecular , Female , Genetic Variation , Genetics, Population , Male , Models, Genetic , Models, Statistical , Selection, Genetic , Sex Factors , Species Specificity
18.
BMJ Open Respir Res ; 5(1): e000240, 2018.
Article in English | MEDLINE | ID: mdl-29468073

ABSTRACT

INTRODUCTION: Accurate prognostication is difficult in malignant pleural mesothelioma (MPM). We developed a set of robust computational models to quantify the prognostic value of routinely available clinical data, which form the basis of published MPM prognostic models. METHODS: Data regarding 269 patients with MPM were allocated to balanced training (n=169) and validation sets (n=100). Prognostic signatures (minimal length best performing multivariate trained models) were generated by least absolute shrinkage and selection operator regression for overall survival (OS), OS <6 months and OS <12 months. OS prediction was quantified using Somers DXY statistic, which varies from 0 to 1, with increasing concordance between observed and predicted outcomes. 6-month survival and 12-month survival were described by area under the curve (AUC) scores. RESULTS: Median OS was 270 (IQR 140-450) days. The primary OS model assigned high weights to four predictors: age, performance status, white cell count and serum albumin, and after cross-validation performed significantly better than would be expected by chance (mean DXY0.332 (±0.019)). However, validation set DXY was only 0.221 (0.0935-0.346), equating to a 22% improvement in survival prediction than would be expected by chance. The 6-month and 12-month OS signatures included the same four predictors, in addition to epithelioid histology plus platelets and epithelioid histology plus C-reactive protein (mean AUC 0.758 (±0.022) and 0.737 (±0.012), respectively). The <6-month OS model demonstrated 74% sensitivity and 68% specificity. The <12-month OS model demonstrated 63% sensitivity and 79% specificity. Model content and performance were generally comparable with previous studies. CONCLUSIONS: The prognostic value of the basic clinical information contained in these, and previously published models, is fundamentally of limited value in accurately predicting MPM prognosis. The methods described are suitable for expansion using emerging predictors, including tumour genomics and volumetric staging.

19.
Trends Genet ; 19(2): 57-9, 2003 Feb.
Article in English | MEDLINE | ID: mdl-12547508

ABSTRACT

Knowledge of the frequency of lethal mutant alleles in a population is important for our understanding of population genetics and evolution, and yet there have been few attempts to measure their number in wild populations. A new study has revealed unexpectedly low numbers of segregating lethal alleles in two species of fish. More experiments are needed, however, to know whether this result is general.


Subject(s)
Alleles , Fishes/genetics , Genes, Lethal , Animals , Crosses, Genetic , Drosophila/genetics , Female , Genes, Recessive , Genetics, Population , Homozygote , Humans , Male , Models, Genetic , Mutation , Xenopus/genetics
20.
Genome Biol Evol ; 7(6): 1490-505, 2015 May 14.
Article in English | MEDLINE | ID: mdl-25977458

ABSTRACT

We set out to investigate potential differences and similarities between the selective forces acting upon the coding and noncoding regions of five different sets of genes defined according to functional and evolutionary criteria: 1) two reference gene sets presenting accelerated and slow rates of protein evolution (the Complement and Actin pathways); 2) a set of genes with evidence of accelerated evolution in at least one of their introns; and 3) two gene sets related to neurological function (Parkinson's and Alzheimer's diseases). To that effect, we combine human-chimpanzee divergence patterns with polymorphism data obtained from target resequencing 20 central chimpanzees, our closest relatives with largest long-term effective population size. By using the distribution of fitness effect-alpha extension of the McDonald-Kreitman test, we reproduce inferences of rates of evolution previously based only on divergence data on both coding and intronic sequences and also obtain inferences for other classes of genomic elements (untranslated regions, promoters, and conserved noncoding sequences). Our results suggest that 1) the distribution of fitness effect-alpha method successfully helps distinguishing different scenarios of accelerated divergence (adaptation or relaxed selective constraints) and 2) the adaptive history of coding and noncoding sequences within the gene sets analyzed is decoupled.


Subject(s)
Evolution, Molecular , Pan troglodytes/genetics , Selection, Genetic , Actins/genetics , Animals , Complement System Proteins/genetics , Genes , Humans , Introns , Mutation , Open Reading Frames , Polymorphism, Single Nucleotide , Promoter Regions, Genetic , Untranslated Regions
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