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1.
Microbiome ; 6(1): 72, 2018 04 19.
Artigo em Inglês | MEDLINE | ID: mdl-29669589

RESUMO

BACKGROUND: Gut microbes influence their hosts in many ways, in particular by modulating the impact of diet. These effects have been studied most extensively in humans and mice. In this work, we used whole genome metagenomics to investigate the relationship between the gut metagenomes of dogs, humans, mice, and pigs. RESULTS: We present a dog gut microbiome gene catalog containing 1,247,405 genes (based on 129 metagenomes and a total of 1.9 terabasepairs of sequencing data). Based on this catalog and taxonomic abundance profiling, we show that the dog microbiome is closer to the human microbiome than the microbiome of either pigs or mice. To investigate this similarity in terms of response to dietary changes, we report on a randomized intervention with two diets (high-protein/low-carbohydrate vs. lower protein/higher carbohydrate). We show that diet has a large and reproducible effect on the dog microbiome, independent of breed or sex. Moreover, the responses were in agreement with those observed in previous human studies. CONCLUSIONS: We conclude that findings in dogs may be predictive of human microbiome results. In particular, a novel finding is that overweight or obese dogs experience larger compositional shifts than lean dogs in response to a high-protein diet.


Assuntos
Dieta , Microbioma Gastrointestinal , Metagenoma , Metagenômica , Microbiota , Animais , Cães , Fezes/microbiologia , Humanos , Metagenômica/métodos , Camundongos , Obesidade , Suínos
2.
Nat Biotechnol ; 35(11): 1069-1076, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28967887

RESUMO

Technical variation in metagenomic analysis must be minimized to confidently assess the contributions of microbiota to human health. Here we tested 21 representative DNA extraction protocols on the same fecal samples and quantified differences in observed microbial community composition. We compared them with differences due to library preparation and sample storage, which we contrasted with observed biological variation within the same specimen or within an individual over time. We found that DNA extraction had the largest effect on the outcome of metagenomic analysis. To rank DNA extraction protocols, we considered resulting DNA quantity and quality, and we ascertained biases in estimates of community diversity and the ratio between Gram-positive and Gram-negative bacteria. We recommend a standardized DNA extraction method for human fecal samples, for which transferability across labs was established and which was further benchmarked using a mock community of known composition. Its adoption will improve comparability of human gut microbiome studies and facilitate meta-analyses.


Assuntos
Fracionamento Químico/métodos , DNA/química , Fezes/química , Metagenômica , Bactérias/genética , Biologia Computacional , Humanos , Controle de Qualidade , Especificidade da Espécie
4.
Am J Physiol Gastrointest Liver Physiol ; 312(4): G327-G339, 2017 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-28039159

RESUMO

Current treatment for pediatric inflammatory bowel disease (IBD) patients is often ineffective, with serious side effects. Manipulating the gut microbiota via fecal microbiota transplantation (FMT) is an emerging treatment approach but remains controversial. We aimed to assess the composition of the fecal microbiome through a comparison of pediatric IBD patients to their healthy siblings, evaluating risks and prospects for FMT in this setting. A case-control (sibling) study was conducted analyzing fecal samples of six children with Crohn's disease (CD), six children with ulcerative colitis (UC) and 12 healthy siblings by metagenomic sequencing. In addition, lifetime antibiotic intake was retrospectively determined. Species richness and diversity were significantly reduced in UC patients compared with control [Mann-Whitney U-test false discovery rate (MWU FDR) = 0.011]. In UC, bacteria positively influencing gut homeostasis, e.g., Eubacterium rectale and Faecalibacterium prausnitzii, were significantly reduced in abundance (MWU FDR = 0.05). Known pathobionts like Escherichia coli were enriched in UC patients (MWU FDR = 0.084). Moreover, E. coli abundance correlated positively with that of several virulence genes (SCC > 0.65, FDR < 0.1). A shift toward antibiotic-resistant taxa in both IBD groups distinguished them from controls [MWU Benjamini-Hochberg-Yekutieli procedure (BY) FDR = 0.062 in UC, MWU BY FDR = 0.019 in CD). The collected results confirm a microbial dysbiosis in pediatric UC, and to a lesser extent in CD patients, replicating associations found previously using different methods. Taken together, these observations suggest microbiotal remodeling therapy from family donors, at least for children with UC, as a viable option.NEW & NOTEWORTHY In this sibling study, prior reports of microbial dysbiosis in IBD patients from 16S rRNA sequencing was verified using deep shotgun sequencing and augmented with insights into the abundance of bacterial virulence genes and bacterial antibiotic resistance determinants, seen against the background of data on the specific antibiotic intake of each of the study participants. The observed dysbiosis, which distinguishes patients from siblings, highlights such siblings as potential donors for microbiotal remodeling therapy in IBD.


Assuntos
Fezes/microbiologia , Microbioma Gastrointestinal , Doenças Inflamatórias Intestinais/microbiologia , Mucosa Intestinal/microbiologia , Metagenoma , Adolescente , Criança , Feminino , Humanos , Masculino , Irmãos , Adulto Jovem
5.
Bioinformatics ; 32(16): 2520-3, 2016 08 15.
Artigo em Inglês | MEDLINE | ID: mdl-27153620

RESUMO

UNLABELLED: MOCAT2 is a software pipeline for metagenomic sequence assembly and gene prediction with novel features for taxonomic and functional abundance profiling. The automated generation and efficient annotation of non-redundant reference catalogs by propagating pre-computed assignments from 18 databases covering various functional categories allows for fast and comprehensive functional characterization of metagenomes. AVAILABILITY AND IMPLEMENTATION: MOCAT2 is implemented in Perl 5 and Python 2.7, designed for 64-bit UNIX systems and offers support for high-performance computer usage via LSF, PBS or SGE queuing systems; source code is freely available under the GPL3 license at http://mocat.embl.de CONTACT: : bork@embl.de SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Metagenômica , Software , Bases de Dados Factuais , Metagenoma
6.
Nature ; 528(7581): 262-266, 2015 Dec 10.
Artigo em Inglês | MEDLINE | ID: mdl-26633628

RESUMO

In recent years, several associations between common chronic human disorders and altered gut microbiome composition and function have been reported. In most of these reports, treatment regimens were not controlled for and conclusions could thus be confounded by the effects of various drugs on the microbiota, which may obscure microbial causes, protective factors or diagnostically relevant signals. Our study addresses disease and drug signatures in the human gut microbiome of type 2 diabetes mellitus (T2D). Two previous quantitative gut metagenomics studies of T2D patients that were unstratified for treatment yielded divergent conclusions regarding its associated gut microbial dysbiosis. Here we show, using 784 available human gut metagenomes, how antidiabetic medication confounds these results, and analyse in detail the effects of the most widely used antidiabetic drug metformin. We provide support for microbial mediation of the therapeutic effects of metformin through short-chain fatty acid production, as well as for potential microbiota-mediated mechanisms behind known intestinal adverse effects in the form of a relative increase in abundance of Escherichia species. Controlling for metformin treatment, we report a unified signature of gut microbiome shifts in T2D with a depletion of butyrate-producing taxa. These in turn cause functional microbiome shifts, in part alleviated by metformin-induced changes. Overall, the present study emphasizes the need to disentangle gut microbiota signatures of specific human diseases from those of medication.


Assuntos
Diabetes Mellitus Tipo 2/microbiologia , Microbioma Gastrointestinal/efeitos dos fármacos , Microbioma Gastrointestinal/fisiologia , Metformina/farmacologia , Biodiversidade , Diabetes Mellitus Tipo 2/tratamento farmacológico , Feminino , Microbioma Gastrointestinal/genética , Humanos , Hipoglicemiantes/farmacologia , Hipoglicemiantes/uso terapêutico , Masculino , Metagenoma/efeitos dos fármacos , Metagenoma/fisiologia , Metformina/uso terapêutico , RNA Ribossômico 16S/genética
7.
Science ; 348(6237): 1261359, 2015 May 22.
Artigo em Inglês | MEDLINE | ID: mdl-25999513

RESUMO

Microbes are dominant drivers of biogeochemical processes, yet drawing a global picture of functional diversity, microbial community structure, and their ecological determinants remains a grand challenge. We analyzed 7.2 terabases of metagenomic data from 243 Tara Oceans samples from 68 locations in epipelagic and mesopelagic waters across the globe to generate an ocean microbial reference gene catalog with >40 million nonredundant, mostly novel sequences from viruses, prokaryotes, and picoeukaryotes. Using 139 prokaryote-enriched samples, containing >35,000 species, we show vertical stratification with epipelagic community composition mostly driven by temperature rather than other environmental factors or geography. We identify ocean microbial core functionality and reveal that >73% of its abundance is shared with the human gut microbiome despite the physicochemical differences between these two ecosystems.


Assuntos
Microbiota/genética , Plâncton/classificação , Água do Mar/microbiologia , Bases de Dados Genéticas , Ecossistema , Trato Gastrointestinal/microbiologia , Variação Genética , Humanos , Metagenoma , Oceanos e Mares , Plâncton/genética , Plâncton/isolamento & purificação
8.
Genome Biol ; 16: 73, 2015 Apr 08.
Artigo em Inglês | MEDLINE | ID: mdl-25888008

RESUMO

BACKGROUND: Metagenomics has become a prominent approach for exploring the role of the gut microbiota in human health. However, the temporal variability of the healthy gut microbiome has not yet been studied in depth using metagenomics and little is known about the effects of different sampling and preservation approaches. We performed metagenomic analysis on fecal samples from seven subjects collected over a period of up to two years to investigate temporal variability and assess preservation-induced variation, specifically, fresh frozen compared to RNALater. We also monitored short-term disturbances caused by antibiotic treatment and bowel cleansing in one subject. RESULTS: We find that the human gut microbiome is temporally stable and highly personalized at both taxonomic and functional levels. Over multiple time points, samples from the same subject clustered together, even in the context of a large dataset of 888 European and American fecal metagenomes. One exception was observed in an antibiotic intervention case where, more than one year after the treatment, samples did not resemble the pre-treatment state. Clustering was not affected by the preservation method. No species differed significantly in abundance, and only 0.36% of gene families were differentially abundant between preservation methods. CONCLUSIONS: Technical variability is small compared to the temporal variability of an unperturbed gut microbiome, which in turn is much smaller than the observed between-subject variability. Thus, short-term preservation of fecal samples in RNALater is an appropriate and cost-effective alternative to freezing of fecal samples for metagenomic studies.


Assuntos
Microbioma Gastrointestinal , Trato Gastrointestinal/microbiologia , Genoma Humano , Metagenoma/genética , Fatores de Tempo , Adulto , Análise por Conglomerados , DNA Bacteriano/genética , Fezes/microbiologia , Feminino , Trato Gastrointestinal/metabolismo , Humanos , Masculino , Metagenômica/métodos
9.
Mol Syst Biol ; 10: 766, 2014 Nov 28.
Artigo em Inglês | MEDLINE | ID: mdl-25432777

RESUMO

Several bacterial species have been implicated in the development of colorectal carcinoma (CRC), but CRC-associated changes of fecal microbiota and their potential for cancer screening remain to be explored. Here, we used metagenomic sequencing of fecal samples to identify taxonomic markers that distinguished CRC patients from tumor-free controls in a study population of 156 participants. Accuracy of metagenomic CRC detection was similar to the standard fecal occult blood test (FOBT) and when both approaches were combined, sensitivity improved > 45% relative to the FOBT, while maintaining its specificity. Accuracy of metagenomic CRC detection did not differ significantly between early- and late-stage cancer and could be validated in independent patient and control populations (N = 335) from different countries. CRC-associated changes in the fecal microbiome at least partially reflected microbial community composition at the tumor itself, indicating that observed gene pool differences may reveal tumor-related host-microbe interactions. Indeed, we deduced a metabolic shift from fiber degradation in controls to utilization of host carbohydrates and amino acids in CRC patients, accompanied by an increase of lipopolysaccharide metabolism.


Assuntos
Neoplasias Colorretais/diagnóstico , Neoplasias Colorretais/microbiologia , Detecção Precoce de Câncer/métodos , Fezes/microbiologia , Estudos de Casos e Controles , Humanos , Metagenômica/métodos , Microbiota , Tipagem Molecular , Sangue Oculto , Sensibilidade e Especificidade
10.
Nat Biotechnol ; 32(8): 834-41, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24997786

RESUMO

Many analyses of the human gut microbiome depend on a catalog of reference genes. Existing catalogs for the human gut microbiome are based on samples from single cohorts or on reference genomes or protein sequences, which limits coverage of global microbiome diversity. Here we combined 249 newly sequenced samples of the Metagenomics of the Human Intestinal Tract (MetaHit) project with 1,018 previously sequenced samples to create a cohort from three continents that is at least threefold larger than cohorts used for previous gene catalogs. From this we established the integrated gene catalog (IGC) comprising 9,879,896 genes. The catalog includes close-to-complete sets of genes for most gut microbes, which are also of considerably higher quality than in previous catalogs. Analyses of a group of samples from Chinese and Danish individuals using the catalog revealed country-specific gut microbial signatures. This expanded catalog should facilitate quantitative characterization of metagenomic, metatranscriptomic and metaproteomic data from the gut microbiome to understand its variation across populations in human health and disease.


Assuntos
Intestinos/microbiologia , Microbiota , Catálogos como Assunto , Humanos , Metagenômica
11.
Nat Biotechnol ; 32(8): 822-8, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24997787

RESUMO

Most current approaches for analyzing metagenomic data rely on comparisons to reference genomes, but the microbial diversity of many environments extends far beyond what is covered by reference databases. De novo segregation of complex metagenomic data into specific biological entities, such as particular bacterial strains or viruses, remains a largely unsolved problem. Here we present a method, based on binning co-abundant genes across a series of metagenomic samples, that enables comprehensive discovery of new microbial organisms, viruses and co-inherited genetic entities and aids assembly of microbial genomes without the need for reference sequences. We demonstrate the method on data from 396 human gut microbiome samples and identify 7,381 co-abundance gene groups (CAGs), including 741 metagenomic species (MGS). We use these to assemble 238 high-quality microbial genomes and identify affiliations between MGS and hundreds of viruses or genetic entities. Our method provides the means for comprehensive profiling of the diversity within complex metagenomic samples.


Assuntos
Metagenômica , Análise por Conglomerados , Bases de Dados Genéticas
12.
ISME J ; 8(7): 1391-402, 2014 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-24621522

RESUMO

Bacteriophages have key roles in microbial communities, to a large extent shaping the taxonomic and functional composition of the microbiome, but data on the connections between phage diversity and the composition of communities are scarce. Using taxon-specific marker genes, we identified and monitored 20 viral taxa in 252 human gut metagenomic samples, mostly at the level of genera. On average, five phage taxa were identified in each sample, with up to three of these being highly abundant. The abundances of most phage taxa vary by up to four orders of magnitude between the samples, and several taxa that are highly abundant in some samples are absent in others. Significant correlations exist between the abundances of some phage taxa and human host metadata: for example, 'Group 936 lactococcal phages' are more prevalent and abundant in Danish samples than in samples from Spain or the United States of America. Quantification of phages that exist as integrated prophages revealed that the abundance profiles of prophages are highly individual-specific and remain unique to an individual over a 1-year time period, and prediction of prophage lysis across the samples identified hundreds of prophages that are apparently active in the gut and vary across the samples, in terms of presence and lytic state. Finally, a prophage-host network of the human gut was established and includes numerous novel host-phage associations.


Assuntos
Bacteriófagos/classificação , Trato Gastrointestinal/virologia , Metagenoma , Filogenia , Bactérias/virologia , Bacteriófagos/genética , Europa (Continente) , Marcadores Genéticos , Variação Genética , Interações Hospedeiro-Patógeno , Humanos , Prófagos/classificação , Prófagos/genética
13.
Nat Methods ; 10(12): 1196-9, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24141494

RESUMO

To quantify known and unknown microorganisms at species-level resolution using shotgun sequencing data, we developed a method that establishes metagenomic operational taxonomic units (mOTUs) based on single-copy phylogenetic marker genes. Applied to 252 human fecal samples, the method revealed that on average 43% of the species abundance and 58% of the richness cannot be captured by current reference genome-based methods. An implementation of the method is available at http://www.bork.embl.de/software/mOTU/.


Assuntos
Metagenômica , Microbiota , Alinhamento de Sequência/métodos , Algoritmos , Calibragem , Análise por Conglomerados , Biologia Computacional/métodos , DNA Ribossômico/genética , Ligação Genética , Marcadores Genéticos , Genoma , Humanos , Intestinos/microbiologia , Filogenia , RNA Ribossômico 16S/genética , Análise de Sequência de DNA/métodos
14.
Genome Res ; 23(7): 1163-9, 2013 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-23568836

RESUMO

Despite increasing concerns over inappropriate use of antibiotics in medicine and food production, population-level resistance transfer into the human gut microbiota has not been demonstrated beyond individual case studies. To determine the "antibiotic resistance potential" for entire microbial communities, we employ metagenomic data and quantify the totality of known resistance genes in each community (its resistome) for 68 classes and subclasses of antibiotics. In 252 fecal metagenomes from three countries, we show that the most abundant resistance determinants are those for antibiotics also used in animals and for antibiotics that have been available longer. Resistance genes are also more abundant in samples from Spain, Italy, and France than from Denmark, the United States, or Japan. Where comparable country-level data on antibiotic use in both humans and animals are available, differences in these statistics match the observed resistance potential differences. The results are robust over time as the antibiotic resistance determinants of individuals persist in the human gut flora for at least a year.


Assuntos
Antibacterianos/farmacologia , Resistência Microbiana a Medicamentos/genética , Trato Gastrointestinal/microbiologia , Metagenoma/efeitos dos fármacos , Metagenoma/genética , Animais , Dinamarca , França , Humanos , Itália , Japão , Metagenômica , Penetrância , Espanha , Estados Unidos
15.
Nature ; 493(7430): 45-50, 2013 Jan 03.
Artigo em Inglês | MEDLINE | ID: mdl-23222524

RESUMO

Whereas large-scale efforts have rapidly advanced the understanding and practical impact of human genomic variation, the practical impact of variation is largely unexplored in the human microbiome. We therefore developed a framework for metagenomic variation analysis and applied it to 252 faecal metagenomes of 207 individuals from Europe and North America. Using 7.4 billion reads aligned to 101 reference species, we detected 10.3 million single nucleotide polymorphisms (SNPs), 107,991 short insertions/deletions, and 1,051 structural variants. The average ratio of non-synonymous to synonymous polymorphism rates of 0.11 was more variable between gut microbial species than across human hosts. Subjects sampled at varying time intervals exhibited individuality and temporal stability of SNP variation patterns, despite considerable composition changes of their gut microbiota. This indicates that individual-specific strains are not easily replaced and that an individual might have a unique metagenomic genotype, which may be exploitable for personalized diet or drug intake.


Assuntos
Variação Genética/genética , Intestinos/microbiologia , Metagenoma/genética , Europa (Continente) , Fezes/microbiologia , Genoma Bacteriano/genética , Genótipo , Mapeamento Geográfico , Humanos , América do Norte , Polimorfismo de Nucleotídeo Único/genética , Padrões de Referência , Fatores de Tempo
16.
Cent Asian J Glob Health ; 2(Suppl): 120, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-29805877

RESUMO

INTRODUCTION: The breakthrough of next generation sequencing-technologies has enabled large-scale studies of natural microbial communities and the 16S rRNA genes have been widely used as a phylogenetic marker to study community structure. However, major limitations of this approach are that neither strain-level resolution nor genomic context of microorganisms can be provided. This information, however, is crucial to answer fundamental questions about the temporal stability and distinctiveness of natural microbial communities. MATERIAL AND METHODS: We developed a methodological framework for metagenomic single nucleotide polymorphism (SNP) variation analysis and applied it to publicly available data from 252 human fecal samples from 207 European and North American individuals. We further analyzed samples from 43 healthy subjects that were sampled at least twice over time intervals of up to one year and measured population similarities of dominant gut species. RESULTS: We detected 10.3 million SNPs in 101 species, which nearly amounts to the number identified in more than 1,000 humans. CONCLUSION: The most striking result was that host-specific strains appear to be retained over long time periods. This indicates that individual-specific strains are not easily exchanged with the environment and furthermore, that an individuals appear to have a unique metagenomic genotype. This, in turn, is linked to implications for human gut physiology, such as the stability of antibiotic resistance potential.

17.
PLoS One ; 7(10): e47656, 2012.
Artigo em Inglês | MEDLINE | ID: mdl-23082188

RESUMO

MOCAT is a highly configurable, modular pipeline for fast, standardized processing of single or paired-end sequencing data generated by the Illumina platform. The pipeline uses state-of-the-art programs to quality control, map, and assemble reads from metagenomic samples sequenced at a depth of several billion base pairs, and predict protein-coding genes on assembled metagenomes. Mapping against reference databases allows for read extraction or removal, as well as abundance calculations. Relevant statistics for each processing step can be summarized into multi-sheet Excel documents and queryable SQL databases. MOCAT runs on UNIX machines and integrates seamlessly with the SGE and PBS queuing systems, commonly used to process large datasets. The open source code and modular architecture allow users to modify or exchange the programs that are utilized in the various processing steps. Individual processing steps and parameters were benchmarked and tested on artificial, real, and simulated metagenomes resulting in an improvement of selected quality metrics. MOCAT can be freely downloaded at http://www.bork.embl.de/mocat/.


Assuntos
Biologia Computacional/métodos , Genes/genética , Metagenômica/métodos , Software , Simulação por Computador , Bases de Dados Genéticas , Trato Gastrointestinal/microbiologia , Humanos , Metagenoma , Padrões de Referência , Análise de Sequência de DNA , Estatística como Assunto
18.
Nano Lett ; 12(8): 4131-9, 2012 Aug 08.
Artigo em Inglês | MEDLINE | ID: mdl-22769232

RESUMO

Monitoring the location, distribution and long-term engraftment of administered cells is critical for demonstrating the success of a cell therapy. Among available imaging-based cell tracking tools, magnetic resonance imaging (MRI) is advantageous due to its noninvasiveness, deep penetration, and high spatial resolution. While tracking cells in preclinical models via internalized MRI contrast agents (iron oxide nanoparticles, IO-NPs) is a widely used method, IO-NPs suffer from low iron content per particle, low uptake in nonphagocytotic cell types (e.g., mesenchymal stem cells, MSCs), weak negative contrast, and decreased MRI signal due to cell proliferation and cellular exocytosis. Herein, we demonstrate that internalization of IO-NP (10 nm) loaded biodegradable poly(lactide-co-glycolide) microparticles (IO/PLGA-MPs, 0.4-3 µm) in MSCs enhances MR parameters such as the r(2) relaxivity (5-fold), residence time inside the cells (3-fold) and R(2) signal (2-fold) compared to IO-NPs alone. Intriguingly, in vitro and in vivo experiments demonstrate that internalization of IO/PLGA-MPs in MSCs does not compromise inherent cell properties such as viability, proliferation, migration and their ability to home to sites of inflammation.


Assuntos
Compostos Férricos/química , Imageamento por Ressonância Magnética/métodos , Células-Tronco Mesenquimais/química , Nanopartículas/química , Poliglactina 910/química , Animais , Proliferação de Células , Células Cultivadas , Humanos , Células-Tronco Mesenquimais/citologia , Camundongos , Camundongos Endogâmicos BALB C , Tamanho da Partícula , Propriedades de Superfície
19.
Bioinformatics ; 26(18): 2334-5, 2010 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-20624783

RESUMO

UNLABELLED: The amount of gene and genome data obtained by next-generation sequencing technologies generates a need for comparative visualization tools. Complementing existing software for comparison and exploration of genomics data, genoPlotR automatically creates publication-grade linear maps of gene and genomes, in a highly automatic, flexible and reproducible way. AVAILABILITY: genoPlotR is a platform-independent R package, available with full source code under a GPL2 license at R-Forge: http://genoplotr.r-forge.r-project.org/.


Assuntos
Software , Animais , Mapeamento Cromossômico , Genes , Genoma , Humanos
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