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1.
Nature ; 626(7998): 377-384, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38109938

RESUMO

Many of the Earth's microbes remain uncultured and understudied, limiting our understanding of the functional and evolutionary aspects of their genetic material, which remain largely overlooked in most metagenomic studies1. Here we analysed 149,842 environmental genomes from multiple habitats2-6 and compiled a curated catalogue of 404,085 functionally and evolutionarily significant novel (FESNov) gene families exclusive to uncultivated prokaryotic taxa. All FESNov families span multiple species, exhibit strong signals of purifying selection and qualify as new orthologous groups, thus nearly tripling the number of bacterial and archaeal gene families described to date. The FESNov catalogue is enriched in clade-specific traits, including 1,034 novel families that can distinguish entire uncultivated phyla, classes and orders, probably representing synapomorphies that facilitated their evolutionary divergence. Using genomic context analysis and structural alignments we predicted functional associations for 32.4% of FESNov families, including 4,349 high-confidence associations with important biological processes. These predictions provide a valuable hypothesis-driven framework that we used for experimental validatation of a new gene family involved in cell motility and a novel set of antimicrobial peptides. We also demonstrate that the relative abundance profiles of novel families can discriminate between environments and clinical conditions, leading to the discovery of potentially new biomarkers associated with colorectal cancer. We expect this work to enhance future metagenomics studies and expand our knowledge of the genetic repertory of uncultivated organisms.


Assuntos
Archaea , Bactérias , Ecossistema , Evolução Molecular , Genes Arqueais , Genes Bacterianos , Genômica , Conhecimento , Peptídeos Antimicrobianos/genética , Archaea/classificação , Archaea/genética , Bactérias/classificação , Bactérias/genética , Biomarcadores , Movimento Celular/genética , Neoplasias Colorretais/genética , Genômica/métodos , Genômica/tendências , Metagenômica/tendências , Família Multigênica , Filogenia , Reprodutibilidade dos Testes
2.
Nat Rev Genet ; 22(8): 502-517, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33833443

RESUMO

Almost 20 years have passed since the first reference genome assemblies were published for Plasmodium falciparum, the deadliest malaria parasite, and Anopheles gambiae, the most important mosquito vector of malaria in sub-Saharan Africa. Reference genomes now exist for all human malaria parasites and nearly half of the ~40 important vectors around the world. As a foundation for genetic diversity studies, these reference genomes have helped advance our understanding of basic disease biology and drug and insecticide resistance, and have informed vaccine development efforts. Population genomic data are increasingly being used to guide our understanding of malaria epidemiology, for example by assessing connectivity between populations and the efficacy of parasite and vector interventions. The potential value of these applications to malaria control strategies, together with the increasing diversity of genomic data types and contexts in which data are being generated, raise both opportunities and challenges in the field. This Review discusses advances in malaria genomics and explores how population genomic data could be harnessed to further support global disease control efforts.


Assuntos
Malária/parasitologia , Metagenômica/tendências , Mosquitos Vetores/genética , Plasmodium falciparum/genética , Animais , Anopheles/genética , Antimaláricos/farmacologia , Resistência a Medicamentos , Genes de Insetos , Genes de Protozoários , Humanos , Malária/prevenção & controle , Vacinas Antimaláricas , Plasmodium falciparum/efeitos dos fármacos
3.
Drug Discov Today ; 26(1): 173-180, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33059075

RESUMO

Next-generation sequencing (NGS) methods lie at the heart of large parts of biological and medical research. Their fundamental importance has created a continuously increasing demand for processing and analysis methods of the data sets produced, addressing questions such as variant calling, metagenomic classification and quantification, genomic feature detection, or downstream analysis in larger biological or medical contexts. In addition to classical algorithmic approaches, machine-learning (ML) techniques are often used for such tasks. In particular, deep learning (DL) methods that use multilayered artificial neural networks (ANNs) for supervised, semisupervised, and unsupervised learning have gained significant traction for such applications. Here, we highlight important network architectures, application areas, and DL frameworks in a NGS context.


Assuntos
Aprendizado Profundo , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Metagenômica , Redes Neurais de Computação , Pesquisa Biomédica/tendências , Humanos , Metagenômica/métodos , Metagenômica/tendências
4.
Trends Microbiol ; 29(2): 171-181, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-32622559

RESUMO

In this review we provide an overview of current challenges and advances in bacteriophage research within the growing field of viromics. In particular, we discuss, from a human virome study perspective, the current and emerging technologies available, their limitations in terms of de novo discoveries, and possible solutions to overcome present experimental and computational biases associated with low abundance of viral DNA or RNA. We summarize recent breakthroughs in metagenomics assembling tools and single-cell analysis, which have the potential to increase our understanding of phage biology, diversity, and interactions with both the microbial community and the human body. We expect that these recent and future advances in the field of viromics will have a strong impact on how we develop phage-based therapeutic approaches.


Assuntos
Bacteriófagos/genética , Metagenômica/métodos , Viroma , Vírus/genética , Bacteriófagos/classificação , Bacteriófagos/isolamento & purificação , Genoma Viral , Humanos , Metagenômica/tendências , Vírus/classificação , Vírus/isolamento & purificação
6.
Methods Mol Biol ; 2204: 13-32, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32710311

RESUMO

Nanopore sequencing is a method for determining the order and modifications of DNA/RNA nucleotides by detecting the electric current variations when DNA/RNA oligonucleotides pass through the nanometer-sized hole (nanopore). Nanopore-based DNA analysis techniques have been commercialized by Oxford Nanopore Technologies, NabSys, and Sequenom, and widely used in scientific researches recently including human genomics, cancer, metagenomics, plant sciences, etc., moreover, it also has potential applications in the field of healthcare due to its fast turn-around time, portable and real-time data analysis. Those features make it a promising technology for the point-of-care testing (POCT) and its potential clinical applications are briefly discussed in this chapter.


Assuntos
Sequenciamento por Nanoporos/métodos , Sequenciamento por Nanoporos/tendências , Animais , DNA/genética , Genoma Humano/genética , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Metagenômica/métodos , Metagenômica/tendências , Nanoporos , RNA/genética , Análise de Sequência de DNA/métodos
7.
Nat Rev Neurol ; 16(10): 547-556, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32661342

RESUMO

Over the past two decades, the diagnosis rate for patients with encephalitis has remained poor despite advances in pathogen-specific testing such as PCR and antigen assays. Metagenomic next-generation sequencing (mNGS) of RNA and DNA extracted from cerebrospinal fluid and brain tissue now offers another strategy for diagnosing neurological infections. Given that mNGS simultaneously assays for a wide range of infectious agents in an unbiased manner, it can identify pathogens that were not part of a neurologist's initial differential diagnosis either because of the rarity of the infection, because the microorganism has not been previously associated with a clinical phenotype or because it is a newly discovered organism. This Review discusses the technical advantages and pitfalls of cerebrospinal fluid mNGS in the context of patients with neuroinflammatory syndromes, including encephalitis, meningitis and myelitis. We also speculate on how mNGS testing potentially fits into current diagnostic testing algorithms given data on mNGS test performance, cost and turnaround time. Finally, the Review highlights future directions for mNGS technology and other hypothesis-free testing methodologies that are in development.


Assuntos
Infecções do Sistema Nervoso Central/diagnóstico , Infecções do Sistema Nervoso Central/genética , Imaginação , Metagenômica/tendências , Animais , Infecções do Sistema Nervoso Central/terapia , Biologia Computacional/métodos , Biologia Computacional/tendências , Interpretação Estatística de Dados , Encefalite/diagnóstico , Encefalite/genética , Encefalite/terapia , Humanos , Metagenômica/métodos
8.
Trends Biotechnol ; 38(7): 684-685, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-32312593

RESUMO

Broadening the application of recombineering technologies in biotechnologically important bacteria poses significant challenges. Aparicio et al. present a vital breakthrough for efficient single-stranded recombineering by utilizing a thermoinducible system in Pseudomonas putida. This offers a simple genome-editing tool towards creating superior biocatalysts for the synthesis of chemicals and for bioremediation endeavors.


Assuntos
Sistemas CRISPR-Cas/genética , Engenharia Genética , Pseudomonas putida/genética , Recombinação Genética/genética , Biotecnologia/tendências , Edição de Genes/métodos , Metagenômica/tendências , Mutação/genética , Pseudomonas putida/metabolismo
9.
Artigo em Inglês | MEDLINE | ID: mdl-32247550

RESUMO

EEMS and its successor Society EEMGS have provided a dynamic and successful platform to stimulate research and exchanges among the different actors involved in the protection of the environment and of human health from exposure to genome stressors. It includes basic, translational and applied research projects. This was possible due to the enthusiasm, creativity and support of scientists convinced of the importance of these issues. In the future young scientists will take over with new questions, new challenges, new technologies, new discoveries and new applications. A major challenge is the ethical questions emerging from the impressive potential of present genetic technologies capable of impacting the evolution of nature and humankind. The EEMGS, where academics, regulators and industries meet, should play a central role in these aspects, in particular in support of primary prevention and the establishment of internationally recognized guidelines. Collaboration with colleagues and other teams are of great importance to establish a stimulating open dialogue on scientific questions. However the key issues remain to do careful and rigorous research; to use logic and background knowledge; to define adequate experimental designs; to provide transparency in the protocols; to check repeatability of the results and to combine several statistical approaches in the quest to get to the truth. Among the many challenges ahead, re-evaluation of some key fundamental questions is necessary, such as the interplay between genetics and epigenetics, the existence of specific germ cell mutagens or the identification of the mechanisms leading to mutagen induced diseases. Translational and applied research will further include the development of systemic biomonitoring protocols, if possible in a single biological sample, the redaction of internationally harmonized guidelines but also the organization of platforms between geneticists and physicians open to all actors in the field. The creation of an independent European center to assess risk from exposure to mutagens, in particular in the light of the problematic of global warming might be very helpful.


Assuntos
Monitoramento Ambiental , Genoma Humano/genética , Metagenômica/tendências , Mutagênese/genética , Pesquisa Biomédica/tendências , Europa (Continente) , Humanos , Sociedades Científicas/tendências
10.
Artigo em Inglês | MEDLINE | ID: mdl-32247552

RESUMO

Use of three-dimensional (3D) tissue equivalents in toxicology has been increasing over the last decade as novel preclinical test systems and as alternatives to animal testing. In the area of genetic toxicology, progress has been made with establishing robust protocols for skin, airway (lung) and liver tissue equivalents. In light of these advancements, a "Use of 3D Tissues in Genotoxicity Testing" working group (WG) met at the 7th IWGT meeting in Tokyo in November 2017 to discuss progress with these models and how they may fit into a genotoxicity testing strategy. The workshop demonstrated that skin models have reached an advanced state of validation following over 10 years of development, while liver and airway model-based genotoxicity assays show promise but are at an early stage of development. Further effort in liver and airway model-based assays is needed to address the lack of coverage of the three main endpoints of genotoxicity (mutagenicity, clastogenicity and aneugenicity), and information on metabolic competence. The IWGT WG believes that the 3D skin comet and micronucleus assays are now sufficiently validated to undergo an independent peer review of the validation study, followed by development of individual OECD Test Guidelines.


Assuntos
Dano ao DNA/efeitos dos fármacos , Metagenômica/tendências , Testes de Mutagenicidade/métodos , Mutagênicos/toxicidade , Dano ao DNA/genética , Humanos , Fígado/efeitos dos fármacos , Fígado/patologia , Testes para Micronúcleos
12.
Dig Dis Sci ; 65(3): 674-685, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-32002757

RESUMO

Over the past decade, it has become exceedingly clear that the microbiome is a critical factor in human health and disease and thus should be investigated to develop innovative treatment strategies. The field of metagenomics has come a long way in leveraging the advances of next-generation sequencing technologies resulting in the capability to identify and quantify all microorganisms present in human specimens. However, the field of metagenomics is still in its infancy, specifically in regard to the limitations in computational analysis, statistical assessments, standardization, and validation due to vast variability in the cohorts themselves, experimental design, and bioinformatic workflows. This review summarizes the methods, technologies, computational tools, and model systems for characterizing and studying the microbiome. We also discuss important considerations investigators must make when interrogating the involvement of the microbiome in health and disease in order to establish robust results and mechanistic insights before moving into therapeutic design and intervention.


Assuntos
Biologia Computacional/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Metagenômica/métodos , Microbiota/fisiologia , Análise de Sequência de DNA/métodos , Animais , Biologia Computacional/tendências , Sequenciamento de Nucleotídeos em Larga Escala/tendências , Humanos , Aprendizado de Máquina/tendências , Metagenômica/tendências , Análise de Sequência de DNA/tendências
13.
Int J Paleopathol ; 29: 128-140, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-31964606

RESUMO

Andean paleopathological research has significantly enhanced knowledge about the geographical distribution and evolution of tuberculosis (TB) in pre-Columbian South America. In this paper, we review the history and progress of research on ancient tuberculosis (TB) in the Andean region, focusing on the strengths and limitations of current approaches for the molecular detection of ancient pathogens, with special attention to TB. As a case study, we describe a molecular screening approach for the detection of ancient Mycobacterium tuberculosis in individuals from Late Intermediate Period (1000-1400 CE) contexts at the site of Huari, Peru. We evaluate 34 commingled human vertebrae and combine morphological assessments of pathology with high throughput sequencing and a non-selective approach to ancient pathogen DNA screening. Our method enabled the simultaneous detection of ancient M. tuberculosis DNA and an evaluation of the environmental microbial composition of each sample. Our results show that despite the dominance of environmental DNA, molecular signatures of M. tuberculosis were identified in eight vertebrae, six of which had no observable skeletal pathology classically associated tuberculosis infection. This screening approach will assist in the identification of candidate samples for downstream genomic analyses. The method permits higher resolution disease identification in cases where pathology may be absent, or where the archaeological context may necessitate a broad differential diagnosis based on morphology alone.


Assuntos
DNA Bacteriano/história , Mycobacterium tuberculosis , Paleopatologia , Projetos de Pesquisa , Análise de Sequência de DNA/tendências , Tuberculose/história , DNA Bacteriano/genética , Difusão de Inovações , Previsões , Sequenciamento de Nucleotídeos em Larga Escala/tendências , História Antiga , Humanos , Metagenômica/tendências , Mycobacterium tuberculosis/genética , Paleopatologia/tendências , Projetos de Pesquisa/tendências , América do Sul , Tuberculose/genética , Tuberculose/microbiologia
14.
Trends Genet ; 36(1): 53-67, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31780057

RESUMO

While the human microbiome's structure and function have been extensively studied, its within-species genetic diversity is less well understood. However, genetic mutations in the microbiome can confer biomedically relevant traits, such as the ability to extract nutrients from food, metabolize drugs, evade antibiotics, and communicate with the host immune system. The population genetic processes by which these traits evolve are complex, in part due to interacting ecological and evolutionary forces in the microbiome. Advances in metagenomic sequencing, coupled with bioinformatics tools and population genetic models, facilitate quantification of microbiome genetic variation and inferences about how this diversity arises, evolves, and correlates with traits of both microbes and hosts. In this review, we explore the population genetic forces (mutation, recombination, drift, and selection) that shape microbiome genetic diversity within and between hosts, as well as efforts towards predictive models that leverage microbiome genetics.


Assuntos
Microbioma Gastrointestinal/genética , Variação Genética/genética , Genética Populacional , Microbiota/genética , Bactérias/classificação , Bactérias/genética , Bactérias/metabolismo , Humanos , Metagenoma/genética , Metagenômica/tendências
16.
Artigo em Inglês | MEDLINE | ID: mdl-31817253

RESUMO

The extensive use of antimicrobials in animal farms poses serious safety hazards to both the environment and public health, and this trend is likely to continue. Antimicrobial resistance genes (ARGs) are a class of emerging pollutants that are difficult to remove once introduced. Understanding the environmental transfer of antimicrobial-resistant bacteria (ARB) and ARGs is pivotal for creating control measures. In this review, we summarize the research progress on the spread and detection of ARB and ARG pollution related to animal husbandry. Molecular methods such as high-throughput sequencing have greatly enriched the information about ARB communities. However, it remains challenging to delineate mechanisms regarding ARG induction, transmission, and tempo-spatial changes in the whole process, from animal husbandry to multiple ecosystems. As a result, future research should be more focused on the mechanisms of ARG induction, transmission, and control. We also expect that future research will rely more heavily on metagenomic -analysis, metatranscriptomic sequencing, and multi-omics technologies.


Assuntos
Criação de Animais Domésticos/métodos , Antibacterianos/farmacologia , Bactérias/genética , Farmacorresistência Bacteriana/genética , Genes Bacterianos/efeitos dos fármacos , Invenções/tendências , Projetos de Pesquisa/tendências , Animais , Bactérias/efeitos dos fármacos , Farmacorresistência Bacteriana/efeitos dos fármacos , Sequenciamento de Nucleotídeos em Larga Escala , Metagenômica/métodos , Metagenômica/tendências
17.
mSphere ; 4(6)2019 12 11.
Artigo em Inglês | MEDLINE | ID: mdl-31826970

RESUMO

Molecular detection of biological agents in the field has traditionally relied on the use of quantitative real-time PCR (qPCR), which now includes commercially available instruments that can be used in the laboratory or field. Adapting this technology for field-forward applications necessitated innovation to minimize size, weight, and power requirements. Rugged, portable instruments, efficient power sources, freeze-dried reagents, data communications, and standard operating procedures for minimally trained users are some examples of limitations that have been overcome to allow qPCR-based data to be generated at the point of need. Despite the high specificity and sensitivity of qPCR, the assays require a priori sequence-based knowledge of the etiological agent to design and produce specific targeted assays with primers and probes. However, in many cases the etiological agent may not be known and pathogen identification must rely on the use of an untargeted screening method. By extracting, preparing, and sequencing all of the genomic material in a particular sample at once, known as metagenomics, a less biased view of the biological entities in that sample can be ascertained. Using metagenomics methods in the field requires the development and optimization of straightforward sample preparation, sequencing, and bioinformatics workflows reminiscent of the challenges faced during the development of field-forward qPCR 15 years ago. To review the state of qPCR and sequencing in the field, we summarized a panel discussion from the 2019 ASM Biothreats Conference. Our discussion focused on the development, evolution, and comparison of molecular methods for biological agents and their utility in the field.


Assuntos
Doenças Transmissíveis/diagnóstico , Metagenômica/métodos , Técnicas de Diagnóstico Molecular/métodos , Sistemas Automatizados de Assistência Junto ao Leito/tendências , Metagenômica/tendências , Técnicas de Diagnóstico Molecular/tendências , Reação em Cadeia da Polimerase em Tempo Real/métodos , Reação em Cadeia da Polimerase em Tempo Real/tendências , Sensibilidade e Especificidade , Análise de Sequência de DNA/métodos , Análise de Sequência de DNA/tendências
18.
J Alzheimers Dis ; 72(1): 319-355, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31561379

RESUMO

Alzheimer's disease (AD)-associated sequence (ADAS) of cultured fecal bacteria was discovered in human gut targeted screening. This study provides important information to expand our current understanding of the structure/activity relationship of ADAS and putative inhibitors/activators that are potentially involved in ADAS appearance/disappearance. The NCBI database analysis revealed that ADAS presents at a large proportion in American Indian Oklahoman (C&A) with a high prevalence of obesity/diabetes and in colorectal cancer (CRC) patients from the US and China. An Oklahoman non-native group (NNI) showed no ADAS. Comparison of two large US populations reveals that ADAS is more frequent in individuals aged ≥66 and in females. Prevalence and levels of fecal metabolites are altered in the C&A and CRC groups versus controls. Biogenic amines (histamine, tryptamine, tyramine, phenylethylamine, cadaverine, putrescine, agmatine, spermidine) that present in food and are produced by gut microbiota are significantly higher in C&A (e.g., histamine/histidine 95-fold) versus NNI (histamine/histidine 16-fold). The majority of these bio-amines are cytotoxic at concentrations found in food. Inositol phosphate signaling implicated in AD is altered in C&A and CRC. Tryptamine stimulated accumulation of inositol phosphate. The seizure-eliciting tryptamine induced cytoplasmic vacuolization and vesiculation with cell fragmentation. Present additions of ADAS-carriers at different ages including infants led to an ADAS-comprising human sample size of 2,830 from 27 studies from four continents (North America, Australia, Asia, Europe). Levels of food-derived monoamine oxidase inhibitors and anti-bacterial compounds, the potential modulators of ADAS-bacteria growth and biogenic amine production, were altered in C&A versus NNI. ADAS is attributable to potentially modifiable risk factors of AD associated diseases.


Assuntos
Doença de Alzheimer/genética , Doença de Alzheimer/metabolismo , Microbioma Gastrointestinal/fisiologia , Metabolômica/métodos , Metagenômica/métodos , Vigilância da População/métodos , Doença de Alzheimer/epidemiologia , Estudos de Casos e Controles , Humanos , Metabolômica/tendências , Metagenômica/tendências
19.
Neoreviews ; 20(5): e258-e271, 2019 05.
Artigo em Inglês | MEDLINE | ID: mdl-31261078

RESUMO

The human microbiota includes the trillions of microorganisms living in the human body whereas the human microbiome includes the genes and gene products of this microbiota. Bacteria were historically largely considered to be pathogens that inevitably led to human disease. However, because of advances in both cultivation-based methods and the advent of metagenomics, bacteria are now recognized to be largely beneficial commensal organisms and thus, key to normal and healthy human development. This relatively new area of medical research has elucidated insights into diseases such as inflammatory bowel disease and obesity, as well as metabolic and atopic disorders. However, much remains unknown about the complexity of microbe-microbe and microbe-host interactions. Future efforts aimed at answering key questions pertaining to the early establishment of the microbiome, alongside what defines its dysbiosis, will likely lead to long-term health and mitigation of disease. Here, we review the relevant literature pertaining to modulations in the perinatal and neonatal microbiome, the impact of environmental and maternal factors in shaping the neonatal microbiome, and future questions and directions in the exciting emerging arena of metagenomic medicine.


Assuntos
Saúde do Lactente/tendências , Metagenoma/fisiologia , Metagenômica/tendências , Microbiota/fisiologia , Feminino , Previsões , Humanos , Recém-Nascido , Metagenômica/métodos , Gravidez
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