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2.
Nat Biotechnol ; 2024 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-38622344

RESUMO

Citizen science video games are designed primarily for users already inclined to contribute to science, which severely limits their accessibility for an estimated community of 3 billion gamers worldwide. We created Borderlands Science (BLS), a citizen science activity that is seamlessly integrated within a popular commercial video game played by tens of millions of gamers. This integration is facilitated by a novel game-first design of citizen science games, in which the game design aspect has the highest priority, and a suitable task is then mapped to the game design. BLS crowdsources a multiple alignment task of 1 million 16S ribosomal RNA sequences obtained from human microbiome studies. Since its initial release on 7 April 2020, over 4 million players have solved more than 135 million science puzzles, a task unsolvable by a single individual. Leveraging these results, we show that our multiple sequence alignment simultaneously improves microbial phylogeny estimations and UniFrac effect sizes compared to state-of-the-art computational methods. This achievement demonstrates that hyper-gamified scientific tasks attract massive crowds of contributors and offers invaluable resources to the scientific community.

3.
bioRxiv ; 2024 Mar 19.
Artigo em Inglês | MEDLINE | ID: mdl-38562901

RESUMO

This study investigated the relationship between gut microbiota and neuropsychiatric disorders (NPDs), specifically anxiety disorder (ANXD) and/or major depressive disorder (MDD), as defined by DSM-IV or V criteria. The study also examined the influence of medication use, particularly antidepressants and/or anxiolytics, classified through the Anatomical Therapeutic Chemical (ATC) Classification System, on the gut microbiota. Both 16S rRNA gene amplicon sequencing and shallow shotgun sequencing were performed on DNA extracted from 666 fecal samples from the Tulsa-1000 and NeuroMAP CoBRE cohorts. The results highlight the significant influence of medication use; antidepressant use is associated with significant differences in gut microbiota beta diversity and has a larger effect size than NPD diagnosis. Next, specific microbes were associated with ANXD and MDD, highlighting their potential for non-pharmacological intervention. Finally, the study demonstrated the capability of Random Forest classifiers to predict diagnoses of NPD and medication use from microbial profiles, suggesting a promising direction for the use of gut microbiota as biomarkers for NPD. The findings suggest that future research on the gut microbiota's role in NPD and its interactions with pharmacological treatments are needed.

4.
Science ; 383(6688): 1176-1179, 2024 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-38484067

RESUMO

Tests lack analytical and clinical validity, requiring more federal oversight to prevent consumer harm.


Assuntos
Triagem e Testes Direto ao Consumidor , Testes Genéticos , Microbiota , Testes Genéticos/normas , Humanos , Triagem e Testes Direto ao Consumidor/normas , Microbiota/genética
5.
Sci Rep ; 14(1): 6095, 2024 03 13.
Artigo em Inglês | MEDLINE | ID: mdl-38480804

RESUMO

In this study, we aimed to understand the potential role of the gut microbiome in the development of Alzheimer's disease (AD). We took a multi-faceted approach to investigate this relationship. Urine metabolomics were examined in individuals with AD and controls, revealing decreased formate and fumarate concentrations in AD. Additionally, we utilised whole-genome sequencing (WGS) data obtained from a separate group of individuals with AD and controls. This information allowed us to create and investigate host-microbiome personalised whole-body metabolic models. Notably, AD individuals displayed diminished formate microbial secretion in these models. Additionally, we identified specific reactions responsible for the production of formate in the host, and interestingly, these reactions were linked to genes that have correlations with AD. This study suggests formate as a possible early AD marker and highlights genetic and microbiome contributions to its production. The reduced formate secretion and its genetic associations point to a complex connection between gut microbiota and AD. This holistic understanding might pave the way for novel diagnostic and therapeutic avenues in AD management.


Assuntos
Doença de Alzheimer , Microbioma Gastrointestinal , Microbiota , Humanos , Doença de Alzheimer/genética , Doença de Alzheimer/metabolismo , Microbiota/genética , Microbioma Gastrointestinal/genética , Genômica , Formiatos
6.
Nat Microbiol ; 9(3): 595-613, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38347104

RESUMO

Microbial breakdown of organic matter is one of the most important processes on Earth, yet the controls of decomposition are poorly understood. Here we track 36 terrestrial human cadavers in three locations and show that a phylogenetically distinct, interdomain microbial network assembles during decomposition despite selection effects of location, climate and season. We generated a metagenome-assembled genome library from cadaver-associated soils and integrated it with metabolomics data to identify links between taxonomy and function. This universal network of microbial decomposers is characterized by cross-feeding to metabolize labile decomposition products. The key bacterial and fungal decomposers are rare across non-decomposition environments and appear unique to the breakdown of terrestrial decaying flesh, including humans, swine, mice and cattle, with insects as likely important vectors for dispersal. The observed lockstep of microbial interactions further underlies a robust microbial forensic tool with the potential to aid predictions of the time since death.


Assuntos
Consórcios Microbianos , Microbiologia do Solo , Camundongos , Humanos , Animais , Suínos , Bovinos , Cadáver , Metagenoma , Bactérias
7.
Oncogene ; 43(15): 1127-1148, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38396294

RESUMO

In 2020, we identified cancer-specific microbial signals in The Cancer Genome Atlas (TCGA) [1]. Multiple peer-reviewed papers independently verified or extended our findings [2-12]. Given this impact, we carefully considered concerns by Gihawi et al. [13] that batch correction and database contamination with host sequences artificially created the appearance of cancer type-specific microbiomes. (1) We tested batch correction by comparing raw and Voom-SNM-corrected data per-batch, finding predictive equivalence and significantly similar features. We found consistent results with a modern microbiome-specific method (ConQuR [14]), and when restricting to taxa found in an independent, highly-decontaminated cohort. (2) Using Conterminator [15], we found low levels of human contamination in our original databases (~1% of genomes). We demonstrated that the increased detection of human reads in Gihawi et al. [13] was due to using a newer human genome reference. (3) We developed Exhaustive, a method twice as sensitive as Conterminator, to clean RefSeq. We comprehensively host-deplete TCGA with many human (pan)genome references. We repeated all analyses with this and the Gihawi et al. [13] pipeline, and found cancer type-specific microbiomes. These extensive re-analyses and updated methods validate our original conclusion that cancer type-specific microbial signatures exist in TCGA, and show they are robust to methodology.


Assuntos
Microbiota , Neoplasias , Humanos , Neoplasias/genética , Microbiota/genética
8.
Microbiol Spectr ; 12(1): e0371223, 2024 Jan 11.
Artigo em Inglês | MEDLINE | ID: mdl-38095462

RESUMO

IMPORTANCE: The composition of the human vaginal microbiome has been linked to a variety of medical conditions including yeast infection, bacterial vaginosis, and sexually transmitted infection. The vaginal microbiome is becoming increasingly acknowledged as a key factor in personal health, and it is essential to establish methods to collect and process accurate samples with self-collection techniques to allow large, population-based studies. In this study, we investigate if using AssayAssure Genelock, a nucleic acid preservative, introduces microbial biases in self-collected vaginal samples. To our knowledge, we also contribute some of the first evidence regarding the impacts of multiple swabs taken at one time point. Vaginal samples have relatively low biomass, so the ability to collect multiple swabs from a unique participant at a single time would greatly improve the replicability and data available for future studies. This will hopefully lay the groundwork to gain a more complete and accurate understanding of the vaginal microbiome.


Assuntos
Microbiota , Vagina , Feminino , Humanos , Vagina/microbiologia , Manejo de Espécimes/métodos , RNA Ribossômico 16S
12.
Res Sq ; 2023 Sep 06.
Artigo em Inglês | MEDLINE | ID: mdl-37720019

RESUMO

In this study, we aimed to understand the potential role of the gut microbiome in the development of Alzheimer's disease (AD). We took a multi-faceted approach to investigate this relationship. Urine metabolomics were examined in individuals with AD and controls, revealing decreased formate and fumarate concentrations in AD. Additionally, we utilized whole-genome sequencing (WGS) data obtained from a separate group of individuals with AD and controls. This information allowed us to create and investigate host-microbiome personalized models. Notably, AD individuals displayed diminished formate microbial secretion in these models. Additionally, we identified specific reactions responsible for the production of formate in the host, and interestingly, these reactions were linked to genes that have correlations with AD. This study suggests formate as a possible early AD marker and highlights genetic and microbiome contributions to its production. The reduced formate secretion and its genetic associations point to a complex connection between gut microbiota and AD. This holistic understanding might pave the way for novel diagnostic and therapeutic avenues in AD management.

13.
Nat Biotechnol ; 2023 Jul 27.
Artigo em Inglês | MEDLINE | ID: mdl-37500913

RESUMO

Studies using 16S rRNA and shotgun metagenomics typically yield different results, usually attributed to PCR amplification biases. We introduce Greengenes2, a reference tree that unifies genomic and 16S rRNA databases in a consistent, integrated resource. By inserting sequences into a whole-genome phylogeny, we show that 16S rRNA and shotgun metagenomic data generated from the same samples agree in principal coordinates space, taxonomy and phenotype effect size when analyzed with the same tree.

14.
Nat Biotechnol ; 2023 Jul 27.
Artigo em Inglês | MEDLINE | ID: mdl-37500914

RESUMO

Phylogenetic trees provide a framework for organizing evolutionary histories across the tree of life and aid downstream comparative analyses such as metagenomic identification. Methods that rely on single-marker genes such as 16S rRNA have produced trees of limited accuracy with hundreds of thousands of organisms, whereas methods that use genome-wide data are not scalable to large numbers of genomes. We introduce updating trees using divide-and-conquer (uDance), a method that enables updatable genome-wide inference using a divide-and-conquer strategy that refines different parts of the tree independently and can build off of existing trees, with high accuracy and scalability. With uDance, we infer a species tree of roughly 200,000 genomes using 387 marker genes, totaling 42.5 billion amino acid residues.

15.
Health Info Libr J ; 40(2): 218-222, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37334650

RESUMO

Australia is no different to any other country in that information technology (IT) and the speed of its advancement has a huge impact on health care and therefore on health libraries. Australian health librarians are valuable members of health care teams and strive to integrate services and resources across hospitals. This article looks at the role Australian health libraries play in the broader health information landscape and the importance of information governance and health informatics as a tenet of the work undertaken by libraries. Of particular focus in this is the Health Libraries Australia/Telstra Health Digital Health Innovation Award, offered annually, to help focus on particular technological challenges. Three cases studies are explored demonstrating impact on the systematic review process, inter-library loan system automation and a room booking service. Also discussed are the ongoing professional development opportunities, which help upskill the Australian health library workforce. Australian health libraries also face many challenges with piecemeal IT systems across the nation, resulting in lost opportunities. Also, many Australian health services do not have a qualified librarian on staff, which undermines information governance. However, resiliency shines through with strong professional health library networks working to challenge the status quo in an effort to improve the application of health informatics.


Assuntos
Bibliotecários , Bibliotecas Médicas , Bibliotecas , Informática Médica , Humanos , Austrália , Tecnologia
16.
Nat Neurosci ; 26(7): 1208-1217, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-37365313

RESUMO

Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by heterogeneous cognitive, behavioral and communication impairments. Disruption of the gut-brain axis (GBA) has been implicated in ASD although with limited reproducibility across studies. In this study, we developed a Bayesian differential ranking algorithm to identify ASD-associated molecular and taxa profiles across 10 cross-sectional microbiome datasets and 15 other datasets, including dietary patterns, metabolomics, cytokine profiles and human brain gene expression profiles. We found a functional architecture along the GBA that correlates with heterogeneity of ASD phenotypes, and it is characterized by ASD-associated amino acid, carbohydrate and lipid profiles predominantly encoded by microbial species in the genera Prevotella, Bifidobacterium, Desulfovibrio and Bacteroides and correlates with brain gene expression changes, restrictive dietary patterns and pro-inflammatory cytokine profiles. The functional architecture revealed in age-matched and sex-matched cohorts is not present in sibling-matched cohorts. We also show a strong association between temporal changes in microbiome composition and ASD phenotypes. In summary, we propose a framework to leverage multi-omic datasets from well-defined cohorts and investigate how the GBA influences ASD.


Assuntos
Transtorno do Espectro Autista , Microbioma Gastrointestinal , Humanos , Microbioma Gastrointestinal/genética , Eixo Encéfalo-Intestino , Transtorno do Espectro Autista/genética , Transtorno do Espectro Autista/metabolismo , Estudos Transversais , Teorema de Bayes , Reprodutibilidade dos Testes , Citocinas
17.
mSystems ; 8(4): e0000623, 2023 08 31.
Artigo em Inglês | MEDLINE | ID: mdl-37350611

RESUMO

Next-generation sequencing technologies have enabled many advances across diverse areas of biology, with many benefiting from increased sample size. Although the cost of running next-generation sequencing instruments has dropped substantially over time, the cost of sample preparation methods has lagged behind. To counter this, researchers have adapted library miniaturization protocols and large sample pools to maximize the number of samples that can be prepared by a certain amount of reagents and sequenced in a single run. However, due to high variability of sample quality, over and underrepresentation of samples in a sequencing run has become a major issue in high-throughput sequencing. This leads to misinterpretation of results due to increased noise, and additional time and cost rerunning underrepresented samples. To overcome this problem, we present a normalization method that uses shallow iSeq sequencing to accurately inform pooling volumes based on read distribution. This method is superior to the widely used fluorometry methods, which cannot specifically target adapter-ligated molecules that contribute to sequencing output. Our normalization method not only quantifies adapter-ligated molecules but also allows normalization of feature space; for example, we can normalize to reads of interest such as non-ribosomal reads. As a result, this normalization method improves the efficiency of high-throughput next-generation sequencing by reducing noise and producing higher average reads per sample with more even sequencing depth. IMPORTANCE High-throughput next generation sequencing (NGS) has significantly contributed to the field of genomics; however, further improvements can maximize the potential of this important tool. Uneven sequencing of samples in a multiplexed run is a common issue that leads to unexpected extra costs or low-quality data. To mitigate this problem, we introduce a normalization method based on read counts rather than library concentration. This method allows for an even distribution of features of interest across samples, improving the statistical power of data sets and preventing the financial loss associated with resequencing libraries. This method optimizes NGS, which already has huge importance across many areas of biology.


Assuntos
Genômica , Software , Genômica/métodos , Análise de Sequência de DNA , Biblioteca Gênica , Sequenciamento de Nucleotídeos em Larga Escala
18.
Genes (Basel) ; 14(6)2023 06 09.
Artigo em Inglês | MEDLINE | ID: mdl-37372419

RESUMO

Herein, we present a tool called Evident that can be used for deriving effect sizes for a broad spectrum of metadata variables, such as mode of birth, antibiotics, socioeconomics, etc., to provide power calculations for a new study. Evident can be used to mine existing databases of large microbiome studies (such as the American Gut Project, FINRISK, and TEDDY) to analyze the effect sizes for planning future microbiome studies via power analysis. For each metavariable, the Evident software is flexible to compute effect sizes for many commonly used measures of microbiome analyses, including α diversity, ß diversity, and log-ratio analysis. In this work, we describe why effect size and power analysis are necessary for computational microbiome analysis and show how Evident can help researchers perform these procedures. Additionally, we describe how Evident is easy for researchers to use and provide an example of efficient analyses using a dataset of thousands of samples and dozens of metadata categories.


Assuntos
Microbioma Gastrointestinal , Microbiota , Microbioma Gastrointestinal/genética , Microbiota/genética , Bases de Dados Factuais , Software
19.
Nat Commun ; 14(1): 3310, 2023 06 20.
Artigo em Inglês | MEDLINE | ID: mdl-37339957

RESUMO

The gut microbiome is important for human health, yet modulation requires more insight into inter-individual variation. Here, we explored latent structures of the human gut microbiome across the human lifespan, applying partitioning, pseudotime, and ordination approaches to >35,000 samples. Specifically, three major gut microbiome branches were identified, within which multiple partitions were observed in adulthood, with differential abundances of species along branches. Different compositions and metabolic functions characterized the branches' tips, reflecting ecological differences. An unsupervised network analysis from longitudinal data from 745 individuals showed that partitions exhibited connected gut microbiome states rather than over-partitioning. Stability in the Bacteroides-enriched branch was associated with specific ratios of Faecalibacterium:Bacteroides. We also showed that associations with factors (intrinsic and extrinsic) could be generic, branch- or partition-specific. Our ecological framework for cross-sectional and longitudinal data allows a better understanding of overall variation in the human gut microbiome and disentangles factors associated with specific configurations.


Assuntos
Microbioma Gastrointestinal , Humanos , Estudos Transversais , Bacteroides/genética , RNA Ribossômico 16S/genética
20.
Nat Microbiol ; 8(6): 1002-1003, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37231087
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