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1.
Nat Commun ; 15(1): 2480, 2024 Mar 20.
Artigo em Inglês | MEDLINE | ID: mdl-38509097

RESUMO

The expression of genes encompasses their transcription into mRNA followed by translation into protein. In recent years, next-generation sequencing and mass spectrometry methods have profiled DNA, RNA and protein abundance in cells. However, there are currently no reference standards that are compatible across these genomic, transcriptomic and proteomic methods, and provide an integrated measure of gene expression. Here, we use synthetic biology principles to engineer a multi-omics control, termed pREF, that can act as a universal molecular standard for next-generation sequencing and mass spectrometry methods. The pREF sequence encodes 21 synthetic genes that can be in vitro transcribed into spike-in mRNA controls, and in vitro translated to generate matched protein controls. The synthetic genes provide qualitative controls that can measure sensitivity and quantitative accuracy of DNA, RNA and peptide detection. We demonstrate the use of pREF in metagenome DNA sequencing and RNA sequencing experiments and evaluate the quantification of proteins using mass spectrometry. Unlike previous spike-in controls, pREF can be independently propagated and the synthetic mRNA and protein controls can be sustainably prepared by recipient laboratories using common molecular biology techniques. Together, this provides a universal synthetic standard able to integrate genomic, transcriptomic and proteomic methods.


Assuntos
DNA , Proteômica , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , DNA/genética , Genômica , RNA
2.
Cancer Res ; 83(8): 1315-1328, 2023 04 14.
Artigo em Inglês | MEDLINE | ID: mdl-36787115

RESUMO

The inflammatory microenvironment of solid tumors creates a protumorigenic milieu that resembles chronic inflammation akin to a subverted wound healing response. Here, we investigated the effect of converting the tumor microenvironment from a chronically inflamed state to one of acute microbial inflammation by injecting microbial bioparticles directly into tumors. Intratumoral microbial bioparticle injection led to rapid and dramatic changes in the tumor immune composition, the most striking of which was a substantial increase in the presence of activated neutrophils. In situ photoconversion and intravital microscopy indicated that tumor neutrophils transiently switched from sessile producers of VEGF to highly motile neutrophils that clustered to make neutrophil-rich domains in the tumor. The neutrophil clusters remodeled tumor tissue and repressed tumor growth. Single-cell transcriptional analysis of microbe-stimulated neutrophils showed a profound shift in gene expression towards heightened activation and antimicrobial effector function. Microbe-activated neutrophils also upregulated chemokines known to regulate neutrophil and CD8+ T-cell recruitment. Microbial therapy also boosted CD8+ T-cell function and enhanced the therapeutic benefit of checkpoint inhibitor therapy in tumor-bearing mice and provided protection in a model of tumor recurrence. These data indicate that one of the major effector mechanisms of microbial therapy is the conversion of tumor neutrophils from a wound healing to an acutely activated cytotoxic phenotype, highlighting a rationale for broader deployment of microbial therapy in the treatment of solid cancers. SIGNIFICANCE: Intratumoral injection of microbial bioparticles stimulates neutrophil antitumor functions, suggesting pathways for optimizing efficacy of microbial therapies and paving the way for their broader utilization in the clinic.


Assuntos
Neoplasias , Neutrófilos , Camundongos , Animais , Neutrófilos/metabolismo , Neoplasias/genética , Neoplasias/terapia , Neoplasias/metabolismo , Linfócitos T CD8-Positivos , Inflamação/patologia , Fenótipo , Infiltração de Neutrófilos , Microambiente Tumoral
3.
Nat Commun ; 13(1): 6437, 2022 10 28.
Artigo em Inglês | MEDLINE | ID: mdl-36307482

RESUMO

Library adaptors are short oligonucleotides that are attached to RNA and DNA samples in preparation for next-generation sequencing (NGS). Adaptors can also include additional functional elements, such as sample indexes and unique molecular identifiers, to improve library analysis. Here, we describe Control Library Adaptors, termed CAPTORs, that measure the accuracy and reliability of NGS. CAPTORs can be integrated within the library preparation of RNA and DNA samples, and their encoded information is retrieved during sequencing. We show how CAPTORs can measure the accuracy of nanopore sequencing, evaluate the quantitative performance of metagenomic and RNA sequencing, and improve normalisation between samples. CAPTORs can also be customised for clinical diagnoses, correcting systematic sequencing errors and improving the diagnosis of pathogenic BRCA1/2 variants in breast cancer. CAPTORs are a simple and effective method to increase the accuracy and reliability of NGS, enabling comparisons between samples, reagents and laboratories, and supporting the use of nanopore sequencing for clinical diagnosis.


Assuntos
Sequenciamento por Nanoporos , Reprodutibilidade dos Testes , Biblioteca Gênica , Sequenciamento de Nucleotídeos em Larga Escala/métodos , RNA
4.
Patterns (N Y) ; 3(9): 100577, 2022 Sep 09.
Artigo em Inglês | MEDLINE | ID: mdl-36124302

RESUMO

Exciting advances in technologies to measure biological systems are currently at the forefront of research. The ability to gather data along an increasing number of omic dimensions has created a need for tools to analyze all of this information together, rather than siloing each technology into separate analysis pipelines. To advance this goal, we introduce a framework called the single-cell multi-modal generative adversarial network (scMMGAN) that integrates data from multiple modalities into a unified representation in the ambient data space for downstream analysis using a combination of adversarial learning and data geometry techniques. The framework's key improvement is an additional diffusion geometry loss with a new kernel that constrains the otherwise over-parameterized GAN. We demonstrate scMMGAN's ability to produce more meaningful alignments than alternative methods on a wide variety of data modalities and that its output can be used to draw conclusions from real-world biological experimental data.

5.
BMC Biol ; 20(1): 21, 2022 01 21.
Artigo em Inglês | MEDLINE | ID: mdl-35057801

RESUMO

BACKGROUND: Scales are mineralised exoskeletal structures that are part of the dermal skeleton. Scales have been mostly lost during evolution of terrestrial vertebrates whilst bony fish have retained a mineralised dermal skeleton in the form of fin rays and scales. Each scale is a mineralised collagen plate that is decorated with both matrix-building and resorbing cells. When removed, an ontogenetic scale is quickly replaced following differentiation of the scale pocket-lining cells that regenerate a scale. Processes promoting de novo matrix formation and mineralisation initiated during scale regeneration are poorly understood. Therefore, we performed transcriptomic analysis to determine gene networks and their pathways involved in dermal scale regeneration. RESULTS: We defined the transcriptomic profiles of ontogenetic and regenerating scales of zebrafish and identified 604 differentially expressed genes (DEGs). These were enriched for extracellular matrix, ossification, and cell adhesion pathways, but not in enamel or dentin formation processes indicating that scales are reminiscent to bone. Hypergeometric tests involving monogenetic skeletal disorders showed that DEGs were strongly enriched for human orthologues that are mutated in low bone mass and abnormal bone mineralisation diseases (P< 2× 10-3). The DEGs were also enriched for human orthologues associated with polygenetic skeletal traits, including height (P< 6× 10-4), and estimated bone mineral density (eBMD, P< 2× 10-5). Zebrafish mutants of two human orthologues that were robustly associated with height (COL11A2, P=6× 10-24) or eBMD (SPP1, P=6× 10-20) showed both exo- and endo- skeletal abnormalities as predicted by our genetic association analyses; col11a2Y228X/Y228X mutants showed exoskeletal and endoskeletal features consistent with abnormal growth, whereas spp1P160X/P160X mutants predominantly showed mineralisation defects. CONCLUSION: We show that scales have a strong osteogenic expression profile comparable to other elements of the dermal skeleton, enriched in genes that favour collagen matrix growth. Despite the many differences between scale and endoskeletal developmental processes, we also show that zebrafish scales express an evolutionarily conserved sub-population of genes that are relevant to human skeletal disease.


Assuntos
Proteínas de Peixe-Zebra , Peixe-Zebra , Animais , Perfilação da Expressão Gênica , Humanos , Peixe-Zebra/metabolismo , Proteínas de Peixe-Zebra/genética , Proteínas de Peixe-Zebra/metabolismo
6.
Nat Commun ; 12(1): 2444, 2021 05 05.
Artigo em Inglês | MEDLINE | ID: mdl-33953184

RESUMO

Osteocytes are master regulators of the skeleton. We mapped the transcriptome of osteocytes from different skeletal sites, across age and sexes in mice to reveal genes and molecular programs that control this complex cellular-network. We define an osteocyte transcriptome signature of 1239 genes that distinguishes osteocytes from other cells. 77% have no previously known role in the skeleton and are enriched for genes regulating neuronal network formation, suggesting this programme is important in osteocyte communication. We evaluated 19 skeletal parameters in 733 knockout mouse lines and reveal 26 osteocyte transcriptome signature genes that control bone structure and function. We showed osteocyte transcriptome signature genes are enriched for human orthologs that cause monogenic skeletal disorders (P = 2.4 × 10-22) and are associated with the polygenic diseases osteoporosis (P = 1.8 × 10-13) and osteoarthritis (P = 1.6 × 10-7). Thus, we reveal the molecular landscape that regulates osteocyte network formation and function and establish the importance of osteocytes in human skeletal disease.


Assuntos
Doenças Ósseas/genética , Homeostase , Osteócitos/metabolismo , Transcriptoma , Fatores Etários , Animais , Doenças Ósseas/metabolismo , Osso e Ossos/metabolismo , Biologia Computacional , Feminino , Humanos , Masculino , Camundongos , Camundongos Knockout , Osteócitos/citologia , Osteoporose/genética , Análise de Sequência de RNA , Fatores Sexuais
9.
Cell ; 184(5): 1330-1347.e13, 2021 03 04.
Artigo em Inglês | MEDLINE | ID: mdl-33636130

RESUMO

Osteoclasts are large multinucleated bone-resorbing cells formed by the fusion of monocyte/macrophage-derived precursors that are thought to undergo apoptosis once resorption is complete. Here, by intravital imaging, we reveal that RANKL-stimulated osteoclasts have an alternative cell fate in which they fission into daughter cells called osteomorphs. Inhibiting RANKL blocked this cellular recycling and resulted in osteomorph accumulation. Single-cell RNA sequencing showed that osteomorphs are transcriptionally distinct from osteoclasts and macrophages and express a number of non-canonical osteoclast genes that are associated with structural and functional bone phenotypes when deleted in mice. Furthermore, genetic variation in human orthologs of osteomorph genes causes monogenic skeletal disorders and associates with bone mineral density, a polygenetic skeletal trait. Thus, osteoclasts recycle via osteomorphs, a cell type involved in the regulation of bone resorption that may be targeted for the treatment of skeletal diseases.


Assuntos
Reabsorção Óssea/patologia , Osteoclastos/patologia , Ligante RANK/metabolismo , Animais , Apoptose , Reabsorção Óssea/metabolismo , Fusão Celular , Células Cultivadas , Humanos , Macrófagos/citologia , Camundongos , Osteocondrodisplasias/tratamento farmacológico , Osteocondrodisplasias/genética , Osteocondrodisplasias/metabolismo , Osteocondrodisplasias/patologia , Osteoclastos/metabolismo , Transdução de Sinais
10.
Nat Commun ; 12(1): 467, 2021 01 20.
Artigo em Inglês | MEDLINE | ID: mdl-33473114

RESUMO

Osteoarthritis causes debilitating pain and disability, resulting in a considerable socioeconomic burden, yet no drugs are available that prevent disease onset or progression. Here, we develop, validate and use rapid-throughput imaging techniques to identify abnormal joint phenotypes in randomly selected mutant mice generated by the International Knockout Mouse Consortium. We identify 14 genes with functional involvement in osteoarthritis pathogenesis, including the homeobox gene Pitx1, and functionally characterize 6 candidate human osteoarthritis genes in mouse models. We demonstrate sensitivity of the methods by identifying age-related degenerative joint damage in wild-type mice. Finally, we phenotype previously generated mutant mice with an osteoarthritis-associated polymorphism in the Dio2 gene by CRISPR/Cas9 genome editing and demonstrate a protective role in disease onset with public health implications. We hope this expanding resource of mutant mice will accelerate functional gene discovery in osteoarthritis and offer drug discovery opportunities for this common, incapacitating chronic disease.


Assuntos
Estudos de Associação Genética , Predisposição Genética para Doença/genética , Osteoartrite/genética , Animais , Osso e Ossos/patologia , Sistemas CRISPR-Cas , Cartilagem/patologia , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Modelos Animais de Doenças , Descoberta de Drogas , Edição de Genes , Hormônio Liberador de Gonadotropina/genética , Iodeto Peroxidase , Camundongos , Camundongos Knockout , Osteoartrite/patologia , Osteoartrite/cirurgia , Fatores de Transcrição Box Pareados/genética , Fenótipo , Iodotironina Desiodinase Tipo II
12.
Bone ; 126: 27-36, 2019 09.
Artigo em Inglês | MEDLINE | ID: mdl-30776501

RESUMO

Technological advances have enabled the study of the human genome in incredible detail with relative ease. However, our ability to interpret the functional significance of the millions of genetic variants present within each individual is limited. As a result, the confident assignment of disease-causing variant calls remains a significant challenge. Here we explore how mouse genetics can help address this deficit in functional genomic understanding. Underpinned by marked genetic correspondence, skeletal biology shows inter-species similarities which provide important opportunities to use data from mouse models to direct research into the genetic basis of skeletal pathophysiology. In this article we outline critical resources that may be used to establish genotype/phenotype relationships in skeletal tissue, identify genes with established skeletal effects and define the transcriptome of critical skeletal cell types. Finally, we outline how these mouse resources might be utilized to progress from a list of human sequence variants toward plausible gene candidates that contribute to skeletal disease.


Assuntos
Doenças Ósseas/genética , Animais , Osso e Ossos/patologia , Modelos Animais de Doenças , Genótipo , Humanos , Camundongos , Fenótipo
13.
Nat Genet ; 51(2): 258-266, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30598549

RESUMO

Osteoporosis is a common aging-related disease diagnosed primarily using bone mineral density (BMD). We assessed genetic determinants of BMD as estimated by heel quantitative ultrasound in 426,824 individuals, identifying 518 genome-wide significant loci (301 novel), explaining 20% of its variance. We identified 13 bone fracture loci, all associated with estimated BMD (eBMD), in ~1.2 million individuals. We then identified target genes enriched for genes known to influence bone density and strength (maximum odds ratio (OR) = 58, P = 1 × 10-75) from cell-specific features, including chromatin conformation and accessible chromatin sites. We next performed rapid-throughput skeletal phenotyping of 126 knockout mice with disruptions in predicted target genes and found an increased abnormal skeletal phenotype frequency compared to 526 unselected lines (P < 0.0001). In-depth analysis of one gene, DAAM2, showed a disproportionate decrease in bone strength relative to mineralization. This genetic atlas provides evidence linking associated SNPs to causal genes, offers new insight into osteoporosis pathophysiology, and highlights opportunities for drug development.


Assuntos
Densidade Óssea/genética , Predisposição Genética para Doença/genética , Osteoporose/genética , Adulto , Idoso , Animais , Feminino , Fraturas Ósseas/genética , Estudo de Associação Genômica Ampla/métodos , Humanos , Masculino , Camundongos , Camundongos Knockout , Pessoa de Meia-Idade , Fenótipo , Polimorfismo de Nucleotídeo Único/genética
14.
Bone ; 114: 62-71, 2018 09.
Artigo em Inglês | MEDLINE | ID: mdl-29883787

RESUMO

BACKGROUND: Generalised high bone mass (HBM), associated with features of a mild skeletal dysplasia, has a prevalence of 0.18% in a UK DXA-scanned adult population. We hypothesized that the genetic component of extreme HBM includes contributions from common variants of small effect and rarer variants of large effect, both enriched in an extreme phenotype cohort. METHODS: We performed a genome-wide association study (GWAS) of adults with either extreme high or low BMD. Adults included individuals with unexplained extreme HBM (n = 240) from the UK with BMD Z-scores ≥+3.2, high BMD females from the Anglo-Australasian Osteoporosis Genetics Consortium (AOGC) (n = 1055) with Z-scores +1.5 to +4.0 and low BMD females also part of AOGC (n = 900), with Z-scores -1.5 to -4.0. Following imputation, we tested association between 6,379,332 SNPs and total hip and lumbar spine BMD Z-scores. For potential target genes, we assessed expression in human osteoblasts and murine osteocytes. RESULTS: We observed significant enrichment for associations with established BMD-associated loci, particularly those known to regulate endochondral ossification and Wnt signalling, suggesting that part of the genetic contribution to unexplained HBM is polygenic. Further, we identified associations exceeding genome-wide significance between BMD and four loci: two established BMD-associated loci (5q14.3 containing MEF2C and 1p36.12 containing WNT4) and two novel loci: 5p13.3 containing NPR3 (rs9292469; minor allele frequency [MAF] = 0.33%) associated with lumbar spine BMD and 11p15.2 containing SPON1 (rs2697825; MAF = 0.17%) associated with total hip BMD. Mouse models with mutations in either Npr3 or Spon1 have been reported, both have altered skeletal phenotypes, providing in vivo validation that these genes are physiologically important in bone. NRP3 regulates endochondral ossification and skeletal growth, whilst SPON1 modulates TGF-ß regulated BMP-driven osteoblast differentiation. Rs9292469 (downstream of NPR3) also showed some evidence for association with forearm BMD in the independent GEFOS sample (n = 32,965). We found Spon1 was highly expressed in murine osteocytes from the tibiae, femora, humeri and calvaria, whereas Npr3 expression was more variable. CONCLUSION: We report the most extreme-truncate GWAS of BMD performed to date. Our findings, suggest potentially new anabolic bone regulatory pathways that warrant further study.


Assuntos
Densidade Óssea/genética , Variação Genética/genética , Estudo de Associação Genômica Ampla/métodos , Vértebras Lombares/diagnóstico por imagem , Fenótipo , Polimorfismo de Nucleotídeo Único/genética , Adulto , Idoso , Idoso de 80 Anos ou mais , Animais , Proteínas da Matriz Extracelular/genética , Feminino , Humanos , Vértebras Lombares/fisiologia , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Pessoa de Meia-Idade
15.
Nat Genet ; 49(10): 1468-1475, 2017 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-28869591

RESUMO

Osteoporosis is a common disease diagnosed primarily by measurement of bone mineral density (BMD). We undertook a genome-wide association study (GWAS) in 142,487 individuals from the UK Biobank to identify loci associated with BMD as estimated by quantitative ultrasound of the heel. We identified 307 conditionally independent single-nucleotide polymorphisms (SNPs) that attained genome-wide significance at 203 loci, explaining approximately 12% of the phenotypic variance. These included 153 previously unreported loci, and several rare variants with large effect sizes. To investigate the underlying mechanisms, we undertook (1) bioinformatic, functional genomic annotation and human osteoblast expression studies; (2) gene-function prediction; (3) skeletal phenotyping of 120 knockout mice with deletions of genes adjacent to lead independent SNPs; and (4) analysis of gene expression in mouse osteoblasts, osteocytes and osteoclasts. The results implicate GPC6 as a novel determinant of BMD, and also identify abnormal skeletal phenotypes in knockout mice associated with a further 100 prioritized genes.


Assuntos
Densidade Óssea/genética , Calcâneo/patologia , Estudo de Associação Genômica Ampla , Osteoporose/genética , Polimorfismo de Nucleotídeo Único , Animais , Modelos Animais de Doenças , Feminino , Fêmur/química , Perfilação da Expressão Gênica , Glipicanas/deficiência , Glipicanas/genética , Glipicanas/fisiologia , Transtornos do Crescimento/genética , Humanos , Masculino , Camundongos , Camundongos Knockout , Anotação de Sequência Molecular , Osteoblastos/metabolismo , Osteocondrodisplasias/congênito , Osteocondrodisplasias/genética , Osteoclastos/metabolismo , Osteócitos/metabolismo , Osteoporose/patologia , Fenótipo
16.
Blood ; 129(26): 3452-3464, 2017 06 29.
Artigo em Inglês | MEDLINE | ID: mdl-28515094

RESUMO

Multiple myeloma (MM) is a plasma cell cancer that develops in the skeleton causing profound bone destruction and fractures. The bone disease is mediated by increased osteoclastic bone resorption and suppressed bone formation. Bisphosphonates used for treatment inhibit bone resorption and prevent bone loss but fail to influence bone formation and do not replace lost bone, so patients continue to fracture. Stimulating bone formation to increase bone mass and fracture resistance is a priority; however, targeting tumor-derived modulators of bone formation has had limited success. Sclerostin is an osteocyte-specific Wnt antagonist that inhibits bone formation. We hypothesized that inhibiting sclerostin would prevent development of bone disease and increase resistance to fracture in MM. Sclerostin was expressed in osteocytes from bones from naive and myeloma-bearing mice. In contrast, sclerostin was not expressed by plasma cells from 630 patients with myeloma or 54 myeloma cell lines. Mice injected with 5TGM1-eGFP, 5T2MM, or MM1.S myeloma cells demonstrated significant bone loss, which was associated with a decrease in fracture resistance in the vertebrae. Treatment with anti-sclerostin antibody increased osteoblast numbers and bone formation rate but did not inhibit bone resorption or reduce tumor burden. Treatment with anti-sclerostin antibody prevented myeloma-induced bone loss, reduced osteolytic bone lesions, and increased fracture resistance. Treatment with anti-sclerostin antibody and zoledronic acid combined increased bone mass and fracture resistance when compared with treatment with zoledronic acid alone. This study defines a therapeutic strategy superior to the current standard of care that will reduce fractures for patients with MM.


Assuntos
Densidade Óssea/efeitos dos fármacos , Proteínas Morfogenéticas Ósseas/antagonistas & inibidores , Fraturas Ósseas/prevenção & controle , Osteócitos/química , Osteogênese/efeitos dos fármacos , Proteínas Adaptadoras de Transdução de Sinal , Animais , Anticorpos/farmacologia , Anticorpos/uso terapêutico , Proteínas Morfogenéticas Ósseas/imunologia , Linhagem Celular Tumoral , Difosfonatos/uso terapêutico , Marcadores Genéticos/imunologia , Humanos , Imidazóis/uso terapêutico , Camundongos , Mieloma Múltiplo/complicações , Células Tumorais Cultivadas , Ácido Zoledrônico
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