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1.
NAR Genom Bioinform ; 5(4): lqad086, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37829177

RESUMO

Sample multiplexing is often used to reduce cost and limit batch effects in single-cell RNA sequencing (scRNA-seq) experiments. A commonly used multiplexing technique involves tagging cells prior to pooling with a hashtag oligo (HTO) that can be sequenced along with the cells' RNA to determine their sample of origin. Several tools have been developed to demultiplex HTO sequencing data and assign cells to samples. In this study, we critically assess the performance of seven HTO demultiplexing tools: hashedDrops, HTODemux, GMM-Demux, demuxmix, deMULTIplex, BFF (bimodal flexible fitting) and HashSolo. The comparison uses data sets where each sample has also been demultiplexed using genetic variants from the RNA, enabling comparison of HTO demultiplexing techniques against complementary data from the genetic 'ground truth'. We find that all methods perform similarly where HTO labelling is of high quality, but methods that assume a bimodal count distribution perform poorly on lower quality data. We also suggest heuristic approaches for assessing the quality of HTO counts in an scRNA-seq experiment.

2.
Am J Obstet Gynecol ; 227(4): 634.e1-634.e12, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-35609640

RESUMO

BACKGROUND: Congenital cytomegalovirus infection is the most common perinatal infection and a significant cause of sensorineural hearing loss, cerebral palsy, and neurodevelopmental disability. There is a paucity of human gene expression studies examining the pathophysiology of cytomegalovirus infection. OBJECTIVE: This study aimed to perform a whole transcriptomic assessment of amniotic fluid from pregnancies with live fetuses to identify differentially expressed genes and enriched Gene Ontology categories associated with congenital cytomegalovirus infection. STUDY DESIGN: Amniotic fluid supernatant was prospectively collected from pregnant women undergoing amniocentesis for suspected congenital cytomegalovirus infection because of first-trimester maternal primary infection or ultrasound features suggestive of fetal infection. Women who had received therapy to prevent fetal infection were excluded. Congenital cytomegalovirus infection was diagnosed via viral polymerase chain reaction of amniotic fluid; cytomegalovirus-infected fetuses were paired with noninfected controls, matched for gestational age and fetal sex. Paired-end RNA sequencing was performed on amniotic fluid cell-free RNA with the Novaseq 6000 at a depth of 30 million reads per sample. Following quality control and filtering, reads were mapped to the human genome and counts summarized across genes. Differentially expressed genes were identified using 2 approaches: voomWithQualityWeights in conjunction with limma and RUVSeq with edgeR. Genes with a false discovery rate <0.05 were considered statistically significant. Differential exon use was analyzed using DEXSeq. Functional analysis was performed using gene set enrichment analysis and Ingenuity Pathway Analysis. Manual curation of differentially regulated genes was also performed. RESULTS: Amniotic fluid samples were collected from 50 women; 16 (32%) had congenital cytomegalovirus infection confirmed by polymerase chain reaction. After excluding 3 samples without matched controls, 13 cytomegalovirus-infected samples collected at 18 to 23 weeks and 13 cytomegalovirus-negative gestation-matched controls were submitted for RNA sequencing and analysis (N=26). Ten of the 13 pregnancies with cytomegalovirus-infected fetuses had amniocentesis because of serologic evidence of maternal primary infection with normal fetal ultrasound, and 3 had amniocentesis because of ultrasound abnormality suggestive of cytomegalovirus infection. Four cytomegalovirus-infected pregnancies ended in termination (n=3) or fetal death (n=1), and 9 resulted in live births. Pregnancy outcomes were available for 11 of the 13 cytomegalovirus-negative controls; all resulted in live births of clinically-well infants. Differential gene expression analysis revealed 309 up-regulated and 32 down-regulated genes in the cytomegalovirus-infected group compared with the cytomegalovirus-negative group. Gene set enrichment analysis showed significant enrichment of multiple Gene Ontology categories involving the innate immune response to viral infection and interferon signaling. Of the 32 significantly down-regulated genes, 8 were known to be involved in neurodevelopment and preferentially expressed by the brain. Six specific cellular restriction factors involved in host defense to cytomegalovirus infection were up-regulated in the cytomegalovirus-infected group. Ingenuity Pathway Analysis predicted the activation of pathways involved in progressive neurologic disease and inflammatory neurologic disease. CONCLUSION: In this next-generation sequencing study, we revealed new insights into the pathophysiology of congenital cytomegalovirus infection. These data on the up-regulation of the intraamniotic innate immune response to cytomegalovirus infection and the dysregulation of neurodevelopmental genes may inform future approaches to developing prognostic markers and assessing fetal responses to in utero therapy.


Assuntos
Ácidos Nucleicos Livres , Infecções por Citomegalovirus , Complicações Infecciosas na Gravidez , Líquido Amniótico/metabolismo , Citomegalovirus/genética , Infecções por Citomegalovirus/congênito , Infecções por Citomegalovirus/diagnóstico , Infecções por Citomegalovirus/genética , Feminino , Humanos , Lactente , Interferons/genética , Interferons/metabolismo , Gravidez , Complicações Infecciosas na Gravidez/diagnóstico , Complicações Infecciosas na Gravidez/genética , Complicações Infecciosas na Gravidez/metabolismo , RNA-Seq
3.
Genome Biol ; 22(1): 173, 2021 06 08.
Artigo em Inglês | MEDLINE | ID: mdl-34103055

RESUMO

DNA methylation is one of the most commonly studied epigenetic marks, due to its role in disease and development. Illumina methylation arrays have been extensively used to measure methylation across the human genome. Methylation array analysis has primarily focused on preprocessing, normalization, and identification of differentially methylated CpGs and regions. GOmeth and GOregion are new methods for performing unbiased gene set testing following differential methylation analysis. Benchmarking analyses demonstrate GOmeth outperforms other approaches, and GOregion is the first method for gene set testing of differentially methylated regions. Both methods are publicly available in the missMethyl Bioconductor R package.


Assuntos
Metilação de DNA/genética , Genoma Humano , Viés , Células Sanguíneas/metabolismo , Ilhas de CpG/genética , Ontologia Genética , Humanos
4.
Front Immunol ; 12: 788705, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-35003108

RESUMO

In epigenome-wide association studies analysing DNA methylation from samples containing multiple cell types, it is essential to adjust the analysis for cell type composition. One well established strategy for achieving this is reference-based cell type deconvolution, which relies on knowledge of the DNA methylation profiles of purified constituent cell types. These are then used to estimate the cell type proportions of each sample, which can then be incorporated to adjust the association analysis. Bronchoalveolar lavage is commonly used to sample the lung in clinical practice and contains a mixture of different cell types that can vary in proportion across samples, affecting the overall methylation profile. A current barrier to the use of bronchoalveolar lavage in DNA methylation-based research is the lack of reference DNA methylation profiles for each of the constituent cell types, thus making reference-based cell composition estimation difficult. Herein, we use bronchoalveolar lavage samples collected from children with cystic fibrosis to define DNA methylation profiles for the four most common and clinically relevant cell types: alveolar macrophages, granulocytes, lymphocytes and alveolar epithelial cells. We then demonstrate the use of these methylation profiles in conjunction with an established reference-based methylation deconvolution method to estimate the cell type composition of two different tissue types; a publicly available dataset derived from artificial blood-based cell mixtures and further bronchoalveolar lavage samples. The reference DNA methylation profiles developed in this work can be used for future reference-based cell type composition estimation of bronchoalveolar lavage. This will facilitate the use of this tissue in studies examining the role of DNA methylation in lung health and disease.


Assuntos
Líquido da Lavagem Broncoalveolar/citologia , Fibrose Cística/imunologia , Metilação de DNA/imunologia , Epigenômica/métodos , Células Epiteliais Alveolares/imunologia , Broncoscopia , Contagem de Células , Pré-Escolar , Ilhas de CpG/genética , Fibrose Cística/diagnóstico , Fibrose Cística/genética , Feminino , Citometria de Fluxo , Granulócitos/imunologia , Humanos , Lactente , Linfócitos/imunologia , Macrófagos Alveolares/imunologia , Masculino , Valores de Referência
5.
Mol Cell Pediatr ; 7(1): 7, 2020 Jul 09.
Artigo em Inglês | MEDLINE | ID: mdl-32642955

RESUMO

Biomarkers which predict future health outcomes are key to the goals of precision health. Such biomarkers do not have to be involved in the causal pathway of a disease, and their performance is best assessed using statistical tests of clinical performance and evaluation of net health impact. DNA methylation is the most commonly studied epigenetic process and represents a potential biomarker of future health outcomes. We review 25 studies in non-oncological paediatric conditions where DNA methylation biomarkers of future health outcomes are assessed. Whilst a number of positive findings have been described, the body of evidence is severely limited by issues with outcome measures, tissue-specific samples, accounting for sample cell type heterogeneity, lack of appropriate statistical testing, small effect sizes, limited validation, and no assessment of net health impact. Future studies should concentrate on careful study design to overcome these issues, and integration of DNA methylation data with other 'omic', clinical, and environmental data to generate the most clinically useful biomarkers of paediatric disease.

6.
Kidney Int ; 95(5): 1153-1166, 2019 05.
Artigo em Inglês | MEDLINE | ID: mdl-30827514

RESUMO

All nephrons in the mammalian kidney arise from a transient nephron progenitor population that is lost close to the time of birth. The generation of new nephron progenitors and their maintenance in culture are central to the success of kidney regenerative strategies. Using a lentiviral screening approach, we previously generated a human induced nephron progenitor-like state in vitro using a pool of six transcription factors. Here, we sought to develop a more efficient approach for direct reprogramming of human cells that could be applied in vivo. PiggyBac transposons are a non-viral integrating gene delivery system that is suitable for in vivo use and allows for simultaneous delivery of multiple genes. Using an inducible piggyBac transposon system, we optimized a protocol for the direct reprogramming of HK2 cells to induced nephron progenitor-like cells with expression of only 3 transcription factors (SNAI2, EYA1, and SIX1). Culture in conditions supportive of the nephron progenitor state further increased the expression of nephron progenitor genes. The refined protocol was then applied to primary human renal epithelial cells, which integrated into developing nephron structures in vitro and in vivo. Such inducible reprogramming to nephron progenitor-like cells could facilitate direct cellular reprogramming for kidney regeneration.


Assuntos
Reprogramação Celular/genética , Elementos de DNA Transponíveis/genética , Engenharia Genética/métodos , Néfrons/fisiologia , Regeneração/genética , Células Cultivadas , Técnicas de Transferência de Genes , Proteínas de Homeodomínio/genética , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/genética , Proteínas Nucleares/genética , Cultura Primária de Células , Proteínas Tirosina Fosfatases/genética , Fatores de Transcrição da Família Snail/genética
7.
JCI Insight ; 3(17)2018 09 06.
Artigo em Inglês | MEDLINE | ID: mdl-30185669

RESUMO

Offspring of women with gestational diabetes mellitus (GDM) are at increased risk of developing metabolic disease, potentially mediated by epigenetic mechanisms. We recruited 608 GDM and 626 control offspring from the Danish National Birth Cohort, aged between 9 and 16 years. DNA methylation profiles were measured in peripheral blood of 93 GDM offspring and 95 controls using the Illumina HumanMethylation450 BeadChip. Pyrosequencing was performed for validation/replication of putative GDM-associated, differentially methylated CpGs in additional 905 offspring (462 GDM, 444 control offspring). We identified 76 differentially methylated CpGs in GDM offspring compared with controls in the discovery cohort (FDR, P < 0.05). Adjusting for offspring BMI did not affect the association between methylation levels and GDM status for any of the 76 CpGs. Most of these epigenetic changes were due to confounding by maternal prepregnancy BMI; however, 13 methylation changes were independently associated with maternal GDM. Three prepregnancy BMI-associated CpGs (cg00992687 and cg09452568 of ESM1 and cg14328641 of MS4A3) were validated in the replication cohort, while cg09109411 (PDE6A) was found to be associated with GDM status. The identified methylation changes may reflect developmental programming of organ disease mechanisms and/or may serve as disease biomarkers.


Assuntos
Metilação de DNA/genética , Diabetes Gestacional/genética , Epigênese Genética , Obesidade/genética , Adolescente , Adulto , Biomarcadores/sangue , Criança , Feminino , Perfilação da Expressão Gênica , Regulação da Expressão Gênica no Desenvolvimento , Humanos , Masculino , Gravidez
8.
Front Immunol ; 9: 879, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29922282

RESUMO

How T cells differentiate in the neonate may critically determine the ability of the infant to cope with infections, respond to vaccines and avert allergies. Previously, we found that naïve cord blood CD4+ T cells differentiated toward an IL-4-expressing phenotype when activated in the presence of TGF-ß and monocyte-derived inflammatory cytokines, the latter are more highly secreted by infants who developed food allergy. Here, we show that in the absence of IL-2 or IL-12, naïve cord blood CD8+ T cells have a natural propensity to differentiate into IL-4-producing non-classic TC2 cells when they are activated alone, or in the presence of TGF-ß and/or inflammatory cytokines. Mechanistically, non-classic TC2 development is associated with decreased expression of IL-2 receptor alpha (CD25) and glycolysis, and increased fatty acid metabolism and caspase-dependent cell death. Consequently, the short chain fatty acid, sodium propionate (NaPo), enhanced IL-4 expression, but exogenous IL-2 or pan-caspase inhibition prevented IL-4 expression. In children with endoscopically and histologically confirmed non-inflammatory bowel disease and non-infectious pediatric idiopathic colitis, the presence of TGF-ß, NaPo, and IL-1ß or TNF-α promoted TC2 differentiation in vitro. In vivo, colonic mucosa of children with colitis had significantly increased expression of IL-4 in CD8+ T cells compared with controls. In addition, activated caspase-3 and IL-4 were co-expressed in CD8+ T cells in the colonic mucosa of children with colitis. Thus, in the context of colonic inflammation and limited IL-2 signaling, CD8+ T cells differentiate into non-classic TC2 that may contribute to the pathology of inflammatory/allergic diseases in children.


Assuntos
Linfócitos T CD8-Positivos/imunologia , Diferenciação Celular/imunologia , Colite Ulcerativa/imunologia , Interleucina-4/metabolismo , Biópsia , Linfócitos T CD8-Positivos/efeitos dos fármacos , Linfócitos T CD8-Positivos/metabolismo , Caspase 3/metabolismo , Inibidores de Caspase/farmacologia , Criança , Pré-Escolar , Colite Ulcerativa/diagnóstico por imagem , Colite Ulcerativa/patologia , Colo/diagnóstico por imagem , Colo/imunologia , Colo/patologia , Colonoscopia , Ácidos Graxos/metabolismo , Feminino , Sangue Fetal/citologia , Sangue Fetal/imunologia , Humanos , Lactente , Interleucina-2/imunologia , Interleucina-2/metabolismo , Subunidade alfa de Receptor de Interleucina-2/imunologia , Subunidade alfa de Receptor de Interleucina-2/metabolismo , Interleucina-4/imunologia , Ativação Linfocitária/imunologia , Masculino
9.
Am J Hum Genet ; 102(5): 816-831, 2018 05 03.
Artigo em Inglês | MEDLINE | ID: mdl-29706353

RESUMO

Despite the increasing diagnostic rate of genomic sequencing, the genetic basis of more than 50% of heritable kidney disease remains unresolved. Kidney organoids differentiated from induced pluripotent stem cells (iPSCs) of individuals affected by inherited renal disease represent a potential, but unvalidated, platform for the functional validation of novel gene variants and investigation of underlying pathogenetic mechanisms. In this study, trio whole-exome sequencing of a prospectively identified nephronophthisis (NPHP) proband and her parents identified compound-heterozygous variants in IFT140, a gene previously associated with NPHP-related ciliopathies. IFT140 plays a key role in retrograde intraflagellar transport, but the precise downstream cellular mechanisms responsible for disease presentation remain unknown. A one-step reprogramming and gene-editing protocol was used to derive both uncorrected proband iPSCs and isogenic gene-corrected iPSCs, which were differentiated to kidney organoids. Proband organoid tubules demonstrated shortened, club-shaped primary cilia, whereas gene correction rescued this phenotype. Differential expression analysis of epithelial cells isolated from organoids suggested downregulation of genes associated with apicobasal polarity, cell-cell junctions, and dynein motor assembly in proband epithelial cells. Matrigel cyst cultures confirmed a polarization defect in proband versus gene-corrected renal epithelium. As such, this study represents a "proof of concept" for using proband-derived iPSCs to model renal disease and illustrates dysfunctional cellular pathways beyond the primary cilium in the setting of IFT140 mutations, which are established for other NPHP genotypes.


Assuntos
Cílios/patologia , Células-Tronco Pluripotentes Induzidas/metabolismo , Rim/patologia , Organoides/patologia , Sequência de Aminoácidos , Sequência de Bases , Proteínas de Transporte/química , Proteínas de Transporte/genética , Células Cultivadas , Reprogramação Celular/genética , Ataxia Cerebelar/genética , Células Epiteliais/metabolismo , Feminino , Fibroblastos/patologia , Flagelos/metabolismo , Edição de Genes , Perfilação da Expressão Gênica , Heterozigoto , Humanos , Células-Tronco Pluripotentes Induzidas/patologia , Rim/diagnóstico por imagem , Fenótipo , Estabilidade de RNA/genética , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Reprodutibilidade dos Testes , Retinose Pigmentar/genética , Esferoides Celulares/metabolismo , Esferoides Celulares/patologia , Sequenciamento do Exoma
10.
Mol Biol Cell ; 29(15): 1839-1855, 2018 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-29846135

RESUMO

Mouse models have shown that a disintegrin A metalloprotease 12 (ADAM12) is implicated during adipogenesis; the molecular pathways are not well understood. Stealth RNA interference was used to knock down ADAM12 in 3T3-L1 cells. Using gene profiling and metabolic enzymatic markers, we have identified signaling pathways ADAM12 impacts upon during proliferation, differentiation, and maturation of adipocytes. ADAM12 reduced cell numbers in proliferating preadipocytes, delayed differentiation of preadipocytes to adipocytes, and increased lipid accumulation in mature adipocytes. The pathway most affected by ADAM12 knockdown was regulation of insulin-like growth factor (IGF) activity by insulin-like growth factor binding proteins (IGFBPs); ADAM12 is known to cleave IGFBP3 and IGFBP5. The IGF/mTOR signaling pathway was down-regulated, supporting a role for ADAM12 in the IGFBP/IGF/mTOR-growth pathway. PPARγ signaling was also down-regulated by ADAM12 knockdown. Gene ontology (GO) analysis revealed that the extracellular matrix was the cellular compartment most impacted. Filtering for matrisome genes, connective tissue growth factor ( Ctgf) was up-regulated. CTGF and IGBP3 can interact with PPARγ to hinder its regulation. Increased expression of these molecules could have influenced PPARγ signaling reducing differentiation and an imbalance of lipids. We believe ADAM12 regulates cell proliferation of preadipocytes through IGFBP/IGF/mTOR signaling and delays differentiation through altered PPAR signaling to cause an imbalance of lipids within mature adipocytes.


Assuntos
Proteína ADAM12/metabolismo , Adipogenia , Diferenciação Celular , Técnicas de Silenciamento de Genes , Metabolismo dos Lipídeos , Células 3T3-L1 , Adipócitos/citologia , Adipócitos/metabolismo , Animais , Biomarcadores/metabolismo , Contagem de Células , Forma Celular , Análise por Conglomerados , Perfilação da Expressão Gênica , Regulação da Expressão Gênica , Ontologia Genética , Camundongos , Modelos Biológicos , Reprodutibilidade dos Testes , Transdução de Sinais
11.
Clin Epigenetics ; 10: 25, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29484035

RESUMO

Background: Cerebral palsy (CP) is a clinical description for a group of motor disorders that are heterogeneous with respect to causes, symptoms and severity. A diagnosis of CP cannot usually be made at birth and in some cases may be delayed until 2-3 years of age. This limits opportunities for early intervention that could otherwise improve long-term outcomes. CP has been recorded in monozygotic twins discordant for the disorder, indicating a potential role of non-genetic factors such as intrauterine infection, hypoxia-ischaemia, haemorrhage and thrombosis. The aim of this exploratory study was to utilise the discordant monozygotic twin model to understand and measure epigenetic changes associated with the development of CP. Methods: We performed a genome-wide analysis of DNA methylation using the Illumina Infinium Human Methylation 450 BeadChip array with DNA from newborn blood spots of 15 monozygotic twin pairs who later became discordant for CP. Quality control and data preprocessing were undertaken using the minfi R package. Differential methylation analysis was performed using the remove unwanted variation (RUVm) method, taking twin pairing into account in order to identify CP-specific differentially methylated probes (DMPs), and bumphunter was performed to identify differentially methylated regions (DMRs). Results: We identified 33 top-ranked DMPs based on a nominal p value cut-off of p < 1 × 10-4 and two DMRs (p < 1 × 10-3) associated with CP. The top-ranked probes related to 25 genes including HNRNPL, RASSF5, CD3D and KALRN involved in immune signalling pathways, in addition to TBC1D24, FBXO9 and VIPR2 previously linked to epileptic encephalopathy. Gene ontology and pathway analysis of top-ranked DMP-associated genes revealed enrichment of inflammatory signalling pathways, regulation of cytokine secretion and regulation of leukocyte-mediated immunity. We also identified two top-ranked DMRs including one on chromosome 6 within the promoter region of LTA gene encoding tumour necrosis factor-beta (TNF-ß), an important regulator of inflammation and brain development. The second was within the transcription start site of the LIME1 gene, which plays a key role in inflammatory pathways such as MAPK signalling. CP-specific differential DNA methylation within one of our two top DMRs was validated using an independent platform, MassArray EpiTyper. Conclusions: Ours is the first epigenome-wide association study of CP in disease-discordant monozygotic twin pairs and suggests a potential role for immune dysfunction in this condition.


Assuntos
Proteínas Adaptadoras de Transporte Vesicular/genética , Paralisia Cerebral/genética , Metilação de DNA , Doenças em Gêmeos/genética , Epigenômica/métodos , Linfotoxina-alfa/genética , Gêmeos Monozigóticos/genética , Ilhas de CpG , Epigênese Genética , Feminino , Humanos , Recém-Nascido , Masculino , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Regiões Promotoras Genéticas , Software , Sítio de Iniciação de Transcrição , Sequenciamento Completo do Genoma/métodos
12.
Biochim Biophys Acta Gene Regul Mech ; 1860(4): 393-404, 2017 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-28161275

RESUMO

During development, the α- and ß-globin genes exhibit a highly conserved pattern of expression, giving rise to several developmental stage-specific hemoglobin variants. Networks of regulatory proteins interact with epigenetic complexes to regulate DNA accessibility and histone modifications, thereby determining appropriate patterns of globin gene expression. In this review, we focus on recent advances in the understanding of the molecular mechanisms that underpin globin gene expression, focusing on multi-subunit regulatory complexes that bind to specific regions of DNA to orchestrate globin gene transcription throughout development.


Assuntos
Epigênese Genética , Loci Gênicos , Globinas beta/genética , Animais , Cromatina/metabolismo , Histonas/metabolismo , Humanos , Processamento de Proteína Pós-Traducional/genética
13.
Nat Biotechnol ; 34(11): 1168-1179, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-27748754

RESUMO

The ability to generate hematopoietic stem cells from human pluripotent cells would enable many biomedical applications. We find that hematopoietic CD34+ cells in spin embryoid bodies derived from human embryonic stem cells (hESCs) lack HOXA expression compared with repopulation-competent human cord blood CD34+ cells, indicating incorrect mesoderm patterning. Using reporter hESC lines to track the endothelial (SOX17) to hematopoietic (RUNX1C) transition that occurs in development, we show that simultaneous modulation of WNT and ACTIVIN signaling yields CD34+ hematopoietic cells with HOXA expression that more closely resembles that of cord blood. The cultures generate a network of aorta-like SOX17+ vessels from which RUNX1C+ blood cells emerge, similar to hematopoiesis in the aorta-gonad-mesonephros (AGM). Nascent CD34+ hematopoietic cells and corresponding cells sorted from human AGM show similar expression of cell surface receptors, signaling molecules and transcription factors. Our findings provide an approach to mimic in vitro a key early stage in human hematopoiesis for the generation of AGM-derived hematopoietic lineages from hESCs.


Assuntos
Células-Tronco Embrionárias/citologia , Células-Tronco Hematopoéticas/citologia , Proteínas de Homeodomínio/metabolismo , Mesonefro/citologia , Mesonefro/embriologia , Neovascularização Fisiológica/fisiologia , Aorta/citologia , Aorta/embriologia , Aorta/crescimento & desenvolvimento , Diferenciação Celular/fisiologia , Células Cultivadas , Células-Tronco Embrionárias/fisiologia , Gônadas/citologia , Gônadas/embriologia , Gônadas/crescimento & desenvolvimento , Células-Tronco Hematopoéticas/fisiologia , Humanos , Mesonefro/crescimento & desenvolvimento
14.
F1000Res ; 5: 1281, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27347385

RESUMO

Methylation in the human genome is known to be associated with development and disease. The Illumina Infinium methylation arrays are by far the most common way to interrogate methylation across the human genome. This paper provides a Bioconductor workflow using multiple packages for the analysis of methylation array data. Specifically, we demonstrate the steps involved in a typical differential methylation analysis pipeline including: quality control, filtering, normalization, data exploration and statistical testing for probe-wise differential methylation. We further outline other analyses such as differential methylation of regions, differential variability analysis, estimating cell type composition and gene ontology testing. Finally, we provide some examples of how to visualise methylation array data.

15.
Bioinformatics ; 32(2): 286-8, 2016 Jan 15.
Artigo em Inglês | MEDLINE | ID: mdl-26424855

RESUMO

UNLABELLED: DNA methylation is one of the most commonly studied epigenetic modifications due to its role in both disease and development. The Illumina HumanMethylation450 BeadChip is a cost-effective way to profile >450 000 CpGs across the human genome, making it a popular platform for profiling DNA methylation. Here we introduce missMethyl, an R package with a suite of tools for performing normalization, removal of unwanted variation in differential methylation analysis, differential variability testing and gene set analysis for the 450K array. AVAILABILITY AND IMPLEMENTATION: missMethyl is an R package available from the Bioconductor project at www.bioconductor.org. CONTACT: alicia.oshlack@mcri.edu.au SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Biologia Computacional/métodos , Metilação de DNA , Genoma Humano , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Software , Ilhas de CpG , Humanos
16.
Nucleic Acids Res ; 43(16): e106, 2015 Sep 18.
Artigo em Inglês | MEDLINE | ID: mdl-25990733

RESUMO

Due to their relatively low-cost per sample and broad, gene-centric coverage of CpGs across the human genome, Illumina's 450k arrays are widely used in large scale differential methylation studies. However, by their very nature, large studies are particularly susceptible to the effects of unwanted variation. The effects of unwanted variation have been extensively documented in gene expression array studies and numerous methods have been developed to mitigate these effects. However, there has been much less research focused on the appropriate methodology to use for accounting for unwanted variation in methylation array studies. Here we present a novel 2-stage approach using RUV-inverse in a differential methylation analysis of 450k data and show that it outperforms existing methods.


Assuntos
Metilação de DNA , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Adolescente , Idoso de 80 Anos ou mais , Envelhecimento/genética , Feminino , Variação Genética , Humanos , Lactente , Recém-Nascido , Masculino , Neoplasias/genética , Fumar/genética
17.
Gigascience ; 4: 11, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-25789165

RESUMO

BACKGROUND: Acute Lymphoblastic Leukaemia (ALL) is the most common cancer in children. Over the past four decades, research has advanced the treatment of this cancer from a less than 60% chance of survival to over 85% today. The causal molecular mechanisms remain unclear. Here, we performed sequencing-based genomic DNA methylation profiling of eight paediatric ALL patients using archived bone marrow smear microscope slides. FINDINGS: SOLiD™ sequencing data was collected from Methyl-Binding Domain (MBD) enriched fractions of genomic DNA. The primary tumour and remission bone marrow sample was analysed from eight patients. Four patients relapsed and the relapsed tumour was analysed. Input and MBD-enriched DNA from each sample was sequenced, aligned to the hg19 reference genome and analysed for enrichment peaks using MACS (Model-based Analysis for ChIP-Seq) and HOMER (Hypergeometric Optimization of Motif EnRichment). In total, 3.67 gigabases (Gb) were sequenced, 2.74 Gb were aligned to the reference genome (average 74.66% alignment efficiency). This dataset enables the interrogation of differential DNA methylation associated with paediatric ALL. Preliminary results reveal concordant regions of enrichment indicative of a DNA methylation signature. CONCLUSION: Our dataset represents one of the first SOLiD™MBD-Seq studies performed on paediatric ALL and is the first to utilise archival bone marrow smears. Differential DNA methylation between cancer and equivalent disease-free tissue can be identified and correlated with existing and published genomic studies. Given the rarity of paediatric haematopoietic malignancies, relative to adult counterparts, our demonstration of the utility of archived bone marrow smear samples to high-throughput methylation sequencing approaches offers tremendous potential to explore the role of DNA methylation in the aetiology of cancer.


Assuntos
Metilação de DNA , Leucemia/genética , Medula Óssea , Linhagem Celular Tumoral , Criança , Bases de Dados Genéticas , Humanos , Análise de Sequência de DNA/métodos
18.
BMC Genomics ; 15: 416, 2014 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-24885906

RESUMO

BACKGROUND: Patient-derived tumour xenografts are an attractive model for preclinical testing of anti-cancer drugs. Insights into tumour biology and biomarkers predictive of responses to chemotherapeutic drugs can also be gained from investigating xenograft models. As a first step towards examining the equivalence of epigenetic profiles between xenografts and primary tumours in paediatric leukaemia, we performed genome-scale DNA methylation and gene expression profiling on a panel of 10 paediatric B-cell precursor acute lymphoblastic leukaemia (BCP-ALL) tumours that were stratified by prednisolone response. RESULTS: We found high correlations in DNA methylation and gene expression profiles between matching primary and xenograft tumour samples with Pearson's correlation coefficients ranging between 0.85 and 0.98. In order to demonstrate the potential utility of epigenetic analyses in BCP-ALL xenografts, we identified DNA methylation biomarkers that correlated with prednisolone responsiveness of the original tumour samples. Differential methylation of CAPS2, ARHGAP21, ARX and HOXB6 were confirmed by locus specific analysis. We identified 20 genes showing an inverse relationship between DNA methylation and gene expression in association with prednisolone response. Pathway analysis of these genes implicated apoptosis, cell signalling and cell structure networks in prednisolone responsiveness. CONCLUSIONS: The findings of this study confirm the stability of epigenetic and gene expression profiles of paediatric BCP-ALL propagated in mouse xenograft models. Further, our preliminary investigation of prednisolone sensitivity highlights the utility of mouse xenograft models for preclinical development of novel drug regimens with parallel investigation of underlying gene expression and epigenetic responses associated with novel drug responses.


Assuntos
Antineoplásicos Hormonais/farmacologia , Metilação de DNA/efeitos dos fármacos , Resistencia a Medicamentos Antineoplásicos , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Leucemia-Linfoma Linfoblástico de Células Precursoras B/genética , Prednisolona/farmacologia , Adolescente , Animais , Antineoplásicos Hormonais/uso terapêutico , Criança , Modelos Animais de Doenças , Epigênese Genética , Feminino , Perfilação da Expressão Gênica , Humanos , Lactente , Masculino , Camundongos Endogâmicos NOD , Leucemia-Linfoma Linfoblástico de Células Precursoras B/tratamento farmacológico , Leucemia-Linfoma Linfoblástico de Células Precursoras B/patologia , Prednisolona/uso terapêutico , Ensaios Antitumorais Modelo de Xenoenxerto
19.
Blood ; 124(5): 737-49, 2014 Jul 31.
Artigo em Inglês | MEDLINE | ID: mdl-24951427

RESUMO

Differentiation of naïve CD4(+) T cells into effector (Th1, Th2, and Th17) and induced regulatory (iTreg) T cells requires lineage-specifying transcription factors and epigenetic modifications that allow appropriate repression or activation of gene transcription. The epigenetic silencing of cytokine genes is associated with the repressive H3K27 trimethylation mark, mediated by the Ezh2 or Ezh1 methyltransferase components of the polycomb repressive complex 2 (PRC2). Here we show that silencing of the Ifng, Gata3, and Il10 loci in naïve CD4(+) T cells is dependent on Ezh2. Naïve CD4(+) T cells lacking Ezh2 were epigenetically primed for overproduction of IFN-γ in Th2 and iTreg and IL-10 in Th2 cells. In addition, deficiency of Ezh2 accelerated effector Th cell death via death receptor-mediated extrinsic and intrinsic apoptotic pathways, confirmed in vivo for Ezh2-null IFN-γ-producing CD4(+) and CD8(+) T cells responding to Listeria monocytogenes infection. These findings demonstrate the key role of PRC2/Ezh2 in differentiation and survival of peripheral T cells and reveal potential immunotherapeutic targets.


Assuntos
Apoptose/imunologia , Diferenciação Celular/imunologia , Inativação Gênica/imunologia , Complexo Repressor Polycomb 2/imunologia , Linfócitos T Auxiliares-Indutores/imunologia , Animais , Sobrevivência Celular/imunologia , Proteína Potenciadora do Homólogo 2 de Zeste , Feminino , Humanos , Interferon gama/imunologia , Interleucina-10/imunologia , Listeria monocytogenes/imunologia , Listeriose/imunologia , Listeriose/patologia , Masculino , Camundongos , Linfócitos T Auxiliares-Indutores/citologia
20.
Nat Commun ; 4: 2537, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24088984

RESUMO

The condensin complex is essential for correct packaging and segregation of chromosomes during mitosis and meiosis in all eukaryotes. To date, the genome-wide location and the nature of condensin-binding sites have remained elusive in vertebrates. Here we report the genome-wide map of condensin I in chicken DT40 cells. Unexpectedly, we find that condensin I binds predominantly to promoter sequences in mitotic cells. We also find a striking enrichment at both centromeres and telomeres, highlighting the importance of the complex in chromosome segregation. Taken together, the results show that condensin I is largely absent from heterochromatic regions. This map of the condensin I binding sites on the chicken genome reveals that patterns of condensin distribution on chromosomes are conserved from prokaryotes, through yeasts to vertebrates. Thus in three kingdoms of life, condensin is enriched on promoters of actively transcribed genes and at loci important for chromosome segregation.


Assuntos
Adenosina Trifosfatases/genética , Centrômero/metabolismo , Proteínas de Ligação a DNA/genética , Genoma , Heterocromatina/genética , Complexos Multiproteicos/genética , Telômero/metabolismo , Adenosina Trifosfatases/metabolismo , Animais , Linfócitos B/citologia , Linfócitos B/metabolismo , Bactérias/genética , Linhagem Celular Tumoral , Centrômero/ultraestrutura , Galinhas , Mapeamento Cromossômico , Segregação de Cromossomos , Proteínas de Ligação a DNA/metabolismo , Regulação da Expressão Gênica , Heterocromatina/metabolismo , Heterocromatina/ultraestrutura , Mitose , Complexos Multiproteicos/metabolismo , Regiões Promotoras Genéticas , Subunidades Proteicas/genética , Subunidades Proteicas/metabolismo , Saccharomyces cerevisiae/genética , Telômero/ultraestrutura , Transcrição Gênica
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