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1.
BMC Bioinformatics ; 16: 320, 2015 Oct 05.
Artigo em Inglês | MEDLINE | ID: mdl-26437766

RESUMO

BACKGROUND: Single cell gene expression assays have become a powerful tool with which to dissect heterogeneous populations. While methods and software exist to interrogate such data, what has been lacking is a unified solution combining analysis and visualisation which is also accessible and intuitive for use by non-bioinformaticians, as well as bioinformaticians. RESULTS: We present the Single cell expression visualiser (SCExV), a webtool developed to expedite the analysis of single cell qRT-PCR data. SCExV is able to take any data matrix of Ct values as an input, but can handle files exported by the Fluidigm Biomark platform directly. In addition, SCExV also accepts and automatically integrates cell surface marker intensity values which are measured during index sorting. This allows the user to directly visualise relationships between a single cell gene expression profile and the immunophenotype of the interrogated cell. CONCLUSIONS: SCExV is a freely available webtool created to import, filter, analyse, and visualise single cell gene expression data whilst being able to simultaneously consider cellular immunophenotype. SCExV is designed to be intuitive to use whilst maintaining advanced functionality and flexibility in how analyses are performed.


Assuntos
DNA/análise , Reação em Cadeia da Polimerase em Tempo Real , Interface Usuário-Computador , Animais , Internet , Camundongos , Células-Tronco/citologia , Células-Tronco/metabolismo
2.
STAR Protoc ; 4(1): 101965, 2023 03 17.
Artigo em Inglês | MEDLINE | ID: mdl-36633951

RESUMO

Here we describe an in vitro co-culture system that can differentiate hematopoietic progenitor populations to all major hematopoietic lineages at clonal level. We present both a sensitive single-cell switch-culture system as well as a less laborious alternative barcoding protocol more convenient for larger cell numbers. Importantly, generation of all lineages from single long-term hematopoietic stem cells are described, following 21 days of culture. This protocol represents an efficient tool for validation experiments for single-cell genomics data. For complete details on the use and execution of this protocol, please refer to Safi et al. (2022).1.


Assuntos
Células-Tronco Hematopoéticas , Animais , Camundongos , Diferenciação Celular/genética , Técnicas de Cocultura
3.
Nat Commun ; 13(1): 4616, 2022 08 08.
Artigo em Inglês | MEDLINE | ID: mdl-35941103

RESUMO

As the scale of single-cell genomics experiments grows into the millions, the computational requirements to process this data are beyond the reach of many. Herein we present Scarf, a modularly designed Python package that seamlessly interoperates with other single-cell toolkits and allows for memory-efficient single-cell analysis of millions of cells on a laptop or low-cost devices like single-board computers. We demonstrate Scarf's memory and compute-time efficiency by applying it to the largest existing single-cell RNA-Seq and ATAC-Seq datasets. Scarf wraps memory-efficient implementations of a graph-based t-stochastic neighbour embedding and hierarchical clustering algorithm. Moreover, Scarf performs accurate reference-anchored mapping of datasets while maintaining memory efficiency. By implementing a subsampling algorithm, Scarf additionally has the capacity to generate representative sampling of cells from a given dataset wherein rare cell populations and lineage differentiation trajectories are conserved. Together, Scarf provides a framework wherein any researcher can perform advanced processing, subsampling, reanalysis, and integration of atlas-scale datasets on standard laptop computers. Scarf is available on Github: https://github.com/parashardhapola/scarf .


Assuntos
Genômica , Análise de Célula Única , Algoritmos , Análise por Conglomerados , Software , Sequenciamento do Exoma
4.
Cell Rep ; 39(6): 110798, 2022 05 10.
Artigo em Inglês | MEDLINE | ID: mdl-35545037

RESUMO

The emerging notion of hematopoietic stem and progenitor cells (HSPCs) as a low-primed cloud without sharply demarcated gene expression programs raises the question on how cellular-fate options emerge and at which stem-like stage lineage priming is initiated. Here, we investigate single-cell chromatin accessibility of Lineage-, cKit+, and Sca1+ (LSK) HSPCs spanning the early differentiation landscape. Application of a signal-processing algorithm to detect transition points corresponding to massive alterations in accessibility of 571 transcription factor motifs reveals a population of LSK FMS-like tyrosine kinase 3 (Flt3)intCD9high cells that concurrently display stem-like and lineage-affiliated chromatin signatures, pointing to a simultaneous gain of both lympho-myeloid and megakaryocyte-erythroid programs. Molecularly and functionally, these cells position between stem cells and committed progenitors and display multi-lineage capacity in vitro and in vivo but lack self-renewal activity. This integrative molecular analysis resolves the heterogeneity of cells along hematopoietic differentiation and permits investigation of chromatin-mediated transition between multipotency and lineage restriction.


Assuntos
Cromatina , Células-Tronco Hematopoéticas , Diferenciação Celular , Linhagem da Célula , Cromatina/metabolismo , Regulação da Expressão Gênica , Células-Tronco Hematopoéticas/metabolismo , Megacariócitos
5.
Nat Commun ; 12(1): 1277, 2021 02 24.
Artigo em Inglês | MEDLINE | ID: mdl-33627649

RESUMO

Therapeutic antibodies are transforming the treatment of cancer and autoimmune diseases. Today, a key challenge is finding antibodies against new targets. Phenotypic discovery promises to achieve this by enabling discovery of antibodies with therapeutic potential without specifying the molecular target a priori. Yet, deconvoluting the targets of phenotypically discovered antibodies remains a bottleneck; efficient deconvolution methods are needed for phenotypic discovery to reach its full potential. Here, we report a comprehensive investigation of a target deconvolution approach based on pooled CRISPR/Cas9. Applying this approach within three real-world phenotypic discovery programs, we rapidly deconvolute the targets of 38 of 39 test antibodies (97%), a success rate far higher than with existing approaches. Moreover, the approach scales well, requires much less work, and robustly identifies antibodies against the major histocompatibility complex. Our data establish CRISPR/Cas9 as a highly efficient target deconvolution approach, with immediate implications for the development of antibody-based drugs.


Assuntos
Edição de Genes , Anticorpos/metabolismo , Sistemas CRISPR-Cas/genética , Linhagem Celular Tumoral , Sobrevivência Celular/genética , Sobrevivência Celular/fisiologia , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , Humanos
6.
Stem Cell Reports ; 12(1): 112-121, 2019 01 08.
Artigo em Inglês | MEDLINE | ID: mdl-30595549

RESUMO

Relapse of acute myeloid leukemia (AML) remains a significant clinical challenge due to limited therapeutic options and poor prognosis. Leukemic stem cells (LSCs) are the cellular units responsible for relapse in AML, and strategies that target LSCs are thus critical. One proposed potential strategy to this end is to break the quiescent state of LSCs, thereby sensitizing LSCs to conventional cytostatics. The hypoxia-inducible factor (HIF) pathway is a main driver of cellular quiescence and a potential therapeutic target, with precedence from both solid cancers and leukemias. Here, we used a conditional knockout Hif-1α mouse model together with a standard chemotherapy regimen to evaluate LSC targeting in AML. Contrary to expectation, our studies revealed that Hif-1α-deleted-leukemias displayed a faster disease progression after chemotherapy. Our studies thereby challenge the general notion of cancer stem cell sensitization by inhibition of the HIF pathway, and warrant caution when applying HIF inhibition in combination with chemotherapy in AML.


Assuntos
Antineoplásicos/efeitos adversos , Fator 1 Induzível por Hipóxia/genética , Leucemia Mieloide Aguda/genética , Animais , Antineoplásicos/uso terapêutico , Deleção de Genes , Fator 1 Induzível por Hipóxia/metabolismo , Leucemia Mieloide Aguda/tratamento farmacológico , Camundongos , Células Progenitoras Mieloides/citologia , Células Progenitoras Mieloides/metabolismo , Proteínas de Fusão Oncogênica/genética , Mapas de Interação de Proteínas , Análise de Célula Única
7.
Elife ; 72018 12 18.
Artigo em Inglês | MEDLINE | ID: mdl-30561324

RESUMO

A hallmark of adult hematopoiesis is the continuous replacement of blood cells with limited lifespans. While active hematopoietic stem cell (HSC) contribution to multilineage hematopoiesis is the foundation of clinical HSC transplantation, recent reports have questioned the physiological contribution of HSCs to normal/steady-state adult hematopoiesis. Here, we use inducible lineage tracing from genetically marked adult HSCs and reveal robust HSC-derived multilineage hematopoiesis. This commences via defined progenitor cells, but varies substantially in between different hematopoietic lineages. By contrast, adult HSC contribution to hematopoietic cells with proposed fetal origins is neglible. Finally, we establish that the HSC contribution to multilineage hematopoiesis declines with increasing age. Therefore, while HSCs are active contributors to native adult hematopoiesis, it appears that the numerical increase of HSCs is a physiologically relevant compensatory mechanism to account for their reduced differentiation capacity with age.


Assuntos
Envelhecimento/fisiologia , Diferenciação Celular , Hematopoese , Células-Tronco Hematopoéticas/fisiologia , Fatores Etários , Animais , Linhagem da Célula , Camundongos , Coloração e Rotulagem
9.
Nat Commun ; 8: 14533, 2017 02 22.
Artigo em Inglês | MEDLINE | ID: mdl-28224997

RESUMO

Ageing associates with significant alterations in somatic/adult stem cells and therapies to counteract these might have profound benefits for health. In the blood, haematopoietic stem cell (HSC) ageing is linked to several functional shortcomings. However, besides the recent realization that individual HSCs might be preset differentially already from young age, HSCs might also age asynchronously. Evaluating the prospects for HSC rejuvenation therefore ultimately requires approaching those HSCs that are functionally affected by age. Here we combine genetic barcoding of aged murine HSCs with the generation of induced pluripotent stem (iPS) cells. This allows us to specifically focus on aged HSCs presenting with a pronounced lineage skewing, a hallmark of HSC ageing. Functional and molecular evaluations reveal haematopoiesis from these iPS clones to be indistinguishable from that associating with young mice. Our data thereby provide direct support to the notion that several key functional attributes of HSC ageing can be reversed.


Assuntos
Envelhecimento/fisiologia , Linhagem da Célula , Senescência Celular , Células Clonais/citologia , Células-Tronco Hematopoéticas/citologia , Células-Tronco Pluripotentes Induzidas/citologia , Animais , Linhagem da Célula/genética , Reprogramação Celular/genética , Senescência Celular/genética , Regulação da Expressão Gênica no Desenvolvimento , Células-Tronco Hematopoéticas/metabolismo , Células-Tronco Pluripotentes Induzidas/metabolismo , Camundongos Endogâmicos C57BL , Linfócitos T/citologia , Linfócitos T/metabolismo
10.
J Mol Biol ; 333(5): 893-905, 2003 Nov 07.
Artigo em Inglês | MEDLINE | ID: mdl-14583188

RESUMO

Monoclonal antibodies have a potential for cancer therapy that may be further improved by linking them to effector molecules such as superantigens. Tumor targeting of a superantigen leads to a powerful T cell attack against the tumour tissue. Encouraging results have been observed preclinically and in patients using the superantigen staphylococcal enterotoxin A, SEA. To further improve the concept, we have reduced the reactivity to antibodies against superantigens, which is found in all individuals. Using epitope mapping, antibody binding sites in SEA and SEE were found around their MHC class II binding sites. These epitopes were removed genetically and a large number of synthetic superantigens were produced in an iterative engineering procedure. Properties such as decreased binding to anti-SEA as well as higher selectivity to induce killing of tumour cells compared to MHC class II expressing cells, were sequentially improved. The lysine residues 79, 81, 83 and 84 are all part of major antigenic epitopes, Gln204, Lys74, Asp75 and Asn78 are important for optimal killing of tumour cells while Asp45 affects binding to MHC class II. The production properties were optimised by further engineering and a novel synthetic superantigen, SEA/E-120, was designed. It is recognised by approximately 15% of human anti-SEA antibodies and have more potent tumour cell killing properties than SEA. SEA/E-120 is likely to have a low toxicity due to its reduced capacity to mediate killing of MHC class II expressing cells. It is produced as a Fab fusion protein at approximately 35 mg/l in Escherichia coli.


Assuntos
Enterotoxinas/imunologia , Enterotoxinas/uso terapêutico , Epitopos , Neoplasias/tratamento farmacológico , Proteínas Recombinantes de Fusão/uso terapêutico , Superantígenos/uso terapêutico , Sequência de Aminoácidos , Humanos , Dados de Sequência Molecular , Engenharia de Proteínas
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