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1.
Nature ; 613(7943): 345-354, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36599983

RESUMO

Understanding how a subset of expressed genes dictates cellular phenotype is a considerable challenge owing to the large numbers of molecules involved, their combinatorics and the plethora of cellular behaviours that they determine1,2. Here we reduced this complexity by focusing on cellular organization-a key readout and driver of cell behaviour3,4-at the level of major cellular structures that represent distinct organelles and functional machines, and generated the WTC-11 hiPSC Single-Cell Image Dataset v1, which contains more than 200,000 live cells in 3D, spanning 25 key cellular structures. The scale and quality of this dataset permitted the creation of a generalizable analysis framework to convert raw image data of cells and their structures into dimensionally reduced, quantitative measurements that can be interpreted by humans, and to facilitate data exploration. This framework embraces the vast cell-to-cell variability that is observed within a normal population, facilitates the integration of cell-by-cell structural data and allows quantitative analyses of distinct, separable aspects of organization within and across different cell populations. We found that the integrated intracellular organization of interphase cells was robust to the wide range of variation in cell shape in the population; that the average locations of some structures became polarized in cells at the edges of colonies while maintaining the 'wiring' of their interactions with other structures; and that, by contrast, changes in the location of structures during early mitotic reorganization were accompanied by changes in their wiring.


Assuntos
Células-Tronco Pluripotentes Induzidas , Espaço Intracelular , Humanos , Células-Tronco Pluripotentes Induzidas/citologia , Análise de Célula Única , Conjuntos de Dados como Assunto , Interfase , Forma Celular , Mitose , Polaridade Celular , Sobrevivência Celular
2.
Sci Rep ; 11(1): 15845, 2021 08 04.
Artigo em Inglês | MEDLINE | ID: mdl-34349150

RESUMO

We performed a comprehensive analysis of the transcriptional changes occurring during human induced pluripotent stem cell (hiPSC) differentiation to cardiomyocytes. Using single cell RNA-seq, we sequenced > 20,000 single cells from 55 independent samples representing two differentiation protocols and multiple hiPSC lines. Samples included experimental replicates ranging from undifferentiated hiPSCs to mixed populations of cells at D90 post-differentiation. Differentiated cell populations clustered by time point, with differential expression analysis revealing markers of cardiomyocyte differentiation and maturation changing from D12 to D90. We next performed a complementary cluster-independent sparse regression analysis to identify and rank genes that best assigned cells to differentiation time points. The two highest ranked genes between D12 and D24 (MYH7 and MYH6) resulted in an accuracy of 0.84, and the three highest ranked genes between D24 and D90 (A2M, H19, IGF2) resulted in an accuracy of 0.94, revealing that low dimensional gene features can identify differentiation or maturation stages in differentiating cardiomyocytes. Expression levels of select genes were validated using RNA FISH. Finally, we interrogated differences in cardiac gene expression resulting from two differentiation protocols, experimental replicates, and three hiPSC lines in the WTC-11 background to identify sources of variation across these experimental variables.


Assuntos
Biomarcadores/metabolismo , Diferenciação Celular , Regulação da Expressão Gênica , Células-Tronco Pluripotentes Induzidas/metabolismo , Miócitos Cardíacos/citologia , Miócitos Cardíacos/metabolismo , Transcriptoma , Humanos , Células-Tronco Pluripotentes Induzidas/citologia , RNA-Seq
3.
Cell Rep ; 7(4): 1284-97, 2014 May 22.
Artigo em Inglês | MEDLINE | ID: mdl-24794432

RESUMO

Historically, spontaneous deletions and insertions have provided means to probe germline developmental genetics in Drosophila, mouse and other species. Here, induced pluripotent stem cell (iPSC) lines were derived from infertile men with deletions that encompass three Y chromosome azoospermia factor (AZF) regions and are associated with production of few or no sperm but normal somatic development. AZF-deleted iPSC lines were compromised in germ cell development in vitro. Undifferentiated iPSCs transplanted directly into murine seminiferous tubules differentiated extensively to germ-cell-like cells (GCLCs) that localized near the basement membrane, demonstrated morphology indistinguishable from fetal germ cells, and expressed germ-cell-specific proteins diagnostic of primordial germ cells. Alternatively, all iPSCs that exited tubules formed primitive tumors. iPSCs with AZF deletions produced significantly fewer GCLCs in vivo with distinct defects in gene expression. Findings indicate that xenotransplantation of human iPSCs directs germ cell differentiation in a manner dependent on donor genetic status.


Assuntos
Azoospermia/patologia , Fertilidade/fisiologia , Células-Tronco Pluripotentes Induzidas/citologia , Túbulos Seminíferos/citologia , Animais , Diferenciação Celular/fisiologia , Linhagem Celular , Humanos , Células-Tronco Pluripotentes Induzidas/metabolismo , Masculino , Camundongos , Camundongos Nus , Pele/citologia , Transplante Heterólogo/métodos
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