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1.
PLoS Genet ; 15(4): e1008045, 2019 04.
Article in English | MEDLINE | ID: mdl-31002671

ABSTRACT

Quantification of gene expression levels at the single cell level has revealed that gene expression can vary substantially even across a population of homogeneous cells. However, it is currently unclear what genomic features control variation in gene expression levels, and whether common genetic variants may impact gene expression variation. Here, we take a genome-wide approach to identify expression variance quantitative trait loci (vQTLs). To this end, we generated single cell RNA-seq (scRNA-seq) data from induced pluripotent stem cells (iPSCs) derived from 53 Yoruba individuals. We collected data for a median of 95 cells per individual and a total of 5,447 single cells, and identified 235 mean expression QTLs (eQTLs) at 10% FDR, of which 79% replicate in bulk RNA-seq data from the same individuals. We further identified 5 vQTLs at 10% FDR, but demonstrate that these can also be explained as effects on mean expression. Our study suggests that dispersion QTLs (dQTLs) which could alter the variance of expression independently of the mean can have larger fold changes, but explain less phenotypic variance than eQTLs. We estimate 4,015 individuals as a lower bound to achieve 80% power to detect the strongest dQTLs in iPSCs. These results will guide the design of future studies on understanding the genetic control of gene expression variance.


Subject(s)
Induced Pluripotent Stem Cells/metabolism , Quantitative Trait Loci , Black People/genetics , Cell Line , Computer Simulation , Gene Expression Profiling , Genetic Variation , Genome-Wide Association Study , Humans , Models, Genetic , Nigeria , Phenotype , Sequence Analysis, RNA , Single-Cell Analysis
2.
Stem Cell Res ; 31: 83-94, 2018 08.
Article in English | MEDLINE | ID: mdl-30031967

ABSTRACT

Developmental pluripotency associated factor 4 (Dppa4) is a highly specific marker of pluripotent cells, and is also overexpressed in certain cancers, but its function in either of these contexts is poorly understood. In this study, we use ChIP-Seq to identify Dppa4 binding genome-wide in three distinct cell types: mouse embryonic stem cells (mESC), embryonal carcinoma cells, and 3T3 fibroblasts ectopically expressing Dppa4. We find a core set of Dppa4 binding sites shared across cell types, and also a substantial number of sites unique to each cell type. Across cell types Dppa4 shows a preference for binding to regions with active chromatin signatures, and can influence chromatin modifications at target genes. In 3T3 fibroblasts with enforced Dppa4 expression, Dppa4 represses the cell cycle inhibitor Cdkn2c and activates Ets family transcription factor Etv4, leading to alterations in the cell cycle that likely contribute to the oncogenic phenotype. Dppa4 also directly regulates Etv4 in mESC but represses it in this context, and binds with Oct4 to a set of shared targets that are largely independent of Sox2 and Nanog, indicating that Dppa4 functions independently of the core pluripotency network in stem cells. Together these data provide novel insights into Dppa4 function in both pluripotent and oncogenic contexts.


Subject(s)
Embryonal Carcinoma Stem Cells/physiology , Nuclear Proteins/genetics , Pluripotent Stem Cells/physiology , 3T3 Cells , Adenovirus E1A Proteins/genetics , Adenovirus E1A Proteins/metabolism , Animals , Cell Proliferation/physiology , Chromatin/genetics , Chromatin/metabolism , Cyclin-Dependent Kinase Inhibitor p18/genetics , Cyclin-Dependent Kinase Inhibitor p18/metabolism , Embryonal Carcinoma Stem Cells/cytology , Embryonal Carcinoma Stem Cells/metabolism , Gene Expression Regulation , Genomics/methods , Humans , Mice , Nuclear Proteins/metabolism , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins/metabolism , Proto-Oncogene Proteins c-ets/genetics , Proto-Oncogene Proteins c-ets/metabolism , Transfection
3.
Genome Res ; 28(1): 122-131, 2018 01.
Article in English | MEDLINE | ID: mdl-29208628

ABSTRACT

Induced pluripotent stem cells (iPSCs) are an essential tool for studying cellular differentiation and cell types that are otherwise difficult to access. We investigated the use of iPSCs and iPSC-derived cells to study the impact of genetic variation on gene regulation across different cell types and as models for studies of complex disease. To do so, we established a panel of iPSCs from 58 well-studied Yoruba lymphoblastoid cell lines (LCLs); 14 of these lines were further differentiated into cardiomyocytes. We characterized regulatory variation across individuals and cell types by measuring gene expression levels, chromatin accessibility, and DNA methylation. Our analysis focused on a comparison of inter-individual regulatory variation across cell types. While most cell-type-specific regulatory quantitative trait loci (QTLs) lie in chromatin that is open only in the affected cell types, we found that 20% of cell-type-specific regulatory QTLs are in shared open chromatin. This observation motivated us to develop a deep neural network to predict open chromatin regions from DNA sequence alone. Using this approach, we were able to use the sequences of segregating haplotypes to predict the effects of common SNPs on cell-type-specific chromatin accessibility.


Subject(s)
Cell Differentiation , Chromatin Assembly and Disassembly , Chromatin/metabolism , DNA Methylation , Genetic Loci , Induced Pluripotent Stem Cells/metabolism , Myocytes, Cardiac/metabolism , Cell Line , Chromatin/genetics , Humans , Induced Pluripotent Stem Cells/cytology , Myocytes, Cardiac/cytology
4.
Sci Rep ; 7: 39921, 2017 01 03.
Article in English | MEDLINE | ID: mdl-28045081

ABSTRACT

Single-cell RNA sequencing (scRNA-seq) can be used to characterize variation in gene expression levels at high resolution. However, the sources of experimental noise in scRNA-seq are not yet well understood. We investigated the technical variation associated with sample processing using the single-cell Fluidigm C1 platform. To do so, we processed three C1 replicates from three human induced pluripotent stem cell (iPSC) lines. We added unique molecular identifiers (UMIs) to all samples, to account for amplification bias. We found that the major source of variation in the gene expression data was driven by genotype, but we also observed substantial variation between the technical replicates. We observed that the conversion of reads to molecules using the UMIs was impacted by both biological and technical variation, indicating that UMI counts are not an unbiased estimator of gene expression levels. Based on our results, we suggest a framework for effective scRNA-seq studies.


Subject(s)
RNA/metabolism , Single-Cell Analysis , Gene Expression , High-Throughput Nucleotide Sequencing , Humans , Induced Pluripotent Stem Cells/cytology , Induced Pluripotent Stem Cells/metabolism , Principal Component Analysis , RNA/chemistry , RNA/isolation & purification , Sequence Analysis, RNA
5.
Stem Cells ; 31(11): 2330-42, 2013 Nov.
Article in English | MEDLINE | ID: mdl-23963736

ABSTRACT

In order to identify novel pluripotency-related oncogenes, an expression screen for oncogenic foci-inducing genes within a retroviral human embryonic stem cell cDNA library was conducted. From this screen, we identified not only known oncogenes but also intriguingly the key pluripotency factor, DPPA4 (developmental pluripotency-associated four) that encodes a DNA binding SAP domain-containing protein. DPPA4 has not been previously identified as an oncogene but is highly expressed in embryonal carcinomas, pluripotent germ cell tumors, and other cancers. DPPA4 is also mutated in some cancers. In direct transformation assays, we validated that DPPA4 is an oncogene in both mouse 3T3 cells and immortalized human dermal fibroblasts. Overexpression of DPPA4 generates oncogenic foci (sarcoma cells) and causes anchorage-independent growth. The in vitro transformed cells also give rise to tumors in immunodeficient mice. Furthermore, functional analyses indicate that both the DNA-binding SAP domain and the histone-binding C-terminal domain are critical for the oncogenic transformation activity of DPPA4. Downregulation of DPPA4 in E14 mouse embryonic stem cells and P19 mouse embryonic carcinoma cells causes decreased cell proliferation in each case. In addition, DPPA4 overexpression induces cell proliferation through genes related to regulation of G1/S transition. Interestingly, we observed similar findings for family member DPPA2. Thus, we have identified a new family of pluripotency-related oncogenes consisting of DPPA2 and DPPA4. Our findings have important implications for stem cell biology and tumorigenesis.


Subject(s)
Embryonic Stem Cells/physiology , Nuclear Proteins/genetics , Pluripotent Stem Cells/physiology , 3T3 Cells , Animals , Cell Cycle Proteins , Cell Differentiation/physiology , Cell Growth Processes/physiology , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , HEK293 Cells , Humans , Mice , Nuclear Proteins/metabolism , Oncogenes , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Transcription Factors
6.
J Cell Biochem ; 108(4): 851-9, 2009 Nov 01.
Article in English | MEDLINE | ID: mdl-19711372

ABSTRACT

We have previously shown that culturing HepG2 cells in pH 6.6 culture medium increases the c-Src-dependent tyrosine phosphorylation of beta-catenin and induces disassembly of adherens junctions (AJs). Here, we investigated the upstream mechanism leading to this pH 6.6-induced modification of E-cadherin. In control cells cultured at pH 7.4, E-cadherin staining was linear and continuous at cell-cell contact sites. Culturing cells at pH 6.6 was not cytotoxic, and resulted in weak and discontinuous junctional E-cadherin staining, consistent with the decreased levels of E-cadherin in membrane fractions. pH 6.6 treatment activated c-Src and Fyn kinase and induced tyrosine phosphorylation of p120 catenin (p120ctn) and E-cadherin. Inhibition of Src family kinases by PP2 attenuated the pH 6.6-induced tyrosine phosphorylation of E-cadherin and p120ctn, and prevented the loss of these proteins from AJs. In addition, E-cadherin was bound to Hakai and ubiquitinated. Furthermore, pH 6.6-induced detachment of E-cadherin from AJs was blocked by pretreatment with MG132 or NH(4)Cl, indicating the involvement of ubiquitin-proteasomal/lysosomal degradation of E-cadherin. An early loss of p120ctn prior to E-cadherin detachment from AJs was noted, concomitant with a decreased association between p120ctn and E-cadherin at pH 6.6. PP2 pretreatment prevented the dissociation of these two proteins. In conclusion, pH 6.6 activated Src kinases, resulting in tyrosine phosphorylation of E-cadherin and p120ctn and a weakening of the association of E-cadherin with p120ctn and contributing to the instability of E-cadherin at AJs.


Subject(s)
Adherens Junctions/metabolism , Cadherins/chemistry , Catenins/chemistry , Gene Expression Regulation , Proto-Oncogene Proteins c-fyn/metabolism , src-Family Kinases/metabolism , Cell Membrane/metabolism , Enzyme Inhibitors/pharmacology , Hep G2 Cells , Humans , Hydrogen-Ion Concentration , Lysosomes/chemistry , Phosphorylation , Proteasome Endopeptidase Complex/chemistry , Ubiquitin/chemistry , Delta Catenin
7.
Cancer Lett ; 267(1): 37-48, 2008 Aug 18.
Article in English | MEDLINE | ID: mdl-18423982

ABSTRACT

Little attention has been paid to the role of adherens junctions (AJs) in acidic extracellular pH (pHe)-induced cell invasion. Incubation of HepG2 cells in acidic medium (pH 6.6) induced cell dispersion from tight cell clusters, and this change was accompanied by downregulation of beta-catenin at cell junctions and a rapid activation of c-Src. Pretreatment with PP2 prevented the acidic pH-induced downregulation of beta-catenin at AJ and in the membrane fractions. The acidic pHe-induced c-Src activation increased tyrosine phosphorylation of beta-catenin and decreased the amount of beta-catenin-associated E-cadherin. The depletion of membrane-bound beta-catenin coincided with enhanced cell migration and invasion, and this acidic pHe-increased cell migration and invasion was prevented by PP2. In conclusion, this study characterizes a novel signaling pathway responsible for acidic microenvironment-promoted migration and invasive behaviors of cancer cells.


Subject(s)
Adherens Junctions/metabolism , Hydrogen-Ion Concentration , beta Catenin/metabolism , src-Family Kinases/pharmacology , Adherens Junctions/physiology , Cadherins/metabolism , Cell Line, Tumor , Cell Movement , Humans , Phosphorylation , Signal Transduction
8.
J Cell Biochem ; 103(1): 67-77, 2008 Jan 01.
Article in English | MEDLINE | ID: mdl-17486586

ABSTRACT

Our previous study has shown that anti-Thy-1 antibody promotes neurite outgrowth of cultured dorsal root ganglion (DRG) neurons in a protein kinase A (PKA)-dependent manner. The present study provided another intracellular signaling pathway for the neurotrophic effect of anti-Thy-1 antibody. In DMSO-treated control cells, Thy-1 was enriched in microdomain-like structures on cell membranes by immunofluorescence observation. Treatment of DRG neurons with anti-Thy-1 antibody not only stimulated neurite outgrowth, but also increased the branching complexity of the neurites in both small and large neurons. We have previously shown that anti-Thy-1 antibody causes a time-dependent activation of mitogen-activated protein kinase (MEK) and of cyclic AMP response-element binding protein (CREB). Here, anti-Thy-1 antibody elicited a transient activation of c-Src kinase, and the activation of c-Src kinase appeared occurring upstream of the activation of MEK and CREB, since pretreatment with the Src kinase inhibitor, PP2, effectively abolished the anti-Thy-1 antibody-induced neurite outgrowth and the phosphorylation of MEK and CREB. CREB phosphorylation might result in upregulation of certain neurite outgrowth-related proteins. We therefore conclude that anti-Thy-1 antibody activates the c-Src kinase-MEK-CREB cascade and overcomes the inhibitory effect of Thy-1 on neurite outgrowth in DRG neurons.


Subject(s)
Antibodies/immunology , Ganglia, Spinal/enzymology , MAP Kinase Signaling System , Mitogen-Activated Protein Kinase Kinases/metabolism , Neurites/enzymology , Proto-Oncogene Proteins pp60(c-src)/metabolism , Thy-1 Antigens/immunology , Animals , Cells, Cultured , Cyclic AMP Response Element-Binding Protein/metabolism , Enzyme Activation , Female , Ganglia, Spinal/cytology , Ganglia, Spinal/immunology , Male , Mitogen-Activated Protein Kinase Kinases/antagonists & inhibitors , Neurites/drug effects , Neurites/immunology , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins pp60(c-src)/antagonists & inhibitors , Rats , Rats, Wistar
9.
J Cell Biochem ; 101(4): 1011-22, 2007 Jul 01.
Article in English | MEDLINE | ID: mdl-17390340

ABSTRACT

Magnolol, a substance purified from the bark of Magnolia officialis, inhibits cell proliferation and induces apoptosis in a variety of cancer cells. The aim of this study was to study the effects of magnolol on CGTH W-2 thyroid carcinoma cells. After 24 h treatment with 80 microM magnolol in serum-containing medium, about 50% of the cells exhibited apoptotic features and 20% necrotic features. Cytochrome-c staining was diffused in the cytoplasm of the apoptotic cells, but restricted to the mitochondria in control cells. Western blot analyses showed an increase in levels of activated caspases (caspase-3 and -7) and of cleaved poly (ADP-ribose) polymerase (PARP) by magnolol. Concomitantly, immunostaining for apoptosis inducing factor (AIF) showed a time-dependent translocation from the mitochondria to the nucleus. Inhibition of either PARP or caspase activity blocked magnolol-induced apoptosis, supporting the involvement of the caspases and PARP. In addition, magnolol activated phosphatase and tensin homolog deleted on chromosome 10 (PTEN) and inactivated Akt by decreasing levels of phosphorylated PTEN and phosphorylated Akt. These data suggest that magnolol promoted apoptosis probably by alleviating the inhibitory effect of Akt on caspase 9. Furthermore, inhibition of PARP activity, but not of caspase activity, completely prevented magnolol-induced necrosis, suggesting the notion that it might be caused by depletion of intracellular ATP levels due to PARP activation. These results show that magnolol initiates apoptosis via the cytochrome-c/caspase 3/PARP/AIF and PTEN/Akt/caspase 9/PARP pathways and necrosis via PARP activation.


Subject(s)
Apoptosis/drug effects , Biphenyl Compounds/pharmacology , Lignans/pharmacology , Apoptosis Inducing Factor/metabolism , Blotting, Western , Caspase 3/metabolism , Caspase 7/metabolism , Cell Line, Tumor , Cytochromes c/metabolism , Flow Cytometry , Humans , Immunohistochemistry , Necrosis/chemically induced , Poly(ADP-ribose) Polymerases/metabolism , Signal Transduction/drug effects , Thyroid Neoplasms/metabolism , Thyroid Neoplasms/pathology
10.
J Cell Biochem ; 101(3): 566-75, 2007 Jun 01.
Article in English | MEDLINE | ID: mdl-17177293

ABSTRACT

Thy-1 is highly expressed in the mammalian nervous system. Our previous study showed that addition of anti-Thy-1 antibody to cultured dorsal root ganglionic (DRG) neurons promotes neurite outgrowth. In this study, we identified a novel signaling pathway mediating this event. Treatment with function-blocking anti-Thy-1 antibodies enhanced neurite outgrowth of DRG neurons in terms of total neurite length, longest neurite length, and total neurite branching points. To elucidate the possible signal transduction pathway involved, activation of kinases was evaluated by Western blotting. Transient phosphorylation of protein kinase A (PKA) and mitogen-activated kinase kinase (MEK) was induced after 15 min of anti-Thy-1 antibody treatment. Pretreatment with a PKA inhibitor (PKI) or an MEK inhibitor, PD98059, significantly decreased the neurite outgrowth response triggered by anti-Thy-1 antibody, indicating the involvement of both kinases. In addition, anti-Thy-1 antibody treatment also induced transient phosphorylation of cyclic AMP-response element-binding protein (CREB) and this effect was also blocked by a PKI or PD98059. Furthermore, the fact that PKI abolished anti-Thy-1 antibody-induced MEK phosphorylation showed that PKA acts upstream of the MEK-CREB cascade. In summary, the PKA-MEK-CREB pathway is a new pathway involved in the neurite outgrowth-promoting effect of anti-Thy-1 antibody.


Subject(s)
Cyclic AMP-Dependent Protein Kinases/metabolism , Ganglia, Spinal/drug effects , Isoantibodies/pharmacology , Neurites/drug effects , Neurons/drug effects , Animals , Animals, Newborn , Blotting, Western , Cell Adhesion Molecules/metabolism , Cells, Cultured , Cyclic AMP Response Element-Binding Protein/metabolism , Cyclic AMP-Dependent Protein Kinases/antagonists & inhibitors , Cyclic AMP-Dependent Protein Kinases/physiology , Enzyme Activation/drug effects , Female , Flavonoids/pharmacology , Ganglia, Spinal/cytology , Ganglia, Spinal/metabolism , Immunohistochemistry , Male , Microfilament Proteins/metabolism , Mitogen-Activated Protein Kinase Kinases/metabolism , Neurons/cytology , Neurons/metabolism , Phosphoproteins/metabolism , Phosphorylation/drug effects , Rats , Rats, Wistar , Signal Transduction/drug effects
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