Validation of noise models for single-cell transcriptomics
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ABSTRACT:
ORGANISM(S): Mus musculus
PROVIDER: GSE54695 | GEO | 2014/04/20
SECONDARY ACCESSION(S): PRJNA237439
REPOSITORIES: GEO
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Project description:Single-cell transcriptomics has recently emerged as a powerful technology to explore gene expression heterogeneity amongst single cells. Here we identify two major sources of technical variability, sampling noise and global cell-to-cell variation in sequencing efficiency. We propose noise models to correct for this and after validation by single-molecule FISH experiments, we apply these models to demonstrate that growing mES cells in 2i instead of serum/LIF globally reduces gene expression variability. J1 mouse embryonic stem cells (mESCs) were cutured in 2i or in serum medium. Cells were dissociated into a single cell suspension and picked under a stereomicroscope using a 30μm glass capillary and mouth pipette. Picked cells were deposited in the lid of an 0.5ml LoBind eppendorf tube and snap frozen in liquid nitrogen. For the pool and split controls, approximately 1 million cells were lysed, the amount of RNA was quantified on a bioanalyzer (Agilent) using the Eukaryote Total RNA pico kit. 20pg aliquots of total RNA were used for each pool and split control. Single cells and controls were processed using the previously described CEL-seq technique, with a few alterations. A 4bp random barcode as unique molecular identifier (UMI) was added to the primer in between the cell specific barcode and the poly T stretch. Libraries were sequenced on an Illumina HighSeq 2500 using 50bp paired end sequencing. For cells and controls, two libraries were sequenced on two lanes in total for each condition.
2014-04-20 | E-GEOD-54695 | biostudies-arrayexpress
Project description:ChIP-seq to map the binding sites for CTCF and cohesin subunit Rad21 in the naive mES cells (46C cell line grown in the 2i/LIF condition) and in the neural stem cells (derived from the 46C ES cells using the mono-layer differentiation protocol, grown in the N2B27 medium these cells are Nestin+). The naive mES cells were grown in two different media (fetal bovine serum, FBS and 2i/LIF culture - naive pluripotency conditions) as detailed in the growth protocols.
2018-11-08 | E-MTAB-5732 | biostudies-arrayexpress
Project description:This study aims to investigate the transcriptomic heterogeneity of mouse embryonic stem cells (mES cells) in different culturing conditions with single-cell mRNA-seq technology. Previous studies have reported heterogeneous and differential allelic expression of specific pluripotency genes, e.g. Nanog, in mES cells in different culturing conditions. The fluctuation of gene expression has been linked to drift of pluripotent state. In this study, we will dissect the transcriptome of mouse ES cells culturing in conventiaonal serum/LIF and 2i/LIF conditions at the single-cell level. The usage of a hybrid mouse ES cell line in this study provides additional insight into differential allelic expression in these two culturing conditions. The data generated in this study will shed light on the regulation of pluripotency network.
2013-10-21 | E-ERAD-186 | biostudies-arrayexpress
Project description:Pluripotent stem cells (PSCs) are capable of dynamic interconversion between distinct substates, but the regulatory circuits specifying these states and enabling transitions between them are not well understood. We set out to address this issue and map the landscape of gene expression variability in PSCs by single-cell expression profiling of PSCs under different chemical and genetic perturbations. We find that signaling factors and developmental regulators show highly variable expression in PSCs, with expression states for some variable genes heritable through multiple cell divisions. Expression variability and population heterogeneity can be influenced by perturbation of signaling pathways and chromatin regulators. Strikingly, either removal of mature miRNAs or pharmacologic blockage of external signaling pathways drives PSCs into a low-noise ground state characterized by a reconfigured pluripotency regulatory network, increased self-renewal efficiency, and a distinct chromatin state, an effect mediated by the action of opposing miRNA families on the c-myc / Lin28 / let-7 axis. These findings illuminate the causes of transcriptional heterogeneity in PSCs and their consequences for cellular decision-making. Single-cell RNA-Seq on 183 individual v6.5 mouse embryonic stem cells (mESCs) cultured in serum+LIF media, 94 v6.5 mESCs cultured in 2i+LIF media ('ground state' conditions), and 84 Dgcr8 -/- mESCs (constructed in a v6.5 background), that lack mature miRNAs due to knockout of a miRNA processing factor, cultured in serum+LIF. ChIP-Seq for RNA polymerase II, H3K4me3, H3K27me3, H3K27ac, H3K9me3, and H3K36me3 on the three populations of mESCs profiled by single-cell RNA-Seq. Single-cell RNA-Seq on 54 individual nestin-positive neural precursor cells derived from v6.5 mESCs.
2014-12-04 | E-GEOD-60749 | biostudies-arrayexpress
Project description:We sequence mRNA from single mESCs from three culture conditions: serum + LIF, 2i + LIF and alternative 2i + LIF. We extensively analysed population and single cell gene expression to identify differences and similarities between conditions. This is a subset of data from ArrayExpress accession E-ERAD-186 (ENA: ERP003293)
2016-01-22 | E-MTAB-2600 | biostudies-arrayexpress
Project description:Cellular processes are subject to variability, or noise, yet mechanisms that promote cell-to-cell uniformity are poorly understood. We have identified such a role for Dig1, a redundant (with Dig2) MAPK-responsive inhibitor of the S. cerevisiae mating pathway transcription factor Ste12. Cells lacking Dig1, but not Dig2, exhibited increased variability in outputs of the mating pathway. dig1∆ mutants also displayed a Ste12-dependent defect in growth in the absence of mating pheromone and a quantitative defect in the process of mating, itself. In cells expressing two reporter genes driven by the same promoter, both intrinsic/uncorrelated and extrinsic/correlated noise were found to increase. Remarkably, the extrinsic noise phenotype in cells lacking Dig1 correlates with the aggregation of target genes: we observed subnuclear foci of Ste12 specifically in dig1∆ cells and, using a newly-developed method to immunoprecipitate a single locus from crosslinked chromatin, we found that Dig1 inhibits long-range interactions between Ste12 target genes in vivo. Dig1 may shield binding surfaces on Ste12 whose unmasking leads to inappropriate gene associations and increased gene expression noise. These studies reveal how investigations of variability modulation mechanisms can yield unexpected biological insights. The FUS1 locus is tagged with an array of lac operators. Wild type and dig1∆ cells containing this tagged FUS1 locus and expressing a mCherry-LacI were grown up for ChIP-chip. The FUS1 locus was selectively immunoprecipitated using an anti-DsRed antibody.
2010-12-15 | E-GEOD-17583 | biostudies-arrayexpress
Project description:We report that ES cells cultured in ground state (2i and 2i/LIF) culture conditions are heterogeneous and show heterogeneus expression of extraembryonic markers. Using a highly sensitive reporter for the endoderm marker Hex we can sort Hex high and low populations from either serum/LIF or 2i/LIF and demonstrate that they have different functional properties. Here we explored the transcriptional basis of these functional differences and noted that Hex low (HV-) and Hex high (HV+) populations showed more distinct expression profiles in 2i/LIF than in serum/LIF. Additionally in 2i/LIF the HV+ population showed an upregulation of extraembryonic markers (such as trophoblast stem cell specific genes) and also imprinted genes compared to the HV- population, which is not observed when these populations are sorted from serum/LIF. We also analysed the transcriptional effect of LIF in 2i by analysing unsorted ES cells cultured in either 2i alone or 2i with LIF. We observed that the addition of LIF led to an upregulation of extraembryonic markers but did not effect the expression of pluripotency genes, other than Klf4. Additionally, the most significantly upregulated genes from 2i/LIF cultured ES cells compared to 2i cultured ES cells showed the greatest correlation to placental tissue when compared to the GNF tissue specific expression database. This analysis, alongside functional experiments, suggested that HV+ ES cells in 2i/LIF corresponded to an extraembryonically primed population of cells and that the addition of LIF supported this population.
2013-06-11 | GSE45182 | GEO
Project description:Cellular processes are subject to variability, or noise, yet mechanisms that promote cell-to-cell uniformity are poorly understood. We have identified such a role for Dig1, a redundant (with Dig2) MAPK-responsive inhibitor of the S. cerevisiae mating pathway transcription factor Ste12. Cells lacking Dig1, but not Dig2, exhibited increased variability in outputs of the mating pathway. dig1∆ mutants also displayed a Ste12-dependent defect in growth in the absence of mating pheromone and a quantitative defect in the process of mating, itself. In cells expressing two reporter genes driven by the same promoter, both intrinsic/uncorrelated and extrinsic/correlated noise were found to increase. Remarkably, the extrinsic noise phenotype in cells lacking Dig1 correlates with the aggregation of target genes: we observed subnuclear foci of Ste12 specifically in dig1∆ cells and, using a newly-developed method to immunoprecipitate a single locus from crosslinked chromatin, we found that Dig1 inhibits long-range interactions between Ste12 target genes in vivo. Dig1 may shield binding surfaces on Ste12 whose unmasking leads to inappropriate gene associations and increased gene expression noise. These studies reveal how investigations of variability modulation mechanisms can yield unexpected biological insights.
2010-12-15 | GSE17583 | GEO
Project description:Evaluation of CNVs acquired in re-derived embryonic stem cells during targeting or Flp-mediated transgene integration when propagated in N2B27 + 2i + LIF.
2013-11-01 | E-MEXP-3998 | biostudies-arrayexpress
Project description:Mouse embryonic stem cells (mESCs) can convert to a ground state by dual inhibition of MEK and GSK3β signalling in defined media in the presence of LIF (2i). The cellular transition in 2i leads to uniform expression of pluripotency markers and global DNA hypomethylation. Whether hypomethylation is required for achieving ground state or is an outcome of the conversion process is still not clear. Here we show that J1 wild type and hypomethylated mESCs (dnmt3a-/-, dnmt3b-/-, dnmt1-/- [TKO]) lacking DNA methyltransferases undergo similar morphological and expression changes upon culturing in 2i that are consistent with conversion of both to a more naive state. Maintenance of global DNA methylation levels in 2i media by constitutive expression of de novo methyltransferases is also not a barrier to conversion. Hence, signalling pathways in mES cells regulate pluripotency networks and cell state independently of their global DNA methylation status. Indicated mESCs were cultured in 2i/LIF for 2 weeks and then harvested along with serum/LIF counterparts for microarray analysis. 1ug of total RNA was used to prepare Cy3 labelled aRNA using an Amino Allyl MessageAmp II aRNA kit (Ambion) following manufacturers protocol. The samples were hybridised to SurePrint G3 mouse GE 8x60k microarrays (Agilent) and were scanned using NimbleGen MS 200 (Roche). Results were analysed with custom-written scripts implemented in the statistical programming language R (http://www.R-project.org).
2020-06-16 | GSE72302 | GEO