Validation of noise models for single-cell transcriptomics.
Single-cell transcriptomics has recently emerged as a powerful technology to explore gene expression heterogeneity among 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, which we validate using single-molecule FISH. We demonstrate that gene expression variability in mouse embryonic stem cells depends on the culture condition.
GSE54695 Samples
Cell Metadata and BAM Files
Dataset MetadataBAM Files | Run Accession Number | Sample Accession Number | Organism | Organ/Tissue | Dev. Stage | Cell Type | Sequencer | Protocol | Assay Type | Library Layout | Ontology Term | Cell Cycle Phase |
---|---|---|---|---|---|---|---|---|---|---|---|---|
SRR1161549 | SAMN02628454 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161550 | SAMN02628466 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161551 | SAMN02628451 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161552 | SAMN02628457 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161553 | SAMN02628463 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | M.G1 | |
SRR1161554 | SAMN02628453 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | M.G1 | |
SRR1161555 | SAMN02628459 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | G2 | |
SRR1161556 | SAMN02628462 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | G2 | |
SRR1161557 | SAMN02628456 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161558 | SAMN02628458 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161559 | SAMN02628465 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | G2.M | |
SRR1161560 | SAMN02628461 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | G2.M | |
SRR1161561 | SAMN02628468 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | M.G1 | |
SRR1161562 | SAMN02628469 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | G2 | |
SRR1161563 | SAMN02628460 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S | |
SRR1161564 | SAMN02628467 | Mus musculus | Embryo | Embryo | mESC | Illumina HiSeq 2500 | CEL-Seq | RNA-Seq | Paired-End | EFO:0004990[mESC] | S |
FASTQC Report
Bulk DownloadFASTQC File ID | Cell Accession Number | FASTQC Report Link | No. Sequence Tags |
---|---|---|---|
SRR1161549_1 | SRR1161549 | Preview | 41751147 |
SRR1161549_2 | SRR1161549 | Preview | 41751147 |
SRR1161550_1 | SRR1161550 | Preview | 42211075 |
SRR1161550_2 | SRR1161550 | Preview | 42211075 |
SRR1161551_1 | SRR1161551 | Preview | 23764721 |
SRR1161551_2 | SRR1161551 | Preview | 23764721 |
SRR1161552_1 | SRR1161552 | Preview | 24027498 |
SRR1161552_2 | SRR1161552 | Preview | 24027498 |
SRR1161553_1 | SRR1161553 | Preview | 31287097 |
SRR1161553_2 | SRR1161553 | Preview | 31287097 |
SRR1161554_1 | SRR1161554 | Preview | 31273378 |
SRR1161554_2 | SRR1161554 | Preview | 31273378 |
SRR1161555_1 | SRR1161555 | Preview | 20117132 |
SRR1161555_2 | SRR1161555 | Preview | 20117132 |
SRR1161556_1 | SRR1161556 | Preview | 20307476 |
SRR1161556_2 | SRR1161556 | Preview | 20307476 |
SRR1161557_1 | SRR1161557 | Preview | 34439319 |
SRR1161557_2 | SRR1161557 | Preview | 34439319 |
SRR1161558_1 | SRR1161558 | Preview | 34143410 |
SRR1161558_2 | SRR1161558 | Preview | 34143410 |
SRR1161559_1 | SRR1161559 | Preview | 31821460 |
SRR1161559_2 | SRR1161559 | Preview | 31821460 |
SRR1161560_1 | SRR1161560 | Preview | 32160773 |
SRR1161560_2 | SRR1161560 | Preview | 32160773 |
SRR1161561_1 | SRR1161561 | Preview | 33219585 |
SRR1161561_2 | SRR1161561 | Preview | 33219585 |
SRR1161562_1 | SRR1161562 | Preview | 33616668 |
SRR1161562_2 | SRR1161562 | Preview | 33616668 |
SRR1161563_1 | SRR1161563 | Preview | 30956532 |
SRR1161563_2 | SRR1161563 | Preview | 30956532 |
SRR1161564_1 | SRR1161564 | Preview | 31252645 |
SRR1161564_2 | SRR1161564 | Preview | 31252645 |