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An RNA-Seq transcriptome and splicing database of neurons, glia, and vascular cells of the cerebral cortex

GSE52564 Mus musculus (mouse) Single-cell RNA-seq 17 samples Submitted 2014/08/15 Platform GPL13112
At a glance

Single-cell RNA-seq · mouse · 17 samples

What it is
Single-cell RNA-seqGene activity measured in thousands of individual cells, so cell types can be told apart. Read from the summary: GEO's own type field only says 'expression profiling by sequencing', so confirm it in the paper.
Organism
Mus musculus (mouse)
Samples
17 samples: 8 conditions, mostly in duplicateGroups are read from the sample names, not from the paper. Check the list below.
Data you can get
A processed table (series matrix) and supplementary files from NCBI; the raw sequencing reads from ENA. Which of these hold counts depends on the study, so check the file list.
Summary (written by the submitters)
Purpose: To better understand the function of the various cell types of the brain, we prospectively purified neurons, astrocytes, oligodendrocyte precursor cells, newly formed oligodendrocytes, myelinating oligodendrocytes, microglia, endothelial cells, and pericytes from mouse cerebral cortex. We generated a transcriptome database for these 8 cell types by RNA sequencing and used a highly sensitive algorithm to detect alternative splicing events in each gene.
Read the full summary ↓
Our analysis identified thousands of new cell type enriched genes and splicing isoforms that will provide novel markers for cell identification, new tools for genetic manipulation, and numerous insights into the biology of the brain. Method Part1:To purify astrocytes, we took advantage of a BAC transgenic mouse line expressing EGFP under the control of regulatory sequences in Aldh1l1-BAC. This line has been previously characterized to have complete astrocyte-specific labeling throughout the brain. Cells from a litter of 8-16 P7 Aldh1l1-EGFP transgenic mice of both genders were pooled together as one biological replicate. The cortices were dissected out and meninges were removed. The tissue was enzymatically dissociated to make a suspension of single cells as described previously. Briefly, the tissue was incubated at 33 °C for 45 minutes in 20 ml of a papain solution containing Earle’s balanced salts (EBSS, Sigma, St. Louis, MO, E7510), D(+)-glucose (22.5mM), NaHCO3 (26mM), DNase (125U/ml, Worthington, Lakewood, NJ, LS002007), papain (9 U/ml, Worthington, Lakewood, NJ, LS03126), and L-cysteine (1mM, Sigma, St. Louis, MO, C7880). The papain solution was equilibrated with 5% CO2 and 95% O2 gas before and during papain treatment. Following papain treatment, the tissue was washed three times with 4.5ml of inhibitor buffer containing BSA (1.0mg/ml, Sigma, St. Louis, MO, A-8806), and ovomucoid (also known as trypsin inhibitor, 1.0 mg/ml, Roche Diagnostics Corporation, Indianapolis, IN 109878) and then mechanically dissociated by gentle sequential trituration using a 5ml pipette. Dissociated cells were layered on top of 10ml of high concentration inhibitor solution with 5mg/ml BSA and 5mg/ml ovomucoid and centrifuged at 130g for 5 minutes. The cell pellet was then resuspended in 12 ml Dulbecco’s phosphate-buffered saline (DPBS, Invitrogen, Carlsbad, CA 14287) containing 0.02% BSA and 12.5U/ml DNase and filtered through a 20um Nitex mesh (Sefar America Inc., Depew NY, Lab Pak 03-20/14) to remove undissociated cell clumps. This yields a single cell suspension. Cell health is assessed by trypan blue exclusion. Only single cell suspensions with >85% viability were used for purification experiments. 1μg/ml propidium iodide (PI, Sigma, St. Louis, MO, P4864) was added to the single cell solution to label dead cells. Cells were sorted on a BD Aria II cell sorter (BD Bioscience) with a 70μm nozzle. Dead cells and debris were gated first by their low forward light scatter and high side light scatter and secondly by high PI staining. Doublets were removed by high side light scatter. Cell concentration and flow rate were carefully adjusted to maximize purity. Astrocytes were identified based on high EGFP fluorescence. FACS routinely yielded >99% purity based on reanalysis of sorted cells. Method Part2:To purify neurons, a single cell suspension was prepared as described above and incubated at 34 °C for one hour to allow expression of cell surface protein antigens digested by papain, and then incubated on two sequential panning plates coated with BSL-1 to deplete endothelial cells (10 minutes each), followed by a 30 minute incuation on a plate coated with mouse IgM anti-O4 hybridoma (Bansal et al., 1989. 4ml hybridoma supernatant diluted with 8ml DPBS/0.2% BSA) to deplete OPCs, and then incubated for 20 minutes on a plate coated with rat anti-mouse CD45 (BD Pharmingen 550539, 1.25ug in 12ml of DPBS/0.2% BSA) to deplete microglia and macrophages. Finally cells were added to a plate coated with rat anti-mouse L1CAM (30ug in 12ml of DPBS/0.2% BSA, Millipore, Billerica, MA, MAB5272) to bind neurons. The adherent cells on the L1CAM plate were washed 8 times with 10-20 ml of DPBS to remove all antigen-negative nonadherent cells, and then removed from the plate by treating with trypsin (Sigma, 1,000U/ml, T-4665) in 8ml Ca2+ and Mg2+ free EBSS (Irvine Scientific, Santa Ana, CA, 9208) for 3-10 minutes at 37°C in a 10% CO2 incubator. The trypsin was then neutralized with 20ml of fetal calf serum (FCS) solution containing 30% FCS (Gibco, 10437-028), 35% Dulbecco’s modified eagle medium (DMEM, Invitrogen, 11960-044), and 35% Neurobasal (Gibco, 21103-049). The cells were dislodged by gentle squirting of FCS solution over the plate and harvested by centrifugation at 200g for 10 minutes. Method Part3:To purify microglia and oligodendrocyte-lineage cells, the mice were first perfused with 10ml PBS to remove macrophage contamination from the brain. A single cell suspension was then prepared as described above and incubated 20 minutes on a plate coated with rat anti-mouse CD45 (BD Pharmingen 550539, 1.25ug in 12ml of DPBS/0.2% BSA) to harvest microglia, and then incubated sequentially on four BSL1 coated plates (8 minutes each) to deplete endothelial cells and remaining microglia. The remaining cells were next incubated for 30 minutes on a rat anti-PDGFRα (10ug in 12ml DPBS/0.2% BSA, Fitzgerald, Acton, MA, 10R-CD140aMS) coated plate to harvest OPCs, and then incubated on an additional PDGFRα plate and mouse A2B5 monoclonal antibody ascites (American Type Culture Collection, Rockville, MD) coated plate for 30 minutes each to deplete remaining OPCs. The cell suspension was next incubated on an anti-MOG hybridoma coated plate for 30 minutes to harvest myelinating oligodendrocytes, followed by an additional anti-MOG hybridoma coated plate for 30 minutes to deplete any remaining myelinating oligodendrocytes. Finally, the cell suspension was incubated on an anti-GalC hybridoma coated plate for 30 minutes to harvest newly formed oligodendrocytes. For purification of RNA, the cells were lysed while still attached to the panning plate with Qiazol reagent (Qiagen 217004), and total RNA was purified as described below. Mehtod Part4:To purify endothelial cells, we took advantage of Tie2-EGFP transgenic mice available from Jackson labs. These mice express EGFP under the pan-endothelial Tie2 promotor (Daneman et al., 2010; Motoike et al., 2000). Single cell suspension was prepared and FACS was performed as described above. Method Part5: RNA-Seq was performed on the polyadenylated fraction of RNA isolated from purified cell samples.Two biological replicates were used for each phase.100 ng total RNAs were used for each sequencing library. RNA samples were polyA selected and paired-end sequencing libraries were constructed using TruSeq RNA Sample Prep Kit as described in the TruSeq RNA Sample Preparation V2 Guide (Illumina).The samples were then sequenced using the Illumina HiSeq 2000 sequencer. Method Part6: Read mapping and Transcriptome construction were done by using optimized pipeline which integrate Tophat followed by Cufflinks. Result:We purified neurons, astrocytes, oligodendrocyte precursor cells (OPCs), newly formed oligodendrocytes (NFOs), myelinating oligodendrocytes (MOs), microglia, endothelial cells and pericytes from mouse cortex and used RNA-Seq to generate a high resolution transcriptome database of > 22,000 genes. We identified thousands of novel cell type-enriched genes that have not been previously identified. These include novel transcription factors, ligands, receptors, enzymes, and signaling molecules. We then used a novel splice mapping algorithm to identify thousands of cell type-specific alternative splicing events. Conclusion:We generated a transcriptome database for these 8 cell types by RNA sequencing and used a highly sensitive algorithm to detect alternative splicing events in each gene. Our analysis i
This dataset
Download · which file do I need?

Direct links to NCBI and ENA, no account and no request form. Pick by what you want to do: take the small processed table to look, the supplementary files to re-analyse, or the original raw data to start over.

1 · Just have a look

Processed table

The series matrix: one table of values per sample as the submitters processed it. The smallest download, and it opens in Excel or R. Start here to see what the data look like.

2 · Re-analyse it

Supplementary files

The count tables and other files the authors uploaded. Take only the samples you need, or the whole study as GSE52564_RAW.tar (it can run to tens of gigabytes).

3 · Start from the raw reads

Raw sequencing reads

The original FASTQ files, straight from the sequencer, held at ENA. Large, and you align them yourself, so only choose this if you need to re-process the study from scratch.

What the files usually look like: Single-cell studies usually ship their counts as 10x files (matrix.mtx, barcodes.tsv, features.tsv), an .h5 file, or an .rds / .h5ad object that Seurat or Scanpy can open. Look for those among the supplementary files.

Also filed as BioProject PRJNA229389 and SRA study SRP033200. Searching any of these in the dataset finder brings you back here.

Study design
8 conditions, mostly in duplicate
WC ×3 Astrocyte ×2 Neuron ×2 OPC ×2 NFO ×2 MO ×2 Microglia ×2 Endothelial ×2

Supports a between-group comparison across 17 samples.

How we read this: 8 replicated groups read from 17 sample titles; they account for 17 of them. These groups are guessed from the sample names, not taken from the paper, so check them against the sample list below before relying on them.

Samples in this study
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