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Questions tagged [scrnaseq]

Use this tag for questions related to single-cell RNA-seq.

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4 votes
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Inspection of gene expression in scRNA-seq data

I am running the data preprocessing pipeline for scRNA-seq data presented here. 3.8.6.1 Gene expression In addition to removing cells with poor quality, it is usually a good idea to exclude genes ...
gc5's user avatar
  • 1,813
12 votes
2 answers
4k views

determining doublets in single-cell RNA-seq

Doublets are a known problem with scRNA-seq experiments, where 2 or more cells are sometimes captured instead. To determine their presence, there are studies that mix multiple species (such as human ...
burger's user avatar
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6 votes
2 answers
5k views

What are doublets in single cell RNA-seq data?

I am reading The Tabula Muris Consortium et al. (pp). In some organs, cells with more than 2 million reads were also excluded as a conservative measure to avoid doublets. How exactly is a “doublet”...
gc5's user avatar
  • 1,813
6 votes
1 answer
952 views

Drawbacks of upper quartile normalization for scRNA-seq data

I would like to use Upper Quartile normalization for scRNA-seq data defined as: The upperquartile (UQ) was proposed by (Bullard et al. 2010). Here each column is divided by the 75% quantile of the ...
gc5's user avatar
  • 1,813
6 votes
1 answer
1k views

Order of batch effects removal, data imputation and library size normalization in scRNA-seq data

I am preprocessing scRNA-seq data. What is the best practice in use to run both ComBat for batch effects removal, data imputation (to mitigate dropout) and library size normalization? I thought that ...
gc5's user avatar
  • 1,813
6 votes
3 answers
604 views

Improve scRNA-seq dataset for further analysis

I got a dataset from C.Elegans scRNA-seq paper: GSM2599701_Gene.count.matrix.celegans.cell.Rdata in ...
Nikita Vlasenko's user avatar
6 votes
2 answers
190 views

Detect transcript isoform abundance for a specific gene in scRNA-seq

I want to detect the count of isoform transcripts for a specific gene in scRNA-seq data. Data is coming from cells of Mus Musculus. For transcript isoforms I mean the different alternatives provided ...
gc5's user avatar
  • 1,813
5 votes
2 answers
357 views

Assign cell types to groups of cells based on their gene expression profiles

I have large filtered, normalized dataset of scRNA-seq data of C.Elegans species. Rows are genes (10 000), columns are cells (66 ...
Nikita Vlasenko's user avatar
5 votes
1 answer
1k views

No counts for added gene in cellranger (scRNA-seq)

I have a set of scRNA-seq samples enriched with FACS for cells expressing a specific gene reporter (TdTomato). In particular the gene I want to report has positive counts in the resulting matrix for ...
gc5's user avatar
  • 1,813
3 votes
3 answers
3k views

The confusion of using TPM (transcripts per million)

It is shown that TPM values are not suitable for DEG analysis but good for within-sample comparison since TPM normalized the gene length. My question is first: if TPM is not suitable for across ...
flashing sweep's user avatar
3 votes
1 answer
4k views

RunUMAP in Seurat not working: module 'umap' has no attribute 'UMAP'

I am trying to run UMAP in the following way: ...
Nikita Vlasenko's user avatar
3 votes
1 answer
3k views

How to set the position of groups in a Seurat object on a FeatureHeatmap plot

I am analysing singe cell sequence data and I have followed this tutorial, https://satijalab.org/seurat/pbmc3k_tutorial.html to perform QC and various differential analyses using the Seurat package on ...
Charles's user avatar
  • 547
2 votes
1 answer
2k views

color by clusters and sampled in Seurat

I have a Seurat object I want to have both cluster numbers and coloured cells by sample names like this figure (from a Nature paper) I have tried group.by argument ...
Zizogolu's user avatar
  • 2,232
2 votes
1 answer
22k views

Changing active.ident in Seurat

Im trying to change the active.ident to another column in metadata but this error keeps popping up! I recently upgraded to R version 4.0.2 from 3.6.1 The older version was working but the new one isn'...
Najeha Mohamed's user avatar
2 votes
3 answers
220 views

How to detect mismatch before mapping in RNA-Seq data

In the methods of this paper, the authors say: Reads were then filtered based on quality score in the UMI region. Any read with >1 low-quality base (phred <=10) were discarded. Reads with more ...
gc5's user avatar
  • 1,813
2 votes
2 answers
3k views

Adding metadata to Seurat object

I have a Seurat object of 8 patients. I want to add metadata to that so that I have origin of each cell. At the moment UMAP just shows a bunch of cells while I want to color clusters by sample This is ...
Zizogolu's user avatar
  • 2,232
1 vote
2 answers
399 views

Help with Seurat QC ambiguity

I have four PBMC samples from 10X scRNA-seq ...
Mahta Mira's user avatar
1 vote
2 answers
6k views

How to filter ribosomal RNA from scRNA-seq data

I want to filter out ribosomal RNA from scRNA-seq data (downloaded from here). Is there a list of known ribosomal RNA? The only solution I found is SortMeRNA, however it works with raw sequencing ...
gc5's user avatar
  • 1,813
0 votes
1 answer
844 views

sctransform - mitochondrial expression filtering / transformation

I have a Seurat object which has a high expression of mitochondrial genes ...
Mahta Mira's user avatar
0 votes
3 answers
1k views

isSpike function in SingleCellExperiment package is deprecated?

I am trying to follow a tutorial from Sanger institute (from May 2019) on analysis of single cell RNA Seq data. They use isSpike function to filter out ERCC (control) and MT (mitochondrial RNA) reads, ...
Diana at Duke's user avatar