Questions tagged [data-preprocessing]

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Extracting concatenated metadata from a column in R

I've downloaded some ChIP-seq data from www.chip-atlas.org and I want to use this to conduct some enrichment tests with genomic regions from my experiment. The .bed file generated by that website is ...
2
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2answers
45 views

How to get the genomic sequences from a blat result?

Assume we have a query.fa file that contains sequences and we run: ...
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0answers
46 views

How to aggregate multiple MAF files together?

I have cancer genomic data (tumor/normal whole exome sequencing) from 50 patients that received the same type of treatment, half of whom responded. These come in the form of 50 .maf files, along with ...
4
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2answers
346 views

Is there a command line tool to split a SAM/BAM file by CB (cell barcode) tag?

I have a BAM file from a single cell sequencing experiment. Each read has had the cell barcode annotated in the CB tag. Some reads do not have a ...
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1answer
113 views

How to run trimmomatic in HPC

Sorry if this has been asked before, I've done a quick search and I don't think there's an easy explanation for me to understand. I'm really new to bioinformatics/RNASEQ analysis, having only taken ...
1
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3answers
188 views

Edit all the fasta headers using awk

kindly your comment highly appreciated have more than 4k header sequences look like: ...
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2answers
26 views

Appropriate value to replace outliers in clinical studies

I am working on clinical study where I am focusing on binary classification problem. There are few variables which has outliers. I am trying to know which would be the right value to replace ...
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0answers
37 views

Blood analysis devices: how and where is the data saved

I've read that there are blood analysis devices that can automatically determine the data for each specified analyse. You can expect to get the results in less than a day. Q: How and where do they ...
0
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1answer
155 views

How to remove degenerate sequence (N4) at the 5' and 3' of the reads?

I have to analyse GSE114327. For that, I use GSE instruction based on GSM3139597. In that data processing section has written: FASTQ reads were subjected to adapter removal (cutadapt) per ...
0
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1answer
445 views

What are the right parameters to trim a small RNA transcriptome with trimmomatic?

I'm having some problems with finding the right parameters to trim my small RNA Illumina reads (51 nt long) with Trimmomatic. Before trimming, one of the samples (21M reads) looks like this: So for ...
3
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1answer
188 views

Fast processing of fastq data

I am trying to write python script for customized filtering for fastq file (size >3 GB). My proposed script is as follows: ...
4
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2answers
869 views

“Sequence Duplication Levels” module still fails after pre-processing Illumina data

I want to ask about why the sequence duplication levels are high after I trimmed by using Trimmomatic? I am using the following Trimmomatic operations: ...
2
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4answers
247 views

Is there a read mapper that allows input in SAM format instead of FASTA/FASTQ?

When we get raw sequenced reads in FASTQ format, we usually need to do some pre-processing (QC, demultiplexing, etc.) prior to sequence alignment. The only way to register the results of this ...
1
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0answers
50 views

case/control phenotype prediction - population stratification with R

I'm struggling these last days on a case/control phenotype prediction problem based on genotype (individual x SNPs with more than 10k individuals and approx 18k SNPs encoded as 0,1,2). Thanks to PCA ...
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1answer
263 views

What is a standard approach to binarize microarray gene expression data?

I am using gene expression data from a microarray dataset for the purpose of learning the network structure of genes in the dataset. Now to do this I need to binarize my data, i.e convert the data ...
2
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1answer
97 views

How hard is it to clean and QC gene expression microarray data?

I am a PhD student working on developing ideas for my dissertation papers. One of my planned papers will be working with some (human) gene expression data. I have had a class on working with gene ...
4
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1answer
679 views

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 ...
6
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1answer
195 views

Scaling by linear regression against the number of reads

I am trying to build the preprocessing pipeline presented in The Tabula Muris Consortium et al. (pp). It is a pipeline to preprocess single-cell sequencing data. There is one step that is not clear: ...