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Differential Splicing
#5-iv. Differential Splicing
Use Cuffdiff to compare the UHR and HBR conditions.
Refer to the Cufflinks manual for a more detailed explanation: http://cufflinks.cbcb.umd.edu/manual.html#cuffdiff
Cuffdiff basic usage:
cuffdiff [options] <transcripts.gtf> <sample1_hits.sam> <sample2_hits.sam> [... sampleN_hits.sam]
- Supply replicate SAMs as comma separated lists for each condition: sample1_rep1.sam,sample1_rep2.sam,...sample1_repM.sam
- '-p 8' tells cuffdiff to use eight CPUs
- '-L' tells cuffdiff the labels to use for samples
For reference guided mode:
cd $RNA_HOME/
mkdir -p de/tophat_cufflinks/ref_guided/
cd $RNA_HOME/alignments/tophat/
Perform UHR vs. HBR comparison, for known/novel (reference guided mode) transcripts:
cuffdiff -p 8 -L UHR,HBR -o $RNA_HOME/de/tophat_cufflinks/ref_guided/ --frag-len-mean 262 --frag-len-std-dev 80 --no-update-check $RNA_HOME/expression/tophat_cufflinks/ref_guided/merged/merged.gtf UHR_Rep1_ERCC-Mix1/accepted_hits.bam,UHR_Rep2_ERCC-Mix1/accepted_hits.bam,UHR_Rep3_ERCC-Mix1/accepted_hits.bam HBR_Rep1_ERCC-Mix2/accepted_hits.bam,HBR_Rep2_ERCC-Mix2/accepted_hits.bam,HBR_Rep3_ERCC-Mix2/accepted_hits.bam
For de novo mode: cd $RNA_HOME/ mkdir de/tophat_cufflinks/de_novo/ cd $RNA_HOME/alignments/tophat/
Perform Tumor vs. Normal comparison, using just the capture libraries, for known/novel (de novo mode) transcripts cuffdiff -p 8 -L UHR,HBR -o $RNA_HOME/de/tophat_cufflinks/de_novo/ --frag-len-mean 262 --frag-len-std-dev 80 --no-update-check $RNA_HOME/expression/tophat_cufflinks/de_novo/merged/merged.gtf UHR_Rep1_ERCC-Mix1/accepted_hits.bam,UHR_Rep2_ERCC-Mix1/accepted_hits.bam,UHR_Rep3_ERCC-Mix1/accepted_hits.bam HBR_Rep1_ERCC-Mix2/accepted_hits.bam,HBR_Rep2_ERCC-Mix2/accepted_hits.bam,HBR_Rep3_ERCC-Mix2/accepted_hits.bam
| Previous Section | This Section | Next Section | |:----------------------------------------------:|:-----------------------------------------------:|:-----------------------------------------------------------------:| | Merging | Differential Splicing | Splicing Visualization |
NOTICE: This resource has been moved to rnabio.org. The version here will be maintained for legacy use only. All future development and maintenance will occur only at rnabio.org. Please proceed to rnabio.org for the current version of this course.
Table of Contents
Module 0: Authors | Citation | Syntax | Intro to AWS | Log into AWS | Unix | Environment | Resources
Module 1: Installation | Reference Genomes | Annotations | Indexing | Data | Data QC
Module 2: Adapter Trim | Alignment | IGV | Alignment Visualization | Alignment QC
Module 3: Expression | Differential Expression | DE Visualization
Module 4: Alignment Free - Kallisto
Module 5: Ref Guided | De novo | Merging | Differential Splicing | Splicing Visualization
Module 6: Trinity
Module 7: Trinotate
Appendix: Saving Results | Abbreviations | Lectures | Practical Exercise Solutions | Integrated Assignment | Proposed Improvements | AWS Setup