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RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome | BMC Bioinformatics | Full Text
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Background RNA-Seq is revolutionizing the way transcript abundances are measured. A key challenge in transcript quantification from RNA-Seq data is the handling of reads that map to multiple genes or isoforms. This issue is particularly important for quantification with de novo transcriptome assemblies in the absence of sequenced genomes, as it is difficult to determine which transcripts are isoforms of the same gene. A second significant issue is the design of RNA-Seq experiments, in terms of the number of reads, read length, and whether reads come from one or both ends of cDNA fragments. Results We present RSEM, an user-friendly software package for quantifying gene and isoform abundances from single-end or paired-end RNA-Seq data. RSEM outputs abundance estimates, 95% credibility intervals, and visualization files and can also simulate RNA-Seq data. In contrast to other existing tools, the software does not require a reference genome. Thus, in combination with a de novo transcriptome assembler, RSEM enables accurate transcript quantification for species without sequenced genomes. On simulated and real data sets, RSEM has superior or comparable performance to quantification methods that rely on a reference genome. Taking advantage of RSEM
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reads, data, rsem, rnaseq, transcript, read, gene, pubmed, quantification, set, methods, model, estimates, abundance, article, genome, number, length, google, scholar, quality, reference, isoform, genes, file, transcripts, sequencing, fragment, accuracy, alignments, distribution, central, abundances, error, values, refseq, additional, ensembl, results, sequences, parameters, cas, simulated, sets, cufflinks, accurate, experiments, alignment, original, simulation,
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user-friendly scripts rsem-prepare-reference rna-seq-based transcript quantitation rsem-calculate-expression script handles conserved multi-exonic structure nih grant 1r01hg005232-01a1 paired-end rna-seq data full-length transcriptome assembly taqman qrt-pcr measurements including taqman qrt-pcr full size image rna-seq data generation rna-seq libraries generated bmc bioinformatics 2010 bmc bioinformatics 12 allocating ambiguous short-reads simulate rna-seq data raw rna-seq reads maqc rna-seq data rna-seq data sets real rna-seq data se rna-seq protocols position-specific bias correction user-friendly software package sequenced rna-seq fragment rna-seq abundance predictions authors scientific editing simulated rna-seq data rna-seq data set user-friendly software tool color-space reads generated privacy choices/manage cookies ucsc wig-formatted file maqc rna-seq samples generated rna-seq data global isoform-level estimates reference preparation script cell type-specific transcriptomes modeling rna-seq data probabilistically-weighted read alignments kent wj se rna-seq analysis rna-seq quantification methods article li gtf-formatted annotation file background rna-seq gene-level abundance estimates rsem-simulate-reads program position-dependent error model short single-end reads hansen kd
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headline:RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome
description:RNA-Seq is revolutionizing the way transcript abundances are measured. A key challenge in transcript quantification from RNA-Seq data is the handling of reads that map to multiple genes or isoforms. This issue is particularly important for quantification with de novo transcriptome assemblies in the absence of sequenced genomes, as it is difficult to determine which transcripts are isoforms of the same gene. A second significant issue is the design of RNA-Seq experiments, in terms of the number of reads, read length, and whether reads come from one or both ends of cDNA fragments. We present RSEM, an user-friendly software package for quantifying gene and isoform abundances from single-end or paired-end RNA-Seq data. RSEM outputs abundance estimates, 95% credibility intervals, and visualization files and can also simulate RNA-Seq data. In contrast to other existing tools, the software does not require a reference genome. Thus, in combination with a de novo transcriptome assembler, RSEM enables accurate transcript quantification for species without sequenced genomes. On simulated and real data sets, RSEM has superior or comparable performance to quantification methods that rely on a reference genome. Taking advantage of RSEM's ability to effectively use ambiguously-mapping reads, we show that accurate gene-level abundance estimates are best obtained with large numbers of short single-end reads. On the other hand, estimates of the relative frequencies of isoforms within single genes may be improved through the use of paired-end reads, depending on the number of possible splice forms for each gene. RSEM is an accurate and user-friendly software tool for quantifying transcript abundances from RNA-Seq data. As it does not rely on the existence of a reference genome, it is particularly useful for quantification with de novo transcriptome assemblies. In addition, RSEM has enabled valuable guidance for cost-efficient design of quantification experiments with RNA-Seq, which is currently relatively expensive.
datePublished:2011-08-04T00:00:00Z
dateModified:2011-08-04T00:00:00Z
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Abundance Estimate
Count Vector
Fragment Length Distribution
Read Length Distribution
Transcript Fraction
Bioinformatics
Microarrays
Computational Biology/Bioinformatics
Computer Appl. in Life Sciences
Algorithms
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headline:RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome
description:RNA-Seq is revolutionizing the way transcript abundances are measured. A key challenge in transcript quantification from RNA-Seq data is the handling of reads that map to multiple genes or isoforms. This issue is particularly important for quantification with de novo transcriptome assemblies in the absence of sequenced genomes, as it is difficult to determine which transcripts are isoforms of the same gene. A second significant issue is the design of RNA-Seq experiments, in terms of the number of reads, read length, and whether reads come from one or both ends of cDNA fragments. We present RSEM, an user-friendly software package for quantifying gene and isoform abundances from single-end or paired-end RNA-Seq data. RSEM outputs abundance estimates, 95% credibility intervals, and visualization files and can also simulate RNA-Seq data. In contrast to other existing tools, the software does not require a reference genome. Thus, in combination with a de novo transcriptome assembler, RSEM enables accurate transcript quantification for species without sequenced genomes. On simulated and real data sets, RSEM has superior or comparable performance to quantification methods that rely on a reference genome. Taking advantage of RSEM's ability to effectively use ambiguously-mapping reads, we show that accurate gene-level abundance estimates are best obtained with large numbers of short single-end reads. On the other hand, estimates of the relative frequencies of isoforms within single genes may be improved through the use of paired-end reads, depending on the number of possible splice forms for each gene. RSEM is an accurate and user-friendly software tool for quantifying transcript abundances from RNA-Seq data. As it does not rely on the existence of a reference genome, it is particularly useful for quantification with de novo transcriptome assemblies. In addition, RSEM has enabled valuable guidance for cost-efficient design of quantification experiments with RNA-Seq, which is currently relatively expensive.
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Abundance Estimate
Count Vector
Fragment Length Distribution
Read Length Distribution
Transcript Fraction
Bioinformatics
Microarrays
Computational Biology/Bioinformatics
Computer Appl. in Life Sciences
Algorithms
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