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Publication : Correction of gene model annotations improves isoform abundance estimates: the example of ketohexokinase ( <i>Khk</i>).

First Author  Chabbert CD Year  2018
Journal  F1000Res Volume  7
Pages  1956 PubMed ID  31001414
Mgi Jnum  J:301970 Mgi Id  MGI:6455926
Doi  10.12688/f1000research.17082.2 Citation  Chabbert CD, et al. (2018) Correction of gene model annotations improves isoform abundance estimates: the example of ketohexokinase ( Khk). F1000Res 7:1956
abstractText  Next generation sequencing protocols such as RNA-seq have made the genome-wide characterization of the transcriptome a crucial part of many research projects in biology. Analyses of the resulting data provide key information on gene expression and in certain cases on exon or isoform usage. The emergence of transcript quantification software such as Salmon has enabled researchers to efficiently estimate isoform and gene expressions across the genome while tremendously reducing the necessary computational power. Although overall gene expression estimations were shown to be accurate, isoform expression quantifications appear to be a more challenging task. Low expression levels and uneven or insufficient coverage were reported as potential explanations for inconsistent estimates. Here, through the example of the ketohexokinase ( Khk) gene in mouse, we demonstrate that the use of an incorrect gene annotation can also result in erroneous isoform quantification results. Manual correction of the input Khk gene model provided a much more accurate estimation of relative Khk isoform expression when compared to quantitative PCR (qPCR measurements). In particular, removal of an unexpressed retained intron and a proper adjustment of the 5'' and 3'' untranslated regions both had a strong impact on the correction of erroneous estimates. Finally, we observed a better concordance in isoform quantification between datasets and sequencing strategies when relying on the newly generated Khk annotations. These results highlight the importance of accurate gene models and annotations for correct isoform quantification and reassert the need for orthogonal methods of estimation of isoform expression to confirm important findings.
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