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Reference genome and annotation updates lead to contradictory prognostic predictions in gene expression signatures: a case study of resected stage I lung adenocarcinoma
- Source :
- Briefings in Bioinformatics. 22
- Publication Year :
- 2020
- Publisher :
- Oxford University Press (OUP), 2020.
-
Abstract
- RNA-sequencing enables accurate and low-cost transcriptome-wide detection. However, expression estimates vary as reference genomes and gene annotations are updated, confounding existing expression-based prognostic signatures. Herein, prognostic 9-gene pair signature (GPS) was applied to 197 patients with stage I lung adenocarcinoma derived from previous and latest data from The Cancer Genome Atlas (TCGA) processed with different reference genomes and annotations. For 9-GPS, 6.6% of patients exhibited discordant risk classifications between the two TCGA versions. Similar results were observed for other prognostic signatures, including IRGPI, 15-gene and ORACLE. We found that conflicting annotations for gene length and overlap were the major cause of their discordant risk classification. Therefore, we constructed a prognostic 40-GPS based on stable genes across GENCODE v20-v30 and validated it using public data of 471 stage I samples (log-rank P
- Subjects :
- Lung Neoplasms
Tissue Fixation
Kaplan-Meier Estimate
Computational biology
Adenocarcinoma
Biology
Genome
03 medical and health sciences
Annotation
0302 clinical medicine
Formaldehyde
Gene expression
Humans
Molecular Biology
Gene
030304 developmental biology
0303 health sciences
Paraffin Embedding
Sequence Analysis, RNA
GENCODE
Gene Expression Profiling
Confounding
Molecular Sequence Annotation
Gene Annotation
Prognosis
030220 oncology & carcinogenesis
Transcriptome
Information Systems
Reference genome
Subjects
Details
- ISSN :
- 14774054 and 14675463
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- Briefings in Bioinformatics
- Accession number :
- edsair.doi.dedup.....5b92e944088755bcf613d352f954cd81