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A microRNA-based prediction algorithm for diagnosis of non-small lung cell carcinoma in minimal biopsy material
A microRNA-based prediction algorithm for diagnosis of non-small lung cell carcinoma in minimal biopsy material
- Source :
- British Journal of Cancer
- Publication Year :
- 2013
- Publisher :
- Springer Science and Business Media LLC, 2013.
-
Abstract
- Background: Diagnosis is jeopardised when limited biopsy material is available or histological quality compromised. Here we developed and validated a prediction algorithm based on microRNA (miRNA) expression that can assist clinical diagnosis of lung cancer in minimal biopsy material to improve clinical management. Methods: Discovery utilised Taqman Low Density Arrays (754 miRNAs) in 20 non-small cell lung cancer (NSCLC) tumour/normal pairs. In an independent set of 40 NSCLC patients, 28 miRNA targets were validated using qRT–PCR. A prediction algorithm based on eight miRNA targets was validated blindly in a third independent set of 47 NSCLC patients. The panel was also tested in formalin-fixed paraffin-embedded (FFPE) specimens from 20 NSCLC patients. The genomic methylation status of highly deregulated miRNAs was investigated by pyrosequencing. Results: In the final, frozen validation set the panel had very high sensitivity (97.5%), specificity (96.3%) and ROC-AUC (0.99, P=10−15). The panel provided 100% sensitivity and 95% specificity in FFPE tissue (ROC-AUC=0.97 (P=10−6)). DNA methylation abnormalities contribute little to the deregulation of the miRNAs tested. Conclusion: The developed prediction algorithm is a valuable potential biomarker for assisting lung cancer diagnosis in minimal biopsy material. A prospective validation is required to measure the enhancement of diagnostic accuracy of our current clinical practice.
- Subjects :
- Male
Cancer Research
Lung Neoplasms
Biopsy
Gene Expression
Biology
FFPE
Models, Biological
03 medical and health sciences
0302 clinical medicine
Text mining
Carcinoma, Non-Small-Cell Lung
microRNA
Biomarkers, Tumor
medicine
TaqMan
Humans
Lung cancer
Molecular Diagnostics
Aged
miRNA
030304 developmental biology
molecular diagnosis and prognosis
0303 health sciences
Models, Statistical
Paraffin Embedding
Lung
medicine.diagnostic_test
business.industry
Methylation
DNA Methylation
medicine.disease
3. Good health
MicroRNAs
lung cancer
medicine.anatomical_structure
Oncology
030220 oncology & carcinogenesis
DNA methylation
Female
business
Algorithm
Algorithms
Subjects
Details
- ISSN :
- 15321827 and 00070920
- Volume :
- 109
- Database :
- OpenAIRE
- Journal :
- British Journal of Cancer
- Accession number :
- edsair.doi.dedup.....34a2f2c30388db1a82d37ab76559b448
- Full Text :
- https://doi.org/10.1038/bjc.2013.623