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MicroRNA expression profiling with a droplet digital PCR assay enables molecular diagnosis and prognosis of cancers of unknown primary
- Source :
- Molecular Oncology, Molecular Oncology, Vol 15, Iss 10, Pp 2732-2751 (2021)
- Publication Year :
- 2021
-
Abstract
- Metastasis is responsible for the majority of cancer‐related deaths. Particularly, challenging is the management of metastatic cancer of unknown primary site (CUP), whose tissue of origin (TOO) remains undetermined even after extensive investigations and whose therapy is rather unspecific and poorly effective. Molecular approaches to identify the most probable TOO of CUPs can overcome some of these issues. In this study, we applied a predetermined set of 89 microRNAs (miRNAs) to infer the TOO of 53 metastatic cancers of unknown or uncertain origin. The miRNA expression was assessed with droplet digital PCR in 159 samples, including primary tumors from 17 tumor classes (reference set) and metastases of known and unknown origin (test set). We combined two different statistical models for class prediction to obtain the most probable TOOs: the nearest shrunken centroids approach of Prediction Analysis of Microarrays (PAMR) and the least absolute shrinkage and selection operator (LASSO) models. The molecular test was successful for all formalin‐fixed paraffin‐embedded samples and provided a TOO identification within 1 week from the biopsy procedure. The most frequently predicted origins were gastrointestinal, pancreas, breast, lung, and bile duct. The assay was applied also to multiple metastases from the same CUP, collected from different metastatic sites: The predictions showed a strong agreement, intrinsically validating our assay. The final CUPs' TOO prediction was compared with the clinicopathological hypothesis of primary site. Moreover, a panel of 13 miRNAs proved to have prognostic value and be associated with overall survival in CUP patients. Our study demonstrated that miRNA expression profiling in CUP samples could be employed as diagnostic and prognostic test. Our molecular analysis can be performed on request, concomitantly with standard diagnostic workup and in association with genetic profiling, to offer valuable indications about the possible primary site, thereby supporting treatment decisions.<br />Cancer of unknown primary site (CUP) patients suffer the burden of a metastatic disease whose site of origin is unidentifiable, even after intensive clinical investigations. The lack of a recognized primary site limits patients' treatment options. In this manuscript, we present a molecular assay, based on digital miRNA profiling, that allowed the prediction of the primary site of 53 CUPs.
- Subjects :
- 0301 basic medicine
Oncology
Cancer Research
medicine.medical_specialty
Biology
Polymerase Chain Reaction
Metastasis
droplet digital PCR
molecular diagnostics
cancer of unknown primary
metastasis
microRNAs
03 medical and health sciences
0302 clinical medicine
Internal medicine
microRNA
Genetics
medicine
Humans
Digital polymerase chain reaction
ddc:610
RC254-282
Research Articles
Gene Expression Profiling
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
General Medicine
Molecular diagnostics
medicine.disease
Gene Expression Regulation, Neoplastic
Gene expression profiling
MicroRNAs
030104 developmental biology
medicine.anatomical_structure
DNA profiling
030220 oncology & carcinogenesis
Neoplasms, Unknown Primary
Molecular Medicine
metastasi
DNA microarray
Pancreas
Research Article
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Molecular Oncology, Molecular Oncology, Vol 15, Iss 10, Pp 2732-2751 (2021)
- Accession number :
- edsair.doi.dedup.....ccd1acf6707232289895a3aeb4343534