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Updated: Nov 3, 2025

Circulating MicroRNA Quantification Using DNA-binding Dye Chemistry and Droplet Digital PCR
Published on: June 26, 2016
MicroRNA expression profiling with a droplet digital PCR assay enables molecular diagnosis and prognosis of cancers
Noemi Laprovitera1,2, Mattia Riefolo1,3, Elisa Porcellini1
1Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Italy.
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.
Insights
Identifying the tissue of origin for metastatic cancer of unknown primary (CUP) is crucial for effective treatment. This study utilized microRNA (miRNA) expression profiling to accurately predict the primary site in CUP patients, aiding treatment decisions.
Area of Science:
- Oncology
- Molecular Diagnostics
- Genomics
Background:
- Metastasis accounts for most cancer deaths, with cancer of unknown primary (CUP) posing significant management challenges due to unspecific therapies.
- Accurate identification of the tissue of origin (TOO) for CUP is critical for improving patient outcomes.
- Molecular approaches offer a promising avenue for determining the TOO in CUP cases.
Purpose of the Study:
- To evaluate the efficacy of microRNA (miRNA) expression profiling for inferring the tissue of origin (TOO) in metastatic cancers of unknown primary (CUP).
- To assess the diagnostic and prognostic value of miRNA expression in CUP patients.
- To support clinical decision-making by providing probable primary site indications for CUP.
Main Methods:
- Applied a panel of 89 microRNAs (miRNAs) using droplet digital PCR on 159 samples, including primary tumors and CUP metastases.
- Utilized two statistical models, Prediction Analysis of Microarrays (PAMR) and least absolute shrinkage and selection operator (LASSO), for tissue of origin (TOO) prediction.
- Validated the assay's consistency by analyzing multiple metastases from the same CUP and comparing predictions with clinicopathological hypotheses.
Main Results:
- Successfully identified the tissue of origin (TOO) for formalin-fixed paraffin-embedded CUP samples within one week.
- Frequently predicted origins included gastrointestinal, pancreas, breast, lung, and bile duct.
- A panel of 13 miRNAs demonstrated prognostic value, correlating with overall survival in CUP patients.
Conclusions:
- MicroRNA (miRNA) expression profiling serves as a reliable diagnostic and prognostic tool for cancer of unknown primary (CUP).
- This molecular analysis can be integrated with standard diagnostics and genetic profiling to guide treatment decisions.
- The assay provides valuable indications of the primary site, improving management strategies for CUP.
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