Challenge: low-expression lncRNAs
Many lncRNAs are expressed at very low levels, which can generate weak amplification signals, increased variability and reduced reproducibility.
Solution: use sensitive assays, optimize qPCR conditions and consider pre-amplification when RNA input or transcript abundance is limited.
Challenge: transcript isoforms
LncRNAs may have multiple transcript variants, which can affect primer placement and make expression results difficult to interpret.
Solution: check transcript annotation, target appropriate transcript regions and use validated assays whenever possible.
Challenge: genomic overlap
Some lncRNAs overlap protein-coding genes or regulatory regions, increasing the risk of cross-amplification or non-specific signal.
Solution: apply careful primer design, include genomic DNA management and experimentally validate assay specificity.
Challenge: variable annotation
LncRNA annotation can vary between databases, which may lead to inconsistent target selection or assay interpretation.
Solution: verify the selected target sequence, transcript model and biological relevance before assay design.
Challenge: normalization
Poor reference gene selection can distort lncRNA expression analysis, especially across different tissues, treatments or sample types.
Solution: use reference genes adapted to the experimental model and validate normalization stability when possible.
Challenge: difficult samples
FFPE, LCM, single-cell or low-input RNA samples may be limited, degraded or difficult to analyze with standard workflows.
Solution: adapt reverse transcription, qPCR conditions and pre-amplification strategy to the sample constraints.