Single-cell RNA Sequencing
scRNA-seq
Challenges
The need for reverse transcription and high amplification of very small amounts of RNA found in an individual cell renders single-cell transcriptomics prone to loss and bias. Relevant signals, like cell identity, that are needed to reliably group cells based on their type, are confounded by technical noise and sparsity of the readout. Stochastic molecular processes drive transcription in discrete bursts, occuring as seemingly random fluctuations in gene expression that may range from not expressed, to low, to high in a given cell.
- Low input for a high number of cells
- Sparsity / Zero-inflation of expression values
- Cell-to-Cell heterogeneity
Pipeline
Results
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