Methods for preparing cDNA libraries from single and low quantities of cells are disclosed. The methods are based on the principles of multi-strand displacement amplification or semi-random primed polymerase chain reaction. The methods typically include a step of reverse transcription and subsequent amplification of cDNA. The methods can be adapted for preparation of cDNA libraries that are representative of mRNA or whole RNA expressed by the cell or cells. The cDNA is suitable for sequencing or microarray analysis.