This system is a nanocarrier composition comprising a self microemulsifying drug delivery system which is composed of surfactant, oil and cosolvent and containing LyP-1 peptide (CGNKRTRGC) by itself or as a conjugate, derivative, analogue or pegylated form for cancer treatment or imaging.