The pharmaceutical composition includes at least one pharmaceutically acceptable carrier, and an active ingredient including an artificially synthesized peptide includes: (A) an amino acid sequence constituting a cell-penetrating peptide and (B) an amino acid sequence constituting the signal peptide in amyloid precursor protein (APP) or an N-terminal partial amino acid sequence or C-terminal partial amino acid sequence from the amino acid sequence constituting that signal peptide.