GOx‐mediated tumor starvation directly represses HSP expression, resulting in enhanced PDA nanocore‐induced low‐temperature PTT, and the inhibition of autophagy by the released CQ compensates for the efficiency loss of low‐temperature PTT, achieving an enhanced therapeutic effect. This evidence concerns the gene HSP90B2P and neoplasm.