“…Several studies have suggested various biomarkers to correlate with tumor radioresponse, i.e., multiple omics data, ultrasound radiomics, gene signatures, and clinicopathological predictors [6] , [7] , [8] , [9] . Patient-derived culture (PDC) models (xenograft models, organoid models, or humanized mice models) recently have been shown to recapitulate the biological and genetic heterogeneity of patient-native tumors, offering a useful platform to test an individual tumor response to chemotherapeutic agents or irradiation [10] . Also, with the advancement of bioengineering techniques and microfluidics, the 3D culture method of PDCs has the advantages of being easily reproducible and applicable to a high-throughput platform while maintaining the diversity of patient-native cancer tissues [ 11 , 12 ].…”