The disclosure provides a method of predicting resistance to androgen receptor (AR) targeted therapy in a prostate cancer patient comprising (a) performing a direct analysis comprising immunofluorescent staining and morphological characterization of nucleated cells in a blood sample obtained from the patient to identify circulating tumor cells (CTCs), and (b) based on said direct analysis further determining the presence of a biomarker signature that is predictive of resistance to AR targeted therapy in the prostate cancer patient, wherein the biomarker signature comprises CK+, AR+, nucleoli+ CTCs in a subpopulation of said CTCs. The present disclosure also provides a method of predicting resistance to taxane-based chemotherapy in a prostate cancer patient comprising (a) performing a direct analysis comprising immunofluorescent staining and morphological characterization of nucleated cells in a blood sample obtained from the patient to identify circulating tumor cells (CTCs), and (b) based on said direct analysis further determining the presence of a biomarker signature that is predictive of resistance to taxane-based chemotherapy in the prostate cancer patient, wherein the biomarker signature comprises CK+, AR−, nucleoli+, small size in a subpopulation of said CTCs.
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