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This phase III trial uses the Decipher risk score to guide intensification (for higher Decipher gene risk) or de-intensification (for low Decipher gene risk) of treatment to better match therapies to an individual patient's cancer aggressiveness. The Decipher risk score evaluates a prostate cancer tumor for its potential for spreading. In patients with low risk scores, this trial compares radiation therapy alone to the usual treatment of radiation therapy and hormone therapy (androgen deprivation therapy). Radiation therapy uses high energy x-rays or particles to kill tumor cells and shrink tumors. Androgen deprivation therapy blocks the production or interferes with the action of male sex hormones such as testosterone, which plays a role in prostate cancer development. Giving radiation treatment alone may be the same as the usual approach in controlling the cancer and preventing it from spreading, while avoiding the side effects associated with hormonal therapy. In patients with higher Decipher gene risk, this trial compares the addition of darolutamide to usual treatment radiation therapy and hormone therapy, to usual treatment. Darolutamide blocks the actions of the androgens (e.g. testosterone) in the tumor cells and in the body. The addition of darolutamide to the usual treatment may better control the cancer and prevent it from spreading.

PRIMARY OBJECTIVES: I. To determine whether men with National Comprehensive Cancer Network (NCCN) unfavorable intermediate risk (UIR) prostate cancer and lower Decipher genomic risk (Decipher score < 0.40) treated with radiation therapy (RT) alone instead of 6 months androgen deprivation therapy (ADT) + RT experience non-inferior rate of distant metastasis. (De-intensification study) II. To determine whether men with NCCN UIR prostate cancer who are in the higher genomic risk (Decipher score >= 0.40) will have a superior metastasis-free survival through treatment intensification with darolutamide added to the standard of RT plus 6 months ADT. (Intensification study) SECONDARY OBJECTIVES: I. To compare overall survival (OS) between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. II. To compare time to prostate specific antigen (PSA) failure between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. III. To compare metastasis free survival (MFS) based on conventional imaging between the standard of care (RT plus 6 months of ADT) and de-intensification intervention (RT alone). IV. To compare MFS based on either conventional and/or molecular imaging between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. V. To compare cumulative incidence of locoregional failure based upon conventional imaging and/ or biopsy between standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months ADT plus darolutamide) interventions. VI. To compare cumulative incidence of distant metastasis based upon conventional imaging between standard of care (RT plus 6 months of ADT) and intensification intervention (RT plus 6 months ADT plus darolutamide). VII. To compare cumulative incidence of distant metastasis based upon either conventional and/or molecular imaging between standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. VIII. To compare prostate cancer-specific mortality between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. IX. To compare sexual and hormonal related quality of life, as measured by the Expanded Prostate Cancer Index Composite-26 (EPIC), between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. X. To compare fatigue, as measured by the Patient Reported Outcomes Measurement Information System (PROMIS)-Fatigue instrument, between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions. XI. To compare cognition, as measured by the Functional Assessment of Chronic Illness Therapy-Cognitive (FACT-Cog) perceived cognitive abilities subscale, between the standard of care (RT plus 6 months of ADT) and either the de-intensification (RT alone) or intensification (RT plus 6 months of ADT plus darolutamide) interventions.