Abstract: For decision support in a medical therapy, machine learning provides a machine-learned generator for generating a prediction of outcome for therapy personalized to a patient. The outcome prediction may be used to determine dose. To assist in decision support, a regression analysis of the cohort used for machine training relates the outcome from the machine-learned generator to the dose and an actual control time (e.g., time-to-event). The dose that minimizes side effects while minimizing risk of failure to a time for any given patient is determined from the outcome for that patient and a calibration from the regression analysis.

Abstract: Disclosed are methods of predicting a radiotherapy success in a method of treating a lung cancer of a patient, the use of specific markers for predicting a radiotherapy success in a method of treating a lung cancer of a patient, a database comprising the markers, and a computer program product for use in such a method.

Abstract: For decision support in a medical therapy, machine learning provides a machine-learned generator for generating a prediction of outcome for therapy personalized to a patient. The outcome prediction may be used to determine dose. To assist in decision support, a regression analysis of the cohort used for machine training relates the outcome from the machine-learned generator to the dose and an actual control time (e.g., time-to-event). The dose that minimizes side effects while minimizing risk of failure to a time for any given patient is determined from the outcome for that patient and a calibration from the regression analysis.

Abstract: A method of treating a subject who has been diagnosed with cancer is described. The method includes characterizing the radiation-susceptibility of the subject by detecting a mutation in an NRF2 pathway protein in suitable sample obtained from the subject and treating the subject with radiation therapy if the subject is characterized as being radiation-susceptible, or treating the subject with radiation therapy and a radiosensitizing agent if the subject is characterized as being radioresistant. A method of determining if a subject has a history of tobacco smoking is also described that includes analyzing an NRF2 pathway protein to determine if a mutation is present in suitable sample obtained from the subject and characterizing the subject as having a history of tobacco smoking if a genetic fingerprint consistent with tobacco exposure is identified.

Abstract: The invention provides for the use of radiation sensitizing agents in combination with radiation for the treatment of neoplasia, methods for the identification of genotype-specific radiation sensitizing agents, and methods of identifying patients who could benefit from therapy with a genotype-specific radiation sensitizing agent.

Abstract: Provided herein are compositions, systems, kits, and methods for treating cancer in a subject with androgen receptor positive cancer cells by sensitizing such cancer cells with anti-androgen receptor therapy (e.g., Enzalutamide or anti-androgen antibody), and then treating with radiation therapy.

Abstract: Provided herein are compositions, systems, kits, and methods for treating cancer in a subject with androgen receptor positive cancer cells by sensitizing such cancer cells with anti-androgen receptor therapy (e.g., Enzalutamide or anti-androgen antibody), and then treating with radiation therapy.

Abstract: The invention provides for the use of radiation sensitizing agents in combination with radiation for the treatment of neoplasia, methods for the identification of genotype-specific radiation sensitizing agents, and methods of identifying patients who could benefit from therapy with a genotype-specific radiation sensitizing agent.

Abstract: The invention provides for the use of radiation sensitizing agents in combination with radiation for the treatment of neoplasia, methods for the identification of genotype-specific radiation sensitizing agents, and methods of identifying patients who could benefit from therapy with a genotype-specific radiation sensitizing agent.

Abstract: A method of treating a subject who has been diagnosed with cancer is described. The method includes characterizing the radiation-susceptibility of the subject by detecting a mutation in an NRF2 pathway protein in suitable sample obtained from the subject and treating the subject with radiation therapy if the subject is characterized as being radiation-susceptible, or treating the subject with radiation therapy and a radiosensitizing agent if the subject is characterized as being radioresistant. A method of determining if a subject has a history of tobacco smoking is also described that includes analyzing an NRF2 pathway protein to determine if a mutation is present in suitable sample obtained from the subject and characterizing the subject as having a history of tobacco smoking if a genetic fingerprint consistent with tobacco exposure is identified.

Abstract: The invention provides for the use of radiation sensitizing agents in combination with radiation for the treatment of neoplasia, methods for the identification of genotype-specific radiation sensitizing agents, and methods of identifying patients who could benefit from therapy with a genotype-specific radiation sensitizing agent.