Multi-drug titration and evaluation
First Claim
1. A method for titrating a multi-modality therapy regimen in at least one subject, comprising the steps of:
- providing n modalities to said subject in a plurality of dose combinations;
measuring one or more clinical endpoints in said subject;
assigning measurements made in said measuring step for each of said one or more clinical endpoints to a desirability function;
combining all desirability functions to obtain a composite desirability function for each of said plurality of dose combinations;
associating each composite desirability function with a vertex of a geometric figure, wherein said geometric figure has vertices, the number of which is equal to a number of said plurality of dose combinations;
determining a next dose combination by applying an evolutionary operation direct search algorithm to said geometric figure, wherein said next dose combination is generated by the evolutionary operation direct search algorithm moving away from a vertex which represents a least desirable dose combination through dose space to a new location, wherein said new location represents said next dose combination, and performing each of said steps multiple times, wherein said step of performing each of said steps constitutes titration of said multi-modality therapy regimen.
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Abstract
Titration of a combination of drugs or treatment modalities within individual subjects is carried out using an evolutionary operation (EVOP) direct-search procedure such as the Nelder-Mead simplex. Desirability functions are incorporated to define the main response of interest and additional responses or constraints. Statistical methodology for determining whether the titrated treatment combination has resulted in an improvement in patient response and for evaluating whether a therapeutic synergism exists is also incorporated. Inferences can be made about the efficacy of the combination or about the individual drugs or treatment modalities that comprise the combination. This approach allows every patient the potential to benefit from the combination under study and permits the consideration of multiple endpoints simultaneously.
21 Citations
13 Claims
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1. A method for titrating a multi-modality therapy regimen in at least one subject, comprising the steps of:
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providing n modalities to said subject in a plurality of dose combinations;
measuring one or more clinical endpoints in said subject;
assigning measurements made in said measuring step for each of said one or more clinical endpoints to a desirability function;
combining all desirability functions to obtain a composite desirability function for each of said plurality of dose combinations;
associating each composite desirability function with a vertex of a geometric figure, wherein said geometric figure has vertices, the number of which is equal to a number of said plurality of dose combinations;
determining a next dose combination by applying an evolutionary operation direct search algorithm to said geometric figure, wherein said next dose combination is generated by the evolutionary operation direct search algorithm moving away from a vertex which represents a least desirable dose combination through dose space to a new location, wherein said new location represents said next dose combination, and performing each of said steps multiple times, wherein said step of performing each of said steps constitutes titration of said multi-modality therapy regimen. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. A computerized system for titrating a multi-modality treatment regimen in a subject, comprising
means for entering into a computer a number n of modalities to be used in the treatment regimen; -
means for generating a geometric figure having vertices, wherein each of said vertices represents one of a plurality of dose combinations;
means for determining a composite desirability function for each of said dose combinations and associating said composite desirability function with one of said vertices in said geometric figure;
means for applying an evolutionary operational algorithm to each of said composite desirability functions; and
,means for outputting a next dose combination based on a lowest composite desirability function of said composite desirability functions determined by said means for applying.
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12. A method for titrating a multi-modality therapy regimen in a subject, comprising the steps of:
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providing n modalities to said subject in a plurality of dose combinations;
measuring a clinical endpoint in said subject;
associating measurements made in said measuring step for said clinical endpoint with a vertex of a geometric figure, wherein said geometric figure has vertices, the number of which is equal to a number of said plurality of dose combinations; and
determining a next dose combination by applying an evolutionary operation direct search algorithm to said geometric figure, wherein said next dose combination is generated by the evolutionary operation direct search algorithm moving away from a vertex which represents a least desirable dose combination through dose space to a new location, wherein said new location represents said next dose combination, and performing each of said steps multiple times, wherein said step of performing each of said steps constitutes titration of said multi-modality therapy regimen. - View Dependent Claims (13)
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Specification