Systems and methods for using adverse event data to predict potential side effects
First Claim
1. A method for generating a predicted first side effect profile for a medication targeting a first target, comprising:
- receiving, by an analyzer executed by a processor of a computing device from a user, an identification of a first medication and a first target, from a medication information database comprising medications and their associated targets, such that the first target is a target of the first medication;
identifying, by the analyzer from a global molecular entity graph, a second target functionally connected to the first target by;
generating a score for each of a plurality of targets responsive to interconnections with the first target in the global molecular entity graph, andselecting the second target responsive to the second target having a highest score of the plurality of targets;
retrieving, by the analyzer from the medication information database, an identification of a second medication targeting the second target;
retrieving, by the analyzer from an adverse event database, a second side effect profile associated with the second medication;
generating, by the analyzer, the predicted first side effect profile for the first target based on the retrieved second side effect profile associated with the second medication; and
presenting, by a display module executed by the computing device, to the user, the predicted first side effect profile for the first target.
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Accused Products
Abstract
The present disclosure describes systems and methods for predicting a likely side effect profile for even new, untested medications. A predicted side effect profile may be generated based on intersections of side effect profiles of other medications that affect the same or related molecular entities, such as the nearby target proteins, involve the same pathways, or are otherwise similarly related. To generate a predicted side effect profile for a new drug targeting a novel or previously un-targeted protein target, an analyzer may query an adverse event database for records pertaining to patients who have taken drugs or combinations of drugs that target or affect molecular entities in the vicinity of the novel target within a global molecular entity graph, and, in some embodiments, may retrieve a plurality of adverse event records and generate an intersection of side effects associated with related targets to predict likely side effects for the novel target.
24 Citations
16 Claims
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1. A method for generating a predicted first side effect profile for a medication targeting a first target, comprising:
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receiving, by an analyzer executed by a processor of a computing device from a user, an identification of a first medication and a first target, from a medication information database comprising medications and their associated targets, such that the first target is a target of the first medication; identifying, by the analyzer from a global molecular entity graph, a second target functionally connected to the first target by; generating a score for each of a plurality of targets responsive to interconnections with the first target in the global molecular entity graph, and selecting the second target responsive to the second target having a highest score of the plurality of targets; retrieving, by the analyzer from the medication information database, an identification of a second medication targeting the second target; retrieving, by the analyzer from an adverse event database, a second side effect profile associated with the second medication; generating, by the analyzer, the predicted first side effect profile for the first target based on the retrieved second side effect profile associated with the second medication; and presenting, by a display module executed by the computing device, to the user, the predicted first side effect profile for the first target. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. A system for generating a predicted first side effect profile for a medication targeting a first target, comprising:
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a computing device comprising a processor executing an analyzer, configured for; receiving, from a user, an identification of a first medication and a first target, from a medication information database comprising medications and their associated targets, such that the first target is a target of the first medication; identifying, from a global molecular entity graph, a second target functionally connected to the first target by; generating a score for each of a plurality of targets responsive to interconnections with the first target in the global molecular entity graph, and selecting the second target responsive to the second target having a highest score of the plurality of targets; retrieving, from the medication information database, an identification of a second medication targeting the second target; retrieving, from an adverse event database, a second side effect profile associated with the second medication; and generating the predicted first side effect profile for the first target based on the retrieved second side effect profile associated with the second medication; and a display module, configured for presenting, to the user, the predicted first side effect profile for the first target. - View Dependent Claims (10, 11, 12, 13, 14, 15, 16)
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Specification