Genetic and environmental risk engine and methods thereof
Risk engines and related methods may benefit patients and their physicians. For example, patients may benefit from being able to determine their personal genetic, environmental, and behavioral risks. Moreover, physicians may be able to provide statistically-driven individual recommendations based on a risk engine's determination of such risks. A method can include selecting one or more candidate genetic variants associated with a phenotype from the scientific literature. The method can also include scoring a genetic association between the one or more candidate genetic variants and the phenotype. The method can further include selecting one or more high-scoring genetic variants. Selecting a best genetic variant within each of at least one linkage disequilibrium (LD) block can also be included in the method. The method can additionally include calculating risk associated with the best genetic variant from the at least one LD block.
1. A method of risk assessment for common health conditions, comprising:
selecting one or more valid lifestyle risk factor associated with a condition;
selecting available peer viewed scientific publications for each associated lifestyle risk factor;
scoring a significance of association between content of all the selected scientific publications per risk factor;
selecting one or more significant data point per risk factor;
calculating, using a processor, risk associated with a best selected risk factor data point;
calculating, using the processor, aggregated lifetime condition risk associated with a plurality of lifestyle, environmental and medical risk factors for each condition;
calculating, using the processor, aggregated achievable condition risk associated with none of the lifestyle, environmental and medical risk factors for each condition;
providing at least one behavior modification recommendation based on the aggregated lifetime condition risk and the aggregated achievable condition risk; and
tracking progress of a user taking action towards achieving goals associated with improving health based on the at least one behavior modification recommendation.
2. The method of claim 1 , further comprising:
calculating aggregated risk associated with a plurality of each risk factor for all the conditions; and
providing at least one behavior modification recommendation based on the combined risk.
3. A method of risk assessment for common health conditions, comprising:
selecting one or more valid environmental risk factor associated with a condition;
selecting available peer viewed scientific publications for each associated environmental risk factor;
scoring a significance of association between content of all the selected scientific publications per risk factor;
selecting one or more significant data point per risk factor;
calculating, using a processor, risk associated with a best selected risk factor data point;
calculating, using the processor, aggregated lifetime condition risk associated with a plurality of lifestyle, environmental and medical risk factors for each condition;
calculating, using the processor, aggregated achievable condition risk associated with none of the lifestyle, environmental and medical risk factors for each condition;
providing at least one behavior modification recommendation based on the aggregated lifetime condition risk and the aggregated achievable condition risk; and
tracking progress of a user taking action towards achieving goals associated with improving health based on the at least one behavior modification recommendation.
4. The method of claim 3 , further comprising:
calculating aggregated risk associated with a plurality of each risk factor for all the conditions; and
providing at least one behavior modification recommendation based on the combined risk.
5. A method of risk assessment for common health conditions, comprising:
selecting one or more valid medical risk factor associated with a condition;
selecting available peer viewed scientific publications for each associated medical risk factor;
scoring a significance of association between content of all the selected scientific publications per risk factor;
selecting one or more significant data point per risk factor;
calculating, using a processor, risk associated with a best selected risk factor data point;
calculating, using the processor, aggregated lifetime condition risk associated with a plurality of lifestyle, environmental and medical risk factors for each condition;
calculating, using the processor, aggregated achievable condition risk associated with none of the lifestyle, environmental and medical risk factors for each condition;
providing at least one behavior modification recommendation based on the aggregated lifetime condition risk and the aggregated achievable condition risk; and
tracking progress of a user taking action towards achieving goals associated with improving health based on the at least one behavior modification recommendation.
6. The method of claim 5 , further comprising:
calculating aggregated risk associated with a plurality of each risk factor for all the conditions; and
providing at least one behavior modification recommendation based on the combined risk.