Predisposition modification
A method and system for predisposition modification are presented in which a set of attributes for selective modification of the attribute profile of an individual are determined to enable the individual to modify their predisposition for acquiring an attribute of interest. The attribute of interest can be input in the form of a query attribute along with a minimum strength of association value which serves as a threshold to ensure that the results will provide at least a minimum degree of statistical certainty that the individual will acquire the attribute of interest upon modifying their attribute profile.
1. A computer based method for determining a set of modifiable non-pangenetic attributes for altering the predisposition of an individual to a condition comprising:
a) receiving a condition query describing the condition which identifies, within a computer memory, a set of query-attribute-positive attribute profiles associated with query-attribute-positive individuals having the condition and a set of query-attribute-negative attribute profiles associated with query-attribute-negative individuals not having the condition, wherein the query-attribute-positive attribute profiles and query-attribute-negative attribute profiles contain pangenetic and non-pangenetic attributes;
b) accessing the pangenetic and non-pangenetic attributes of the individual;
c) selecting a subset of query-attribute-positive attribute profiles from the set of query-attribute-positive attribute profiles wherein the subset of query-attribute-positive profiles is correlated with the pangenetic and non-pangenetic attributes of the individual, wherein the correlation is such that the subset of query-attribute-positive attribute profiles is less than all of the set of query-attribute positive attribute profiles;
d) selecting a subset of query-attribute-negative attribute profiles from the set of query-attribute-negative attribute profiles, wherein the subset of query-attribute negative profiles is correlated with the pangenetic attributes of the individual, wherein the correlation is such that the subset of query-attribute-negative attribute profiles is less than all of the set of query-attribute negative attribute profiles;
e) selecting a set of candidate attributes comprising non-pangenetic attributes from the query-attribute-positive attribute profiles;
f) determining a set of modifiable non-pangenetic attributes derived from the set of candidate attributes, wherein removal of at least one those attributes from the query-attribute-positive profiles results in an altered probability of the individual having the condition in a majority of instances; and
g) transmitting the set of modifiable non-pangenetic attributes as a recommendation for predisposition modification in the individual.
2. The computer based method of claim 1 , wherein the non-pangenetic attributes include at least one behavior.
3. The computer based method of claim 1 , wherein the condition is a disease.
4. The computer based method of claim 1 , wherein the altered probability is a decreased susceptibility to the condition.
5. The computer based method of claim 1 , wherein the altered probability is an increased susceptibility to the condition.
6. The computer based method of claim 3 , wherein the altered probability is a decreased susceptibility to the disease.
7. The computer based method of claim 1 , wherein the determining of the set of modifiable non-pangenetic attributes in f) includes ranking the modifiable non-pangenetic attributes according to an impact of the modifiable non-pangenetic attributes on a probability of the individual having the condition.
8. The computer based method of claim 1 , wherein the identity of the subject is masked or anonymized.
9. A computer based system for modification of a predisposition of an individual to a condition, comprising:
a) a data receiving subsystem for receiving a query condition representing the condition and an individual identifier representing the individual;
b) a first data accessing subsystem for accessing, within a computer memory, a set of query-attribute-positive attribute profiles associated with query-attribute-positive individuals, a set of query-attribute-negative attribute profiles associated with query-attribute-negative individuals, and an attribute profile associated with the individual, wherein the attribute profiles contain pangenetic and non-pangenetic attributes;
c) a first data processing subsystem comprising:
i. a data selection subsystem for selecting a first subset of query-attribute-positive attribute profiles from the set of query-attribute-positive attribute profiles wherein the pangenetic and non-pangenetic attribute profiles of the query-attribute-positive individuals are correlated with the attribute profile of the individual, wherein the correlation is such that the first subset of query-attribute-positive attribute profiles is less than all of the set of query-attribute-positive attribute profiles and, selecting a second subset of query-attribute-negative attribute profiles from the set of query-attribute-negative attribute profiles wherein the pangenetic portion of the profiles of the query-attribute-negative individuals are correlated with the pangenetic portion of the attribute profile of the individual, wherein the second subset of query-attribute-negative attribute profiles is less than all of the set of query-attribute-negative attribute profiles;
ii. a first data comparison subsystem for determining a set of candidate attributes comprising non-pangenetic attributes from the first subset of query-attribute-positive attribute profiles;
d) a first data storage subsystem for storing, within a computer memory, at least a portion of the set of candidate attributes comprising non-pangenetic attributes as modifiable attributes which when modified by the individual will result in an altered probability of having the condition.
10. The computer based system of claim 9 , wherein the first data comparison subsystem is also configured to determine a relative impact of modification of individual candidate attributes on a probability of the individual having the condition.
11. The computer based system of claim 9 , wherein the first data comparison subsystem is also configured to rank the candidate attributes in terms of an impact of the modifiable non-pangenetic attributes on modifying a probability of the individual having the condition.
12. The computer based system of claim 9 , further comprising:
e) a transmission system for transmitting the modifiable attributes as a set of non-pangenetic attributes which when modified by the individual, will result in an altered probability of having the condition.
13. The computer based system of claim 10 , further comprising:
e) a transmission system for transmitting the modifiable attributes as a set of non-pangenetic attributes which when modified by the individual, will result in an altered probability of having the condition.
14. The computer based system of claim 11 , further comprising:
e) a transmission system for transmitting the modifiable attributes as a set of non-pangenetic attributes which when modified by the individual, will result in an altered probability of having the condition.
15. A computer based system for modification of a predisposition of an individual to a condition, comprising:
a) an interface for receiving a query condition representing the condition and an individual identifier representing the individual;
b) a database access system for accessing, within a computer memory, a set of query-attribute-positive attribute profiles associated with query-attribute-positive individuals, a set of query-attribute-negative attribute profiles associated with query-attribute-negative individuals, and an attribute profile associated with the individual, wherein the attribute profiles contain pangenetic and non-pangenetic attributes;
c) a data processing subsystem comprising at least one processor for executing a set of machine readable instructions which upon execution cause the method of:
i. selecting a first subset of query-attribute-positive attribute profiles from the set of query-attribute-positive attribute profiles wherein the pangenetic and non-pangenetic attribute profiles of the query-attribute-positive individuals are correlated with the attribute profile of the individual, wherein the correlation is such that the first subset of query-attribute-positive attribute profiles is less than all of the set of query-attribute-positive attribute profiles and, selecting a second subset of query-attribute-negative attribute profiles from the set of query-attribute-negative attribute profiles wherein the pangenetic portion of the profiles of the query-attribute-negative individuals are correlated with the pangenetic portion of the attribute profile of the individual, wherein the second subset of query-attribute-negative attribute profiles is less than all of the set of query-attribute-negative attribute profiles;
ii. selecting a set of candidate attributes comprising non-pangenetic attributes from the first subset of query-attribute-positive attribute profiles;
d) a first data storage subsystem for storing, within a computer memory, at least a portion of the set of candidate attributes comprising non-pangenetic attributes as modifiable attributes which when modified by the individual will result in an altered probability of having the condition.
16. The computer based system of claim 15 , wherein the data processing subsystem is also configured to determine a relative impact of modification of individual candidate attributes on a probability of the individual having the condition.
17. The computer based system of claim 15 , wherein the data processing subsystem is also configured to rank the candidate attributes in terms of an impact of the modifiable non-pangenetic attributes on modifying a probability of the individual having the condition.
18. The computer based system of claim 15 , further comprising:
e) a transmission system for transmitting the modifiable attributes as a set of non-pangenetic attributes which when modified by the individual, will result in an altered probability of having the condition.
19. The computer based system of claim 16 , further comprising:
e) a transmission system for transmitting the modifiable attributes as a set of non-pangenetic attributes which when modified by the individual, will result in an altered probability of having the condition.
20. The computer based system of claim 17 , further comprising:
e) a transmission system for transmitting the modifiable attributes as a set of non-pangenetic attributes which when modified by the individual, will result in an altered probability of having the condition.