PERSONALIZED WELLNESS SYSTEMS AND METHODS OF USE
A health and wellness system for a non-human subject comprising analyzing genetic data and phenotypic data of the non-human subject with a machine learning algorithm and making a recommendation or recommendation for products or activities for the non-human subject.
1 . A system comprising:
a database comprising a genotype-phenotype profile for said non-human animal subject, wherein said genotype-phenotype profile comprises a recommendation for a nutritional product based, at least in part, on:
genetic data at one or more genomic loci that is associated with said first condition or a second condition that differs from said first condition; and
phenotype data pertaining to one or more phenotypes that is associated with said first condition, said second condition, or a third condition that differs from said first condition or second condition;
a computing device comprising at least one processor, a memory, an operating system configured to perform instructions, and a computer program including said instructions, wherein said instructions comprise:
receiving activity data or behavioral data for the non-human animal subject obtained from an activity tracking device, wherein said activity data or said behavioral data is associated with a first condition;
retrieving said genotype-phenotype profile for said non-human animal subject from said database;
ranking said first condition above said second condition and/or said third condition; and
generating a report comprising a recommendation to a user of said system to address said first condition in said non-human animal subject, wherein said recommendation comprises:
consulting a medical professional regarding treatment or prevention options for said first condition; or
one or more behavioral or lifestyle modifications of said non-human animal subject for alleviating, preventing, or ameliorating said first condition or symptom thereof.
2 . The system of claim 1 , wherein said report further comprises one or more therapeutic interventions indicated for the treatment of said first condition.
3 . The system of claim 1 , wherein said report further comprises one or more additional nutritional products for alleviating, preventing, or ameliorating said first condition or symptom thereof.
4 . The system of claim 1 , wherein said one or more additional nutritional products comprises a supplement, a treat, a food, or any combination thereof.
5 . The system of claim 1 , further comprising said activity tracking device.
6 . The system of claim 5 , wherein said activity tracking device is a collar.
7 . The system of claim 6 , wherein said collar is a Global Positioning System (GPS)-connected collar.
8 . The system of claim 1 , further comprising a personal electronic device of said user, where said report is displayed on a graphical user interface of said personal electronic device.
9 . The system of claim 1 , wherein said ranking is performed based, at least in part, on:
said severity of said first condition relative to said second condition, and said third condition;
an impact to quality of life of said non-human animal subject living with said first condition relative to said second condition or said third condition;
an estimated life span of said non-human animal subject living with said first condition relative to said second condition or said third condition; or
any combination of (i)-(iii).
10 . The system of claim 1 , wherein said report further comprises a recommendation for said nutritional product.
11 . The system of claim 1 , wherein said instructions comprise a machine learning algorithm.
12 . The system of claim 11 , wherein said machine learning algorithm comprises a Gradient Boosted Machine, a decision tree algorithm, or a combination thereof.
13 . The system of claim 1 , wherein said first condition is a skin condition, a coat condition, or a skin or coat infection.
14 . The system of claim 1 , wherein said first condition is an allergic reaction.
15 . The system of claim 14 , wherein said allergic reaction is an allergic itch.
16 . The system of claim 1 , wherein said first condition is pain, inflammation, or a combination thereof.
17 . The system of claim 1 , wherein said first reaction is osteoarthritis, pain associated with osteoarthritis, or both.
18 . The system of claim 1 , wherein said instructions further comprise storing said recommendation to said genotype-phenotype profile of said non-human animal subject in said database.
19 . The system of claim 1 , wherein said activity data comprises consumption data.
20 . The system of claim 1 , wherein said consumption data comprises calories or water consumed by said non-human animal subject.