A method for at least one of characterizing, diagnosing, and treating a cardiovascular disease condition in at least a subject, the method comprising:
- for each of an aggregate set of samples from a population of subjects:
- determining a microorganism nucleic acid sequence, comprising:
- identifying primers for nucleic acid sequences associated with the cardiovascular disease condition,
- fragmenting nucleic acid material from the biological sample, and
- amplifying the fragmented nucleic acid material using the identified primers;
- and
- determining an alignment of the microorganism nucleic acid sequence to a reference nucleic acid sequence associated with the cardiovascular disease condition;
- generating a microbiome composition dataset and a microbiome functional diversity dataset for the population of subjects based on the alignment;
- receiving a supplementary dataset, informative of characteristics associated with the cardiovascular disease condition, from the population of subjects;
- transforming the supplementary dataset and features extracted from at least one of the microbiome composition dataset and the microbiome functional diversity dataset into a characterization model of the cardiovascular disease condition;
- based upon the characterization model, generating a therapy model configured to improve a state of the cardiovascular disease condition;
- and
- at an output device associated with the subject, providing a therapy to the subject with the cardiovascular disease condition based upon the characterization model and the therapy model, wherein the therapy modulates microbiome composition to improve a state of the cardiovascular disease condition.