Abstract: This disclosure provides methods and a personalized system for retrieving similar image-based subject data. A method for adaptive learning of imaging data comprises accessing a subject database comprising subject imaging data. Next, a search of the subject database is conducted using one or more search parameters, which can include one or more image data associated with a subject undergoing treatment. The search can include comparing using an image comparison algorithm the one or more search parameters to the subject imaging data. Next, at least one match of the search can be provided on a user interface. The match can include one or more imaging data each associated with a known or identifiable condition. The image comparison algorithm can then be updated based on an indication as to whether the one or more matches accurately relate to the one or more image data associated with the subject.

Abstract: A method performed by one or more processing devices includes retrieving data for a protein in a tissue type in a first state and for the protein in the tissue type in a second state; determining, based on the retrieved data, first features of the protein in the tissue type in the first state; determining, based on the retrieved, second features of the protein in the tissue type in the second state; and identifying, based on the first features and the second features, that a location of the protein in the tissue type in the first state differs from a location of the protein in the tissue type in the second state.

Abstract: A method performed by one or more processing devices includes retrieving data for a protein in a tissue type in a first state and for the protein in the tissue type in a second state; determining, based on the retrieved data, first features of the protein in the tissue type in the first state; determining, based on the retrieved, second features of the protein in the tissue type in the second state; and identifying, based on the first features and the second features, that a location of the protein in the tissue type in the first state differs from a location of the protein in the tissue type in the second state.