Abstract: Aspects of the present disclosure provide systems, methods, and computer-readable storage media that support adaptive machine learning (ML) classification that mitigates effects of catastrophic forgetting while reducing overall resource requirements. To illustrate, a computing device may train first and second ML classifiers based on historical streamed data. The second ML classifier is trained to use continuous learning, and the first ML classifier is not. If data drift of a data stream is below a lower threshold, the data stream is provided as input to the first ML classifier to generate classification output (e.g., predictions). If the data drift is above the lower threshold, dynamic switching occurs and the data stream is provided as input to the second ML classifier instead of the first ML classifier to generate the classifier output. If the data drift is above an upper threshold, operations are performed to train new ML classifiers.

Abstract: Methods of identifying a patient having an altered immune status involve determining an immune status index for the patient and comparing it to the immune status index in healthy individuals. In general, an immune status index is the ratio of the amount of a protein that varies significantly in a patient with an altered immune status to the amount of another protein that is substantially invariant in both healthy and immune-altered individuals. Variable proteins can be TCR subunit proteins, T lymphocyte signal transduction pathway proteins, polynucleotide binding proteins or biological response modifiers (BRM).

Abstract: A soluble immunosuppressive factor present in serum derived from tumor-bearing mammals, is associated with changes in TCR protein subunit levels, T lymphocyte signal transduction pathway proteins. These changes provide a method of determining the level of immunosuppression in a mammal by determining the level of expression of at least one selected TCR subunit protein, a protein in the T lymphocyte signal transduction pathway, or of the NF-.kappa.B/rel family and comparing the level and pattern to that found in non-immunosuppressed individuals. The method is useful to identify patients having T lymphocytes capable of activation for immunotherapy and for identifying agents which cause or reverse immunosuppression. An isolated immunosuppressive factor associated with the level of expression of the proteins is useful for suppressing the immune response, for example, in organ transplantation.

Abstract: Methods of identifying a patient having an altered immune status involve determining an immune status index for the patient and comparing it to the immune status index in healthy individuals. In general, an immune status index is the ratio of the amount of a protein that varies significantly in a patient with an altered immune status to the amount of another protein that is substantially invariant in both healthy and immune-altered individuals. Variable proteins can be TCR subunit proteins, T lymphocyte signal transduction pathway proteins, polynucleotide binding proteins or biological response modifiers (BRM).

Abstract: A soluble immunosuppressive factor present in serum derived from tumor-bearing mammals, is associated with changes in TCR protein subunit levels, T lymphocyte signal transduction pathway proteins. These changes provide a method of determining the level of immunosuppression in a mammal by determining the level of expression of at least one selected TCR subunit protein, a protein in the T lymphocyte signal transduction pathway, or of the NF-.kappa.B/rel family and comparing the level and pattern to that found in non-immunosuppressed individuals. The method is useful to identify patients having T lymphocytes capable of activation for immunotherapy and for identifying agents which cause or reverse immunosuppression. An isolated immunosuppressive factor associated with the level of expression of the proteins is useful for suppressing the immune response, for example, in organ transplantation.