Dynamic medical ecosystems and intelligence modeling

A method comprising:

• configuring a plurality of nanosensors to be carried at least one of on and in an entity and to collect data of a plurality of parameters representing the entity;
• receiving in real-time the collected data of the plurality of parameters via a telemetry link from the plurality of nanosensors;
• generating micro plots that each comprise a plot of the collected data for a corresponding time period of a plurality of time periods, wherein each micro plot integrates the collected data for the time period into a cyclical plot of the plurality of parameters, wherein a location of an endpoint of each micro plot is determined by individual values of the plurality of parameters of the collected data;
• generating a model plot comprising a life cycle line, wherein the life cycle line includes a continuous helix formed by consecutively plotting the micro plots in chronological order according to the plurality of time periods, wherein a slope of the life cycle line is determined by the locations of the endpoints of the micro plots and correlates to actions and behaviors of the entity during the plurality of time periods;
• and
• predicting with the slope of the life cycle line medical profiles of the entity for future time periods beyond the plurality of time periods, wherein a decrease in the slope indicates at least one of better quality of life and longer life, and an increase in the slope indicates at least one of worse quality of life and shorter life, wherein the medical profiles include predictions of physiological event data at future time periods in the life of the entity, and outputting the prediction for use in preventative treatment of the entity.