https://www.researchgate.net/profile/Sonali_Sengupta8/questions
Saturday, 13 January 2018
Markov chains-Cellular states in Cancer
https://en.wikipedia.org/wiki/Markov_model
Cellular States in Cancer:
Cellular States in Cancer:
Visualization-Oscillating pendulum
Cellular states preceding and following tumorigenesis are like- an oscillating pendulum that overshoots mean position once (equivalent to cellular state i.e benign tumor after primary mutational hit-State A). The pendulum tries to come back to mean balance position (equivalent to restoring homeostasis in cell after primary mutational hit). Due to loss of elasticity of pendulum string (equivalent to secondary hit due to tumor microenvironment interactions) status quo of extreme position maintained, (which is equivalent to malignant tumor-State B ).
Idea for a drug- A compound that decreases the probability of transitioning from state A to state B
Activating a tumor suppressor/inhibiting an oncogene within a tumor by a drug may alter tumor cellular state. Tumor cells may adapt and give survival cues to the tumor microenvironment. So drug has to target signaling by tumor microenvironment to tumor cells. So not one drug but two, targeting tumor cell +tumor microenvironment.
Idea for a drug- A compound that decreases the probability of transitioning from state A to state B
Activating a tumor suppressor/inhibiting an oncogene within a tumor by a drug may alter tumor cellular state. Tumor cells may adapt and give survival cues to the tumor microenvironment. So drug has to target signaling by tumor microenvironment to tumor cells. So not one drug but two, targeting tumor cell +tumor microenvironment.
Coarse graining -Disease
Biological Research involves coarse graining-simplifying in order to obtain a model. Is this the reason drugs against diseases like cancer fail in clinical trials ?
Conscious AI
Can Artificial Intelligence become conscious if the information about mental processing which is lost in models during coarse graining is regained ?
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