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Nature

a CAS Framework for Predicting the Synthetic Evolution of Anti-Plastic Enzymes

3 Juni 2025   17:54 Diperbarui: 4 Juni 2025   09:05 930
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(Tabel CAS Variables in Nonlinear Dynamic (Sumber: Pribadi))

Bifurcation describes a point in a dynamic system where a small perturbation---such as a mutation or environmental change---leads to a qualitative shift in system behavior or structure. In the context of protein design, this can be seen in:

A shift from one folding topology to another,

A change in substrate specificity due to loop rearrangement,

Or the divergence between two evolutionary trajectories based on an early mutation.

Mathematically, this is often captured using nonlinear differential equations that describe the evolution of system variables (e.g., structure, energy, function). At bifurcation points, the system has multiple possible attractors, and which attractor is reached depends sensitively on initial conditions or stochastic events.

In the CAS-based engine, bifurcation is not a bug but a feature---a mechanism to escape local optima and to access functional innovation in a controlled exploratory manner. Using bifurcation-aware simulation allows for:

Controlled exploration of adaptive jumps,

Prediction of meta-stable intermediate states, and

Enhanced generation of functionally divergent protein families from a common ancestor.

3. Phase Transitions and Systemic Reconfiguration

Drawing analogies from physics, phase transitions represent abrupt systemic shifts between macro-states (e.g., solid to liquid) that arise from continuous variation in parameters (e.g., temperature, pressure). In biomolecular systems, phase transitions may occur in:

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