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Motor Clutch Model
The motor-clutch model describes how a cell converts substrate stiffness into mechanical traction.
In the mechanogenomic virtual cell, this module represents the cell-substrate interface. Myosin motors pull the actin cytoskeleton, while integrin-based molecular clutches transmit force to the extracellular matrix.
The main output of this module is the stiffness-dependent traction:
where E is the Young's modulus of the hydrogel or tissue.
This output is passed to the nuclear mechanics module as the mechanical input that drives nuclear deformation and mechanotranscription.
Cells do not sense stiffness as an abstract material property. Instead, they generate forces through actomyosin contraction and probe how much the substrate resists deformation.
The motor-clutch system includes:
- Myosin motors, which pull actin filaments.
- Actin retrograde flow, which loads molecular adhesions.
- Integrin clutches, which connect actin to the extracellular matrix.
- An elastic substrate, whose stiffness controls force transmission.
On soft substrates, the substrate deforms easily and little force is transmitted.
On stiff substrates, clutches load more efficiently and cellular traction increases.
At very high stiffness, clutches may load and fail rapidly, producing nonlinear or biphasic behavior.
The experimentally controlled stiffness is the Young's modulus, E, given in kPa.
The motor-clutch model uses an effective clutch-scale substrate stiffness, kappa:
| Symbol | Meaning |
|---|---|
E |
Young's modulus of the hydrogel or tissue |
kappa |
Effective substrate stiffness perceived by clutches |
alpha |
Coupling parameter between macroscopic stiffness and clutch-scale stiffness |
This mapping connects hydrogel or fibrosis-like tissue stiffness to the computational motor-clutch module.
The total stall force generated by the myosin motor ensemble is:
| Symbol | Meaning |
|---|---|
n_m |
Effective number of myosin motors |
F_m |
Force generated by each motor |
F_stall |
Maximum force before actin flow stalls |
The actin retrograde flow velocity decreases as substrate force increases:
| Symbol | Meaning |
|---|---|
v |
Instantaneous actin retrograde velocity |
v_u |
Unloaded actin velocity |
F_sub |
Force transmitted to the substrate |
(.)_+ |
Rectification operator; negative values are set to zero |
As the transmitted force approaches the stall force, actin flow slows down.
Each integrin-based molecular clutch is modeled as an elastic spring.
For a bound clutch i, the force is:
| Symbol | Meaning |
|---|---|
F_i |
Force carried by clutch i
|
k_c |
Clutch stiffness |
x_i |
Extension of clutch i
|
The total force transmitted to the substrate is:
Only bound clutches contribute to force transmission.
Unbound clutches attach with a constant binding rate:
Bound clutches detach with a force-dependent unbinding rate. In this implementation, clutches behave as slip bonds:
| Symbol | Meaning |
|---|---|
k_off^0 |
Basal clutch unbinding rate |
F_b |
Characteristic bond rupture force |
| `k_c | x_i |
This means that the probability of clutch detachment increases with force.
When actin moves, displacement is partitioned between clutch extension and substrate deformation.
The clutch extension evolves as:
This term captures the relative compliance between the substrate and the clutch.
If the substrate is soft, much of the displacement is absorbed by the substrate.
If the substrate is stiff, clutches are loaded more efficiently.
The main output of the motor-clutch module is the mean traction:
This value is computed by stochastic simulation of clutch binding, loading, and unbinding events.
The simulation follows these steps:
- Initialize a population of molecular clutches.
- Allow unbound clutches to bind with rate
k_on. - Load bound clutches through actin retrograde flow.
- Detach bound clutches according to force-dependent
k_off. - Compute the total substrate force
F_sub. - Average
F_subafter a burn-in period.
The motor-clutch model can produce nonlinear stiffness sensing.
| Regime | Behavior |
|---|---|
| Very soft substrate | Low force transmission because the substrate deforms easily |
| Intermediate stiffness | Efficient clutch loading and increased traction |
| Very stiff substrate | Rapid clutch loading and possible load-and-fail behavior |
In the hepatocyte virtual-cell model, this module provides the first physical step linking hydrogel or tissue stiffness to intracellular mechanical signaling.
The motor-clutch module converts substrate stiffness into cellular traction:
This traction is then transmitted to the nucleus through the cytoskeleton and LINC-associated mechanics:
Thus, the motor-clutch model acts as the mechanical engine of the virtual cell.
- Fibrosis Stiffness Mapping
- Gene Trajectories
- Experimental Validation
- Model Parameters