Table 1. Maximum likelihood fits of transition rates in wild type C. elegans.
Each cohort was fitted separately; values are expressed as mean ± sem (n = 5 cohorts). Data from wild type cohorts were obtained on the same days as the experimental cohorts for which they served as controls (Tables 3 and 4), but experimental cohorts in this study were separated by weeks to months. All transition rates were constrained to be ≥0. Transition rates that were calculated using the synaptic constraints (Equation 35) are shaded orange; other constrained values are shaded grey. Mean dwell times and state probabilities were calculated from the transition rates. Column A shows fits using the standard model, which has 8 rate constants with two synaptic constraints, resulting in 6 free parameters that determine the 6 synaptic weights (Figure 2C,D; Materials and methods Equations 31–35). Column B shows fits to a model that has only one pause state (X); this model was derived from the standard model by imposing two more constraints: , yielding 4 free parameters. To allow comparison of models A and B by the likelihood ratio test, which requires tht model B be a special case of model A, and were set slightly >0 (10-10 s-1), thereby avoiding infinite values for and when applying the synaptic constraints, while maintaining a vanishingly small probability of being in state Y ( 10-18). The loge likelihood (summed over the 5 cohorts) for model B was 1854 less than for model A, with 30 degrees of freedom for model A (6 per cohort × 5 cohorts) and 20 degrees of freedom for model B (4 per cohort × 5 cohorts). Applying the likelihood ratio test, the difference was highly significant (p<10-100; p=Chi-squared(2L, df), where L = 1854 and df = 30–20 =10. Model C is the most general 3-state (F, R, P) model, which allows all six transitions between the three states. The fitted transition rates for model C were nearly identical to model B. Likelihood values are relative to model A.
A | B | C | |
---|---|---|---|
2 pause states6 free parameters | 1 pause state4 free parameters | 1 pause state6 free parameters | |
Δ loge likelihood | 0 | -1854 | -1836 |
Degrees of freedom | 30 | 20 | 30 |
mean ± sem (n = 5) | mean ± sem (n = 5) | mean ± sem (n = 5) | |
(s-1) | 1.201 ± 0.099 | 1.019 ± 0.085 | 1.008 ± 0.090 |
(s-1) | 1.115 ± 0.087 | 1.915 ± 0.152 | 1.914 ± 0.152 |
(s-1) | 0.025 ± 0.008 | 0.507 ± 0.013 | 0.507 ± 0.013 |
(s-1) | 0.490 ± 0.015 | 10-10 | |
(s-1) | 0.182 ± 0.007 | 0.198 ± 0.009 | 0.196 ± 0.008 |
(s-1) | 0.007 ± 0.002 | 10-10 | |
(s-1) | 0.411 ± 0.019 | >109 | |
(s-1) | 4.575 ± 0.533 | >109 | |
(s-1) | 0.001 ± 0.001 | ||
(s-1) | 0.000 ± 0.000 | ||
(s) | 5.329 ± 0.245 | 5.096 ± 0.235 | 5.135 ± 0.227 |
(s) | 1.945 ± 0.043 | 1.975 ± 0.049 | 1.976 ± 0.049 |
(s) | 0.441 ± 0.032 | 0.349 ± 0.026 | 0.351 ± 0.027 |
(s) | 0.208 ± 0.019 | <10-9 | |
0.762 ± 0.015 | 0.7641 ± 0.015 | 0.764 ± 0.014 | |
0.158 ± 0.007 | 0.158 ± 0.007 | 0.155 ± 0.007 | |
0.063 ± 0.006 | 0.081 ± 0.008 | 0.080 ± 0.008 | |
0.017 ± 0.002 | <10-18 |