Evaluating Gene Expression Dynamics Using Pairwise RNA FISH Data
Figure 2
Maximum likelihood estimation (MLE) applied to synthetic FISH data in the continuous regime.
(A) Comparison of true mRNA dynamics (red curve) with MLE reconstructions based on 4 genes (solid blue curve) and 2 genes (dashed blue curve), for observations per gene pair. The data points are the actual synthetic data used for genes 1 and 2 in both cases. The maximum noise amplitude used to generate the data is
. (B) The reconstruction error
, averaged over 20 realizations of parameters with
, steadily decreases as the number of genes
and the number of FISH observations
per gene pair are increased.