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These domains are rather far away from the N-terminus, and so it is not expected that the modification we introduced to the N-terminus might grossly affect the activation/inactivation and catalytic properties of the fusion proteins.
Thus, despite evidence for extinction learning on day 1, this may have been insufficient to create a (stable) extinction memory manifesting on day 2. Second, the acquisition-test interval was 72 h in this study compared with 24 h in the previous study, a modification we introduced to guarantee a drug-free state at test.
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In this context of transcriptional control by DNA and histone modification, we introduce the concept of a system of dozens of RNA modifications, including RNA methylation, that reprogram in response to environmental changes and control gene expression at the level of translation.
In the following we describe some parameters and modifications we introduced to the recurrences in order to achieve better results in real-world instances of the gene prediction problem.
The modifications we introduced into the ChIP-Chip protocol are a first step towards reducing false positive signals but there is certainly potential for further optimization.
Finally, the effect of the modifications we introduced in the SNR scheme for the penalty method can be deduced as the table compares the application of the SNR scheme to the penalty method with and without the introduced modifications.
The modifications we introduced in the weakly penalized form (Section 2.5.2), enhanced the numerical ability of the scheme, which exhibited marginally better non-linear convergence behavior than that of the PL method.
The stimuli and procedure were similar to those in Experiment 1, with the following modifications: We introduced masks (noise patterns) midway through the 3-s memory interval (Fig. 3).
Specific points are: (i) the modifications we introduced into the standard ChIP-Chip protocol do not necessarily result in a low dynamic range, (ii) correlation between ChIP-Chip replicates should not be calculated based on the whole data set as done in transcript analysis, (iii) control experiments are essential for identifying false positives.
The modifications we introduced to the residual of the weakly penalized formulation can also be applied in the penalty method to improve its nonlinear convergence behavior by once more selecting the projection operator π h : L 2 → L 2 and using the equivalence of the weakly penalized/penalty forms.
It is important to note that these observations are consistent in all formulations, indicating that the modifications we introduced in the SNR scheme for both the weakly penalized and penalty formulations were able to significantly improve the performance of the methods.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com