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How can I feed my R code from sjPlot to ggplot2 for more customization?

I am trying to plot the results of a random coefficient growth model I ran with nlme in R. sjPlot is great for plotting the results, but not so great for customization. Accordingly, I would like to feed my feed the results of my sjPlot to ggplot2. I have managed to get something that is acceptable, but ideally I would like to be able to customize the line type, line color, and line size in both the plot and the legend. In addition, the line types (solid, dashed, and dotted) look to be overlayed on top of a solid line. Is there a better way to do this?