Quantifying the number of neurites per cell and the average segment length roughly grouped the amacrine cells into clusters (
Figs. 3D,
3E) suggesting the existence of more than one cell subpopulation in our cultures. To address this observation, and ask whether in vitro amacrine cells retain morphologic diversity analogous to that exhibited in vivo, we performed a principal component analysis. This is a multivariate analysis method that reduces our original seven variables into fewer components when (and if) these variables are highly correlated. We found that three components were able to explain 90% to 99% of the variance in the samples analyzed (
Table 2). Component 1, which accounted for approximately 53% of the variability in amacrine cell neurite growth, described a variable largely based on total neurite growth capacity, with a spectrum running from short, simple cells on one end to long, complex neurite morphologies on the other (example cells in
Fig. 4). Component 2, which explained 24% of the variability in amacrine cell neurite growth, ran from short, highly branched neurites on one end to long neurites with fewer branches on the other (
Fig. 4). This suggests that a significant component of neurite growth can be explained by a mechanism that trades branching for total length. Finally, component 3 accounted for 18% of the variability, and displayed a wide spectrum of neurite shape and length complexity, where large numbers of neurites and longer lengths were on one end and large numbers of branches were on the other end (
Fig. 4). Interestingly, the principal component analysis yielded remarkably similar data for embryonic and postnatal amacrine cells and postnatal RGCs (
Table 2), but embryonic RGCs differed slightly in that they had the longest neurite length per neuron and a corresponding larger average segment length (
Table 1), and their “component 2,” trading length for branching, was extracted first and explained the most variance (29%) rather than the second most, as in all of the other populations studied (
Table 2). Thus, these data suggest that “component 2” (trading branching versus length) is more important for characterizing E20 RGCs than “component 1” (overall size), whereas for postnatal RGCs and amacrine cells at all ages, overall size is a more important feature of neurite growth.