Manifold and graph representations of molecular simulation data provide a flexible avenue for capturing both discrete and continuous information sources. In this work, we analyze the topology associated with simulations of self-assembled monolayers and acidcatalyzed reaction systems. We characterize these topological representations with the Euler characteristic curve, which is a simple and robust data descriptor that can be directly integrated into data analysis tasks such as dimensionality reduction or regression.