Topological Data Analysis is widely used to investigate the organization of brain circuits and abstract underlying geometric structures. Research presented in this study investigates a proper filtration that can be used to generate meaningful barcodes in order to represent brain networks across species (including humans). Filtration using curvature was also used to explore the neural network of C. Elegans. Analysis of the correlation matrices and barcodes established a pattern among brain networks.