Google Chrome bookmark icon for shiny web app

Hey everyone! I was wondering if there was a way to include a custom icon when I bookmark a shiny web app in the bookmark bar of Google Chrome? Currently, it simply displays the default icon (attached below, for reference). Any help or guidance would be greatly appreciated.

Thank you!

Screenshot (1)