 This approach reduces the runtime of OTU picking compared to traditional open reference OTU picking methods, making them feasible for large datasets. Additionally, we have implemented SOOP as part of the popular QIME software package, providing users with a convenient way to use SOOP. This article was authored by Chai Ramrite out, Yanhee, Jose and Navas Molina, and others.