 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, Yenhi, Jose and Navas Molina, and others.