Improved understanding of the factors that underlie immune checkpoint inhibitor (ICI) response and toxicity are needed as only half of patients with metastatic melanoma respond, and 10-40% experience immune-related adverse events (irAEs). Modifying the gut microbiome could positively affect response to ICIs and reduce toxicities. Here, we sought to determine if the pre-treatment gut microbiome predicts ICI response or toxicity in the setting of metastatic melanoma. Melanoma patients (n=88) over 18 years of age, planning to receive ICI therapy enrolled in a prospective observational cohort study at The Ohio State University Comprehensive Cancer Center Skin Cancer Clinic. Patients taking corticosteroids for indications other than adrenal physiologic replacement were excluded. Stools were collected at baseline, within 10 days of an irAE as determined by CTCAE v 5.0 criteria, and at 12 weeks. ICI response and progression-free survival (PFS) were evaluated q12 weeks using Response Evaluation Criteria in Solid Tumors (RECIST v1.1). Metagenomic whole-genome shotgun sequencing of the microbiome was classified using MetaPhlAn4/HUMAnN3 and differential abundance analyzed with ANCOM-BC2. Of the 88 patients enrolled, 41 had metastatic disease and complete data. There were 25 participants classified as responders, defined as having complete response or partial response according to RECIST criteria, or stable disease with 6-month PFS. Grade ≥ 1 irAEs were observed in 15/41 participants. The abundance of