Olink profiling of blood samples (collected using DF/HCC IRB approved Protocol 11–181) from patients with metastatic melanoma at MGH was performed as previously described21 (link). Olink Proximity Extension Assay (PEA) for high-multiplex analysis of proteins was performed as previously described57 (link). The full library (Olink ® Explore 1536) consists of 1472 proteins and 48 control assays, divided into four 384-plex panels. Four overlapping assays of IL-6, IL-8 (CXCL8), and TNF are included for quality control (QC) purposes. In the immune reaction, 2.8 mL of sample is mixed with PEA probes and incubated overnight at 4°C. Olink’s relative protein quantification unit on a log2 scale and values are calculated from the number of matched counts on the NovaSeq run. Data generation of normalised protein expression (NPX) consists of normalisation to the extension control (known standard), log2-transformation, and level adjustment using the plate control (plasma sample).