“…Further investigating this difference in myeloid populations, we utilized a previously published spatial transcriptomic (ST-seq) dataset on an independent cohort of Sftpc + KRAS G12D LUAD, Gramd2 + KRAS G12D LUAD 13 , and controls to determine the frequency of macrophage-rich tertiary lymphoid structure (TLS), which emerge in non-lymphoid tissues under chronic inflammatory conditions, such as cancer 48 and play a crucial role in immune surveillance by facilitating the local activation of immune responses against tumor cells 49 with associated responsiveness to immunotherapies, such as immune checkpoint inhibitors [50][51][52][53] . TLS were calculated using a composite score expression for multiple immune cell types, including B cells: Igha, Ighg1, Ighg3, Ighm, Igkc, Iglc1, Iglc2, Iglc3, Jchain, Cd79a, Fcrl5, Mzb1, Ssr4, Xbp1; T cells: Trbc2, Il7r; for fibroblasts and stroma: Cxcl12, Lum; and for macrophages: C1qa, C7, Cd52, Apoe, Pim2, Derl3, Timd4, Cd163, and Folr2.…”