Quantitative analysis of immune infiltrates in primary Melanoma

Robyn D. Gartrell, Douglas K. Marks, Thomas D. Hart, Gen Li, Danielle R. Davari, Alan Wu, Zoe Blake, Yan Lu, Kayleigh N. Askin, Anthea Monod, Camden L. Esancy, Edward C. Stack, Dan Tong Jia, Paul M. Armenta, Yichun Fu, Daisuke Izaki, Bret Taback, Raul Rabadan, Howard L. Kaufman, Charles G. DrakeBasil A. Horst, Yvonne M. Saenger

Research output: Contribution to journalArticlepeer-review

72 Scopus citations


proliferating SOX10þ melanoma cells than nonproliferating ones (P < 0.0001). In 64 patients with known cause of death, we found that high CTL and low macrophage density in the stroma (P ¼ 0.0038 and P ¼ 0.0006, respectively) correlated with disease-specific survival (DSS), but the correlation was less significant for CTL and macrophage density in the tumor (P ¼ 0.0147 and P ¼ 0.0426, respectively). DSS correlation was strongest for stromal HLA-DRþ CTLs (P ¼ 0.0005). CTL distance to HLA-DR macrophages associated with poor DSS (P ¼ 0.0016), whereas distance to Ki67 tumor cells associated inversely with DSS (P ¼ 0.0006). A low CTL/macrophage ratio in the stroma conferred a hazard ratio (HR) of 3.719 for death from melanoma and correlated with shortened overall survival (OS) in the complete 104 patient cohort by Cox analysis (P ¼ 0.009) and merits further development as a biomarker for clinical application.

Novel methods to analyze the tumor microenvironment (TME) are urgently needed to stratify melanoma patients for adjuvant immunotherapy. Tumor-infiltrating lymphocyte (TIL) analysis, by conventional pathologic methods, is predictive but is insufficiently precise for clinical application. Quantitative multiplex immunofluorescence (qmIF) allows for evaluation of the TME using multiparameter phenotyping, tissue segmentation, and quantitative spatial analysis (qSA). Given that CD3þCD8þ cytotoxic lymphocytes (CTLs) promote antitumor immunity, whereas CD68þ macrophages impair immunity, we hypothesized that quantification and spatial analysis of macrophages and CTLs would correlate with clinical outcome. We applied qmIF to 104 primary stage II to III melanoma tumors and found that CTLs were closer in proximity to activated (CD68þHLA-DRþ) macrophages than nonactivated (CD68þHLA-DR) macrophages (P < 0.0001).

Original languageEnglish (US)
Pages (from-to)481-493
Number of pages13
JournalCancer Immunology Research
Issue number4
StatePublished - Apr 2018
Externally publishedYes

ASJC Scopus subject areas

  • Medicine(all)


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