{"doi":"10.1101/2021.06.10.447835","title":"Cellular-level phenotyping of tumor-immune microenvironment (TiME) in patients in vivo reveals distinct inflammation and endothelial anergy signatures","abstract":"Abstract Immunotherapies have shown unprecedented clinical benefits in several malignancies 1–3 . However, clinical responses remain variable and unpredictable, indicating the need to develop predictive platforms that can improve patient stratification 4 . Phenotyping of tumors into hot, altered, or cold 5 based on assessment of only T-cell infiltration in static tumor biopsies provides suboptimal prediction of immunotherapy response 6,7 . In vivo dynamic mechanisms within the tumor microenvironment such as tumor angiogenesis and leukocyte trafficking 5,8,9 also play a central role in modulating anti-tumor immunity and therefore immunotherapy response. Here, we report novel tumor immune microenvironment (TiME) phenotyping in vivo in patients with non-invasive spatially-resolved cellular-level imaging based on endogenous contrast. Investigating skin cancers as a model, with reflectance confocal microscopy (RCM) imaging 10 , we determined four major phenotypes with variable prevalence of vasculature (Vasc) and inflammation (Inf) features: Vasc hi Inf hi , Vasc hi Inf lo , Vasc lo Inf hi and Vasc med/hi Inf lo . The Vasc hi Inf hi phenotype correlates with high immune activation, exhaustion, and vascular signatures while Vasc hi Inf lo with endothelial anergy and immune exclusion. Automated quantification of TiME features demonstrates moderate-high accuracy and correlation with corresponding gene expression. Prospectively analyzed response to topical immunotherapy show highest response in Vasc lo Inf hi , and reveals the added value of vascular features in predicting treatment response. Our novel in vivo cellular-level imaging and phenotyping approach can potentially advance our fundamental understanding of TiME, develop robust predictors for immunotherapy outcomes and identify novel targetable pathways in future.","journal":"bioRxiv (Cold Spring Harbor Laboratory)","year":2021,"id":225780,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9522,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2021-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":304321,"name":"Teguru Tembo","orcid":"0000-0002-8088-5130","position":1,"is_corresponding":false},{"id":442325,"name":"Kıvanç Köse","orcid":"0000-0003-3185-2639","position":2,"is_corresponding":false},{"id":246598,"name":"Anthony Santella","orcid":"0000-0002-5696-0591","position":3,"is_corresponding":false},{"id":828519,"name":"Anabel Alfonso","orcid":"0000-0002-9347-5966","position":4,"is_corresponding":false},{"id":828890,"name":"Madison Li","orcid":null,"position":5,"is_corresponding":false},{"id":366930,"name":"Miguel Córdova","orcid":"0000-0002-2962-0671","position":6,"is_corresponding":false},{"id":430215,"name":"Melissa Gill","orcid":"0000-0002-2413-1916","position":7,"is_corresponding":false},{"id":430216,"name":"Christi Alessi‐Fox","orcid":"0000-0001-6064-6311","position":8,"is_corresponding":false},{"id":430217,"name":"Salvador González","orcid":"0000-0001-9282-4784","position":9,"is_corresponding":false},{"id":828891,"name":"Amber Weiching Wang","orcid":null,"position":10,"is_corresponding":false},{"id":653424,"name":"Nicholas R. Kurtansky","orcid":"0000-0002-6745-0386","position":11,"is_corresponding":false},{"id":828520,"name":"Pratik Chandrani","orcid":"0000-0003-2572-0189","position":12,"is_corresponding":false},{"id":675698,"name":"Piyush Kumar","orcid":"0000-0001-6396-1165","position":13,"is_corresponding":false},{"id":828521,"name":"Shen Yin","orcid":"0000-0002-5092-2383","position":14,"is_corresponding":false},{"id":828892,"name":"Haaris Jilani","orcid":null,"position":15,"is_corresponding":false},{"id":258105,"name":"Paras Mehta","orcid":"0000-0002-0233-9871","position":16,"is_corresponding":false},{"id":366929,"name":"Cristián Navarrete‐Dechent","orcid":"0000-0003-4040-3640","position":17,"is_corresponding":false},{"id":729532,"name":"Gary Peterson","orcid":"0000-0002-0091-9602","position":18,"is_corresponding":false},{"id":828893,"name":"Kimeil King","orcid":null,"position":19,"is_corresponding":false},{"id":347687,"name":"Stephen W. Dusza","orcid":"0000-0002-0747-2479","position":20,"is_corresponding":false},{"id":573542,"name":"Ning Yang","orcid":"0000-0001-5121-7208","position":21,"is_corresponding":false},{"id":828894,"name":"Shuaitong Li","orcid":null,"position":22,"is_corresponding":false},{"id":513105,"name":"William T. Phillips","orcid":"0000-0001-8248-7817","position":23,"is_corresponding":false},{"id":366935,"name":"Anthony Rossi","orcid":"0000-0003-2295-1934","position":24,"is_corresponding":false},{"id":366217,"name":"Allan C. Halpern","orcid":"0000-0001-7320-1901","position":25,"is_corresponding":false},{"id":573544,"name":"Liang Deng","orcid":"0000-0002-8467-9342","position":26,"is_corresponding":false},{"id":723197,"name":"Melissa Pulitzer","orcid":"0000-0002-0606-9186","position":27,"is_corresponding":false},{"id":366216,"name":"Ashfaq A. 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