{"doi":"10.3390/cancers13061475","title":"Clinical Features and Multiplatform Molecular Analysis Assist in Understanding Patient Response to Anti-PD-1/PD-L1 in Renal Cell Carcinoma","abstract":"Predicting response to ICI therapy among patients with renal cell carcinoma (RCC) has been uniquely challenging. We analyzed patient characteristics and clinical correlates from a retrospective single-site cohort of advanced RCC patients receiving anti-PD-1/PD-L1 monotherapy (N = 97), as well as molecular parameters in a subset of patients, including multiplexed immunofluorescence (mIF), whole exome sequencing (WES), T cell receptor (TCR) sequencing, and RNA sequencing (RNA-seq). Clinical factors such as the development of immune-related adverse events (odds ratio (OR) = 2.50, 95% confidence interval (CI) = 1.05–5.91) and immunological prognostic parameters, including a higher percentage of circulating lymphocytes (23.4% vs. 17.4%, p = 0.0015) and a lower percentage of circulating neutrophils (61.8% vs. 68.5%, p = 0.0045), correlated with response. Previously identified gene expression signatures representing pathways of angiogenesis, myeloid inflammation, T effector presence, and clear cell signatures also correlated with response. High PD-L1 expression (&gt;10% cells) as well as low TCR diversity (≤644 clonotypes) were associated with improved progression-free survival (PFS). We corroborate previously published findings and provide preliminary evidence of T cell clonality impacting the outcome of RCC patients. To further biomarker development in RCC, future studies will benefit from integrated analysis of multiple molecular platforms and prospective validation.","journal":"Cancers","year":2021,"id":188302,"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":16,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9305,"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":75567,"name":"Anupama Reddy","orcid":"0000-0003-1436-3702","position":1,"is_corresponding":false},{"id":748763,"name":"Stephanie O. Dudzinski","orcid":"0000-0001-9222-472X","position":2,"is_corresponding":false},{"id":748764,"name":"Aaron R. Lim","orcid":"0000-0003-0060-0869","position":3,"is_corresponding":false},{"id":311336,"name":"Ayaka Sugiura","orcid":"0000-0001-5326-5019","position":4,"is_corresponding":false},{"id":298991,"name":"Rachel A. Hongo","orcid":"0000-0001-9692-7393","position":5,"is_corresponding":false},{"id":616643,"name":"Kirsten Young","orcid":null,"position":6,"is_corresponding":false},{"id":748765,"name":"Xian-De Liu","orcid":"0000-0002-9639-0458","position":7,"is_corresponding":false},{"id":239809,"name":"Christof C. Smith","orcid":"0000-0001-6517-0439","position":8,"is_corresponding":false},{"id":333194,"name":"Jamye F. O’Neal","orcid":null,"position":9,"is_corresponding":false},{"id":332266,"name":"Kimberly B. Dahlman","orcid":"0000-0002-7819-6571","position":10,"is_corresponding":false},{"id":348285,"name":"Renee McAlister","orcid":"0000-0001-9114-7937","position":11,"is_corresponding":false},{"id":749228,"name":"Beiru Chen","orcid":null,"position":12,"is_corresponding":false},{"id":748766,"name":"Kristen Ruma","orcid":"0000-0002-4355-4228","position":13,"is_corresponding":false},{"id":749229,"name":"Nathan Roscoe","orcid":null,"position":14,"is_corresponding":false},{"id":331831,"name":"Jehovana O. Bender","orcid":"0000-0001-7009-205X","position":15,"is_corresponding":false},{"id":749230,"name":"Joolz Ward","orcid":null,"position":16,"is_corresponding":false},{"id":748767,"name":"Ju Young Kim","orcid":"0000-0001-6018-3337","position":17,"is_corresponding":false},{"id":333069,"name":"Christine Vaupel","orcid":null,"position":18,"is_corresponding":false},{"id":331830,"name":"Jennifer Bordeaux","orcid":"0000-0002-4567-3239","position":19,"is_corresponding":false},{"id":448,"name":"Shridar Ganesan","orcid":"0000-0002-5404-3044","position":20,"is_corresponding":false},{"id":568343,"name":"Tina Mayer","orcid":"0000-0003-0078-3773","position":21,"is_corresponding":false},{"id":589793,"name":"Gregory Riedlinger","orcid":"0000-0001-5690-7777","position":22,"is_corresponding":false},{"id":69694,"name":"Benjamin G. Vincent","orcid":"0000-0002-1762-2282","position":23,"is_corresponding":false},{"id":560977,"name":"Nancy B. Davis","orcid":"0000-0002-7933-2280","position":24,"is_corresponding":false},{"id":606763,"name":"Scott M. Haake","orcid":"0000-0003-3455-0791","position":25,"is_corresponding":false},{"id":107003,"name":"Jeffrey C. Rathmell","orcid":"0000-0002-4106-3396","position":26,"is_corresponding":false},{"id":311967,"name":"Eric Jonasch","orcid":"0000-0003-0943-2806","position":27,"is_corresponding":false},{"id":105189,"name":"Brian I. Rini","orcid":"0000-0002-2212-080X","position":28,"is_corresponding":false},{"id":13955,"name":"W. Kimryn Rathmell","orcid":"0000-0002-4984-0225","position":29,"is_corresponding":false},{"id":581587,"name":"Kathryn E. Beckermann","orcid":"0000-0002-4616-6140","position":30,"is_corresponding":false},{"id":412009,"name":"Eileen Shiuan","orcid":"0000-0002-3202-4010","position":0,"is_corresponding":true}],"reference_count":51,"raw_metadata":null,"created_at":"2026-07-18T23:49:05.976005Z","pmid":"33806963","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}