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Clinical Trial
. 2021 Feb 5;12(1):808.
doi: 10.1038/s41467-021-21068-9.

Integrative molecular characterization of sarcomatoid and rhabdoid renal cell carcinoma

Affiliations
Clinical Trial

Integrative molecular characterization of sarcomatoid and rhabdoid renal cell carcinoma

Ziad Bakouny et al. Nat Commun. .

Abstract

Sarcomatoid and rhabdoid (S/R) renal cell carcinoma (RCC) are highly aggressive tumors with limited molecular and clinical characterization. Emerging evidence suggests immune checkpoint inhibitors (ICI) are particularly effective for these tumors, although the biological basis for this property is largely unknown. Here, we evaluate multiple clinical trial and real-world cohorts of S/R RCC to characterize their molecular features, clinical outcomes, and immunologic characteristics. We find that S/R RCC tumors harbor distinctive molecular features that may account for their aggressive behavior, including BAP1 mutations, CDKN2A deletions, and increased expression of MYC transcriptional programs. We show that these tumors are highly responsive to ICI and that they exhibit an immune-inflamed phenotype characterized by immune activation, increased cytotoxic immune infiltration, upregulation of antigen presentation machinery genes, and PD-L1 expression. Our findings build on prior work and shed light on the molecular drivers of aggressivity and responsiveness to ICI of S/R RCC.

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Conflict of interest statement

Z.B.: reported nonfinancial support from Bristol-Myers Squibb and Genentech/ImCore. D.A.B. reported nonfinancial support from, Bristol-Myers Squibb, and personal fees from Octane Global, Defined Health, Dedham Group, Adept Field Solutions, Slingshot Insights, Blueprint Partnerships, Charles River Associates, Trinity Group, and Insight Strategy, outside of the submitted work. S.A.S. reported nonfinancial support from Bristol-Myers Squibb, and equity in 152 Therapeutics outside the submitted work. X.G: Research Support to Institution: Exelixis. X.X.W: Research Support: BMS. B.A.M is a consultant for Bayer, Astellas, Astra Zeneca, Seattle Genetics, Exelixis, Nektar, Pfizer, Janssen, Genentech and EMD Serono. He received research support to Dana Farber Cancer Institute (DFCI) from Bristol Myers Squibb, Calithera, Exelixis, Seattle Genetics. L.C.H reports consulting fees from Genentech, Dendreon, Pfizer, Medivation/Astellas, Exelixis, Bayer, Kew Group, Corvus, Merck, Novartis, Michael J Hennessy Associates (Healthcare Communications Company and several brands such as OncLive and PER), Jounce, EMD Serrano, and Ology Medical Education; Research funding from Bayer, Sotio, Bristol-Myers Squib, Merck, Takeda, Dendreon/Valient, Jannsen, Medivation/Astellas, Genentech, Pfizer, Endocyte (Novartis), and support for research travel from Bayer and Genentech. M.B.A: Advisory Board participation: BMS, Merck, Novartis, Arrowhead, Pfizer, Galactone, Werewolf, Fathom, Pneuma, Leads BioPharma; Consultant: BMS, Merck, Novartis, Pfizer, Genentech-Roche, Exelixis, Eisai, Aveo, Array, AstraZeneca, Ideera, Aduro, ImmunoCore, Boehringer-Ingelheim, Iovance, Newlink, Pharma, Surface, Alexion, Acceleron, Cota, Amgen; Research Support to institution: BMS, Merck, Pfizer, Genentech. C.J.W.: Co-founder of Neon Therapeutics, and is a member of its SAB. Receives research funding from Pharmacyclics. T.H.H: Advisory board participation: Surface Therapeutics, Exelixis, Genentech, Pfizer, Ipsen, Cardinal Health; research support-Novartis. D.F.M reports a consulting/advisory role for Bristol-Myers Squibb, Merck, Roche/Genentech, Pfizer, Exelixis, Novartis, Eisai, X4 Pharmaceuticals, and Array BioPharma; and reports that his home institution receives research funding from Prometheus Laboratories. D.H: consulting or research funding from Pfizer, Novartis, BMS, Ipsen, Exelixis, and Merck. S.R.V.: consultant for MPM Capital and has consulted for Vida Ventures. S.S: Research support to Institution: Bristol-Myers Squibb, AstraZeneca, Novartis, Exelixis; Consultant: Merck, AstraZeneca, Bristol-Myers Squibb, AACR, and NCI; royalties: Biogenex. E.M.V: Advisory/Consulting: Tango Therapeutics, Genome Medical, Invitae, Illumina, Ervaxx; Research support: Novartis, BMS; Equity: Tango Therapeutics, Genome Medical, Syapse, Ervaxx, Microsoft; Travel reimbursement: Roche/Genentech; Patents: Institutional patents filed on ERCC2 mutations and chemotherapy response, chromatin mutations and immunotherapy response, and methods for clinical interpretation. T.K.C.: Research (Institutional and personal): Alexion, Analysis Group, AstraZeneca, Bayer, Bristol Myers-Squibb/ER Squibb and sons LLC, Calithera, Cerulean, Corvus, Eisai, Exelixis, F. Hoffmann-La Roche, Foundation Medicine Inc., Genentech, GlaxoSmithKline, Ipsen, Lilly, Merck, Novartis, Peloton, Pfizer, Prometheus Labs, Roche, Roche Products Limited, Sanofi/Aventis, Takeda, Tracon. Honoraria: Alexion, American Society of Medical Oncology, Analysis Group, AstraZeneca, Bayer, Bristol Myers-Squibb/ER Squibb and sons LLC, Cerulean, Clinical Care Options, Corvus, Eisai, EMD Serono, ESMO, Exelixis, F. Hoffmann-La Roche, Foundation Medicine Inc., Genentech, GlaxoSmithKline, Harborside Press, Heron Therapeutics, Inc (Healthcare Communications Company with several brands such as OnClive, PeerView and PER), Jansen Oncology, IQVIA, Ipsen, Kidney Cancer Journal, Lancet Oncology, Lilly Oncology, L-path, Medscape, Merck, Michael J. Hennessy (MJH) Associates, Navinata Healthcare, NCCN, NEJM, Novartis, Peloton, Pfizer, Platform Q, Practice, PrimeOncology, Prometheus Labs, Research to, Roche, Roche Products Limited, Sanofi/Aventis, Up-to-Date. Consulting or Advisory Role: Alexion, Analysis Group, AstraZeneca, Bayer, Bristol Myers-Squibb/ER Squibb and sons LLC, Cerulean, Corvus, Eisai, EMD Serono, Exelixis, Foundation Medicine Inc., Genentech, GlaxoSmithKline, Heron Therapeutics, Infinity Pharma, Ipsen, Lilly, Lilly Ventures, Merck, NCCN, Novartis, Peloton, Pfizer, Pionyr, Prometheus Labs, Roche, Sanofi/Aventis, Surface Oncology, Tempest, Up-to-Date. Stock ownership: Pionyr, Tempest. No leadership or employment in for-profit companies. Other present or past leadership roles: Director of GU Oncology Division at Dana-Farber and past president of Medical Staff at Dana-Farber), member of NCCN Kidney panel and the GU Steering Committee, past chairman of the Kidney Cancer Association Medical and Scientific Steering Committee), KidneyCan Advisory board, Kidney Cancer Research Summit co-chair (2019-), various ASCO/ESMO roles on educational and scientific committees. Patents filed, royalties or other intellectual properties: related to biomarkers of immune checkpoint blockers, and circulating free methylated DNA Travel, accommodations, expenses, in relation to consulting, advisory roles, or honoraria. Medical writing and editorial assistance support may have been funded by Communications companies funded by pharmaceutical companies (e.g. ClinicalThinking, Envision Pharma Group, Fishawack Group of Companies, Health Interactions, Parexel, Oxford PharmaGenesis, pharmagenesis, and others). The institution (Dana-Farber Cancer Institute) may have received additional independent funding of drug companies or/and royalties potentially involved in research around the subject matter. CV provided upon request for scope of clinical practice and research. Mentored several non-US citizens on research projects with potential funding (in part) from non-US sources/Foreign Components. No speaker’s bureau.

Figures

Fig. 1
Fig. 1. Genomic characterization of S/R RCC reveals distinctive genomic features.
a Overview of the clinical, molecular, and cell line data. (b) Comparison of S/R vs. non-S/R RCC by mutations & indels, deletions, and amplifications in the CheckMate, OncoPanel, and TCGA cohorts. *q < 0.05 (Fisher’s method meta-analysis of Fisher’s two-sided exact tests); ICI: Immune Checkpoint Inhibitor; IF: Immunofluorescence; IHC: Immunohistochemistry; RNA-seq: RNA-sequencing; S/R: Sarcomatoid/Rhabdoid; TCGA: The Cancer Genome Atlas; WES: Whole Exome Sequencing.
Fig. 2
Fig. 2. Transcriptional profiling of S/R RCC reveals the molecular correlates of its poor prognosis and identifies subsets of non-S/R tumors associated with a poor prognosis.
a Heatmap and bar plots of the ssGSEA scores and GSEA normalized enrichment scores for the non-immune “Hallmark” gene sets that were found to be significantly enriched (q < 0.25) in S/R compared to non-S/R RCC in both the TCGA and CheckMate cohorts independently. P-value calculated using a phenotype permutation-based two-sided test with 1000 permutations. Adjustments for multiple testing (50 “Hallmark” gene sets) were made using the false discovery rate (FDR) method. b Kaplan–Meier curves for OS by MYC v1 score within the S/R group of the CheckMate (anti-PD-1 arm) and TCGA (stage IV) cohorts; MYC v1 score dichotomized at the median. Log-rank test two-sided p-value reported without adjustment for multiple testing. c Kaplan–Meier curves for OS by MYC v1 score within the non-S/R group of the CheckMate (anti-PD-1 arm) and TCGA (stage IV) cohorts; MYC v1 score dichotomized at the median of the S/R group. Log-rank test two-sided p-value reported without adjustment for multiple testing. EMT: Epithelial Mesenchymal Transition; MYC v1: MYC Targets Version 1; S/R: Sarcomatoid/Rhabdoid; TCGA: The Cancer Genome Atlas.
Fig. 3
Fig. 3. Improved clinical outcomes of S/R RCC tumors on immune checkpoint inhibitors across clinical trial and real-word cohorts.
OS on ICI compared to non-ICI in the a Harvard, b IMDC and c CheckMate S/R RCC cohorts. TTF on ICI compared to non-ICI in the d Harvard and e IMDC S/R RCC cohorts and f PFS in the CheckMate S/R RCC cohort. g Summary table of overall response rate (among evaluable patients) on ICI compared to non-ICI in patients with S/R RCC across the Harvard, IMDC, and CheckMate cohorts. 95% CI: 95% Confidence Interval; Adj. Adjusted; Ever: Everolimus; HR: Hazard Ratio; ICI: Immune Checkpoint Inhibitor; IMDC: International Metastatic Renal Cell Carcinoma Database Consortium; Nivo: Nivolumab; NE: Not Evaluable; OS: Overall Survival; S/R: Sarcomatoid/Rhabdoid. *Adjusted for IMDC (International Metastatic Renal Cell Carcinoma Database Consortium) risk groups, line of therapy, and background histology. **Adjusted for MSKCC (Memorial Sloan Kettering Cancer Center) risk groups.
Fig. 4
Fig. 4. The immune-inflamed phenotype of S/R RCC tumors.
a Heatmap and bar plots of the ssGSEA scores and GSEA normalized enrichment scores for the immune “Hallmark” gene sets that were found to be significantly enriched (q < 0.25) in S/R compared to non-S/R RCC in the TCGA and CheckMate cohorts independently. P-value calculated using a phenotype permutation-based two-sided test with 1000 permutations. Adjustments for multiple testing (50 “Hallmark” gene sets) were made using the false discovery rate (FDR) method. b Boxplots of the comparison of CIBERSORTx and Th immune cell populations between S/R and non-S/R RCC, with two-sided Mann-Whitney U test comparisons corrected for multiple comparison testing (q value reported). Only variables which were significant (q < 0.05) in both the CheckMate and TCGA cohorts independently are shown. The CheckMate results are displayed in this figure (N = 39 S/R and N = 247 non-S/R RCC). The center of the box represents the median. The upper and lower hinges represent the 75th and 25th percentiles, respectively. The whiskers extend in both directions until the largest or lowest value not further than 1.5 times the interquartile range from the corresponding hinge. Outliers (beyond 1.5 times the interquartile range) are plotted individually. c Bar plot of the comparison of the proportions of tumors that were PD-L1 positive (≥1% on tumor cells) in S/R compared to non-S/R RCC. Two-sided Fisher’s exact test p-value reported (p = 7.4×10−07). TCGA: The Cancer Genome Atlas.

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