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Huang R, Kee L, Gont A, Meens J, Ferens FG, Irwin MS, Ailles L, Yuzwa SA, Robinson CM, Ohh M. Comparative single-cell transcriptomic profiling of patient-derived renal carcinoma cells in cellular and animal models of kidney cancer. FEBS Open Bio 2025. [PMID: 40241258 DOI: 10.1002/2211-5463.70022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 02/26/2025] [Accepted: 03/06/2025] [Indexed: 04/18/2025] Open
Abstract
Clear cell renal cell carcinoma (ccRCC) is the most common form of kidney cancer that often displays resistance to conventional cancer therapies, including chemotherapy and radiation therapy. Targeted treatments, including immunotherapies and small molecular inhibitors, have been associated with improved outcomes. However, variations in the patient response and the development of resistance suggest that more models that better recapitulate the pathogenesis and metastatic mechanisms of ccRCC are required to improve our understanding and disease management. Here, we examined the transcriptional landscapes of in vitro cell culture as well as in vivo orthotopic and metastatic NOD/SCID-γ mouse models of ccRCC using a single patient-derived RCC243 cell line to allow unambiguous comparison between models. In our mouse model assays, RCC243 cells formed metastatic tumors, and all tumors retained clear cell morphology irrespective of model type. Notably, gene expression profiles differed markedly between the RCC243 tumor models-cell culture, orthotopic tumors, and metastatic tumors-suggesting an impact of the experimental model system and whether the tumor was orthotopic or metastatic. Furthermore, we found conserved prognostic markers between RCC243 tumor models and human ccRCC patient datasets, and genes upregulated in metastatic RCC243 were associated with worse patient outcomes.
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Affiliation(s)
- Richard Huang
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Canada
| | - Lynn Kee
- Cell Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Alexander Gont
- Cell Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Jalna Meens
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Fraser G Ferens
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Canada
| | - Meredith S Irwin
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Canada
- Cell Biology Program, The Hospital for Sick Children, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Canada
- Department of Paediatrics, The Hospital for Sick Children, Toronto, Canada
| | - Laurie Ailles
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Canada
| | - Scott A Yuzwa
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Canada
| | - Claire M Robinson
- School of Medicine, Health Sciences Centre, University College Dublin, Dublin 4, Ireland
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin 4, Ireland
| | - Michael Ohh
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Canada
- Department of Biochemistry, University of Toronto, Canada
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2
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Mushtaq A, Iqbal MZ, Tang J, Sun W. The wonders of X-PDT: an advance route to cancer theranostics. J Nanobiotechnology 2024; 22:655. [PMID: 39456085 PMCID: PMC11520131 DOI: 10.1186/s12951-024-02931-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 10/11/2024] [Indexed: 10/28/2024] Open
Abstract
Global mortality data indicates cancer as the second-leading cause of death worldwide. Therefore, there's a pressing need to innovate effective treatments to address this significant medical and societal challenge. In recent years, X-ray-induced photodynamic therapy (X-PDT) has emerged as a promising advancement, revolutionizing traditional photodynamic therapy (PDT) for deeply entrenched malignancies by harnessing penetrating X-rays as external stimuli. Recent developments in X-ray photodynamic therapy have shown a trend toward minimizing radiation doses to remarkably low levels after the proof-of-concept demonstration. Early detection and real-time monitoring are crucial aspects of effective cancer treatment. Sophisticated X-ray imaging techniques have been enhanced by the introduction of X-ray luminescence nano-agents, alongside contrast nanomaterials based on X-ray attenuation. X-ray luminescence-based in vivo imaging offers excellent detection sensitivity and superior image quality in deep tissues at a reasonable cost, due to unhindered penetration and unimpeded auto-fluorescence of X-rays. This review emphasizes the significance of X-ray responsive theranostics, exploring their mechanism of action, feasibility, biocompatibility, and promising prospects in imaging-guided therapy for deep-seated tumors. Additionally, it discusses promising applications of X-PDT in treating breast cancer, liver cancer, lung cancer, skin cancer, and colorectal cancer.
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Affiliation(s)
- Asim Mushtaq
- Institute for Intelligent Bio/Chem Manufacturing (iBCM), ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, 311200, Zhejiang, China
- College of Chemical and Biological Engineering, Zhejiang University, Hangzhou, 310007, China
| | - Muhammad Zubair Iqbal
- Institute of Smart Biomedical Materials, School of Materials Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, 310018, China
| | - Jianbin Tang
- Institute for Intelligent Bio/Chem Manufacturing (iBCM), ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, 311200, Zhejiang, China
- College of Chemical and Biological Engineering, Zhejiang University, Hangzhou, 310007, China
| | - Wenjing Sun
- Institute for Intelligent Bio/Chem Manufacturing (iBCM), ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, 311200, Zhejiang, China.
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3
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Singh R, Thotakura AK, Alati S, Lisok A, Jiang Z, Merino VF, Minn I, Yadav S, Markowski MC, Ged Y, Pavlovich CP, Singla N, Solnes LB, Gorin MA, Pomper MG, Rowe SP, Banerjee SR. Performance of PSMA-targeted radiotheranostics in an experimental model of renal cell carcinoma. Front Oncol 2024; 14:1432286. [PMID: 39324008 PMCID: PMC11423292 DOI: 10.3389/fonc.2024.1432286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Accepted: 07/29/2024] [Indexed: 09/27/2024] Open
Abstract
Introduction Renal cell carcinoma (RCC) represents cancer originating from the renal epithelium and accounts for > 90% of cancers in the kidney. Prostate-specific membrane antigen (PSMA) is overexpressed in tumor-associated neovascular endothelial cells of many solid tumors, including metastatic RCC. Although studied in several small clinical studies, PSMA-based imaging and therapy have not been pursued rigorously in preclinical RCC. This study aimed to evaluate the preclinical performance of PSMA-based radiotheranostic agents in a relevant murine model. Methods A PSMA-overexpressing murine cell line, PSMA+ RENCA, was developed by lentiviral transduction. PSMA-based theranostic agents, 68Ga-L1/177Lu-L1/225Ac-L1, were synthesized in high radiochemical yield and purity following our reported methods. Immunocompetent BALB/c mice were used for flank and orthotopic tumor inoculation. 68Ga-L1 was evaluated in small animal PET/CT imaging in flank and PET/MR imaging in orthotopic models. Cell viability studies were conducted for 177Lu-L1 and 225Ac-L1. Proof-of-concept treatment studies were performed using 225Ac-L1 (0, 37 kBq, 2 kBq × 37 kBq, 1 week apart) using PSMA+ RENCA in the flank model. Results Cellular uptake of 68Ga-L1, 177Lu-L1, and 225Ac-L1 confirmed the specificity of the agents to PSMA+ RENCA cells rather than to RENCA (wt) cells, which are low in PSMA expression. The uptake in PSMA+ RENCA cells at 1 h for 68Ga-L1 (49.0% incubated dose [ID] ± 3.6%ID/million cells), 177Lu-L1 (22.1%ID ± 0.5%ID)/million cells), and 225Ac-L1 (4.1% ± 0.2% ID)/million cells), respectively, were higher than the RENCA (wt) cells (~ 1%ID-2%ID/million cells). PET/CT images displayed > 7-fold higher accumulation of 68Ga-L1 in PSMA+ RENCA compared to RENCA (wt) in flank implantation at 1 h. A twofold higher accumulation of 68Ga-L1 was observed in orthotopic tumors than in normal kidneys during 1-3 h postinjection. High lung uptake was observed with 68Ga-L1 PET/MR imaging 3 weeks after orthotopic implantation of PSMA+ RENCA due to spontaneous lung metastases. The imaging data were further confirmed by immunohistochemical characterization. 225Ac-L1 (0-37 kBq) displayed a dose-dependent reduction of cell proliferation in the PSMA+ RENCA cells after 48 h incubation; ~ 40% reduction in the cells with treated 37 kBq compared to vehicle (p < 0.001); however, no effect was observed with 177Lu-L1 (0-3700 kBq) up to 144 h postinoculation, suggesting lower efficacy of β-particle-emitting radiations in cellular studies compared to α-particle-emitting 225Ac-L1. Animals treated with 225Ac-L1 at 1 week posttumor inoculation in flank models displayed significant tumor growth delay (p < 0.03) and longer median survival of 21 days and 24 days for the treatment groups 37 kBq and 2 kBq × 37 kBq, respectively, compared to the vehicle group (12 days). Conclusion The results suggest that a theranostic strategy targeting PSMA, employing PET and α-emitting radiopharmaceuticals, enabled tumor growth control and enhanced survival in a relevant immunocompetent murine model of RCC. These studies provide the rationale for clinical studies of PSMA-targeted theranostic agents in patients with RCC.
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Affiliation(s)
- Rajan Singh
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Anand K. Thotakura
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Suresh Alati
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Alla Lisok
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Zirui Jiang
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Vanessa F. Merino
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Il Minn
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
| | - Santosh Yadav
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
| | - Mark C. Markowski
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
- Department of Urology, Brady Urological Institute, Johns Hopkins University, Baltimore, MD, United States
| | - Yasser Ged
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
- Department of Urology, Brady Urological Institute, Johns Hopkins University, Baltimore, MD, United States
| | - Christian P. Pavlovich
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
- Department of Urology, Brady Urological Institute, Johns Hopkins University, Baltimore, MD, United States
| | - Nirmish Singla
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
- Department of Urology, Brady Urological Institute, Johns Hopkins University, Baltimore, MD, United States
| | - Lilja B. Solnes
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
| | - Michael A. Gorin
- The Milton and Carroll Petrie Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Martin G. Pomper
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
- Department of Radiology, UT Southwestern Medical Center, Dallas, TX, United States
| | - Steven P. Rowe
- Department of Radiology, University of North Carolina, Chapel Hill, NC, United States
| | - Sangeeta Ray Banerjee
- Russell H. Morgan Department of Radiology and Radiological Science, Johns Hopkins University, Baltimore, MD, United States
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center,
Baltimore, MD, United States
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4
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Mantia CM, Jegede OA, Plimack ER, Powles T, Motzer RJ, Tannir NM, Lee CH, Tomita Y, Voss MH, Choueiri TK, Rini BI, Hammers HJ, Escudier B, Albigès L, Rosenblatt L, Atkins MB, Regan MM, McDermott DF. Treatment-free survival and partitioned survival analysis of patients with advanced renal cell carcinoma treated with nivolumab plus ipilimumab versus sunitinib: 5-year update of CheckMate 214. J Immunother Cancer 2024; 12:e009495. [PMID: 39060019 PMCID: PMC11284827 DOI: 10.1136/jitc-2024-009495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/04/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND Immunotherapy can be associated with prolonged disease control even after cessation of treatment without the need for further cancer-directed therapy. Treatment-related adverse events (TRAEs) can also persist after discontinuation of therapy. Treatment-free survival (TFS) with and without toxicity as a component of a partitioned survival model can characterize patient survival time, which is not captured by standard outcome measures. METHODS Data from 1096 patients with advanced renal cell carcinoma treated with first-line nivolumab plus ipilimumab (NIVO+IPI) versus sunitinib (SUN) in the CheckMate 214 trial were analyzed. TFS was defined as the area between two Kaplan-Meier curves for time from randomization to protocol therapy discontinuation and time from randomization to subsequent systemic therapy initiation or death, estimated as the difference in 60-month restricted mean times with confidence intervals (CIs) obtained using bootstrap sampling. Time on protocol therapy and TFS were further characterized as time with and without grade 2+ and 3+TRAEs. Survival functions were estimated in subgroups including International Metastatic Renal Cell Carcinoma Database Consortium risk groups using the Kaplan-Meier method. RESULTS At 5 years from randomization, 48% of patients treated with NIVO+IPI and 37% of patients treated with SUN were alive. In the intent-to-treat population, 18% of the NIVO+IPI-treated and 5% of SUN-treated patients are surviving treatment-free. For favorable-risk patients, the 60-month mean TFS was 14.4 months for NIVO+IPI versus 5.5 months for SUN (difference 8.9 months (95% CI 4.9 to 12.8)). TFS for NIVO+IPI versus SUN with grade 2+TRAEs was 5.0 and 2.1 months, respectively, and with grade 3+TRAEs was 1.2 and 0.3 months, respectively. For intermediate/poor-risk patients, the 60-month mean TFS was 10.1 months for NIVO+IPI versus 4.1 months for SUN (difference 6.1 months (95% CI 4.2 to 7.9)). TFS for NIVO+IPI versus SUN with grade 2+TRAEs was 4.0 versus 2.0 months, respectively, and 0.6 versus 0.3 months with grade 3+TRAEs. CONCLUSIONS Although overall survival was similar, favorable-risk patients treated with NIVO+IPI spent more time surviving treatment-free with and without toxicity versus SUN after 60 months of follow-up. Intermediate/poor-risk patients treated with NIVO+IPI had longer survival and longer TFS without toxicity versus SUN. TRIAL REGISTRATION NUMBER NCT02231749.
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Affiliation(s)
- Charlene M Mantia
- Harvard Medical School, Boston, Massachussetts, USA
- Lank Center for Genitourinary Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Opeyemi A Jegede
- Division of Biostatistics, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Elizabeth R Plimack
- Department of Hematology/Oncology, Fox Chase Cancer Center, Temple Health, Philadelphia, Pennsylvania, USA
| | - Thomas Powles
- Department of Urology, Barts Cancer Institute, Cancer Research UK Experimental Cancer Medicine Centre, Queen Mary University of London, Royal Free National Health Service Trust, London, UK
| | - Robert J Motzer
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Nizar M Tannir
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Chung-Han Lee
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Yoshihiko Tomita
- Department of Urology, Department of Molecular Oncology, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Martin H Voss
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Toni K Choueiri
- Harvard Medical School, Boston, Massachussetts, USA
- Lank Center for Genitourinary Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Brian I Rini
- Department of Medicine, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee, USA
| | - Hans J Hammers
- Division of Hematology and Oncology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Bernard Escudier
- Department of Medical Oncology, Gustave Roussy, Villejuif, France
| | - Laurence Albigès
- Department of Cancer Medicine, Gustave Roussy, Villejuif, France
| | | | - Michael B Atkins
- Georgetown-Lombardi Comprehensive Cancer Center, Washington, District of Columbia, USA
| | - Meredith M Regan
- Harvard Medical School, Boston, Massachussetts, USA
- Division of Biostatistics, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - David F McDermott
- Harvard Medical School, Boston, Massachussetts, USA
- Division of Medical Oncology, Beth Israel Deaconess Medical Center, Dana Farber/Harvard Cancer Center, Boston, Massachusetts, USA
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5
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Chiang IC, Chen SY, Hsu YH, Shahidi F, Yen GC. Pterostilbene and 6-shogaol exhibit inhibitory effects on sunitinib resistance and motility by suppressing the RLIP76-initiated Ras/ERK and Akt/mTOR pathways in renal cancer cells. Eur J Pharmacol 2024; 967:176393. [PMID: 38325792 DOI: 10.1016/j.ejphar.2024.176393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 01/30/2024] [Accepted: 02/04/2024] [Indexed: 02/09/2024]
Abstract
Sunitinib (SUN) is the first-line targeted therapeutic drug for advanced renal cell carcinoma (RCC). However, SUN resistance is frequently observed to result in tumor metastasis, with a poor survival rate. Therefore, finding an effective and safe adjuvant to reduce drug resistance is important for RCC treatment. Pterostilbene (PTE) and 6-shogaol (6-S) are natural phytochemicals found in edible sources and have potential applications against various cancers. However, the biological mechanisms of PTE and 6-S in SUN-resistant RCC are still unclear. Accordingly, this study investigated the regulatory effects of PTE and 6-S on cell survival, drug resistance, and cell invasion in 786-O and SUN-resistant 786-O (786-O SUNR) cells, respectively. The results demonstrated that PTE and 6-S induced apoptosis in both cell lines by upregulating the Bax/Bcl-2 ratio. Additionally, PTE and 6-S increased SUN sensitivity by inhibiting the expression of the RLIP76 transport protein, reduced cell invasion and downregulated MMP expression in both 786-O and 786-O SUNR cells. Mechanistically, PTE, and 6-S significantly and dose-dependently suppressed the RLIP76-initiated Ras/ERK and Akt/mTOR pathways. In summary, PTE and 6-S induce apoptosis, enhance SUN sensitivity, and inhibit migration in both 786-O and 786-O SUNR cells. These novel findings demonstrate the potential of PTE and 6-S as target therapeutic adjuvants for RCC treatment.
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Affiliation(s)
- I-Chen Chiang
- Department of Food Science and Biotechnology, National Chung Hsing University, 145 Xingda Road, Taichung, 40227, Taiwan
| | - Sheng-Yi Chen
- Department of Food Science and Biotechnology, National Chung Hsing University, 145 Xingda Road, Taichung, 40227, Taiwan
| | - Yi-Hao Hsu
- Department of Food Science and Biotechnology, National Chung Hsing University, 145 Xingda Road, Taichung, 40227, Taiwan
| | - Fereidoon Shahidi
- Department of Biochemistry, Memorial University of Newfoundland, St. John's, NL, A1C 5S7, Canada
| | - Gow-Chin Yen
- Department of Food Science and Biotechnology, National Chung Hsing University, 145 Xingda Road, Taichung, 40227, Taiwan.
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6
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Denize T, Jegede OA, Matar S, El Ahmar N, West DJ, Walton E, Bagheri AS, Savla V, Laimon YN, Gupta S, Vemula SV, Braun DA, Burke KP, Catalano PJ, Freeman GJ, Motzer RJ, Atkins MB, McDermott DF, Sharpe AH, Choueiri TK, Signoretti S. PD-1 Expression on Intratumoral Regulatory T Cells Is Associated with Lack of Benefit from Anti-PD-1 Therapy in Metastatic Clear-Cell Renal Cell Carcinoma Patients. Clin Cancer Res 2024; 30:803-813. [PMID: 38060202 PMCID: PMC10922154 DOI: 10.1158/1078-0432.ccr-23-2274] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 10/24/2023] [Accepted: 12/05/2023] [Indexed: 12/08/2023]
Abstract
PURPOSE Programmed cell death protein 1 (PD-1) expression on CD8+TIM-3-LAG-3- tumor-infiltrating cells predicts positive response to PD-1 blockade in metastatic clear-cell renal cell carcinoma (mccRCC). Because inhibition of PD-1 signaling in regulatory T cells (Treg) augments their immunosuppressive function, we hypothesized that PD-1 expression on tumor-infiltrating Tregs would predict resistance to PD-1 inhibitors. EXPERIMENTAL DESIGN PD-1+ Tregs were phenotyped using multiparametric immunofluorescence in ccRCC tissues from the CheckMate-025 trial (nivolumab: n = 91; everolimus: n = 90). Expression of CD8, PD-1, TIM-3, and LAG-3 was previously determined (Ficial and colleagues, 2021). Clinical endpoints included progression-free survival (PFS), overall survival (OS), and objective response rate (ORR). RESULTS In the nivolumab (but not everolimus) arm, high percentage of PD-1+ Tregs was associated with shorter PFS (3.19 vs. 5.78 months; P = 0.021), shorter OS (18.1 vs. 27.7 months; P = 0.013) and marginally lower ORR (12.5% vs. 31.3%; P = 0.059). An integrated biomarker (PD-1 Treg/CD8 ratio) was developed by calculating the ratio between percentage of PD-1+Tregs (marker of resistance) and percentage of CD8+PD-1+TIM-3-LAG-3- cells (marker of response). In the nivolumab (but not everolimus) arm, patients with high PD-1 Treg/CD8 ratio experienced shorter PFS (3.48 vs. 9.23 months; P < 0.001), shorter OS (18.14 vs. 38.21 months; P < 0.001), and lower ORR (15.69% vs. 40.00%; P = 0.009). Compared with the individual biomarkers, the PD-1 Treg/CD8 ratio showed improved ability to predict outcomes to nivolumab versus everolimus. CONCLUSIONS PD-1 expression on Tregs is associated with resistance to PD-1 blockade in mccRCC, suggesting that targeting Tregs may synergize with PD-1 inhibition. A model that integrates PD-1 expression on Tregs and CD8+TIM-3-LAG-3- cells has higher predictive value.
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Affiliation(s)
- Thomas Denize
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
- Harvard Medical School; Boston, MA
| | - Opeyemi A. Jegede
- Department of Data Science, Dana-Farber Cancer Institute; Boston, MA
| | - Sayed Matar
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
- Harvard Medical School; Boston, MA
| | - Nourhan El Ahmar
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
- Harvard Medical School; Boston, MA
| | - Destiny J. West
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
| | - Emily Walton
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
| | | | - Varunika Savla
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
| | - Yasmin Nabil Laimon
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
- Harvard Medical School; Boston, MA
| | | | | | - David A. Braun
- Harvard Medical School; Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute; Boston, MA
- Broad Institute of MIT and Harvard; Cambridge, MA
- Center of Molecular and Cellular Oncology, Yale Cancer Center, Yale School of Medicine; New Haven, CT
| | - Kelly P. Burke
- Harvard Medical School; Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute; Boston, MA
- Department of Immunology, Blavatnik Institute, Harvard Medical School; Boston, MA
| | - Paul J. Catalano
- Harvard Medical School; Boston, MA
- Department of Biostatistics, Harvard School of Public Health; Boston, MA
| | - Gordon J. Freeman
- Harvard Medical School; Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute; Boston, MA
| | - Robert J. Motzer
- Department of Medicine, Memorial Sloan Kettering Cancer Center; New York, NY
| | | | - David F. McDermott
- Harvard Medical School; Boston, MA
- Department of Medical Oncology, Beth Israel Deaconess Medical Center; Boston, MA
| | - Arlene H. Sharpe
- Harvard Medical School; Boston, MA
- Department of Immunology, Blavatnik Institute, Harvard Medical School; Boston, MA
| | - Toni K. Choueiri
- Harvard Medical School; Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute; Boston, MA
- Broad Institute of MIT and Harvard; Cambridge, MA
| | - Sabina Signoretti
- Department of Pathology, Brigham and Women’s Hospital; Boston, MA
- Harvard Medical School; Boston, MA
- Broad Institute of MIT and Harvard; Cambridge, MA
- Department of Oncologic Pathology, Dana-Farber Cancer Institute; Boston, MA
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7
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Choueiri TK, Powles T, Voss MH, Plimack ER, Gurney H, Song Y, Perini RF, Rodriguez-Lopez K, Rini BI. LITESPARK-012: pembrolizumab plus lenvatinib with or without belzutifan or quavonlimab for advanced renal cell carcinoma. Future Oncol 2023; 19:2631-2640. [PMID: 37882432 DOI: 10.2217/fon-2023-0283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2023] Open
Abstract
Combination treatment with immunotherapy agents and/or vascular endothelial growth factor tyrosine kinase inhibitors are a standard of care for patients with advanced clear cell renal cell carcinoma (ccRCC). Novel therapeutic combinations that include the hypoxia-inducible factor 2α inhibitor belzutifan and the cytotoxic T-lymphocyte-associated protein 4 inhibitor quavonlimab are being investigated for their potential to further improve patient outcomes. This protocol describes the rationale and design of the randomized, phase III LITESPARK-012 study, which will evaluate the efficacy and safety of pembrolizumab plus lenvatinib with or without belzutifan or quavonlimab as first-line treatment for advanced ccRCC. Results from this study may support triplet combination therapies as a potential new standard of care for advanced ccRCC. Clinical trial registry: NCT04736706 (ClinicalTrials.gov).
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Affiliation(s)
- Toni K Choueiri
- Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
| | - Thomas Powles
- Barts Health NHS Trust & the Royal Free NHS Foundation Trust, Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Martin H Voss
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Howard Gurney
- Westmead Hospital, Sydney, NSW, Australia
- Macquarie University Hospital, Sydney, NSW, Australia
| | - Yue Song
- Merck & Co., Inc., Rahway, NJ, USA
| | | | | | - Brian I Rini
- Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
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8
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Rupert C, Aversana CD, Mosca L, Montanaro V, Arcaniolo D, De Sio M, Bilancio A, Altucci L, Palinski W, Pili R, de Nigris F. Therapeutic targeting of P2X4 receptor and mitochondrial metabolism in clear cell renal carcinoma models. J Exp Clin Cancer Res 2023; 42:134. [PMID: 37231503 DOI: 10.1186/s13046-023-02713-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 05/17/2023] [Indexed: 05/27/2023] Open
Abstract
BACKGROUND Clear cell renal cell carcinoma (ccRCC) is the most common subtype of renal cancer. Large-scale metabolomic data have associated metabolic alterations with the pathogenesis and progression of renal carcinoma and have correlated mitochondrial activity with poor survival in a subset of patients. The aim of this study was to determine whether targeting mitochondria-lysosome interaction could be a novel therapeutic approach using patient-derived organoids as avatar for drug response. METHODS RNAseq data analysis and immunohistochemistry were used to show overexpression of Purinergic receptor 4 (P2XR4) in clear cell carcinomas. Seahorse experiments, immunofluorescence and fluorescence cell sorting were used to demonstrate that P2XR4 regulates mitochondrial activity and the balance of radical oxygen species. Pharmacological inhibitors and genetic silencing promoted lysosomal damage, calcium overload in mitochondria and cell death via both necrosis and apoptosis. Finally, we established patient-derived organoids and murine xenograft models to investigate the antitumor effect of P2XR4 inhibition using imaging drug screening, viability assay and immunohistochemistry. RESULTS Our data suggest that oxo-phosphorylation is the main source of tumor-derived ATP in a subset of ccRCC cells expressing P2XR4, which exerts a critical impact on tumor energy metabolism and mitochondrial activity. Prolonged mitochondrial failure induced by pharmacological inhibition or P2XR4 silencing was associated with increased oxygen radical species, changes in mitochondrial permeability (i.e., opening of the transition pore complex, dissipation of membrane potential, and calcium overload). Interestingly, higher mitochondrial activity in patient derived organoids was associated with greater sensitivity to P2XR4 inhibition and tumor reduction in a xenograft model. CONCLUSION Overall, our results suggest that the perturbed balance between lysosomal integrity and mitochondrial activity induced by P2XR4 inhibition may represent a new therapeutic strategy for a subset of patients with renal carcinoma and that individualized organoids may be help to predict drug efficacy.
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Affiliation(s)
- Christofer Rupert
- Division of Hematology and Oncology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Carmela Dell' Aversana
- Institute of Experimental Endocrinology and Oncology, Gaetano Salvatore (IEOS)-CNR, Naples, Italy
- Department of Precision Medicine, University of Campania L. Vanvitelli, Naples, Italy
| | - Laura Mosca
- Department of Precision Medicine, University of Campania L. Vanvitelli, Naples, Italy
| | | | - Davide Arcaniolo
- Department of Women, Child, and General and Specialistic Surgery, University of Campania L. Vanvitelli, Naples, Italy
| | - Marco De Sio
- Department of Women, Child, and General and Specialistic Surgery, University of Campania L. Vanvitelli, Naples, Italy
| | - Antonio Bilancio
- Department of Precision Medicine, University of Campania L. Vanvitelli, Naples, Italy
| | - Lucia Altucci
- Institute of Experimental Endocrinology and Oncology, Gaetano Salvatore (IEOS)-CNR, Naples, Italy
- Department of Precision Medicine, University of Campania L. Vanvitelli, Naples, Italy
- BIOGEM, Ariano Irpino, Avellino, Italy
| | - Wulf Palinski
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Roberto Pili
- Division of Hematology and Oncology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.
| | - Filomena de Nigris
- Department of Precision Medicine, University of Campania L. Vanvitelli, Naples, Italy.
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9
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Oladejo M, Nguyen HM, Silwal A, Reese B, Paulishak W, Markiewski MM, Wood LM. Listeria-based immunotherapy directed against CD105 exerts anti-angiogenic and anti-tumor efficacy in renal cell carcinoma. Front Immunol 2022; 13:1038807. [PMID: 36439126 PMCID: PMC9692019 DOI: 10.3389/fimmu.2022.1038807] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Accepted: 10/19/2022] [Indexed: 07/29/2023] Open
Abstract
Targeting tumor-associated angiogenesis is currently at the forefront of renal cell carcinoma (RCC) therapy, with sunitinib and bevacizumab leading to increased survival in patients with metastatic RCC (mRCC). However, resistance often occurs shortly after initiation of therapy, suggesting that targeting the tumor-associated vascular endothelium may not be sufficient to eradicate RCC. This study reports the therapeutic efficacy of a Listeria (Lm)-based vaccine encoding an antigenic fragment of CD105 (Lm-LLO-CD105A) that targets both RCC tumor cells and the tumor-associated vasculature. Lm-LLO-CD105A treatment reduced primary tumor growth in both subcutaneous and orthotopic models of murine RCC. The vaccine conferred anti-tumor immunity and remodeled the tumor microenvironment (TME), resulting in increased infiltration of polyfunctional CD8+ and CD4+ T cells and reduced infiltration of immunosuppressive cell types within the TME. We further provide evidence that the therapeutic efficacy of Lm-LLO-CD105A is mediated by CD8+ T cells and is dependent on the robust antigenic expression of CD105 by RCC tumor cells. The result from this study demonstrates the safety and promising therapeutic efficacy of targeting RCC-associated CD105 expression with Lm-based immunotherapy.
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10
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Wang G, Wang Z, Lu H, Zhao Z, Guo L, Kong F, Wang A, Zhao S. Comprehensive analysis of FRAS1/FREM family as potential biomarkers and therapeutic targets in renal clear cell carcinoma. Front Pharmacol 2022; 13:972934. [PMID: 36249757 PMCID: PMC9558830 DOI: 10.3389/fphar.2022.972934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 09/12/2022] [Indexed: 11/13/2022] Open
Abstract
Background: FRAS1 (Fraser syndrome protein 1), together with FREM1 (the Fras1-related extracellular matrix proteins 1) and FREM2, belonging to the FRAS1/FREM extracellular matrix protein family, are considered to play essential roles in renal organogenesis and cancer progression. However, their roles in kidney renal clear cell carcinoma (KIRC) remain to be elucidated. Methods: FRAS1/FREM RNA expression analysis was performed using TCGA/GTEx databases, and valided using GEO databases and real-time PCR. Protein expression was peformed using CPTAC databases. Herein, we employed an array of bioinformatics methods and online databases to explore the potential oncogenic roles of FRAS1/FREM in KIRC. Results: We found that FRAS1, FREM1 and FREM2 genes and proteins expression levels were significantly decreased in KIRC tissues than in normal tissues. Decreased FRAS1/FREM expression levels were significantly associated with advanced clinicopathological parameters (pathological stage, grade and tumor metastasis status). Notably, the patients with decreased FRAS1/FREM2 expression showed a high propensity for metastasis and poor prognosis. FRAS1/FREM were correlated with various immune infiltrating cells, especially CD4+ T cells and its corresponding subsets (Th1, Th2, Tfh and Tregs). FRAS1 and FREM2 had association with DNA methylation and their single CpG methylation levels were associated with prognosis. Moreover, FRAS1/FREM might exert antitumor effects by functioning in key oncogenic signalling pathways and metabolic pathways. Drug sensitivity analysis indicated that high FRAS1 and FREM2 expression can be a reliable predictor of targeted therapeutic drug response, highlighting the potential as anticancer drug targets. Conclusion: Together, our results indicated that FRAS1/FREM family members could be potential therapeutic targets and valuable prognostic biomarkers of KIRC.
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Affiliation(s)
- Ganggang Wang
- Department of Urology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
- Department of Urology, Maternal and Child Health Care Hospital of Shandong Province, Shandong University, Jinan, Shandong, China
| | - Zheng Wang
- Department of Urology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Haiquan Lu
- Advanced Medical Research Institute and Key Laboratory for Experimental Teratology of the Ministry of Education, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Zhiqun Zhao
- Advanced Medical Research Institute and Key Laboratory for Experimental Teratology of the Ministry of Education, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Liqiang Guo
- Department of Urology, Qilu Hospital, Shandong University, Jinan, Shandong, China
| | - Feng Kong
- Department of Urology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Aizhen Wang
- Department of Urology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Shengtian Zhao
- Department of Urology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
- Binzhou Medical University, Binzhou, Shandong, China
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11
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Denize T, Hou Y, Pignon JC, Walton E, West DJ, Freeman GJ, Braun DA, Wu CJ, Gupta S, Motzer RJ, Atkins MB, McDermott D, Choueiri TK, Shukla SA, Signoretti S. Transcriptomic Correlates of Tumor Cell PD-L1 Expression and Response to Nivolumab Monotherapy in Metastatic Clear Cell Renal Cell Carcinoma. Clin Cancer Res 2022; 28:4045-4055. [PMID: 35802667 PMCID: PMC9481706 DOI: 10.1158/1078-0432.ccr-22-0923] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 06/17/2022] [Accepted: 07/06/2022] [Indexed: 11/16/2022]
Abstract
PURPOSE PD-L1 expression on tumor cells (TC) is associated with response to anti-PD-1-based therapies in some tumor types, but its significance in clear cell renal cell carcinoma (ccRCC) is uncertain. We leveraged tumor heterogeneity to identify molecular correlates of TC PD-L1 expression in ccRCC and assessed their role in predicting response to anti-PD-1 monotherapy. EXPERIMENTAL DESIGN RNA sequencing was performed on paired TC PD-L1 positive and negative areas isolated from eight ccRCC tumors and transcriptomic features associated with PD-L1 status were identified. A cohort of 232 patients with metastatic ccRCC from the randomized CheckMate-025 (CM-025) trial was used to confirm the findings and correlate transcriptomic profiles with clinical outcomes. RESULTS In both the paired samples and the CM-025 cohort, TC PD-L1 expression was associated with combined overexpression of immune- and cell proliferation-related pathways, upregulation of T-cell activation signatures, and increased tumor-infiltrating immune cells. In the CM-025 cohort, TC PD-L1 expression was not associated with clinical outcomes. A molecular RCC subtype characterized by combined overexpression of immune- and cell proliferation-related pathways (previously defined by unsupervised clustering of transcriptomic data) was enriched in TC PD-L1 positive tumors and displayed longer progression-free survival (HR, 0.32; 95% confidence interval, 0.13-0.83) and higher objective response rate (30% vs. 0%, P = 0.04) on nivolumab compared with everolimus. CONCLUSIONS Both TC-extrinsic (immune-related) and TC-intrinsic (cell proliferation-related) mechanisms are likely intertwined in the regulation of TC PD-L1 expression in ccRCC. The quantitation of these transcriptional programs may better predict benefit from anti-PD-1-based therapy compared with TC PD-L1 expression alone in ccRCC.
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Affiliation(s)
- Thomas Denize
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Yue Hou
- Translational Immunogenomics Laboratory, Dana-Farber Cancer Institute, Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
| | - Jean-Christophe Pignon
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Emily Walton
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA
| | - Destiny J. West
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA
| | - Gordon J. Freeman
- Harvard Medical School, Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
| | - David A. Braun
- Harvard Medical School, Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
- Broad Institute of MIT and Harvard, Cambridge, MA
- Center of Molecular and Cellular Oncology, Yale Cancer Center, Yale School of Medicine, New Haven, CT
| | - Catherine J. Wu
- Harvard Medical School, Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
- Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Robert J. Motzer
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - David McDermott
- Harvard Medical School, Boston, MA
- Department of Medical Oncology, Beth Israel Deaconess Medical Center, Boston, MA
| | - Toni K. Choueiri
- Harvard Medical School, Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
- Broad Institute of MIT and Harvard, Cambridge, MA
| | - Sachet A. Shukla
- Harvard Medical School, Boston, MA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
- Broad Institute of MIT and Harvard, Cambridge, MA
- Department of Hematopoietic Biology and Malignancy, The University of Texas M.D. Anderson Cancer Center, Houston, TX
- Corresponding authors: Sabina Signoretti, M.D., Brigham and Women’s Hospital, Thorn Building 504A, 75 Francis Street; Boston, MA 02115, +1 617-525-7437, , Sachet A. Shukla, Ph.D. Hematopoietic Biology and Malignancy, University of Texas MD Anderson Cancer Center, Houston, TX, USA, +1 515-708-1252,
| | - Sabina Signoretti
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA
- Harvard Medical School, Boston, MA
- Broad Institute of MIT and Harvard, Cambridge, MA
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA
- Corresponding authors: Sabina Signoretti, M.D., Brigham and Women’s Hospital, Thorn Building 504A, 75 Francis Street; Boston, MA 02115, +1 617-525-7437, , Sachet A. Shukla, Ph.D. Hematopoietic Biology and Malignancy, University of Texas MD Anderson Cancer Center, Houston, TX, USA, +1 515-708-1252,
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12
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Greene CJ, Attwood K, Sharma NJ, Balderman B, Deng R, Muhitch JB, Smith GJ, Gross KW, Xu B, Kauffman EC. Iron accumulation typifies renal cell carcinoma tumorigenesis but abates with pathological progression, sarcomatoid dedifferentiation, and metastasis. Front Oncol 2022; 12:923043. [PMID: 35992801 PMCID: PMC9389085 DOI: 10.3389/fonc.2022.923043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Accepted: 06/29/2022] [Indexed: 11/13/2022] Open
Abstract
Iron is a potent catalyst of oxidative stress and cellular proliferation implicated in renal cell carcinoma (RCC) tumorigenesis, yet it also drives ferroptosis that suppresses cancer progression and represents a novel therapeutic target for advanced RCC. The von Hippel Lindau (VHL)/hypoxia-inducible factor-α (HIF-α) axis is a major regulator of cellular iron, and its inactivation underlying most clear cell (cc) RCC tumors introduces both iron dependency and ferroptosis susceptibility. Despite the central role for iron in VHL/HIF-α signaling and ferroptosis, RCC iron levels and their dynamics during RCC initiation/progression are poorly defined. Here, we conducted a large-scale investigation into the incidence and prognostic significance of total tissue iron in ccRCC and non-ccRCC patient primary tumor cancer cells, tumor microenvironment (TME), metastases and non-neoplastic kidneys. Prussian Blue staining was performed to detect non-heme iron accumulation in over 1600 needle-core sections across multiple tissue microarrays. We found that RCC had significantly higher iron staining scores compared with other solid cancers and, on average, >40 times higher than adjacent renal epithelium. RCC cell iron levels correlated positively with TME iron levels and inversely with RCC levels of the main iron uptake protein, transferrin receptor 1 (TfR1/TFRC/CD71). Intriguingly, RCC iron levels, including in the TME, decreased significantly with pathologic (size/stage/grade) progression, sarcomatoid dedifferentiation, and metastasis, particularly among patients with ccRCC, despite increasing TfR1 levels, consistent with an increasingly iron-deficient tumor state. Opposite to tumor iron changes, adjacent renal epithelial iron increased significantly with RCC/ccRCC progression, sarcomatoid dedifferentiation, and metastasis. Lower tumor iron and higher renal epithelial iron each predicted significantly shorter ccRCC patient metastasis-free survival. In conclusion, iron accumulation typifies RCC tumors but declines toward a relative iron-deficient tumor state during progression to metastasis, despite precisely opposite dynamics in adjacent renal epithelium. These findings raise questions regarding the historically presumed selective advantage for high iron during all phases of cancer evolution, suggesting instead distinct tissue-specific roles during RCC carcinogenesis and early tumorigenesis versus later progression. Future study is warranted to determine how the relative iron deficiency of advanced RCC contributes to ferroptosis resistance and/or introduces a heightened susceptibility to iron deprivation that might be therapeutically exploitable.
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Affiliation(s)
- Christopher J. Greene
- Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
- Department of Biological Sciences, University at Buffalo, Buffalo, NY, United States
| | - Kristopher Attwood
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Nitika J. Sharma
- Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Benjamin Balderman
- Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Rongia Deng
- Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Jason B. Muhitch
- Department of Immunology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Gary J. Smith
- Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Kenneth W. Gross
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Bo Xu
- Department of Pathology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Eric C. Kauffman
- Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
- Department of Cancer Genetics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
- *Correspondence: Eric C. Kauffman,
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