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Liang Y, Gersch CL, Lehman J, Henry NL, Smith KL, Rae JM, Stearns V, Hertz DL. Attempted replication of pharmacogenetic association of variants in PPP1R14C and CCDC148 with aromatase inhibitor-induced musculoskeletal symptoms. Pharmacogenet Genomics 2024; 34:126-129. [PMID: 38359166 DOI: 10.1097/fpc.0000000000000522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2024]
Abstract
Third-generation aromatase inhibitors (AI) are the standard treatment for patients with hormone receptor positive (HR+) breast cancer. While effective, AI can lead to severe adverse events, including AI-induced musculoskeletal syndrome (AIMSS). Genetic predictors of AIMSS have the potential to personalize AI treatment and improve outcomes. We attempted to replicate results from a previous genome-wide association study that found a lower risk of AIMSS in patients carrying PPP1R14C rs912571 and a higher risk in patients carrying CCDC148 rs79048288. AIMSS data were collected prospectively from patients with HR+ breast cancer prior to starting and after 3 and 6 months of adjuvant AI via the Patient-Reported Outcome Measurement Information System and Functional Assessment of Cancer Therapy-Endocrine Symptom. Germline genotypes for PPP1R14C rs912571 and CCDC148 rs79048288 were tested for a similar association with AIMSS as previously reported via $2 tests. Of the 143 patients with AIMSS and genetics data were included in the analysis. There was no association identified between PPP1R14C rs912571 and AIMSS risk ( P > 0.05). Patients carrying CCDC148 rs79048288 variant alleles had lower AIMSS incidence in a secondary analysis ( P = 0.04); however, this was in the opposite direction of the previous finding. The study did not replicate previously reported associations with AIMSS risk for genetic variants in PPP1R14C and CCDC148 and AIMSS risk. Further research is needed to discover and validate genetic predictors of AIMSS that can be used to personalize treatment in patients with HR+ breast cancer.
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Affiliation(s)
- Yuqing Liang
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy
| | - Christina L Gersch
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Jennifer Lehman
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - N Lynn Henry
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Karen Lisa Smith
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - James M Rae
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Vered Stearns
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy
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Rattsev I, Stearns V, Blackford AL, Hertz DL, Smith KL, Rae JM, Taylor CO. Incorporation of emergent symptoms and genetic covariates improves prediction of aromatase inhibitor therapy discontinuation. JAMIA Open 2024; 7:ooae006. [PMID: 38250582 PMCID: PMC10799747 DOI: 10.1093/jamiaopen/ooae006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 08/09/2023] [Accepted: 01/08/2024] [Indexed: 01/23/2024] Open
Abstract
Objectives Early discontinuation is common among breast cancer patients taking aromatase inhibitors (AIs). Although several predictors have been identified, it is unclear how to simultaneously consider multiple risk factors for an individual. We sought to develop a tool for prediction of AI discontinuation and to explore how predictive value of risk factors changes with time. Materials and Methods Survival machine learning was used to predict time-to-discontinuation of AIs in 181 women who enrolled in a prospective cohort. Models were evaluated via time-dependent area under the curve (AUC), c-index, and integrated Brier score. Feature importance was analysis was conducted via Shapley Additive Explanations (SHAP) and time-dependence of their predictive value was analyzed by time-dependent AUC. Personalized survival curves were constructed for risk communication. Results The best-performing model incorporated genetic risk factors and changes in patient-reported outcomes, achieving mean time-dependent AUC of 0.66, and AUC of 0.72 and 0.67 at 6- and 12-month cutoffs, respectively. The most significant features included variants in ESR1 and emergent symptoms. Predictive value of genetic risk factors was highest in the first year of treatment. Decrease in physical function was the strongest independent predictor at follow-up. Discussion and Conclusion Incorporation of genomic and 3-month follow-up data improved the ability of the models to identify the individuals at risk of AI discontinuation. Genetic risk factors were particularly important for predicting early discontinuers. This study provides insight into the complex nature of AI discontinuation and highlights the importance of incorporating genetic risk factors and emergent symptoms into prediction models.
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Affiliation(s)
- Ilia Rattsev
- Institute for Computational Medicine, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, 21218, United States
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21218, United States
| | - Vered Stearns
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, United States
| | - Amanda L Blackford
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, United States
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, 48109, United States
| | - Karen L Smith
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, United States
| | - James M Rae
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, 48109, United States
- Department of Pharmacology, University of Michigan Medical School, Ann Arbor, MI, 48109, United States
| | - Casey Overby Taylor
- Institute for Computational Medicine, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, 21218, United States
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21218, United States
- Department of General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, United States
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Chen Z, Hu B, Rej RK, Wu D, Acharyya RK, Wang M, Xu T, Lu J, Metwally H, Wang Y, McEachern D, Bai L, Gersch CL, Wang M, Zhang W, Li Q, Wen B, Sun D, Rae JM, Wang S. Discovery of ERD-3111 as a Potent and Orally Efficacious Estrogen Receptor PROTAC Degrader with Strong Antitumor Activity. J Med Chem 2023; 66:12559-12585. [PMID: 37647546 DOI: 10.1021/acs.jmedchem.3c01186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
Abstract
Estrogen receptor α (ERα) is a prime target for the treatment of ER-positive (ER+) breast cancer. Despite the development of several effective therapies targeting ERα signaling, clinical resistance remains a major challenge. In this study, we report the discovery of a new class of potent and orally bioavailable ERα degraders using the PROTAC technology, with ERD-3111 being the most promising compound. ERD-3111 exhibits potent in vitro degradation activity against ERα and demonstrates high oral bioavailability in mice, rats, and dogs. Oral administration of ERD-3111 effectively reduces the levels of wild-type and mutated ERα proteins in tumor tissues. ERD-3111 achieves tumor regression or complete tumor growth inhibition in the parental MCF-7 xenograft model with wild-type ER and two clinically relevant ESR1 mutated models in mice. ERD-3111 is a promising ERα degrader for further extensive evaluations for the treatment of ER+ breast cancer.
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Affiliation(s)
- Zhixiang Chen
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Biao Hu
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Rohan Kalyan Rej
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Dimin Wu
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Ranjan Kumar Acharyya
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Mingliang Wang
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Tianfeng Xu
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Jianfeng Lu
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Hoda Metwally
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Yu Wang
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Donna McEachern
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Longchuan Bai
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Meilin Wang
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Wenjing Zhang
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Qiuxia Li
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Bo Wen
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Duxin Sun
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Pharmacology, University of Michigan, Ann Arbor, Michigan 48109, United States
- The Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Shaomeng Wang
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Pharmacology, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48109, United States
- The Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan 48109, United States
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4
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Rutherford DV, Medley S, Henderson NC, Gersch CL, Vandenberg TA, Albain KS, Dakhil SR, Tirumali NR, Gralow JR, Hortobagyi GN, Pusztai L, Mehta RS, Hayes DF, Kidwell KM, Henry NL, Barlow WE, Rae JM, Hertz DL. Effects of CYP3A4 and CYP2C9 genotype on systemic anastrozole and fulvestrant concentrations in SWOG S0226. Pharmacogenomics 2023; 24:665-673. [PMID: 37615099 PMCID: PMC10565537 DOI: 10.2217/pgs-2023-0097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 07/31/2023] [Indexed: 08/25/2023] Open
Abstract
Objective & methods: This study tested associations of genotype-predicted activity of CYP3A4, other pharmacogenes, SLC28A7 (rs11648166) and ALPPL2 (rs28845026) with systemic concentrations of the endocrine therapies anastrozole and fulvestrant in SWOG S0226 trial participants. Results: Participants in the anastrozole-only arm with low CYP3A4 activity (i.e. CYP3A4*22 carriers) had higher systemic anastrozole concentrations than patients with high CYP3A4 activity (β-coefficient = 10.03; 95% CI: 1.42, 18.6; p = 0.025). In an exploratory analysis, participants with low CYP2C9 activity had lower anastrozole concentrations and higher fulvestrant concentrations than participants with high CYP2C9 activity. Conclusion: Inherited genetic variation in CYP3A4 and CYP2C9 may affect concentrations of endocrine therapy and may be useful to personalize dosing and improve treatment outcomes.
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Affiliation(s)
- Delaney V Rutherford
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Sarah Medley
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Nicholas C Henderson
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Ted A Vandenberg
- Western University/Canadian Cancer Trials Group, London, ON, N5X 3K8, Canada
| | - Kathy S Albain
- Loyola University Chicago Stritch School of Medicine, Maywood, IL 60153, USA
| | | | | | - Julie R Gralow
- American Society of Clinical Oncology, Alexandria, 22314, Virginia
| | | | | | - Rita S Mehta
- University of California Irvine Medical Center, Chao Family Comprehensive Cancer Center, Orange, CA 92868, USA
| | - Daniel F Hayes
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - N Lynn Henry
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | | | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
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Bergqvist M, Nordmark A, Williams A, Paoletti C, Barlow W, Cobain EF, Mehta RS, Gralow JR, Hortobagyi GN, Albain KS, Pusztai L, Sharma P, Godwin AK, Thompson AM, Hayes DF, Rae JM. Thymidine kinase activity levels in serum can identify HR+ metastatic breast cancer patients with a low risk of early progression (SWOG S0226). Biomarkers 2023; 28:313-322. [PMID: 36647745 PMCID: PMC10681159 DOI: 10.1080/1354750x.2023.2168063] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Accepted: 01/07/2023] [Indexed: 01/18/2023]
Abstract
BACKGROUND Some patients with metastatic breast cancer (MBC) stay on endocrine therapy (ET) for years and others progress quickly. Serum thymidine kinase activity (TKa), an indicator of cell-proliferation, is a potential biomarker for monitoring ET and predicting MBC outcome. We have previously reported TKa as being prognostic in MBC in SWOG S0226. Here, new data on progression within 30/60 days post sampling, with a new, FDA approved version of DiviTum®TKa highlighting differences vs. a Research Use Only version is reported. METHODS 1,546 serum samples from 454 patients were assessed, collected at baseline and at 4 subsequent timepoints during treatment. A new predefined cut-off tested the ability to predict disease progression. A new measuring unit, DuA (DiviTum® unit of Activity) is adopted. RESULTS A DiviTum®TKa score <250 DuA provides a much lower risk of progression within 30/60 days after blood draw, the negative predictive value (NPV) was 96.7% and 93.5%, respectively. Patients <250 DuA experienced significantly longer progression-free survival and overall survival, demonstrated at baseline and for all time intervals. CONCLUSIONS DiviTum®TKa provides clinically meaningful information for patients with HR+ MBC. Low TKa levels provide such a high NPV for rapid progression that such patients might forego additional therapy added to single agent ET.Trial registration: NCT00075764.
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Affiliation(s)
| | | | | | | | | | - Erin F. Cobain
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
| | - Rita S. Mehta
- Chao Family Comprehensive Cancer Center, University of California Irvine Medical Center, Orange, CA, USA
| | - Julie R. Gralow
- Seattle Cancer Care Alliance and University of Washington Medical Center, Seattle, WA, USA
| | - Gabriel N. Hortobagyi
- Department of Breast Medical Oncology, University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Kathy S. Albain
- Loyola University Chicago Stritch School of Medicine, Maywood, IL, USA
| | - Lajos Pusztai
- Breast Medical Oncology, Yale School of Medicine, New Haven, CT, USA
| | - Priyanka Sharma
- Division of Medical Oncology, Department of Internal Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Andrew K. Godwin
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Alastair M. Thompson
- Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, Texas, USA
| | - Daniel F. Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
| | - James M. Rae
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
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Jungles KM, Wang Z, Bishop CR, Jungles KR, Wilson C, Liu M, Pearson AN, Holcomb EA, Chandler B, James J, Huber A, Pierce LJ, Speers C, Rae JM, Green MD. Abstract 2823: Targeting monopolar spindle kinase I (TTK) as a radiosensitizing strategy in syngeneic murine models of triple negative breast cancer (TNBC) and its implications on the tumor immune microenvironment. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-2823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Purpose: Triple negative breast cancer (TNBC) is an aggressive breast cancer subset with poor outcomes. Since TNBC is resistant to hormone therapies, there are few effective therapies available for TNBC patients. One potential therapeutic strategy exists in targeting specific molecular components of an individual patient’s cancer. Prior work in our group has nominated monopolar spindle kinase I (TTK) as a gene upregulated in breast cancer patients. Specifically, TTK expression was found to be increased in cancerous breast tissue compared to healthy tissue and correlated with cancer recurrence following radiotherapy. Importantly, the implications of TTK inhibition and radiotherapy on the immune system is not well understood. In this study, we aimed to elucidate the role of combined TTK inhibition and radiotherapy in syngeneic murine mouse models. We hypothesize that TTK inhibition will radiosensitize murine TNBC models to radiotherapy both in vitro and in vivo and modulate the immune tumor microenvironment.
Methods: Cell viability assays were implemented to determine the half-maximal inhibitory concentrations (IC50) of TTK inhibitor. Clonogenic survival assays were used to determine the radiation enhancement ratios (rERs) of TTK inhibition in vitro. Syngeneic murine mouse models were used to assess therapeutic effects of TTK inhibition and RT in vivo. 4T1 TNBC cells were injected bilaterally into the flanks of BALB/c mice and treated with combinations of radiotherapy and TTK inhibition. Tumor growth was monitored and, following the completion of the study, final tumor weights were recorded and tumor tissue was collected to perform immunofluorescent microscopy.
Results: Single-agent TTK inhibition via treatment with the ATP-competitive inhibitor empesertib inhibits the growth of murine TNBC cell lines with IC50 values up to 30nM. Sub-IC50 values of TTK inhibitor induced radiosensitization in the murine TNBC cells 4T1 (rERs ≤ 2.4) and Py8119 (rERs ≤ 1.6). TTK knockdown also resulted in changes in radiosensitization in vitro. Furthermore, we also observed a similar phenotype in vivo. In our 4T1 model system, mice receiving combined treatment had significantly decreased tumor growth compared to mice that receiving single-agent therapies or vehicle control alone. Quantities of monocyte derived suppressor cells and CD8+ T cells were altered with radiotherapy and TTK inhibition.
Conclusion: Our data suggests that TTK inhibition and radiotherapy is synergistic in murine TNBC and alters the tumor immune microenvironment. This combined therapy suggests that changes in the underlying immune mechanisms as a result of the synergistic treatment efficacy are important in TNBC. Future work will examine the underlying mechanisms of TTK inhibition and radiotherapy on systemic and tumoral immune changes.
Citation Format: Kassidy M. Jungles, Zhuwen Wang, Caroline R. Bishop, Kalli R. Jungles, Cydnee Wilson, Meilan Liu, Ashley N. Pearson, Erin A. Holcomb, Ben Chandler, Jadyn James, Amanda Huber, Lori J. Pierce, Corey Speers, James M. Rae, Michael D. Green. Targeting monopolar spindle kinase I (TTK) as a radiosensitizing strategy in syngeneic murine models of triple negative breast cancer (TNBC) and its implications on the tumor immune microenvironment [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 2823.
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Speers CW, Symmans WF, Barlow WE, Trevarton A, The S, Du L, Rae JM, Shak S, Baehner R, Sharma P, Pusztai L, Hortobagyi GN, Hayes DF, Albain KS, Godwin A, Thompson A. Evaluation of the Sensitivity to Endocrine Therapy Index and 21-Gene Breast Recurrence Score in the SWOG S8814 Trial. J Clin Oncol 2023; 41:1841-1848. [PMID: 36649570 PMCID: PMC10082279 DOI: 10.1200/jco.22.01499] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 10/06/2022] [Accepted: 12/07/2022] [Indexed: 01/18/2023] Open
Abstract
PURPOSE Chemotherapy has not demonstrated benefit over adjuvant endocrine therapy alone for postmenopausal patients with node-positive breast cancer with a 21-gene breast recurrence score (RS) of 25 or below (RS ≤ 25). We tested whether combined results from RS and the sensitivity to endocrine therapy (SET2,3) index of endocrine-related transcription (SETER/PR) adjusted for baseline prognostic index (BPI) improve prognostic assessment, and whether SET2,3 predicted benefit from anthracycline-based chemotherapy. METHODS A blinded retrospective clinical validation of SET2,3 in two randomized treatment arms from the SWOG S8814 trial comparing adjuvant anthracycline-based chemotherapy followed by tamoxifen endocrine therapy for 5 years, versus tamoxifen alone. SET2,3 assay was calibrated and measured using whole-transcriptome RNA sequence of tumor samples already tested for RS. The primary end point was disease-free survival (DFS). RESULTS There were 106 events in 283 patients over a median follow-up of 8.99 years. Proportional hazards assumptions were met during the first 5 years only. SET2,3 index and RS were not correlated (r = -0.04) and were independently prognostic (SET2,3: hazard ratio [HR], 0.48 per unit; 95% CI, 0.34 to 0.68; P < .001; RS: HR, 1.28 per 10 units; 95% CI, 1.14 to 1.44; P < .001). SET2,3 index did not predict chemotherapy benefit (interaction P = .77). SET2,3 was high in 93/175 (53%) patients with RS ≤ 25 (concordant low-risk), with 5-year DFS 97%. SET2,3 was low in 55/108 (51%) patients with RS > 25 (concordant high-risk), with 5-year DFS 53%. Both components of SET2,3 index were prognostic after adjustment for RS: SETER/PR (HR, 0.65; 95% CI, 0.46 to 0.92) and BPI (HR, 0.45; 95% CI, 0.31 to 0.64). CONCLUSION SET2,3 index was not correlated with RS, demonstrated additive prognostic performance, and was not chemopredictive in this subset of patients from S8814. The SETER/PR and BPI components of SET2,3 each added prognostic information to RS.
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Affiliation(s)
| | | | | | - Alex Trevarton
- University of Texas MD Anderson Cancer Center, Houston, TX
| | | | - Lili Du
- University of Texas MD Anderson Cancer Center, Houston, TX
| | | | | | | | | | | | | | | | - Kathy S Albain
- Loyola University Chicago Stritch School of Medicine, Cardinal Bernardin Cancer Center, Maywood, IL
| | - Andrew Godwin
- University of Kansas Medical Center, Kansas City, KS
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Hertz DL, Douglas JA, Miller RM, Kidwell KM, Gersch CL, Desta Z, Storniolo AM, Stearns V, Skaar TC, Hayes DF, Henry NL, Rae JM. Genome-wide association study of aromatase inhibitor discontinuation due to musculoskeletal symptoms. Support Care Cancer 2022; 30:8059-8067. [PMID: 35776183 PMCID: PMC9529953 DOI: 10.1007/s00520-022-07243-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 06/20/2022] [Indexed: 10/17/2022]
Abstract
OBJECTIVE Aromatase inhibitors (AIs) are commonly used to treat hormone receptor positive (HR +) breast cancer. AI-induced musculoskeletal syndrome (AIMSS) is a common toxicity that causes AI treatment discontinuation. The objective of this genome-wide association study (GWAS) was to identify genetic variants associated with discontinuation of AI therapy due to AIMSS and attempt to replicate previously reported associations. METHODS In the Exemestane and Letrozole Pharmacogenetics (ELPh) study, postmenopausal patients with HR + non-metastatic breast cancer were randomized to letrozole or exemestane. Genome-wide genotyping of germline DNA was conducted followed by imputation. Each imputed variant was tested for association with time-to-treatment discontinuation due to AIMSS using a Cox proportional hazards model assuming additive genetic effects and adjusting for age, baseline pain score, prior taxane treatment, and AI arm. Secondary analyses were conducted within each AI arm and analyses of candidate variants previously reported to be associated with AIMSS risk. RESULTS Four hundred ELPh participants were included in the combined analysis. Two variants surpassed the genome-wide significance level in the primary analysis (p value < 5 × 10-8), an intronic variant (rs79048288) within CCDC148 (HR = 4.42, 95% CI: 2.67-7.33) and an intergenic variant (rs912571) upstream of PPP1R14C (HR = 0.30, 95% CI: 0.20-0.47). In the secondary analysis, rs74418677, which is known to be associated with expression of SUPT20H, was significantly associated with discontinuation of letrozole therapy due to AIMSS (HR = 5.91, 95% CI: 3.16-11.06). We were able to replicate associations for candidate variants previously reported to be associated with AIMSS in this cohort, but were not able to replicate associations for any other variants previously reported in other patient cohorts. CONCLUSIONS Our GWAS findings identify several candidate variants that may be associated with AIMSS risk from AI generally or letrozole specifically. Validation of these associations in independent cohorts is needed before translating these findings into clinical practice to improve treatment outcomes in patients with HR + breast cancer.
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Affiliation(s)
- Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, 428 Church St., Room 3054, Ann Arbor, MI, 48109-1065, USA.
| | - Julie A Douglas
- Department of Mathematics and Statistics, Skidmore College, Saratoga Springs, NY, 12866, USA
- Department of Human Genetics, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Robert M Miller
- Department of Mathematics and Statistics, Skidmore College, Saratoga Springs, NY, 12866, USA
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | | | | | - Vered Stearns
- Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Todd C Skaar
- Indiana University School of Medicine, Indianapolis, IN, USA
| | - Daniel F Hayes
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - N Lynn Henry
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
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Michmerhuizen AR, Lerner LM, Ward C, Pesch AM, Zhang A, Schwartz R, Wilder-Romans K, Eisner JR, Rae JM, Pierce LJ, Speers CW. Androgen and oestrogen receptor co-expression determines the efficacy of hormone receptor-mediated radiosensitisation in breast cancer. Br J Cancer 2022; 127:927-936. [PMID: 35618789 PMCID: PMC9427858 DOI: 10.1038/s41416-022-01849-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 04/26/2022] [Accepted: 05/06/2022] [Indexed: 11/08/2022] Open
Abstract
PURPOSE Radiation therapy (RT) and hormone receptor (HR) inhibition are used for the treatment of HR-positive breast cancers; however, little is known about the interaction of the androgen receptor (AR) and estrogen receptor (ER) in response to RT in AR-positive, ER-positive (AR+/ER+) breast cancers. Here we assessed radiosensitisation of AR+/ER+ cell lines using pharmacologic or genetic inhibition/degradation of AR and/or ER. METHODS Radiosensitisation was assessed with AR antagonists (enzalutamide, apalutamide, darolutamide, seviteronel, ARD-61), ER antagonists (tamoxifen, fulvestrant) or using knockout of AR. RESULTS Treatment with AR antagonists or ER antagonists in combination with RT did not result in radiosensitisation changes (radiation enhancement ratios [rER]: 0.76-1.21). Fulvestrant treatment provided significant radiosensitisation of CAMA-1 and BT-474 cells (rER: 1.06-2.0) but not ZR-75-1 cells (rER: 0.9-1.11). Combining tamoxifen with enzalutamide did not alter radiosensitivity using a 1 h or 1-week pretreatment (rER: 0.95-1.14). Radiosensitivity was unchanged in AR knockout compared to Cas9 cells (rER: 1.07 ± 0.11), and no additional radiosensitisation was achieved with tamoxifen or fulvestrant compared to Cas9 cells (rER: 0.84-1.19). CONCLUSION While radiosensitising in AR + TNBC, AR inhibition does not modulate radiation sensitivity in AR+/ER+ breast cancer. The efficacy of ER antagonists in combination with RT may also be dependent on AR expression.
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Affiliation(s)
- Anna R Michmerhuizen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
- Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI, USA
| | - Lynn M Lerner
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Connor Ward
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Andrea M Pesch
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
| | - Amanda Zhang
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Rachel Schwartz
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Kari Wilder-Romans
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | | | - James M Rae
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Lori J Pierce
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Corey W Speers
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA.
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA.
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Pesch AM, Chandler BC, Michmerhuizen AR, Carter HM, Hirsh NH, Wilder-Romans K, Liu M, Ward T, Ritter CL, Nino CA, Jungles KM, Pierce LJ, Rae JM, Speers CW. Bcl-xL inhibition radiosensitizes PIK3CA/PTEN wild-type triple negative breast cancers with low Mcl-1 expression. Cancer Res Commun 2022; 2:679-693. [PMID: 36381235 PMCID: PMC9648413 DOI: 10.1158/2767-9764.crc-22-0024] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 04/08/2022] [Accepted: 06/22/2022] [Indexed: 04/18/2023]
Abstract
Patients with radioresistant breast cancers, including a large percentage of women with triple negative breast cancer (TNBC), demonstrate limited response to radiation (RT) and increased locoregional recurrence; thus, strategies to increase the efficacy of RT in TNBC are critically needed. We demonstrate that pan Bcl-2 family inhibition (ABT-263, rER: 1.52-1.56) or Bcl-xL specific inhibition (WEHI-539, A-1331852; rER: 1.31-2.00) radiosensitized wild-type PIK3CA/PTEN TNBC (MDA-MB-231, CAL-120) but failed to radiosensitize mutant PIK3CA/PTEN TNBC (rER: 0.90 - 1.07; MDA-MB-468, CAL-51, SUM-159). Specific inhibition of Bcl-2 or Mcl-1 did not induce radiosensitization, regardless of PIK3CA/PTEN status (rER: 0.95 - 1.07). In wild-type PIK3CA/PTEN TNBC, pan Bcl-2 family inhibition or Bcl-xL specific inhibition with RT led to increased levels of apoptosis (p < 0.001) and an increase in cleaved PARP and cleaved caspase 3. CRISPR-mediated PTEN knockout in wild-type PIK3CA/PTEN MDA-MB-231 and CAL-120 cells induced expression of pAKT/Akt and Mcl-1 and abolished Bcl-xL inhibitor-mediated radiosensitization (rER: 0.94 - 1.07). Similarly, Mcl-1 overexpression abolished radiosensitization in MDA-MB-231 and CAL-120 cells (rER: 1.02 - 1.04) but transient MCL1 knockdown in CAL-51 cells promoted Bcl-xL-inhibitor mediated radiosensitization (rER 2.35 ± 0.05). In vivo, ABT-263 or A-1331852 in combination with RT decreased tumor growth and increased tumor tripling time (p < 0.0001) in PIK3CA/PTEN wild-type TNBC cell line and patient-derived xenografts. Collectively, this study provides the preclinical rationale for early phase clinical trials testing the safety, tolerability, and efficacy of Bcl-xL inhibition and RT in women with wild-type PIK3CA/PTEN wild-type TNBC at high risk for recurrence.
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Affiliation(s)
- Andrea M. Pesch
- Department of Pharmacology, University of Michigan, Ann Arbor, Michigan
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Benjamin C. Chandler
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Anna R. Michmerhuizen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
- Cellular and Molecular Biology Program, University of Michigan, Ann Arbor, Michigan
| | - Hannah M. Carter
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Nicole H. Hirsh
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Kari Wilder-Romans
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Meilan Liu
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Tanner Ward
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Cassandra L. Ritter
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Charles A. Nino
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
- Cellular and Molecular Biology Program, University of Michigan, Ann Arbor, Michigan
| | - Kassidy M. Jungles
- Department of Pharmacology, University of Michigan, Ann Arbor, Michigan
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Lori J. Pierce
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - James M. Rae
- Department of Pharmacology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Corey W. Speers
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
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Michmerhuizen AR, Lerner LM, Pesch AM, Ward C, Schwartz R, Wilder-Romans K, Liu M, Nino C, Jungles K, Azaria R, Jelley A, Garcia NZ, Harold A, Zhang A, Wharram B, Hayes DF, Rae JM, Pierce LJ, Speers CW. Abstract 2697: Inhibition of estrogen receptor signaling as a strategy for radiosensitization of ER+ breast cancers. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: The estrogen receptor (ER) is expressed in over 80% of breast tumors and has been shown to be a significant driver of breast cancer (BC) pathogenesis and therefore a target of effective first-line therapies. While both ionizing radiation (RT) and endocrine therapies (ET) are used for the treatment of ER+ BC, the effect of ET on tumor radiosensitization remains unclear, with concerns it may be radioprotective based on G1 cell arrest with ET treatment. Here we assessed the efficacy and mechanism of ER-mediated radiosensitization using various pharmacologic approaches in ER+ BC.
Methods: Radiosensitization with ER inhibitors (tamoxifen [TAM], fulvestrant [FULV], AZD9496) was assessed using clonogenic survival assays. DNA damage was assessed by the neutral comet assay. Efficiency of homologous recombination (HR) or non-homologous end joining (NHEJ) as well as changes in cell cycle, apoptosis, and senescence were assessed. The efficacy of TAM with RT in vivo was assessed with an MCF-7 xenograft model.
Results: The selective estrogen receptor modulator TAM radiosensitized ER+ MCF-7 (enhancement ratio [enhR]: 1.14-1.50) and T47D (enhR: 1.33-1.60) cells but not ER-negative SUM-159 cells (enhR: 0.99-1.02). The selective estrogen receptor degrader (SERD) FULV had similar radiosensitization effects in MCF-7 (enhR: 1.33-1.76) and T47D cells (enhR: 0.97-2.81) with no radiosensitization observed in SUM-159 cells (enhR: 1.01-1.03). The novel oral SERD AZD9496 radiosensitized MCF-7 cells (enhR: 1.36-1.56). MCF-7 cells treated with TAM and RT had an increase in dsDNA breaks compared to RT alone as measured by the comet assay (p<0.05) and a decrease in NHEJ-mediated repair with TAM (p<0.05). No changes were observed in HR-mediated repair by Rad51 foci or a reporter (p=NS). RT alone and in combination with TAM or FULV induced similar levels of cell cycle arrest, suggesting that radiosensitization with the combination therapy is cell-cycle independent. There were no significant changes in apoptosis with TAM, FULV, RT, or the combination (p=NS). Although TAM or FULV did induce senescence, ET with RT increased senescence induction (p<0.05). In vivo, combination RT and TAM led to a significant delay in days to tumor doubling (control: 17, TAM: 40, RT: 32, TAM+RT: undefined; p<0.0001), and a significant difference in tumor growth between mice treated with TAM or RT alone compared combination treatment, with no increased toxicities or skin lesions from the combination treatment. Conclusion: Our data suggest that TAM, FULV, or AZD9496 can radiosensitize ER+ breast tumors, and these agents with RT may be more effective for radiosensitization. This work also supports further clinical investigation of the timing of RT for patients receiving ET, including using ET during RT, especially as initiating ET prior to RT has been increasingly utilized as a bridging therapy followed by concurrent ET+RT during the COVID-19 pandemic.
Citation Format: Anna R. Michmerhuizen, Lynn M. Lerner, Andrea M. Pesch, Connor Ward, Rachel Schwartz, Kari Wilder-Romans, Meilan Liu, Charles Nino, Kassidy Jungles, Ruth Azaria, Alexa Jelley, Nicole Zambrana Garcia, Alexis Harold, Amanda Zhang, Bryan Wharram, Daniel F. Hayes, James M. Rae, Lori J. Pierce, Corey W. Speers. Inhibition of estrogen receptor signaling as a strategy for radiosensitization of ER+ breast cancers [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2697.
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Jungles KM, Pesch AM, Hirsh N, Michmerhuizen AR, Wilder-Romans K, Chandler BC, Liu M, Lerner L, Pierce LJ, Rae JM, Speers CW. Abstract 216: Expression of DNA damage response proteins modifies the efficacy of CDK4/6 inhibitor-mediated radiosensitization in breast cancer models. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: CDK4/6 inhibitors (CDK4/6i) are standard of care for the treatment of locally advanced and metastatic estrogen receptor-positive (ER+), HER2-negative metastatic breast cancer (BC). CDK4/6 inhibition + radiation therapy (RT) is synergistic in both ER+ and triple negative breast cancers (TNBC), but the underlying mechanism is not entirely understood. In this study, we evaluated how pre-existing or genetically engineered deficits in DNA damage response genes (BRCA1/2, RAD51, RB1, XRCC6, TP53) influence radiosensitization. We hypothesized that inhibition of homologous recombination (HR) would prevent CDK4/6i-mediated radiosensitization and blocking non-homologous end joining (NHEJ) would be synergistic.
Methods: Cellular proliferation assays determined the half-maximal inhibitory concentrations (IC50) of the 3 approved CDK4/6i palbociclib, ribociclib, and abemaciclib. Clonogenic survival assays determined the radiation enhancement ratios (rERs) and evaluated the efficacy of CDK4/6i + RT. Immunofluorescence assays measured RAD51 foci formation and quantified micronuclei formation following RT and/or CDK4/6 inhibition. Immunoprecipitation with myc-RAD51 and GFP-RB assessed potential protein-protein interactions.
Results: While ER+ and TNBC cell lines with wild type BRCA1 expression are radiosensitized by CDK4/6i, BRCA1-deficient SUM-149 cells are not radiosensitized by CDK4/6i at concentrations up to 1µM (rER: 0.92-1.01). In an MCF-7 isogenic model of BRCA2 knockout, CDK4/6i-mediated radiosensitization was abolished compared to Cas9 control or parental cell lines. In ER+ BC cell lines (MCF-7-p53 wt, T47D-p53 mutant), transient or genetic knockdown of RAD51 prevented CDK4/6i-induced radiosensitization. The total quantity of RT-induced RAD51 foci increased in vitro following overexpression of RB-a tumor suppressor and downstream target of CDK4/6. RB overexpression also rescued CDK4/6i-mediated radiosensitization in RB-deficient cell lines through changes in HR efficiency but not via NHEJ or altered micronuclei formation. Moreover, immunoprecipitation of RAD51 in ER+ (MCF-7) and TNBC (MDA-MB-231) cells exhibited an interaction with RB. Conversely, loss of the NHEJ-associated protein Ku70 (XRCC6) was synergistic with palbociclib + RT in MCF7 (rER: 1.76-2.44) and T47D (rER: 1.61-3.88) cells. Finally, CRISPR Cas9-mediated loss of the tumor suppressor p53 (TP53) did not affect radiosensitization induced by CDK4/6i in isogenic p53 wt ER+ (MCF-7, rER: 1.19-1.33) and p53 wt TNBC (CAL-51, rER: 1.23-1.52) cell lines with TP53 loss.
Conclusions: Taken together, our results in multiple non-overlapping isogenic models of ER+ and TNBC suggest that CDK4/6i-mediated radiosensitization of BC cell lines occurs through impaired HR activity and RB signaling, and not through the actions of p53 or NHEJ-mediated DNA repair.
Citation Format: Kassidy M. Jungles, Andrea M. Pesch, Nicole Hirsh, Anna R. Michmerhuizen, Kari Wilder-Romans, Benjamin C. Chandler, Meilan Liu, Lynn Lerner, Lori J. Pierce, James M. Rae, Corey W. Speers. Expression of DNA damage response proteins modifies the efficacy of CDK4/6 inhibitor-mediated radiosensitization in breast cancer models [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 216.
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13
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Cani AK, Dolce EM, Darga EP, Hu K, Liu CJ, Rae JM, Thomas DG, Tomlins SA, Chinnaiyan AM, Udager AM, Paoletti C, Cobain EF, Hayes DF. Abstract 1700: Serial monitoring of single-cell circulating tumor cell genomics in metastatic lobular breast cancer to identify precision and immuno-oncology biomarkers with therapeutic implications. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Clinical decisions for precision and immuno-oncology therapies are based on predictive biomarkers commonly obtained from a single metastatic biopsy, or from archived primary tumor material. Circulating genomic biomarkers present a minimally invasive way to monitor the intra-patient tumor heterogeneity and its fluctuations in order to provide a real-time evaluation of the changing clonal architecture with potential therapeutic implications. Single-cell DNA next generation sequencing (scNGS) of circulating tumor cells (CTC) is a particularly well-suited method of unraveling and monitoring that heterogeneity to complement biomarker information obtained from tissue and cell-free circulating tumor DNA (ctDNA). In this proof-of-concept study we analyzed 123 CTC, 15 white blood cells (WBC), and ctDNA from 15 CTC-positive lobular breast cancer patients, five of whom had CTC available at both metastatic baseline and after progression on a variety of therapies chosen at their physician’s discretion. CTC were enriched with the CellSearch® system and isolated as single cells with the DEPArray™ system. Whole genome amplified CTC DNA underwent scNGS with the Oncomine Comprehensive Assay covering ~500 genes and 1.1Mb of genomic space to detect mutations, copy number alterations, tumor mutation burden (TMB) and microsatellite instability (MSI). 99.1% of cells were informative, with a mean sequencing depth of 664x. Using our previously developed, CTC-based precision medicine reporting platform, MI-CTCSeq, multiple CTC in seven of 15 patients (47%) had mutations that were actionable by FDA-approved targeted therapies including in the oncogenes PIK3CA (alpelisib) and FGFR2 (erdafitinib). 13 patients (87%) displayed intra-patient, inter-CTC genomic heterogeneity of putative driver mutations. Two of five (40%) patients with CTC at both baseline and progression displayed fluctuations in their CTC subclonal makeup between timepoints. One of the two harbored a baseline ESR1 (estrogen receptor α) p.D538G activating mutation that largely disappeared at progression and was replaced by a CTC subclone with a different ESR1 activating mutation, p.Y537S. Intriguingly, this patient’s CTC also harbored an FGFR2 p.K659M mutation in an actionable “hotspot” at progression, which was absent at baseline, suggesting potential utility of serial monitoring by CTC scNGS. TMB scores and MSI status in CTC were highly concordant with those measured in clinical tissue biopsies. Taken together, these data suggest the non-invasive interrogation of the CTC genomic landscape and its serial monitoring to inform precision and immuno-oncology treatments in real time.
Citation Format: Andi K. Cani, Emily M. Dolce, Elizabeth P. Darga, Kevin Hu, Chia-Jen Liu, James M. Rae, Daffyd G. Thomas, Scott A. Tomlins, Arul M. Chinnaiyan, Aaron M. Udager, Costanza Paoletti, Erin F. Cobain, Daniel F. Hayes. Serial monitoring of single-cell circulating tumor cell genomics in metastatic lobular breast cancer to identify precision and immuno-oncology biomarkers with therapeutic implications [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 1700.
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Affiliation(s)
| | | | | | - Kevin Hu
- 1University of Michigan, Ann Arbor, MI
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Speers CW, Symmans WF, Barlow WE, Trevarton A, The S, Du L, Rae JM, Shak S, Baehner FL, Sharma P, Pusztai L, Hortobagyi GN, Hayes DF, Albain KS, Godwin A, Thompson A. Abstract PD9-06: Evaluation of the predicted sensitivity to endocrine therapy (SET2,3 index) and the 21-gene Breast Recurrence Score® assay in node-positive postmenopausal breast cancer: Results from an analysis in the SWOG S8814 trial. Cancer Res 2022. [DOI: 10.1158/1538-7445.sabcs21-pd9-06] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background. SWOG trial S8814 randomized postmenopausal patients with pathologic lymph node-positive (N+) breast cancer that was hormone receptor-positive to receive adjuvant anthracycline-based chemotherapy (cyclophosphamide, doxorubicin, fluorouracil) followed by tamoxifen endocrine therapy for 5 years (CAF-T), versus tamoxifen alone (TAM). The 21-gene Breast Recurrence Score® assay was prognostic in S8814 and predicted chemotherapy benefit in patients with higher Recurrence Score® (RS) (Albain et al, Lancet Oncol 2009). Other prognostic signatures have yet to be evaluated in this cohort. The sensitivity to endocrine therapy index (SET2,3) measures non-proliferative hormone receptor-related transcription (SETER/PR) adjusted for a baseline prognosis index derived from tumor size, nodes involved and a 4-gene molecular subtype (RNA4) (Du et al, Ann Oncol 2021). SET2,3 has been shown to provide prognostic information independent from neoadjuvant chemotherapy response. We sought to evaluate the predictive and prognostic value of SET2,3 in SWOG 8814. Methods. Independently, the SET2,3 index and cut point were calibrated from their diagnostic platform to the whole transcriptome RNA sequencing (RNAseq) platform in 85 sample pairs. Expression of the 31 transcripts used for SET2,3 were provided from RNAseq data of 283 tumors in S8814 (all previously tested for RS). Blinded calculated results of SET2,3 were then merged with outcome data. The planned analysis tested whether SET2,3 (continuous index, dichotomized high/low) provided additional prognostic information to RS (overall and in pts. with RS≤25) by treatment arm, and whether low SET2,3 was associated with chemo benefit. Cox proportional hazards models of disease-free survival (DFS) included SET2,3; RS; treatment arm; and (where relevant) interaction term and reported hazard ratios (HR) and 95% confidence intervals (95%CI). Results. There were 106 events over median follow-up of 9.1 years in 283 patients. 175 patients had RS ≤25, 108 had RS >25. Distribution of the SET2,3 low was similar in both RS high (51%) and low groups (47%), reflecting minimal correlation between the two. As proportional hazards assumptions were met during the first 5 years only the analysis was restricted to 5 years. Adjusting for treatment arm, high SET2,3 category was highly prognostic in this randomized trial (HR 0.27, 95% CI 0.15-0.49, p<0.0001). High SET2,3 was not predictive of chemotherapy response (interaction p=0.83). In multivariable Cox models (Table), continuous RS and SET2,3 were independently prognostic in the overall population for each treatment arm (p≤0.01), whereas only SET2,3 was prognostic for patients with RS≤25 (N=175, p<0.001). In patients with RS≤25, continuous SET2,3 was prognostic within the CAF-T arm (HR 0.34, p=0.006) with similar results in the TAM alone arm (HR 0.38, p=0.062). Conclusions. SET2,3 added independent prognostic information to RS results in the S8814 trial for patients with N+ disease treated with tamoxifen, though it was not predictive of benefit from adjuvant chemotherapy. When RS result ≤25, SET2,3 remained independently prognostic. Hence, SET2,3 provided independent information complementary to RS, possibly because it incorporates tumor size and number of positive nodes. SET2,3 warrants further evaluation in patients with N+ breast cancer.
Table: Multivariable Cox models in the overall population and subset with RS≤25 by treatment arm.CohortTreatment ArmContinuous Recurrence ScoreContinuous SET2,3HR (95%CI) per 10 unitsp-valueHR (95%CI)per 1 unitp-valueAll RS(N=283)CAF-TAM(N=166)1.21 (1.04-1.40)0.0120.48 (0.31-0.76)0.002TAM(N=117)1.44 (1.18-1.76)< 0.0010.48 (0.27-0.88)0.017RS≤25 (N=175)CAF-TAM(N=99)1.43 (0.58-3.49)0.440.34 (0.15-0.73)0.006TAM(N=76)1.66 (0.46-5.93)0.440.38 (0.14-1.05)0.062
Citation Format: Corey W. Speers, W. Fraser Symmans, William E. Barlow, Alex Trevarton, Stephanie The, Lili Du, James M. Rae, Steven Shak, Frederick L. Baehner, Priyanka Sharma, Lajos Pusztai, Gabriel N. Hortobagyi, Daneil F Hayes, Kathy S. Albain, Andrew Godwin, Alastair Thompson. Evaluation of the predicted sensitivity to endocrine therapy (SET2,3 index) and the 21-gene Breast Recurrence Score® assay in node-positive postmenopausal breast cancer: Results from an analysis in the SWOG S8814 trial [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr PD9-06.
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Affiliation(s)
| | | | | | | | | | - Lili Du
- MD Anderson Cancer Center, Houston, TX
| | | | | | | | | | | | | | | | - Kathy S. Albain
- Loyola University Chicago Stritch School of Medicine, Cardinal Bernardin Cancer Center, Chicago, IL
| | - Andrew Godwin
- University of Kansas Medical Center, Kansas City, KS
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Michmerhuizen AR, Lerner L, Pesch AM, Ward C, Schwartz R, Wilder-Romans K, Liu M, Wharram B, Harold A, Azaria R, Garcia NZ, Hayes DF, Rae JM, Pierce LJ, Speers CW. Abstract P4-02-04: Endocrine therapy treatment radiosensitizes estrogen receptor-positive breast cancers. Cancer Res 2022. [DOI: 10.1158/1538-7445.sabcs21-p4-02-04] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Estrogen receptor (ER) expression is present in over 80% of breast tumors and has been shown to be a significant driver of breast cancer (BC) pathogenesis and therefore a target of first-line therapies for ER-positive (ER+) BC patients. While both ionizing radiation (RT) and endocrine therapies (ET) are used for the treatment of ER+ BC, the sequencing of therapy and the effect of ET on tumor radiosensitization remain unclear. Recently, this question has become much more clinically relevant when many physicians started offering ET as a bridging strategy to surgery and RT during the COVID-19 pandemic. Here we assessed the efficacy and mechanism of ER inhibition in ER+ BC in combination with RT in preclinical models. Methods: Clonogenic survival assays were used to assess radiosensitization. Inhibition of ER signaling was accomplished by treating ER+ MCF-7 and T47D cells with the selective ER modulator (SERM), tamoxifen, or the selective ER degrader (SERD), fulvestrant. The ER-negative SUM-159 cells were used as a negative control. DNA damage was assessed by the neutral comet assay. Efficiency of homologous recombination (HR) was measured by Rad51 foci or a GFP reporter system. Non-homologous end joining (NHEJ) efficiency was assessed with a pEYFP reporter. Cell cycle effects were measured using flow cytometry with propidium iodide (PI) staining. Apoptosis was assessed by annexin V/PI via flow cytometry. Senescence was measured using β-galactosidase staining. Western blotting was used to quantify expression of proteins and phospho-proteins involved in cell cycle and apoptosis. An MCF-7 xenograft model was used to assess the efficacy of tamoxifen with RT in vivo. Synergy was determined using the fractional tumor volume (FTV) method. Results: ER inhibition with tamoxifen radiosensitized ER+ MCF-7 (10-250 nM, enhR: 1.14-1.50) and T47D (500 nM-2.0 µM, enhR: 1.33-1.60) cells but not ER-negative SUM-159 cells (500 nM-2.0 µM, enhR: 0.99-1.02). ER degradation with fulvestrant had similar radiosensitization effects in MCF-7 (1-25 nM, enhR: 1.33-1.76) and T47D cells (0.5-5 nM, enhR: 0.97-2.81) with no radiosensitization observed in SUM-159 cells (1-25 nM, enhR: 1.01-1.03). MCF-7 cells treated with 500 nM tamoxifen and 4 Gy RT had an increase in dsDNA breaks compared to RT alone as measured by the comet assay (p<0.05), and there was a decrease in NHEJ-mediated repair with tamoxifen treatment (p<0.05). No changes were observed in HR-mediated repair by Rad51 foci or an HR reporter (p=NS). RT alone and in combination with tamoxifen and fulvestrant induced similar levels of cell cycle arrest, suggesting that radiosensitization with the combination therapy is a cell-cycle independent effect. In addition, there were no significant changes in apoptosis in MCF-7 or T47D cells with endocrine therapy, RT, or the combination (p=NS). Although treatment with ET did induce senescence in ER+ MCF-7 and T47D cells, the combination treatment of ET with RT induced senescence to a much greater level suggesting this mechanism may contribute to radiosensitization (p<0.05). In vivo, combination RT and tamoxifen led to a significant delay in time to tumor doubling (17 days in control, 40 days with tamoxifen alone, 32 days with RT alone, and undefined with combination; p<0.0001) and a significant difference in tumor growth between mice treated with tamoxifen or RT alone compared to mice treated with tamoxifen and RT with synergy noted with combination treatment (FTV 1.297). Conclusion: Our data suggest that ET can radiosensitize ER+ breast tumors, and ET with RT may be more effective for radiosensitization. Ongoing studies will address concurrent versus sequential ET with RT. This work also supports further clinical investigation of the timing of RT for patients receiving ET, especially as ET prior to RT is increasingly used as a bridging therapy during the COVID-19 pandemic.
Citation Format: Anna R Michmerhuizen, Lynn Lerner, Andrea M Pesch, Connor Ward, Rachel Schwartz, Kari Wilder-Romans, Meilan Liu, Bryan Wharram, Alexis Harold, Ruth Azaria, Nicole Zambrana Garcia, Daniel F Hayes, James M Rae, Lori J Pierce, Corey W Speers. Endocrine therapy treatment radiosensitizes estrogen receptor-positive breast cancers [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P4-02-04.
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Van Poznak C, Reynolds EL, Estilo CL, Hu M, Schneider BP, Hertz DL, Gersch C, Thibert J, Thomas D, Banerjee M, Rae JM, Hayes DF. Osteonecrosis of the jaw risk factors in bisphosphonate-treated patients with metastatic cancer. Oral Dis 2022; 28:193-201. [PMID: 33274559 PMCID: PMC8284838 DOI: 10.1111/odi.13746] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 07/06/2020] [Accepted: 11/27/2020] [Indexed: 01/03/2023]
Abstract
BACKGROUND A case-control study was performed to define clinical and genetic risk factors associated with osteonecrosis of the jaw in patients with metastatic cancer treated with bisphosphonates. METHODS Clinical data and tissues were collected from patients treated with bisphosphonates for metastatic bone disease who were diagnosed with osteonecrosis of the jaw (cases) and matched controls. Clinical data included patient, behavioral, disease, and treatment information. Genetic polymorphisms in CYP2C8 (rs1934951) and other candidate genes were genotyped. Odds ratios from conditional logistic regression models were examined to identify clinical and genetic characteristics associated with case or control status. RESULTS The study population consisted of 76 cases and 126 controls. In the final multivariable clinical model, patients with osteonecrosis of the jaw were less likely to have received pamidronate than zoledronic acid (odds ratio = 0.18, 95% Confidence interval: 0.03-0.97, p = .047) and more likely to have been exposed to bevacizumab (OR = 5.15, 95% CI: 1.67-15.95, p = .005). The exploratory genetic analyses suggested a protective effect for VEGFC rs2333496 and risk effects for VEGFC rs7664413 and PPARG rs1152003. CONCLUSIONS We observed patients with ONJ were more likely to have been exposed to bevacizumab and zoledronic and identified potential genetic predictors that require validation prior to clinical translation.
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Affiliation(s)
- Catherine Van Poznak
- Division of Hematology Oncology, Department of Internal Medicine, University of Michigan
| | | | - Cherry L. Estilo
- Dental Service, Department of Surgery, Memorial Sloan Kettering Cancer Center
| | - Mimi Hu
- Department of Endocrine Neoplasia and Hormonal Disorders, Division of Internal Medicine, The University of Texas MD Anderson Cancer Center
| | - Bryan Paul Schneider
- Divisions of Hematology/Oncology and Clinical Pharmacology, Department of Medicine with a secondary appointment in the Department of Medical and Molecular Genetics, Indiana University
| | - Daniel L. Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy
| | - Christina Gersch
- Division of Hematology Oncology, Department of Internal Medicine, University of Michigan
| | | | | | | | - James M. Rae
- Division of Hematology Oncology, Department of Internal Medicine, University of Michigan
| | - Daniel F. Hayes
- Division of Hematology Oncology, Department of Internal Medicine, University of Michigan
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Pesch AM, Hirsh NH, Michmerhuizen AR, Jungles KM, Wilder-Romans K, Chandler BC, Liu M, Lerner LM, Nino CA, Ward C, Cobain EF, Lawrence TS, Pierce LJ, Rae JM, Speers CW. RB expression confers sensitivity to CDK4/6 inhibitor-mediated radiosensitization across breast cancer subtypes. JCI Insight 2021; 7:154402. [PMID: 34932500 PMCID: PMC8855810 DOI: 10.1172/jci.insight.154402] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 12/16/2021] [Indexed: 11/25/2022] Open
Abstract
Standard radiation therapy (RT) does not reliably provide locoregional control for women with multinode-positive breast cancer and triple-negative breast cancer (TNBC). We hypothesized that CDK4/6 inhibition (CDK4/6i) would increase the radiosensitivity not only of estrogen receptor–positive (ER+) cells, but also of TNBC that expresses retinoblastoma (RB) protein. We found that CDK4/6i radiosensitized RB WT TNBC (n = 4, radiation enhancement ratio [rER]: 1.49–2.22) but failed to radiosensitize RB-null TNBC (n = 3, rER: 0.84–1.00). RB expression predicted response to CDK4/6i + RT (R2 = 0.84), and radiosensitization was lost in ER+/TNBC cells (rER: 0.88–1.13) after RB1 knockdown in isogenic and nonisogenic models. CDK4/6i suppressed homologous recombination (HR) in RB WT cells but not in RB-null cells or isogenic models of RB1 loss; HR competency was rescued with RB reexpression. Radiosensitization was independent of nonhomologous end joining and the known effects of CDK4/6i on cell cycle arrest. Mechanistically, RB and RAD51 interact in vitro to promote HR repair. CDK4/6i produced RB-dependent radiosensitization in TNBC xenografts but not in isogenic RB1-null xenografts. Our data provide the preclinical rationale for a clinical trial expanding the use of CDK4/6i + RT to difficult-to-control RB-intact breast cancers (including TNBC) and nominate RB status as a predictive biomarker of therapeutic efficacy.
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Affiliation(s)
- Andrea M Pesch
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Nicole H Hirsh
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Anna R Michmerhuizen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Kassidy M Jungles
- Department of Radiation Oncology, University of Michgan, Ann Arbor, United States of America
| | - Kari Wilder-Romans
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Benjamin C Chandler
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Meilan Liu
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Lynn M Lerner
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Charles A Nino
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Connor Ward
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Erin F Cobain
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States of America
| | - Theodore S Lawrence
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - Lori J Pierce
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
| | - James M Rae
- Department of Internal Medicine, University of Michigan, Ann Arbor, United States of America
| | - Corey W Speers
- Department of Radiation Oncology, University of Michigan, Ann Arbor, United States of America
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Abstract
Immune checkpoint blockade (ICB) therapies are standard of care for the treatment of many solid tumors. While some patients with cancer experience exceptional and long-term responses, intrinsic and acquired mechanisms of resistance limit the clinical efficacy of ICBs. In addition, ICBs can elicit life-threatening side effects. Alternative options that can increase ICB responses without added toxicities are needed. In this issue of the JCI, Chakraborty et al. explored the role of estrogen receptor α (ERα) in modulating ICB activity. Using transcriptomics and preclinical melanoma models, the authors show that ERα signaling in tumor-associated macrophages contributed to an immune-suppressive state within the tumor microenvironment (TME) by promoting CD8+ T cell dysfunction and exhaustion. Further, in murine melanoma models, the addition of fulvestrant, a selective estrogen receptor downregulator (SERD) approved for the treatment of breast cancer, enhanced the antitumor effects of ICB. These results provide a rationale for human trials to test the combination of antiestrogens with ICBs.
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Affiliation(s)
- James M Rae
- Division of Hematology and Oncology, Department of Internal Medicine, and.,Department of Pharmacology, University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Marc E Lippman
- Georgetown Lombardi Comprehensive Cancer Center, Georgetown University, Washington DC, USA
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Darga EP, Dolce EM, Fang F, Kidwell KM, Gersch CL, Kregel S, Thomas DG, Gill A, Brown ME, Gross S, Connelly M, Holinstat M, Cobain EF, Rae JM, Hayes DF, Paoletti C. PD-L1 expression on circulating tumor cells and platelets in patients with metastatic breast cancer. PLoS One 2021; 16:e0260124. [PMID: 34780566 PMCID: PMC8592410 DOI: 10.1371/journal.pone.0260124] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 11/02/2021] [Indexed: 12/31/2022] Open
Abstract
Background Immune checkpoint inhibition is effective in several cancers. Expression of programmed death-ligand 1 (PD-L1) on circulating tumor or immune effector cells could provide insights into selection of patients for immune checkpoint inhibition. Methods Whole blood was collected at serial timepoints from metastatic breast cancer patients and healthy donors for circulating tumor cell (CTC) and platelet PD-L1 analysis with a phycoerythrin-labeled anti-human PD-L1 monoclonal antibody (Biolegend clone 29E.2A3) using the CellSearch® assay. CTC PD-L1 was considered positive if detected on at least 1% of the cells; platelet PD-L1 was considered positive if ≥100 platelets per CellSearch frame expressed PD-L1. Results A total of 207 specimens from 124 metastatic breast cancer patients were collected. 52/124 (42%) samples at timepoint-1 (at or close to time of progressive disease) had ≥5 CTC/7.5ml whole blood. Of those, 21 (40%) had positive CTC PD-L1. In addition, platelet PD-L1 expression was observed in 35/124 (28%) at timepoint-1. Platelet PD-L1 was not detected in more than 70 specimens from 12 healthy donors. Platelet PD-L1 was associated with ≥5 CTC/7.5ml whole blood (p = 0.0002), less likely in patients with higher red blood cell counts (OR = 0.72, p<0.001) and a history of smoking tobacco (OR = 0.76, p<0.001). Platelet PD-L1 staining was not associated with tumor marker status, recent procedures or treatments, platelet-affecting drugs, or CTC PD-L1 expression. Conclusion PD-L1 expression was found in metastatic breast cancer patients on both CTC and platelets in an independent fashion. Inter-patient platelet PD-L1 expression was highly heterogeneous suggesting that it is a biological event associated with cancer in some but not all patients. Taken together, our data suggest that CTC and platelet PD-L1 expression could play a role in predicting which patients should receive immune checkpoint inhibition and as a pharmacodynamics biomarker during treatment.
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Affiliation(s)
- Elizabeth P. Darga
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Emily M. Dolce
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Fang Fang
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Kelley M. Kidwell
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Christina L. Gersch
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Steven Kregel
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
- Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Dafydd G. Thomas
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Anoop Gill
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Martha E. Brown
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Steven Gross
- Menarini Silicon Biosystems, Huntingdon Valley, Pennsylvania, United States of America
| | - Mark Connelly
- Menarini Silicon Biosystems, Huntingdon Valley, Pennsylvania, United States of America
| | - Michael Holinstat
- Departments of Pharmacology and Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Erin F. Cobain
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
| | - James M. Rae
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
- Departments of Pharmacology and Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Daniel F. Hayes
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
- * E-mail:
| | - Costanza Paoletti
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
- University of Michigan Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan, United States of America
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Paoletti C, Barlow WE, Cobain EF, Bergqvist M, Mehta RS, Gralow JR, Hortobagyi GN, Albain KS, Pusztai L, Sharma P, Godwin AK, Thompson AM, Hayes DF, Rae JM. Evaluating Serum Thymidine Kinase 1 in Patients with Hormone Receptor-Positive Metastatic Breast Cancer Receiving First-line Endocrine Therapy in the SWOG S0226 Trial. Clin Cancer Res 2021; 27:6115-6123. [PMID: 34521624 DOI: 10.1158/1078-0432.ccr-21-1562] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 06/14/2021] [Accepted: 09/10/2021] [Indexed: 12/23/2022]
Abstract
PURPOSE Serum thymidine kinase 1 (sTK1) activity is associated with poor prognosis in metastatic breast cancer (MBC). We assessed the prognostic effect of sTK1 in patients with hormone receptor-positive MBC treated on a prospective randomized trial of anastrozole (A) versus A plus fulvestrant (A + F). PATIENTS AND METHODS sTK1 was assessed in 1,726 serums [baseline (BL), cycles 2, 3, 4, and 7] using the DiviTum assay. A prespecified cutoff of ≥200 Du/L was considered high. Progression-free survival (PFS) and overall survival (OS) were analyzed by Kaplan-Meier, log-rank tests, and Cox regression. RESULTS BL sTK1 was elevated in 171 (40%) of 432 patients. Patients with high versus low BL sTK1 had significantly worse PFS [median 11.2 vs. 17.3 months, HR = 1.76; 95% confidence interval (CI; 1.43-2.16); P < 0.0001] and OS [median 30 vs. 58 months, HR = 2.38; 95% CI (1.91-2.98); P < 0.0001]. OS was significantly better for patients with high sTK1 who did not have prior adjuvant tamoxifen and who received A + F versus A alone [median 46 vs. 21 months, HR = 0.58; 95% CI (0.38-0.87); P = 0.0087]. Patients with low sTK1 had no difference in outcomes by therapy (P = 0.44). At serial timepoints, high versus low sTK1 had significantly worse subsequent PFS and OS [at cycle 2: PFS HR = 1.70, 95% CI (1.34-2.17); P < 0.0001, OS HR = 2.51, 95% CI (1.93-3.26); P < 0.0001]. CONCLUSIONS High sTK1 at BL and subsequent timepoints is associated with worse prognosis in patients with MBC starting first-line endocrine therapy (ET). Patients with low sTK1 at BL have comparable outcomes on single-agent or combination ET.
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Affiliation(s)
| | | | - Erin F Cobain
- University of Michigan Rogel Cancer Center, Ann Arbor, Michigan
| | | | - Rita S Mehta
- Chao Family Comprehensive Cancer Center, University of California Irvine Medical Center, Orange, California
| | - Julie R Gralow
- Seattle Cancer Care Alliance and University of Washington Medical Center, Seattle, Washington
| | - Gabriel N Hortobagyi
- Department of Breast Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Kathy S Albain
- Loyola University Chicago Stritch School of Medicine, Maywood, Illinois
| | - Lajos Pusztai
- Breast Medical Oncology, Yale Cancer Center, Yale School of Medicine, New Haven, Connecticut
| | - Priyanka Sharma
- Division of Medical Oncology, Department of Internal Medicine, University of Kansas Medical Center, Kansas City, Kansas
| | - Andrew K Godwin
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, Kansas
| | | | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, Michigan
| | - James M Rae
- University of Michigan Rogel Cancer Center, Ann Arbor, Michigan.
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Pasternak AL, Marcath LA, Li Y, Nguyen V, Gersch CL, Rae JM, Frame D, Scappaticci G, Kidwell KM, Hertz DL. Impact of Pharmacogenetics on Intravenous Tacrolimus Exposure and Conversions to Oral Therapy. Transplant Cell Ther 2021; 28:19.e1-19.e7. [PMID: 34583027 DOI: 10.1016/j.jtct.2021.09.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 09/07/2021] [Accepted: 09/19/2021] [Indexed: 12/17/2022]
Abstract
CYP3A5 and CYP3A4 are the predominant enzymes responsible for tacrolimus metabolism; however only a proportion of the population expresses CYP3A5 secondary to genetic variation. CYP3A5 is expressed in both the intestine and the liver and has been shown to impact both the bioavailability and metabolism of orally administered tacrolimus. Increasing the initial tacrolimus dose by 50% to 100% is recommended in patients who are known CYP3A5 expressers; however, whether this dose adjustment is appropriate for i.v. tacrolimus administration is unclear. The objective of this study was to evaluate the impact of CYP3A5 genotype as well as other pharmacogenes on i.v. tacrolimus exposure to determine whether the current genotype-guided dosing recommendations are appropriate for this formulation. In addition, this study aimed to investigate dose conversion requirements among CYP3A5 genotypes when converting from i.v. to p.o. tacrolimus. This study is a retrospective chart review of all patients who underwent allogeneic stem cell transplantation at Michigan Medicine between June 1, 2014, and March 1, 2018, who received i.v. tacrolimus at the time of their transplantation. Secondary use samples were obtained for genotyping CYP3A5, CYP3A4, and ABCB1. Patient demographic information, tacrolimus dosing and trough levels, and concomitant medications received at the time of tacrolimus trough were collected retrospectively from the patients' medical records. The i.v. dose-controlled concentration (C/D) and the i.v.:p.o. exposure ratio was calculated for all tacrolimus doses and patients, respectively. The impact of CYP3A5, CYP3A4, and ABCB1 genotypes on the i.v. C/D were evaluated with linear mixed modeling. The impact of CYP3A5 genotype on the i.v.:p.o. ratio was evaluated while controlling for age and concomitant use of an azole inhibitor. CYP3A5 and CYP3A4 genotypes were significantly associated with the i.v. C/D, with CYP3A5 expressers and CYP3A4 rapid metabolizers having 20% lower tacrolimus exposure. Neither genotype remained significant in the multivariable model, although age, hematocrit, and concomitant use of strong azole inhibitors were associated with increased i.v. C/D. When controlling for patient age and sex, CYP3A5 expressers had significantly higher i.v.:p.o. ratios than CYP3A5 nonexpressers (3.42 versus 2.78; P = .04). Post hoc analysis showed that the i.v.:p.o. ratio may differ among different CYP3A5 genotypes and azole inhibitor combinations. This study demonstrates that the current genotype-guided tacrolimus dose adjustment recommendations are inappropriate for CYP3A5 expressers receiving i.v. tacrolimus. Although CYP3A5 genotype is likely a minor contributor to i.v. tacrolimus exposure, genotype, in addition to capturing concomitant CYP3A inhibitors, would likely improve i.v.:p.o. dose conversion selection. © 2021 American Society for Transplantation and Cellular Therapy. Published by Elsevier Inc.
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Affiliation(s)
- Amy L Pasternak
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan; Department of Pharmacy, Michigan Medicine, Ann Arbor, Michigan.
| | - Lauren A Marcath
- Department of Pharmacotherapy, Washington State University College of Pharmacy and Pharmaceutical Sciences, Spokane, Washington
| | - Yajing Li
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan
| | - Vy Nguyen
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
| | - Christina L Gersch
- Division of Hematology/Oncology, Department of Internal Medicine, Michigan Medicine, Ann Arbor, Michigan
| | - James M Rae
- Division of Hematology/Oncology, Department of Internal Medicine, Michigan Medicine, Ann Arbor, Michigan
| | - David Frame
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
| | - Gianni Scappaticci
- Division of Hematology/Oncology, Department of Internal Medicine, Michigan Medicine, Ann Arbor, Michigan
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
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Pesch AM, Chandler BC, Michmerhuizen AR, Hirsh N, Wilder-Romans K, Liu M, Ward T, Messinger D, Nino C, Ritter C, Rae JM, Speers CW. Abstract 1943: Radiosensitization of PIK3CA wild type triple negative breast cancers with Bcl-family inhibition. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-1943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Compared to other breast cancer subtypes, triple negative breast cancers (TNBC) derive the least benefit from adjuvant radiation (RT) which contributes to higher rates of locoregional recurrence. Thus, there is a critical need to identify clinical strategies to increase the effectiveness of RT therapy in TNBC.
Methods: Alamar blue proliferation assays were used to calculate half maximal inhibitory concentration (IC50) values for each Bcl-2 family inhibitor 72 hours after drug treatment. Clonogenic survival assays were used to evaluate radiosensitivity and to calculate the radiation enhancement ratio (rER) after combination treatment. Apoptosis was assessed through formation of cleaved PARP and annexin V/PI-based flow cytometry. Xenograft models with MDA-MB-231 cells and TNBC patient-derived xenografts (PDX4664) were used to assess radiosensitization in vivo.
Results: A novel radiosensitizer screen identified Bcl-2 family inhibition as a potentially effective treatment strategy in radioresistant breast cancer models. Single-agent response to pan Bcl-2 family inhibition (ABT-263) or Bcl-xL inhibition (WEHI-539, A-1331852) was more effective in PIK3CA wild type (wt) TNBC (IC50 < 1µM) compared to PIK3CA mutant TNBC. Inhibition of apoptosis with ABT-263 led to radiosensitization of PIK3CA/PTEN wild-type TNBC cell lines (rER: 1.09-1.74), but had no effect on PIK3CA/PTEN mutant TNBC (rER: 0.87-1.18). Radiosensitization was observed to be Bcl-xL-dependent, with Bcl-xL inhibitor-specific radiosensitization (rER: 1.12-2.38) but a lack of Bcl-2 inhibitor (ABT-199, rER: 0.94 - 1.21) or MCL-1 inhibitor-mediated radiosensitization (S63845, rER: 0.91 - 1.06). In PIK3CA wt TNBC, combination treatment of Bcl-2 family inhibition and RT significantly increased the percent of apoptotic cells (p < 0.001) and led to increased formation of cleaved PARP 48 hours after RT. Sensitivity to RT was dependent on expression of MCL-1, an anti-apoptotic protein that is overexpressed in PIK3CA/PTEN mutant TNBC. Overexpression of MCL-1 in PIK3CA/PTEN wild type TNBC rescued radioresistance (rER: 0.99-1.09), whereas co-inhibition of MCL-1 and Bcl-xL in PIK3CA/PTEN mutant TNBC was sufficient to overcome radioresistance (rER: 2.32 - 2.35). In vivo, nonspecific Bcl-2 family inhibition or specific Bcl-xL inhibition in combination with RT decreased tumor growth and increased time to tumor tripling (p < 0.0001) in PIK3CA wt models of TNBC.
Conclusions: In this study, we demonstrated that inhibition of Bcl-2 family proteins in combination with RT led to increased levels of apoptosis and cell death in PIK3CA/PTEN wt - but not PIK3CA/PTEN mutant - TNBC and we identified MCL-1 as a critical mediator of this radiosensitIvity. Together, these results indicate that Bcl-xL inhibition may be a feasible clinical strategy for the radiosensitization of PIK3CA/PTEN wild-type TNBC.
Citation Format: Andrea M. Pesch, Benjamin C. Chandler, Anna R. Michmerhuizen, Nicole Hirsh, Kari Wilder-Romans, Meilan Liu, Tanner Ward, Dana Messinger, Charles Nino, Cassandra Ritter, James M. Rae, Corey W. Speers. Radiosensitization of PIK3CA wild type triple negative breast cancers with Bcl-family inhibition [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 1943.
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Hertz DL, Douglas JA, Kidwell KM, Gersch CL, Desta Z, Storniolo AM, Stearns V, Skaar TC, Hayes DF, Henry NL, Rae JM. Genome-wide association study of letrozole plasma concentrations identifies non-exonic variants that may affect CYP2A6 metabolic activity. Pharmacogenet Genomics 2021; 31:116-123. [PMID: 34096894 PMCID: PMC8185249 DOI: 10.1097/fpc.0000000000000429] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
OBJECTIVES Letrozole is a nonsteroidal aromatase inhibitor used to treat hormone-receptor-positive breast cancer. Variability in letrozole efficacy and toxicity may be partially attributable to variable systemic drug exposure, which may be influenced by germline variants in the enzymes responsible for letrozole metabolism, including cytochrome P450 2A6 (CYP2A6). The objective of this genome-wide association study (GWAS) was to identify polymorphisms associated with steady-state letrozole concentrations. METHODS The Exemestane and Letrozole Pharmacogenetics (ELPh) Study randomized postmenopausal patients with hormone-receptor-positive nonmetastatic breast cancer to letrozole or exemestane treatment. Germline DNA was collected pretreatment and blood samples were collected after 1 or 3 months of treatment to measure steady-state letrozole (and exemestane) plasma concentrations via HPLC/MS. Genome-wide genotyping was conducted on the Infinium Global Screening Array (>650 000 variants) followed by imputation. The association of each germline variant with age- and BMI-adjusted letrozole concentrations was tested in self-reported white patients via linear regression assuming an additive genetic model. RESULTS There were 228 patients who met the study-specific inclusion criteria and had both DNA and letrozole concentration data for this GWAS. The association for one genotyped polymorphism (rs7937) with letrozole concentration surpassed genome-wide significance (P = 5.26 × 10-10), explaining 13% of the variability in untransformed steady-state letrozole concentrations. Imputation around rs7937 and in silico analyses identified rs56113850, a variant in the CYP2A6 intron that may affect CYP2A6 expression and activity. rs7937 was associated with age- and BMI-adjusted letrozole levels even after adjusting for genotype-predicted CYP2A6 metabolic phenotype (P = 3.86 × 10-10). CONCLUSION Our GWAS findings confirm that steady-state letrozole plasma concentrations are partially determined by germline polymorphisms that affect CYP2A6 activity, including variants near rs7937 such as the intronic rs56113850 variant. Further research is needed to confirm whether rs56113850 directly affects CYP2A6 activity and to integrate nonexonic variants into CYP2A6 phenotypic activity prediction systems.
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Affiliation(s)
- Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan
| | - Julie A Douglas
- Department of Human Genetics, University of Michigan Medical School, University of Michigan, Ann Arbor, Michigan
- Department of Mathematics and Statistics, Skidmore College, Saratoga Springs, New York
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, University of Michigan, Ann Arbor, Michigan
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, University of Michigan, Ann Arbor, Michigan
| | - Zeruesenay Desta
- Department of Medicine, Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Ana-Maria Storniolo
- Department of Medicine, Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Vered Stearns
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Todd C Skaar
- Department of Medicine, Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Daniel F Hayes
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, University of Michigan, Ann Arbor, Michigan
| | - N Lynn Henry
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, University of Michigan, Ann Arbor, Michigan
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, University of Michigan, Ann Arbor, Michigan
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Pesch AM, Hirsh N, Michmerhuizen AR, Chandler BC, Wilder-Romans K, Liu M, Pierce LJ, Rae JM, Speers CW. Abstract 1952: CDK4/6 inhibition radiosensitizes RB1 wild type triple negative breast cancers through impaired homologous recombination. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-1952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Cyclin-dependent kinase 4&6 (CDK4/6) inhibitors have been approved for the treatment of metastatic, estrogen receptor positive (ER+) breast cancers, but there is growing interesting in CDK4/6 inhibition as a therapeutic strategy in other breast cancer subtypes, including triple negative breast cancer (TNBC). Previous studies have shown that CDK4/6 inhibition radiosensitizes ER+ breast cancers, but the interaction between CDK4/6 inhibition and radiation (RT) in TNBC is incompletely understood.
Methods: Cellular viability was quantified 72 hours after drug treatment (in the absence of RT) to calculate a half maximal inhibitory concentration (IC50) value of proliferation. Radiation enhancement ratios (rER) and surviving fractions of cells after RT were calculated using clonogenic survival assays in RB1 wild type and mutant TNBC cell lines. Homologous recombination (HR) was assessed using RAD51 foci formation and a stable HR reporter system. G1 cell cycle arrest was quantified using propidium iodide-based flow cytometry. CRISPR-induced knockout of RB1 and transient siRNA-mediated knockdown of RB1 in TNBC cell lines was used in both clonogenic survival assays and immunofluorescence experiments. In vivo efficacy of CDK4/6 inhibition + RT was assessed using TNBC patient-derived xenograft models (PDX4664).
Results: Although most TNBC cell lines are resistant to CDK4/6 inhibitor monotherapy (IC50 > 250nM) compared to ER+ cells, treatment with 250nM-1μM palbociclib radiosensitized RB1 wild type TNBC (MDA-MB-231, CAL-51, SUM-159, CAL-120; rER 1.08 – 2.22) but failed to radiosensitize RB1 mutant TNBC (CAL-851, MDA-MB-468; rER: 0.84 – 1.00). Radiosensitization of TNBC cell lines also occurred with short term ribociclib or abemaciclib pretreatment. At 6 and 16 hours following RT, significant suppression of RT-induced homologous recombination (HR) activity (RAD51 foci) was observed in RB1 wild type (p < 0.001) but not RB1 mutant (p > 0.05) TNBC cell lines. Cell cycle arrest after short term CDK4/6 inhibition was dependent on the presence of RB1. In addition, genetic knockdown of RB1 in RB1 wild type TNBC lead to a loss of CDK4/6 inhibitor-mediated HR suppression (p > 0.05) and diminished radiosensitization.
Conclusions: In TNBC, CDK4/6 inhibition and RT leads to suppression of HR activity in an RB1-dependent manner. While ongoing studies seek to elucidate the role of RB1 in HR suppression in the context of CDK4/6 inhibitor-mediated radiosensitization of TNBC, our data suggests that CDK4/6 inhibition + RT could be a valuable clinical strategy to radiosensitize a wide range of breast cancer subtypes, including RB1 wild type TNBC.
Citation Format: Andrea M. Pesch, Nicole Hirsh, Anna R. Michmerhuizen, Benjamin C. Chandler, Kari Wilder-Romans, Meilan Liu, Lori J. Pierce, James M. Rae, Corey W. Speers. CDK4/6 inhibition radiosensitizes RB1 wild type triple negative breast cancers through impaired homologous recombination [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 1952.
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Hertz DL, Smith KL, Zong Y, Gersch CL, Pesch AM, Lehman J, Blackford AL, Henry NL, Kidwell KM, Rae JM, Stearns V. Further Evidence That OPG rs2073618 Is Associated With Increased Risk of Musculoskeletal Symptoms in Patients Receiving Aromatase Inhibitors for Early Breast Cancer. Front Genet 2021; 12:662734. [PMID: 34211496 PMCID: PMC8239354 DOI: 10.3389/fgene.2021.662734] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Accepted: 04/27/2021] [Indexed: 11/13/2022] Open
Abstract
Background Aromatase inhibitors (AI) reduce recurrence and death in patients with early-stage hormone receptor-positive (HR +) breast cancer. Treatment-related toxicities, including AI-induced musculoskeletal symptoms (AIMSS), are common and may lead to early AI discontinuation. The objective of this study was to replicate previously reported associations for candidate germline genetic polymorphisms with AIMSS. Methods Women with stage 0-III HR + breast cancer initiating adjuvant AI were enrolled in a prospective clinic-based observational cohort. AIMSS were assessed by patient-reported outcomes (PRO) including the PROMIS pain interference and physical function measures plus the FACT-ES joint pain question at baseline and after 3 and 6 months. For the primary analysis, AIMSS were defined as ≥ 4-point increase in the pain interference T-score from baseline. Secondary AIMSS endpoints were defined as ≥ 4-point decrease in the physical function T-score from baseline and as ≥ 1-point increase on the FACT-ES joint pain question from baseline. The primary hypothesis was that TCL1A rs11849538 would be associated with AIMSS. Twelve other germline variants in CYP19A1, VDR, PIRC66, OPG, ESR1, CYP27B1, CYP17A1, and RANKL were also analyzed assuming a dominant genetic effect and prespecified direction of effect on AIMSS using univariate logistic regression with an unadjusted α = 0.05. Significant univariate associations in the expected direction were adjusted for age, race, body mass index (BMI), prior taxane, and the type of AI using multivariable logistic regression. Results A total of 143 participants with PRO and genetic data were included in this analysis, most of whom were treated with anastrozole (78%) or letrozole (20%). On primary analysis, participants carrying TCL1A rs11849538 were not more likely to develop AIMSS (odds ratio = 1.29, 95% confidence interval: 0.55-3.07, p = 0.56). In the statistically uncorrected secondary analysis, OPG rs2073618 was associated with AIMSS defined by worsening on the FACT-ES joint pain question (OR = 3.33, p = 0.004), and this association maintained significance after covariate adjustment (OR = 3.98, p = 0.003). Conclusion Carriers of OPG rs2073618 may be at increased risk of AIMSS. If confirmed in other cohorts, OPG genotyping can be used to identify individuals with HR + early breast cancer in whom alternate endocrine therapy or interventions to enhance symptom detection and implement strategies to reduce musculoskeletal symptoms may be needed.
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Affiliation(s)
- Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, United States
| | - Karen Lisa Smith
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Yuhua Zong
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, United States
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Andrea M Pesch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Jennifer Lehman
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Amanda L Blackford
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - N Lynn Henry
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, United States
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, United States
| | - Vered Stearns
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, United States
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Grogan NM, Wu YM, Robinson DR, Rae JM, Henry NL, Hayes DF, Jacobs MF, Milliron KJ, Hulswit B, Hipp LE, Merajver S, Stoffel EM, Chinnaiyan A, Cobain EF. Use of comprehensive next-generation sequencing to identify pathogenic germline variants with therapeutic relevance in metastatic breast cancer. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.10527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
10527 Background: Among patients with early-stage breast cancer, approximately 6-10% have a pathogenic germline variant (PGV) conferring inherited cancer predisposition. In contrast, few studies have explored the frequency and types of PGVs identified in patients with metastatic breast cancer (MBC); therefore, additional data is needed. Methods: From 2011-2020, 278 patients with MBC underwent fresh tumor biopsy and blood sample collection for paired tumor/normal DNA (targeted exome capture with analysis of 1700 genes) and RNA (tumor transcriptome) sequencing through the Michigan Oncology Sequencing (Mi-ONCOSEQ) program. Somatic and germline alterations were annotated and classified according to degree of clinical actionability with results returned to treating oncologists. Retrospective chart review was performed to determine if: 1) a PGV was identified prior to Mi-ONCOSEQ testing, 2) patients met National Comprehensive Cancer Network (NCCN) guideline criteria for genetic testing on the basis of personal or family cancer history and 3) patients received subsequent therapy informed by a PGV. Results: Forty-eight of the 278 patients (17.3%) had at least one PGV identified, with a total of 50 PGVs identified in this cohort. Only twelve of these PGVs (24%) had been identified prior to Mi-ONCOSEQ testing. The most frequent PGVs identified were in CHEK 2 (n = 9, 18%), MUTYH (n = 6, 12%), BRCA 1 (n = 5, 10%), BRCA2 (n = 5, 10%), ATM (n = 4, 8%) and PALB2 (n = 4, 8%). Somatic loss of heterozygosity events (LOH) occurred in 30 of the 50 cases with PGVs identified (60%). LOH events were observed in 83.3% of BRCA1, BRCA2, ATM and PALB2 PGVs, but were less frequently observed with CHEK2 (33.3%) and MUTYH (66.7%). Two hundred sixteen out of 278 patients (77.7%) in this cohort met NCCN criteria for genetic testing, although six patients with a PGV identified (CHEK2: n = 5; MUTYH: n = 1) did not meet NCCN criteria. Twenty-nine PGVs identified (58%) had potential therapeutic relevance and 11 patients (22.9%) received targeted therapy based on the PGV. Conclusions: The frequency of PGVs identified in this cohort is nearly double the frequency reported for patients with early-stage disease, suggesting that certain PGVs may confer worse prognosis. CHEK2, the most frequently identified PGV, was less likely to have an identifiable LOH event. The direct role of CHEK2 PGVs in tumor pathogenesis is uncertain, but other mechanisms of silencing the wild type allele must be considered. Despite the majority of patients meeting NCCN criteria for genetic testing, those with PGVs in CHEK2 were less reliably identified by this mechanism. The majority of PGVs identified were of potential therapeutic relevance, supporting the recommendation for genetic testing in all patients with MBC.
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Affiliation(s)
| | - Yi-Mi Wu
- University of Michigan, Ann Arbor, MI
| | | | - James M. Rae
- University of Michigain Health System, Ann Arbor, MI
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Pesch AM, Hirsh N, Michmerhuizen AR, Chandler BC, Wilder-Romans K, Liu M, Cobain E, Pierce LJ, Rae JM, Speers C. Abstract PO-028: RB loss mitigates CDK4/6 inhibitor-mediated radiosensitization of estrogen receptor positive (ER+) breast cancers. Clin Cancer Res 2021. [DOI: 10.1158/1557-3265.radsci21-po-028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Fractionated radiation (RT) is used in the adjuvant setting for locoregional control and to prevent the development of metastatic lesions in estrogen receptor positive (ER+) breast cancers. We previously demonstrated that inhibition of cyclin-dependent kinases 4 and 6 (CDK4/6) along with RT leads to the radiosensitization of ER+ breast cancers, but the exact mechanism by which this occurs is unknown. We hypothesized that the presence of RB is necessary for effective double strand repair of radiation-induced DNA damage mediated through homologous recombination (HR), and that this is prevented using CDK4/6 inhibition. Methods: Pharmacological CDK4/6 inhibition was achieved using three FDA approved CKD4/6 inhibitors: palbociclib, ribociclib, and abemaciclib. Genetic knockdown of RB1 was performed using siRNA and knockout was achieved using a CRISPR-Cas9 system. Parental and RB1 knockdown/CRISPR MCF-7 and T47D cells were treated for 72 hours to assess drug sensitivity. Cells were pretreated with a CDK4/6 inhibitor one hour prior to RT and colony formation was quantified to assess changes in radiosensitivity. MCF-7 cells expressing an HR-specific GFP reporter were used to assess HR competency. RB, yH2AX, and RAD51 cellular localization following RT and CDK4/6 inhibition was assessed using immunofluorescence assays. Flow cytometry with propidium iodide staining was used to assess cell cycle distribution. Protein expression was assessed by immunoblotting. Results: CDK4/6 inhibition with palbociclib, ribociclib, and abemaciclib + RT radiosensitizes ER+ breast cancer cells at sub-IC50 concentrations in vitro (rER: 1.21 – 2.05) through impaired HR, which we confirmed using MCF-7 cells that express a stable HR-GFP reporter system (p < 0.01). RB1 knockdown decreased single-agent efficacy of CDK4/6 inhibition on the proliferation of ER+ breast cancer cell lines, leading to an increase in the IC50 for each CDK4/6 inhibitor. Palbociclib, ribociclib, and abemaciclib failed to induce G1 cell cycle accumulation after RB1 knockdown (p > 0.05). Genetic knockdown of RB1 led to a decrease in the ability of breast cancer cells to perform HR-directed DNA repair (p < 0.01) independent of drug treatment, and further suppression of HR with CDK4/6 inhibition was lost in MCF-7 and T47D cells lacking RB expression (p > 0.05). Furthermore, RB protein is necessary for CDK4/6i mediated radiosensitization as evidenced by the abrogation of radiosensitization in RB null isogenic models of ER+ breast cancer (MCF-7 rER: 0.97 ± 0.13). Conclusions: Our data suggests that CDK4/6 inhibitor-mediated radiosensitization and HR suppression is dependent on RB expression. Thus, RB might serve as an effective biomarker for patient selection in future clinical trials that seek to combine CDK4/6 inhibition + RT.
Citation Format: Andrea M. Pesch, Nicole Hirsh, Anna R. Michmerhuizen, Benjamin C. Chandler, Kari Wilder-Romans, Meilan Liu, Erin Cobain, Lori J. Pierce, James M. Rae, Corey Speers. RB loss mitigates CDK4/6 inhibitor-mediated radiosensitization of estrogen receptor positive (ER+) breast cancers [abstract]. In: Proceedings of the AACR Virtual Special Conference on Radiation Science and Medicine; 2021 Mar 2-3. Philadelphia (PA): AACR; Clin Cancer Res 2021;27(8_Suppl):Abstract nr PO-028.
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Pasternak AL, Marshall VD, Gersch CL, Rae JM, Englesbe M, Park JM. Evaluating the Impact of CYP3A5 Genotype on Post-Transplant Healthcare Resource Utilization in Pediatric Renal and Heart Transplant Recipients Receiving Tacrolimus. Pharmgenomics Pers Med 2021; 14:319-326. [PMID: 33746516 PMCID: PMC7967030 DOI: 10.2147/pgpm.s285444] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Accepted: 01/11/2021] [Indexed: 01/10/2023]
Abstract
Purpose CYP3A5 genotype is a significant contributor to inter-individual tacrolimus exposure and may impact the time required to achieve therapeutic concentrations and number of tacrolimus dose adjustments in transplant patients. Increased modifications to tacrolimus therapy may indicate a higher burden on healthcare resources. The purpose of this study was to evaluate whether CYP3A5 genotype was predictive of healthcare resource utilization in pediatric renal and heart transplant recipients. Patients and Methods Patients <18 years of age with a renal or heart transplant between 6/1/2014–12/31/2018 and tacrolimus-based immunosuppression were included. Secondary use samples were obtained for CYP3A5 genotyping. Clinical data was retrospectively collected from the electronic medical record. Healthcare resource utilization measures included the number of dose changes, number of tacrolimus concentrations, length of stay, number of clinical encounters, and total charges within the first year post-transplant. Rejection and donor-specific antibody (DSA) formation within the first year were also collected. The impact of CYP3A5 genotype was evaluated via univariate analysis for the first year and multivariable analysis at 30, 90, 180, 270, and 365 days post-transplant. Results Eighty-five subjects were included, 48 renal transplant recipients and 37 heart transplant recipients. CYP3A5 genotype was not associated with any outcomes in renal transplant, however, a CYP3A5 expresser phenotype was a predictor of more dose changes, more tacrolimus concentrations, longer length of stay, and higher total charges in heart transplant recipients. CYP3A5 genotype was not associated with rejection or DSA formation. Age and induction therapy were associated with higher total charges. Conclusion CYP3A5 genotype may predict healthcare resource utilization in the first year post-transplant, although this may be mitigated by differences in tacrolimus management. Future studies should evaluate the impact of genotype-guided dosing strategies for tacrolimus on healthcare utilization resources.
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Affiliation(s)
- Amy L Pasternak
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, 48109, USA
| | - Vincent D Marshall
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, 48109, USA
| | - Christina L Gersch
- Department of Internal Medicine, Michigan Medicine, Ann Arbor, MI, 48109, USA
| | - James M Rae
- Department of Internal Medicine, Michigan Medicine, Ann Arbor, MI, 48109, USA
| | - Michael Englesbe
- Department of Surgery, Michigan Medicine, Ann Arbor, MI, 48109, USA
| | - Jeong M Park
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, 48109, USA
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Hertz DL, Smith KL, Zong Y, Gersch CL, Pesch A, Patel A, Lehman J, Henry NL, Kidwell KM, Rae JM, Stearns V. Abstract PS5-25: Association of OPG rs2073618 and aromatase inhibitor induced musculoskeletal symptoms. Cancer Res 2021. [DOI: 10.1158/1538-7445.sabcs20-ps5-25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Adjuvant aromatase inhibitors (AI) reduce recurrence and mortality after early stage hormone receptor-positive (HR+) breast cancer (BC). Treatment-related toxicities, including AI-induced musculoskeletal symptoms (AIMSS), are common during adjuvant AI therapy. Prior work suggests the risk of AIMSS is associated with inherited germline genetic polymorphisms in several genes, such as TCL1A, CYP19A1, OPG, and VDR. These pharmacogenetic associations require replication in independent cohorts prior to clinical translation to identify patients at risk for AIMSS. The objective of this retrospective pharmacogenetic analysis was to replicate previously reported associations for candidate germline genetic polymorphisms with AIMSS. Methods: Women with stage 0-III HR+ BC initiating adjuvant endocrine therapy (ET) with tamoxifen or an AI were enrolled in a prospective clinic-based observational cohort. The type of ET was selected by the provider. A baseline (BL) blood sample was collected for isolation of germline DNA for pharmacogenetic analysis. AIMSS were assessed by patient-reported outcomes (PRO). Participants completed PROMIS pain interference (PI), PROMIS physical function (PF) and Functional Assessment of Cancer Therapy - Endocrine Symptoms (FACT-ES) measures at BL and after 3, 6, 9, 12, 24, 48 and 60 months (mo). The FACT-ES includes one question about joint pain, rated on a 5-point scale (“not at all” to “very much”). This secondary retrospective pharmacogenetic analysis was conducted in participants receiving AI therapy for whom blood samples and PRO scores at BL and 3 and/or 6 mo were available. For the primary analysis, we defined AIMSS as a ≥4 point increase in PI T score from BL to 3 and/or 6 mo. For secondary analyses, we evaluated alternate definitions of AIMSS including a ≥4 point decrease in PF T score and a ≥1 category increase on the FACT-ES joint pain question from BL to 3 and/or 6 mo. The primary hypothesis was that TCL1A rs11849538 is associated with AIMSS. Twelve other germline variants in CYP19A1, VDR, PIRC66, OPG, ESR1, CYP27B1, CYP17A1, and RANKL previously reported to be associated with AIMSS were also analyzed. We assumed a dominant genetic effect and pre-specified the direction of effect on AIMSS for each variant. We conducted univariate logistic regression to evaluate associations between each definition of AIMSS and candidate polymorphism using an unadjusted α=0.05. Significant univariate associations in the expected direction were adjusted for age, race, body mass index (BMI), prior taxane and type of AI using multivariable logistic regression. Results: Of 182 participants on AI, 143 with PRO and genetic data available were included in this analysis. Median age was 67, 85% were white, median BMI was 27.8 and 27% had prior taxane. 78% received anastrozole, 20% letrozole and 2% exemestane. On primary analysis, participants carrying TCL1A rs11849538 were not more likely to develop AIMSS as defined by increase in PI T score by ≥4 (OR=1.29, 95% CI: 0.55-3.07, p=0.56). None of the other polymorphisms was associated with increase in PI T score by ≥4. On secondary analysis, OPG rs2073618 was associated with AIMSS, as defined by an increase on the FACT-ES joint pain question ≥1 (OR=3.33, 95% CI: 1.48-7.49, p=0.004) and this association maintained significance after covariate adjustment (OR=3.98, 95% CI: 1.61-9.84, p=0.003). Age, race, BMI, prior taxane and type of AI were not associated with AIMSS on multivariate analysis. No other polymorphisms were associated with AIMSS on secondary analyses.
Conclusions: Carriers of OPG rs2073618 may be at increased risk of AIMSS. If confirmed in other cohorts, OPG genotyping may be able to identify individuals with HR+ early BC at increased risk for AIMSS during AI therapy. Alternate ET or interventions to reduce musculoskeletal symptoms may be needed for this population.
Citation Format: Daniel L Hertz, Karen Lisa Smith, Yuhua Zong, Christina L Gersch, Andrea Pesch, Arti Patel, Jennifer Lehman, N. Lynn Henry, Kelley M Kidwell, James M Rae, Vered Stearns. Association of OPG rs2073618 and aromatase inhibitor induced musculoskeletal symptoms [abstract]. In: Proceedings of the 2020 San Antonio Breast Cancer Virtual Symposium; 2020 Dec 8-11; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2021;81(4 Suppl):Abstract nr PS5-25.
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Affiliation(s)
- Daniel L Hertz
- 1University of Michigan College of Pharmacy, Ann Arbor, MI
| | | | | | | | | | | | | | - N. Lynn Henry
- 4University of Michigan Medical School, Ann Arbor, MI
| | | | - James M Rae
- 4University of Michigan Medical School, Ann Arbor, MI
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Pesch AM, Hirsh NH, Chandler BC, Michmerhuizen AR, Ritter CL, Androsiglio MP, Wilder-Romans K, Liu M, Gersch CL, Larios JM, Pierce LJ, Rae JM, Speers CW. Short-term CDK4/6 Inhibition Radiosensitizes Estrogen Receptor-Positive Breast Cancers. Clin Cancer Res 2020; 26:6568-6580. [PMID: 32967938 DOI: 10.1158/1078-0432.ccr-20-2269] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Revised: 08/09/2020] [Accepted: 09/18/2020] [Indexed: 12/15/2022]
Abstract
PURPOSE Cyclin-dependent kinase 4/6 (CDK4/6) inhibitors have improved progression-free survival for metastatic, estrogen receptor-positive (ER+) breast cancers, but their role in the nonmetastatic setting remains unclear. We sought to understand the effects of CDK4/6 inhibition (CDK4/6i) and radiotherapy in multiple preclinical breast cancer models. EXPERIMENTAL DESIGN Transcriptomic and proteomic analyses were used to identify significantly altered pathways after CDK4/6i. Clonogenic assays were used to quantify the radiotherapy enhancement ratio (rER). DNA damage was quantified using γH2AX staining and the neutral comet assay. DNA repair was assessed using RAD51 foci formation and nonhomologous end joining (NHEJ) reporter assays. Orthotopic xenografts were used to assess the efficacy of combination therapy. RESULTS Palbociclib significantly radiosensitized multiple ER+ cell lines at low nanomolar, sub IC50 concentrations (rER: 1.21-1.52) and led to a decrease in the surviving fraction of cells at 2 Gy (P < 0.001). Similar results were observed in ribociclib-treated (rER: 1.08-1.68) and abemaciclib-treated (rER: 1.19-2.05) cells. Combination treatment decreased RAD51 foci formation (P < 0.001), leading to a suppression of homologous recombination activity, but did not affect NHEJ efficiency (P > 0.05). Immortalized breast epithelial cells and cells with acquired resistance to CDK4/6i did not demonstrate radiosensitization (rER: 0.94-1.11) or changes in RAD51 foci. In xenograft models, concurrent palbociclib and radiotherapy led to a significant decrease in tumor growth. CONCLUSIONS These studies provide preclinical rationale to test CDK4/6i and radiotherapy in women with locally advanced ER+ breast cancer at high risk for locoregional recurrence.
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Affiliation(s)
- Andrea M Pesch
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.,Department of Pharmacology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Nicole H Hirsh
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Benjamin C Chandler
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Cancer Biology Program, University of Michigan, Ann Arbor, Michigan
| | - Anna R Michmerhuizen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, Michigan
| | - Cassandra L Ritter
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | | | - Kari Wilder-Romans
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Meilan Liu
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - Christina L Gersch
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - José M Larios
- Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Lori J Pierce
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | - James M Rae
- Department of Pharmacology, University of Michigan, Ann Arbor, Michigan.,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan.,Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Corey W Speers
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan. .,Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
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Pesch AM, Hirsh N, Chandler BC, Michmerhuizen AR, Ritter CL, Androsiglio M, Wilder-Romans K, Liu M, Gersch CL, Larios JM, Rae JM, Speers CW. Abstract 6280: CDK4/6 inhibitor-mediatated radiosensitization of estrogen receptor positive breast cancer. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-6280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Although cyclin-dependent kinase 4 and 6 (CDK4/6) inhibitors like palbociclib, ribociclib, and abemaciclib have improved progression free survival in patients with metastatic, estrogen receptor positive (ER+) breast cancer, acquired resistance to these drugs limits their efficacy. Despite promising new studies defining the utility of CDK4/6 inhibitors in the upfront, non-metastatic setting, there is limited data available on the effects of concurrent CDK4/6 inhibition and radiation (RT).
Methods: Transcriptomic and proteomic expression data was used to quantify changes in RNA and protein expression in ER+ breast cancer cell lines (MCF-7, T47D) after short term (16 hour) CDK4/6 inhibition. Proliferation assays were used to determine the half-maximal inhibitory concentration (IC50) of palbociclib, ribociclib, and abemaciclib. Clonogenic survival assays were performed to calculate the radiation enhancement ratio (rER) and the surviving fraction at 2 Gy for each treatment. Homologous recombination (HR) proficiency was assessed using RAD51 and γH2AX foci formation and a pYFP reporter was used to assess non-homologous end joining (NHEJ) efficiency. Western blots were used to quantify protein expression. MCF-7 xenografts were used to study the efficacy of combination (palbociclib + RT) therapy in vivo. MCF-7 and T47D cell lines with acquired resistance to CDK4/6 inhibition (IC50 >1uM) were used for comparison in all assays.
Results: Transcriptomic and proteomic analyses identified changes in expression of DNA damage response mediators and cell cycle machinery with short term CDK4/6 inhibition. Palbociclib significantly radiosensitized ER+ cell lines at concentrations at or below the IC50 value in clonogenic survival assays (MCF-7 rER: 1.22-1.52, T47D rER: 1.23-1.50) and led to a decrease in the surviving fraction of cells at 2 Gy (p < 0.001). Similar results were observed in ribociclib- (rER: 1.08 - 1.68) and abemaciclib-treated (rER: 1.19 - 2.05) cells. MCF-7 and T47D cells treated with CDK4/6 inhibition and RT showed a decrease in RAD51 foci formation, suggesting a decrease in HR efficiency (p < 0.001). However, CDK4/6 inhibition did not affect NHEJ efficiency (p > 0.05). CDK4/6 inhibition + RT led to a decrease in expression of protein expression of HR meditators like p-CHK1 but did not affect phosphorylation of NHEJ proteins like pKu80/pKu70. Cells with acquired resistance to CDK4/6 inhibition did not demonstrate radiosensitization (MCF-7 rER: 0.93 - 1.03, T47D rER: 0.96 - 1.11) or changes in RAD51 foci formation with combination treatment.
Conclusions: Our data suggests that CDK4/6 inhibitor-mediated radiosensitization may be effective in ER+ breast cancers prior to the development of CDK4/6 inhibitor resistance. These studies provide preclinical rationale to test CDK4/6 inhibition + RT in women with locally-advanced ER+ breast cancer at high risk for locoregional recurrence.
Citation Format: Andrea M. Pesch, Nicole Hirsh, Benjamin C. Chandler, Anna R. Michmerhuizen, Cassandra L. Ritter, Marlie Androsiglio, Kari Wilder-Romans, Meilan Liu, Christina L. Gersch, Jose M. Larios, James M. Rae, Corey W. Speers. CDK4/6 inhibitor-mediatated radiosensitization of estrogen receptor positive breast cancer [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 6280.
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Hertz DL, Kidwell KM, Douglas JA, Viale G, Leyland-Jones B, Regan M, Rae JM. DNA derived from archival tumor specimens can be used for germline pharmacogenetic analyses. Pharmacogenomics 2020; 21:899-902. [PMID: 32723153 DOI: 10.2217/pgs-2020-0071] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Affiliation(s)
- Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109-1065, USA
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Julie A Douglas
- Department of Human Genetics, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Giuseppe Viale
- Department of Pathology, European Institute of Oncology, University of Milan, 20141 Milano, Italy
| | - Brian Leyland-Jones
- Molecular and Experimental Research, Avera Cancer Institute, Sioux Falls, SD 57105, USA
| | - Meredith Regan
- Department of Biostatistics & Computational Biology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
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Chen Y, Fang F, Kidwell KM, Vangipuram K, Marcath LA, Gersch CL, Rae JM, Hayes DF, Lavoie Smith EM, Henry NL, Beutler AS, Hertz DL. Genetic variation in Charcot-Marie-Tooth genes contributes to sensitivity to paclitaxel-induced peripheral neuropathy. Pharmacogenomics 2020; 21:841-851. [PMID: 32700628 DOI: 10.2217/pgs-2020-0053] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Aim: This study explored whether inherited variants in genes causing the hereditary neuropathy condition Charcot-Marie-Tooth disease are associated with sensitivity to paclitaxel-induced peripheral neuropathy (PN). Patients & methods: Hereditary neuropathy genes previously associated with risk of paclitaxel-induced PN were sequenced in paclitaxel-treated patients. Eight putative genetic predictors in five hereditary neuropathy genes (ARHGEF10, SBF2, FGD4, FZD3 and NXN) were tested for association with PN sensitivity after accounting for systemic exposure and clinical variables. Results: FZD3 rs7833751, a proxy for rs7001034, decreased PN sensitivity (additive model, β = -0.41; 95% CI: -0.66 to -0.17; p = 0.0011). None of the other genetic predictors were associated with PN sensitivity. Conclusion: Our results support prior evidence that FZD3 rs7001034 is protective of PN and may be useful for individualizing paclitaxel treatment to prevent PN.
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Affiliation(s)
- Yongzhen Chen
- College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Fang Fang
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA.,University of Michigan Rogel Cancer Center, Ann Arbor, MI 48109
| | - Kiran Vangipuram
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
| | - Lauren A Marcath
- Department of Pharmacotherapy, Washington State University College of Pharmacy & Pharmaceutical Sciences, Pullman, WA 99164, USA
| | - Christina L Gersch
- University of Michigan Rogel Cancer Center, Ann Arbor, MI 48109.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - James M Rae
- University of Michigan Rogel Cancer Center, Ann Arbor, MI 48109.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI 48109.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Ellen M Lavoie Smith
- Department of Health Behavior & Biological Sciences, University of Michigan School of Nursing, Ann Arbor, MI 48109, USA
| | - N Lynn Henry
- University of Michigan Rogel Cancer Center, Ann Arbor, MI 48109.,Department of Internal Medicine, Division of Oncology, University of Utah School of Medicine, Salt Lake City, UT 84112, USA
| | - Andreas S Beutler
- Department of Anesthesiology, Mayo Clinic, Rochester, MN 55902, USA.,Department of Oncology, Mayo Clinic, Rochester, MN 55902, USA
| | - Daniel L Hertz
- University of Michigan Rogel Cancer Center, Ann Arbor, MI 48109.,Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
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34
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Hertz DL, Douglas J, Kidwell KM, Gersch CL, Desta Z, Storniolo AM, Stearns V, Skaar TC, Hayes DF, Henry NL, Rae JM. Genome-wide association study of steady-state letrozole concentration in patients with breast cancer. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
538 Background: Letrozole is a non-steroidal aromatase inhibitor (AI) used to treat hormone receptor positive (HR+) breast cancer. Variability in letrozole efficacy and toxicity may be partially attributable to variable systemic drug exposure, which may be influenced by germline variants in the enzymes responsible for letrozole metabolism, including CYP2A6. The objective of this genome-wide association study (GWAS) was to identify genetic variants that affect steady state letrozole concentrations. Methods: The Exemestane and Letrozole Pharmacogenetics (ELPh) Study randomized 503 post-menopausal patients with HR+ non-metastatic breast cancer to exemestane or letrozole treatment. Germline DNA was collected pre-treatment and blood samples were collected after 1 or 3 months of treatment to measure steady-state letrozole concentration via HPLC/MS. Genome-wide genotyping was conducted on the Infinium Global Screening Array to the Haplotype Reference Panel ( > 2 million variants). The association of each polymorphism with square-root transformed letrozole concentration was tested in self-reported white patients via linear regression using the standard alpha for genome-wide significance (α = 5x10−8) assuming an additive genetic model and correcting for age and body mass index. Results: 228 patients met inclusion criteria and had all necessary data. Each variant allele of rs7937 a patient carried increased their letrozole concentration ~22.9 ng/mL (standard error = 4.01, p = 3.51x10−8, Table) and this variant explained 13% of the variability in letrozole concentrations. rs7937 is located ~50 kB upstream of CYP2A6, and has previously been identified in GWAS of CYP2A6-related phenotypes, including nicotine metabolism and lung cancer. Conclusions: This GWAS confirmed that steady-state letrozole concentrations are partially determined by germline polymorphisms affecting CYP2A6 activity. If letrozole concentrations affect treatment efficacy or toxicity, CYP2A6 genetics may be useful to individualize letrozole dosing to improve clinical outcomes in patients with HR+ breast cancer. [Table: see text]
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Affiliation(s)
| | | | | | | | | | | | - Vered Stearns
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins School of Medicine, Baltimore, MD
| | - Todd C. Skaar
- Indiana University School of Medicine, Indianapolis, IN
| | | | - Norah Lynn Henry
- University of Michigan Rogel Cancer Center and SWOG, Ann Arbor, MI
| | - James M. Rae
- University of Michigain Health System, Ann Arbor, MI
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Dempsey JM, Kidwell KM, Gersch CL, Pesch AM, Desta Z, Storniolo AM, Stearns V, Skaar TC, Hayes DF, Henry NL, Rae JM, Hertz DL. Effects of SLCO1B1 polymorphisms on plasma estrogen concentrations in women with breast cancer receiving aromatase inhibitors exemestane and letrozole. Pharmacogenomics 2020; 20:571-580. [PMID: 31190621 DOI: 10.2217/pgs-2019-0020] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Aim: This study tested for associations between SLCO1B1 polymorphisms and circulating estrogen levels in women with breast cancer treated with letrozole or exemestane. Patients & methods: Postmenopausal women with hormone-receptor positive breast cancer were genotyped for SLCO1B1*5 (rs4149056) and rs10841753. Pretreatment and on-treatment plasma estrogens and aromatase inhibitor (AI) concentrations were measured. Regression analyses were performed to test for pharmacogenetic associations with estrogens and drug concentrations. Results: SLCO1B1*5 was associated with elevated pretreatment estrone sulfate and an increased risk of detectable estrone concentrations after 3 months of AI treatment. Conclusion: These findings suggest SLCO1B1 polymorphisms may have an effect on estrogenic response to AI treatment, and therefore may adversely impact the anticancer effectiveness of these agents.
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Affiliation(s)
- Jacqueline M Dempsey
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109-1065, USA
| | - Kelley M Kidwell
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - Andrea M Pesch
- Department of Internal Medicine, Division of Hematology/Oncology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - Zeruesenay Desta
- Department of Medicine, Indiana University, Indianapolis, IN 46202, USA
| | | | - Vered Stearns
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21231, USA
| | - Todd C Skaar
- Department of Medicine, Indiana University, Indianapolis, IN 46202, USA
| | - Daniel F Hayes
- Department of Internal Medicine, Division of Hematology/Oncology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - N Lynn Henry
- Department of Internal Medicine, Division of Hematology/Oncology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, Medical School, University of Michigan, Ann Arbor, MI 48109, USA
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109-1065, USA
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Gonzalez TL, Hancock M, Sun S, Gersch CL, Larios JM, David W, Hu J, Hayes DF, Wang S, Rae JM. Correction to: Targeted degradation of activating estrogen receptor α ligand-binding domain mutations in human breast cancer. Breast Cancer Res Treat 2020; 180:623. [PMID: 32180072 DOI: 10.1007/s10549-020-05594-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
In the original publication of the article, the spelling of the sixth author's given name was incorrect. The corrected author name should read as "Wadie David". The original article has been corrected.
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Affiliation(s)
- Thomas L Gonzalez
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Molly Hancock
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Siqi Sun
- Department of Pharmacology, University of Michigan Medical School, Ann Arbor, USA
| | - Christina L Gersch
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Jose M Larios
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Wadie David
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Jiantao Hu
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Daniel F Hayes
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Shaomeng Wang
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA.,Department of Pharmacology, University of Michigan Medical School, Ann Arbor, USA.,Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, 48109, USA
| | - James M Rae
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA. .,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA. .,Department of Pharmacology, University of Michigan Medical School, Ann Arbor, USA.
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37
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Gonzalez TL, Hancock M, Sun S, Gersch CL, Larios JM, David W, Hu J, Hayes DF, Wang S, Rae JM. Targeted degradation of activating estrogen receptor α ligand-binding domain mutations in human breast cancer. Breast Cancer Res Treat 2020; 180:611-622. [PMID: 32067153 DOI: 10.1007/s10549-020-05564-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Accepted: 02/03/2020] [Indexed: 01/14/2023]
Abstract
PURPOSE Studies have identified several estrogen receptor α (ERα) ligand-binding domain (LBD) somatic mutations in endocrine therapy resistant, metastatic ER-positive breast cancers. The most common mutations, Tyr537Ser (Y537S) and Asp538Gly (D538G), are detected in ~ 30% of endocrine resistant metastatic breast cancer patients. These ESR1 mutations induce the agonist conformation of ERα, confer an estrogen-independent phenotype, and promote drug resistance to antiestrogens. METHODS ER-positive, estrogen-dependent MCF-7 cells were engineered to express either the Y537S or D538G mutants using CRISPR knock-in (cY537S and cD538G). These cells were used to screen several estrogen receptor degrader (ERD) compounds synthesized using the Proteolysis Targeting Chimeras (PROTAC) method to induce degradation of ERα via the ubiquitin-proteasome pathway. RESULTS Wild-type MCF-7 and ERα LBD mutant cells were treated with ERD-148 (10 pM-1 µM) and assayed for cellular proliferation using the PrestoBlue cell viability assay. ERD-148 attenuated ER-dependent growth with IC50 values of 0.8, 10.5, and 6.1 nM in MCF-7, cY537S, and cD538G cells, respectively. Western blot analysis showed that MCF-7 cells treated with 1 nM ERD-148 for 24 h exhibited reduced ERα protein expression as compared to the mutants. The ER-regulated gene, GREB1, demonstrated significant downregulation in parental and mutant cells after 24 h of ERD-148 treatment at 10 nM. Growth of the ER-negative, estrogen-independent MDA-MB-231 breast cancer cells was not inhibited by ERD-148 at the ~ IC90 observed in the ER-positive cells. CONCLUSION ERD-148 inhibits the growth of ER-positive breast cancer cells via downregulating ERα with comparable potency to Fulvestrant with marginal non-specific toxicity.
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Affiliation(s)
- Thomas L Gonzalez
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Molly Hancock
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Siqi Sun
- Department of Pharmacology, University of Michigan Medical School, Ann Arbor, USA
| | - Christina L Gersch
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Jose M Larios
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Wadie David
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Jiantao Hu
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Daniel F Hayes
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA
| | - Shaomeng Wang
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA.,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA.,Department of Pharmacology, University of Michigan Medical School, Ann Arbor, USA.,Department of Medicinal Chemistry, University of Michigan, Ann Arbor, MI, 48109, USA
| | - James M Rae
- The University of Michigan Rogel Cancer Center, Ann Arbor, USA. .,Department of Internal Medicine, University of Michigan Medical School, 6310 Cancer Center, 1500 E. Medical Center Dr., Ann Arbor, MI, 48109, USA. .,Department of Pharmacology, University of Michigan Medical School, Ann Arbor, USA.
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Marcath LA, Kidwell KM, Vangipuram K, Gersch CL, Rae JM, Burness ML, Griggs JJ, Van Poznak C, Hayes DF, Smith EML, Henry NL, Beutler AS, Hertz DL. Genetic variation in EPHA contributes to sensitivity to paclitaxel-induced peripheral neuropathy. Br J Clin Pharmacol 2020; 86:880-890. [PMID: 31823378 DOI: 10.1111/bcp.14192] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 11/12/2019] [Accepted: 11/20/2019] [Indexed: 12/23/2022] Open
Abstract
AIMS Chemotherapy-induced peripheral neuropathy (PN) is a treatment limiting toxicity of paclitaxel. We evaluated if EPHA genetic variation (EPHA4, EPHA5, EPHA6, and EPHA8) is associated with PN sensitivity by accounting for variability in systemic paclitaxel exposure (time above threshold). METHODS Germline DNA from 60 patients with breast cancer was sequenced. PN was measured using the 8-item sensory subscale (CIPN8) of the patient-reported CIPN20. Associations for 3 genetic models were tested by incorporating genetics into previously published PN prediction models integrating measured paclitaxel exposure and cumulative treatment. Significant associations were then tested for association with PN-related treatment disruption. RESULTS EPHA5 rs7349683 (minor allele frequency = 0.32) was associated with increased PN sensitivity (β-coefficient = 0.39, 95% confidence interval 0.11-0.67, p = 0.007). Setting a maximum tolerable threshold of CIPN8 = 30, optimal paclitaxel exposure target is shorter for rs7349683 homozygous (11.6 h) than heterozygous (12.6 h) or wild-type (13.6 h) patients. Total number of missense variants (median = 0, range 0-2) was associated with decreased PN sensitivity (β-coefficient: -0.42, 95% confidence interval -0.72 to -0.12, P = .006). No association with treatment disruption was detected for the total number of missense variants or rs7349683. CONCLUSION Isolating toxicity sensitivity by accounting for exposure is a novel approach, and rs7349683 represents a promising marker for PN sensitivity that may be used to individualize paclitaxel treatment.
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Affiliation(s)
- Lauren A Marcath
- Department of Pharmacotherapy, Washington State University College of Pharmacy and Pharmaceutical Sciences, Spokane, WA, USA
| | - Kelley M Kidwell
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA.,Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Kiran Vangipuram
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, USA
| | | | - James M Rae
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
| | - Monika L Burness
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Jennifer J Griggs
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Catherine Van Poznak
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA.,Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Ellen M Lavoie Smith
- Department of Health Behavior and Biological Sciences, University of Michigan School of Nursing, Ann Arbor, MI, USA
| | - N Lynn Henry
- Department of Internal Medicine, Division of Oncology, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Andreas S Beutler
- Department of Anesthesiology, Mayo Clinic, Rochester, MN, USA.,Department of Oncology, Mayo Clinic, Rochester, MN, USA
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, USA
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Michmerhuizen AR, Chandler B, Olsen E, Wilder-Romans K, Moubadder L, Liu M, Pesch AM, Zhang A, Ritter C, Ward ST, Santola A, Nyati S, Rae JM, Hayes D, Feng FY, Spratt D, Wahl D, Eisner J, Pierce LJ, Speers C. Seviteronel, a Novel CYP17 Lyase Inhibitor and Androgen Receptor Antagonist, Radiosensitizes AR-Positive Triple Negative Breast Cancer Cells. Front Endocrinol (Lausanne) 2020; 11:35. [PMID: 32117061 PMCID: PMC7027396 DOI: 10.3389/fendo.2020.00035] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2019] [Accepted: 01/17/2020] [Indexed: 12/21/2022] Open
Abstract
Increased rates of locoregional recurrence (LR) have been observed in triple negative breast cancer (TNBC) despite multimodality therapy, including radiation (RT). Recent data suggest inhibiting the androgen receptor (AR) may be an effective radiosensitizing strategy, and AR is expressed in 15-35% of TNBC tumors. The aim of this study was to determine whether seviteronel (INO-464), a novel CYP17 lyase inhibitor and AR antagonist, is able to radiosensitize AR-positive (AR+) TNBC models. In cell viability assays, seviteronel and enzalutamide exhibited limited effect as a single agent (IC50 > 10 μM). Using clonogenic survival assays, however, AR knockdown and AR inhibition with seviteronel were effective at radiosensitizing cells with radiation enhancement ratios of 1.20-1.89 in models of TNBC with high AR expression. AR-negative (AR-) models, regardless of their estrogen receptor expression, were not radiosensitized with seviteronel treatment at concentrations up to 5 μM. Radiosensitization of AR+ TNBC models was at least partially dependent on impaired dsDNA break repair with significant delays in repair at 6, 16, and 24 h as measured by immunofluorescent staining of γH2AX foci. Similar effects were observed in an in vivo AR+ TNBC xenograft model where there was a significant reduction in tumor volume and a delay to tumor doubling and tripling times in mice treated with seviteronel and radiation. Following combination treatment with seviteronel and radiation, increased binding of AR occurred at DNA damage response genes, including genes involved both in homologous recombination and non-homologous end joining. This trend was not observed with combination treatment of enzalutamide and RT, suggesting that seviteronel may have a different mechanism of radiosensitization compared to other AR inhibitors. Enzalutamide and seviteronel treatment also had different effects on AR and AR target genes as measured by immunoblot and qPCR. These results implicate AR as a mediator of radioresistance in AR+ TNBC models and support the use of seviteronel as a radiosensitizing agent in AR+ TNBC.
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Affiliation(s)
- Anna R. Michmerhuizen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
- Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
| | - Benjamin Chandler
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
- Cancer Biology Program, University of Michigan, Ann Arbor, MI, United States
| | - Eric Olsen
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Kari Wilder-Romans
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Leah Moubadder
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Meilan Liu
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Andrea M. Pesch
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, United States
| | - Amanda Zhang
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Cassandra Ritter
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - S. Tanner Ward
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Alyssa Santola
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Shyam Nyati
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - James M. Rae
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, United States
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Daniel Hayes
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Felix Y. Feng
- Department of Urology, Medicine and Radiation Oncology, University of California, San Francisco, San Francisco, CA, United States
| | - Daniel Spratt
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Daniel Wahl
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
| | - Joel Eisner
- Innocrin Pharmaceuticals Inc., Durham, NC, United States
| | - Lori J. Pierce
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
| | - Corey Speers
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, United States
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, United States
- *Correspondence: Corey Speers
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40
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Affiliation(s)
- Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI
| | - James M Rae
- University of Michigan Medical School, Ann Arbor, MI
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41
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Pesch AM, Gonzalez TL, Chandler BC, Sun S, Gersch CL, Larios JM, David WS, Speers CW, Rae JM. Abstract 4766: Transcriptomic profiling reveals a potential role for JAK/STAT inhibition in CDK4/6 inhibitor-resistant, ER+ breast cancers. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-4766] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Specific cyclin-dependent kinase (CDK) inhibitors are standard of care for patients with metastatic, estrogen receptor-positive (ER+) breast cancer. CDK4/6 inhibitors have improved rates of progression free survival among metastatic, ER+ patients, but resistance limits their clinical efficacy. Various mechanisms of resistance to CDK4/6 inhibitors have been reported, but a comprehensive understanding of this resistance remains elusive.
Methods: We generated in vitro models of acquired (AR) and intrinsic (IR) resistance to CDK4/6 inhibitors using ER+ breast cancer cell lines (MCF-7, T47D) cultured with either continuous high dose (500nM) or dose-escalated (50nM to 500nM) CDK4/6 inhibition over three months. RNA expression and gene set enrichment analysis (GSEA) was used to nominate potential pathways associated with AR and IR palbociclib resistance. Reverse phase protein array (RPPA) and western blots were used to measure protein and phosphoprotein levels in CDK4/6 inhibitor resistant cell lines to validate nominated pathways. Cellular proliferation assays were performed to calculate the half-maximal inhibitory concentration (IC50) with inhibitors for CDK4/6 and JAK/STAT.
Results: Proliferation assays confirmed that MCF-7 AR and IR cells are resistant to palbociclib (IC50 both >1uM) compared to parental cells (60nM); similar results were observed in the T47D cell lines. Cells resistant to either palbociclib, ribociclib, or abemaciclib demonstrated cross resistance to all three inhibitors. GSEA of transcriptomic data identified 579 genes (from AR cells) and 936 genes (from IR cells) that were differentially expressed between palbociclib-resistant MCF-7s and parental controls. RPPA analyses identified several key pathways that regulate CDK4/6 inhibitor resistance in these models. From GSEA analysis, the interferon (JAK/STAT) signaling pathway was the most differentially expressed pathway identified between palbociclib-resistant and sensitive cells. Western blot analyses showed that baseline expression of phospho-STAT1 is significantly elevated in palbociclib-resistant cells. In cellular proliferation assays, palbociclib-resistant MCF-7s and T47Ds retained sensitivity to JAK/STAT inhibitors like the JAK2-selective compound AZ960.
Conclusions: Our data suggests that overactivation of JAK/STAT signaling may be directly involved in the development of CDK4/6 inhibitor resistance in ER-dependent tumors. CDK4/6 inhibitor-resistant cells retain sensitivity to single-agent JAK/STAT inhibition, suggesting that this may be a viable therapeutic option for patients with CDK4/6 inhibitor-resistant ER+ breast cancer. This work was supported in part by 5T32GM007767-40 (Pesch), the Breast Cancer Research Foundation (N003173 to JMR), the UM Rogel Cancer Center and the Taubman Emerging Scholar funds.
Citation Format: Andrea M. Pesch, Thomas L. Gonzalez, Benjamin C. Chandler, Siqi Sun, Christina L. Gersch, José M. Larios, Wadie S. David, Corey W. Speers, James M. Rae. Transcriptomic profiling reveals a potential role for JAK/STAT inhibition in CDK4/6 inhibitor-resistant, ER+ breast cancers [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 4766.
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Affiliation(s)
| | | | | | - Siqi Sun
- University of Michigan, Ann Arbor, MI
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Gonzalez TL, Moos RK, Gersch CL, Johnson MD, Richardson RJ, Koch HM, Rae JM. Metabolites of n-Butylparaben and iso-Butylparaben Exhibit Estrogenic Properties in MCF-7 and T47D Human Breast Cancer Cell Lines. Toxicol Sci 2019; 164:50-59. [PMID: 29945225 DOI: 10.1093/toxsci/kfy063] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
Two oxidized metabolites of n-butylparaben (BuP) and iso-butylparaben (IsoBuP) discovered in human urine samples exhibit structural similarity to endogenous estrogens. We hypothesized that these metabolites bind to the human estrogen receptor (ER) and promote estrogen signaling. We tested this using models of ER-mediated cellular proliferation. The estrogenic properties of 3-hydroxy n-butyl 4-hydroxybenzoate (3OH) and 2-hydroxy iso-butyl 4-hydroxybenzoate (2OH) were determined using the ER-positive, estrogen-dependent human breast cancer cell lines MCF-7, and T47D. The 3OH metabolite induced cellular proliferation with EC50 of 8.2 µM in MCF-7 cells. The EC50 for 3OH in T47D cells could not be reached. The 2OH metabolite induced proliferation with EC50 of 2.2 µM and 43.0 µM in MCF-7 and T47D cells, respectively. The EC50 for the parental IsoBuP and BuP was 0.30 and 1.2 µM in MCF-7 cells, respectively. The expression of a pro-proliferative, estrogen-inducible gene (GREB1) was induced by these compounds and blocked by co-administration of an ER antagonist (ICI 182, 780), confirming the ER-dependence of these effects. The metabolites promoted significant ER-dependent transcriptional activity of an ERE-luciferase reporter construct at 10 and 20 µM for 2OH and 10 µM for 3OH. Computational docking studies showed that the paraben compounds exhibited the potential for favorable ligand-binding domain interactions with human ERα in a manner similar to known x-ray crystal structures of 17ß-estradiol in complex with ERα. We conclude that the hydroxylated metabolites of BuP and IsoBuP are weak estrogens and should be considered as additional components of potential endocrine disrupting effects upon paraben exposure.
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Affiliation(s)
- Thomas L Gonzalez
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109
| | - Rebecca K Moos
- Institute for Prevention and Occupational Medicine of the German Social Accident Insurance, Institute of the Ruhr Universität Bochum (IPA), Bochum 44789, Germany
| | - Christina L Gersch
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109
| | - Michael D Johnson
- Department of Oncology, Georgetown University School of Medicine, Washington, District of Columbia 20057
| | - Rudy J Richardson
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, Michigan 48109.,Department of Neurology, University of Michigan, Ann Arbor, Michigan 48109
| | - Holger M Koch
- Institute for Prevention and Occupational Medicine of the German Social Accident Insurance, Institute of the Ruhr Universität Bochum (IPA), Bochum 44789, Germany
| | - James M Rae
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109
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Gonzalez TL, Rae JM, Colacino JA, Richardson RJ. Homology models of mouse and rat estrogen receptor- α ligand-binding domain created by in silico mutagenesis of a human template: molecular docking with 17ß-estradiol, diethylstilbestrol, and paraben analogs. Comput Toxicol 2019; 10:1-16. [PMID: 30740556 PMCID: PMC6363358 DOI: 10.1016/j.comtox.2018.11.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Crystal structures exist for human, but not rodent, estrogen receptor-α ligand-binding domain (ERα-LBD). Consequently, rodent studies involving binding of compounds to ERα-LBD are limited in their molecular-level interpretation and extrapolation to humans. Because the sequences of rodent and human ERα-LBDs are > 95% identical, we expected their 3D structures and ligand binding to be highly similar. To test this hypothesis, we used the human ERα-LBD structure (PDB 3UUD) as a template to produce rat and mouse homology models. Employing the rodent models and human structure, we generated docking poses of 23 Group A ligands (17ß-estradiol, diethylstilbestrol, and 21 paraben analogs) in AutoDock Vina for interspecies comparisons. Ligand RMSDs (Å) (median, 95% CI) were 0.49 (0.21-1.82) (human-mouse) and 1.19 (0.22-1.82) (human-rat), well below the 2.0-2.5 Å range for equivalent docking poses. Numbers of interspecies ligand-receptor residue contacts were highly similar, with Sorensen Sc (%) = 96.8 (90.0-100) (human-mouse) and 97.7 (89.5-100) (human-rat). Likewise, numbers of interspecies ligand-receptor residue contacts were highly correlated: Pearson r = 0.913 (human-mouse) and 0.925 (human-rat). Numbers of interspecies ligand-receptor atom contacts were even more tightly correlated: r = 0.979 (human-mouse) and 0.986 (human-rat). Pyramid plots of numbers of ligand-receptor atom contacts by residue exhibited high interspecies symmetry and had Spearman r s = 0.977 (human-mouse) and 0.966 (human-rat). Group B ligands included 15 ring-substituted parabens recently shown experimentally to exhibit decreased binding to human ERα and to exert increased antimicrobial activity. Ligand efficiencies calculated from docking ligands into human ERα-LBD were well correlated with those derived from published experimental data (Pearson partial r p = 0.894 and 0.918; Groups A and B, respectively). Overall, the results indicate that our constructed rodent ERα-LBDs interact with ligands in like manner to the human receptor, thus providing a high level of confidence in extrapolations of rodent to human ligand-receptor interactions.
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Affiliation(s)
- Thomas L. Gonzalez
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - James M. Rae
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan 48109, USA
| | - Justin A. Colacino
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
- Department of Nutritional Sciences, University of Michigan School of Public Health, Ann Arbor, MI 48109 USA
- Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109 USA
| | - Rudy J. Richardson
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
- Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109 USA
- Department of Neurology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
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Pasternak AL, Kidwell KM, Dempsey JM, Gersch CL, Pesch A, Sun Y, Rae JM, Hertz DL, Park JM. Impact of CYP3A5 phenotype on tacrolimus concentrations after sublingual and oral administration in lung transplant. Pharmacogenomics 2019; 20:421-432. [PMID: 30983501 DOI: 10.2217/pgs-2019-0002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Aim: This study evaluated the impact of CYP3A5 genotype and other patient characteristics on sublingual (SL) tacrolimus exposure and compared the relationship with oral administration. Patients & methods: Tacrolimus concentrations were retrospectively collected for adult lung transplant recipients, who were genotyped for CYP3A5*3, CYP3A4*22, CYP3A7*1C, and POR*28. Regression analyses were performed to determine covariates that impacted the SL and oral tacrolimus concentration/dose ratios. Results: An interaction of CYP3A5 genotype and CYP3A inhibitor increased the SL concentration/dose, while cystic fibrosis decreased the SL concentration/dose. The oral concentration/dose was independently associated with these covariates and was increased by serum creatinine and number of tacrolimus doses. Conclusion: This study suggests personalized dosing strategies for tacrolimus likely need to consider characteristics beyond CYP3A5 genotype.
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Affiliation(s)
- Amy L Pasternak
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Jacqueline M Dempsey
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
| | - Christina L Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Andrea Pesch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Yihan Sun
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
| | - Jeong M Park
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA
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Gonzalez TL, Rae JM, Colacino JA. Implication of environmental estrogens on breast cancer treatment and progression. Toxicology 2019; 421:41-48. [PMID: 30940549 DOI: 10.1016/j.tox.2019.03.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 03/05/2019] [Accepted: 03/28/2019] [Indexed: 12/22/2022]
Abstract
Breast cancer is the most diagnosed malignancy among women in the United States. Approximately 70% of breast tumors express estrogen receptor alpha and are deemed ER-positive. ER-positive breast tumors depend upon endogenous estrogens to promote ER-mediated cellular proliferation. Decades of research have led to a fundamental understanding of the role ER signaling in this disease and this knowledge has led to significant advancements in the clinical use of antiestrogens for breast cancer treatment. However, adjuvant breast cancer recurrence and metastatic disease progression due to endocrine therapy resistance are prominent and unresolved issues. The established role that estrogens play in breast cancer pathogenesis explains why some patients initially respond to endocrine therapy but also why a significant number of patients become refractory to antiestrogen treatment. It is been hypothesized that exposure to environmental steroid hormone mimics and/or acquired mechanisms of resistance may explain why endocrine therapy fails in a subset of breast cancer patients. This review will highlight: 1) the relationship between ER signaling and breast cancer pathogenesis, 2) the implication of environmental exposures on steroid hormone regulated processes including breast cancer, and 3) the unresolved issue of endocrine therapy resistance.
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Affiliation(s)
- Thomas L Gonzalez
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, 48109, USA.
| | - James M Rae
- Division of Hematology/ Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, 48109, USA; Department of Pharmacology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA.
| | - Justin A Colacino
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, 48109, USA; Department of Nutritional Sciences, University of Michigan School of Public Health, Ann Arbor, MI, 48109, USA; Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA.
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46
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Kamdem LK, Xi J, Clark BL, Gregory BJ, Kidwell KM, Storniolo AM, Stearns V, Hayes DF, Gersch CL, Rae JM, Henry NL, Hertz DL. Exemestane may be less detrimental than letrozole to bone health in women homozygous for the UGT2B17*2 gene deletion. Breast Cancer Res Treat 2019; 175:297-303. [PMID: 30747308 DOI: 10.1007/s10549-019-05158-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Accepted: 01/29/2019] [Indexed: 01/26/2023]
Abstract
PURPOSE UGT2B17 gene deletion (UGT2B17*2) has been reported to affect bone health as well as the pharmacokinetics of aromatase inhibitor (AI) drugs such as exemestane. The goal of this study was to assess associations between UGT2B17 gene deletion and bone health prior to and after 24 months of AI treatment in postmenopausal women with hormone receptor positive (HR+) breast cancer. METHODS Bone health in women with HR+ breast cancer enrolled on the prospective randomized Exemestane and Letrozole Pharmacogenetics (ELPh) trial was determined by measuring bone turnover markers (BTM) and bone mineral density (BMD) pre-treatment and after 3 BTM and 24 BMD months of treatment with either the steroidal AI exemestane or the nonsteroidal AI letrozole. DNA samples were genotyped for UGT2B17*2. RESULTS Of the 455 subjects included in the analyses, 244 (53.6%) carried at least one copy of UGT2B17*2. UGT2B17*2 was associated with lower pre-treatment BMD at the hip (P = 0.01) and spine (P = 0.0076). Letrozole treatment was associated with a greater decrease in BMD of the hip (P = 0.03) and spine (P = 0.03) than exemestane. UGT2B17 genotype was not associated with changes in BMD from 24 months of AI treatment, though in UGT2B17*2 homozygous patients, there was a trend toward greater decreases in BMD of the spine from treatment with letrozole compared with exemestane (P = 0.05). CONCLUSION UGT2B17*2 may be associated with lower baseline BMD in women with HR+ breast cancer. Exemestane is less detrimental to bone health than letrozole in postmenopausal women treated with AI, and this effect may be confined to patients carrying UGT2B17*2, though this finding requires independent validation.
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Affiliation(s)
- Landry K Kamdem
- Department of Pharmaceutical Sciences, Harding University College of Pharmacy, Searcy, AR, 72149-2230, USA.
| | - Jingyue Xi
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Brandi L Clark
- Department of Pharmaceutical Sciences, Harding University College of Pharmacy, Searcy, AR, 72149-2230, USA
| | - Bryana J Gregory
- Department of Pharmaceutical Sciences, Harding University College of Pharmacy, Searcy, AR, 72149-2230, USA
| | - Kelley M Kidwell
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Ana-Maria Storniolo
- Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Vered Stearns
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, MD, USA
| | - Daniel F Hayes
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Christina L Gersch
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - James M Rae
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.,Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
| | - N Lynn Henry
- Huntsman Cancer Institute, Salt Lake City, UT, USA
| | - Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, USA
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Reimers MA, Shango MM, Daignault-Newton S, Dedinsky R, Karsies D, Kraft S, Riddle L, Felton JA, Wen B, Gersch C, Rae JM, Redman BG, Alva AS. Pazopanib with low fat meal (PALM) in advanced renal cell carcinoma. Invest New Drugs 2018; 37:323-330. [PMID: 30393825 DOI: 10.1007/s10637-018-0692-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 10/30/2018] [Indexed: 11/30/2022]
Abstract
Background Pazopanib is approved for metastatic renal cell carcinoma (RCC). We assessed the safety and efficacy of pazopanib with a low fat meal (LFM): <400 cal and < 20% fat or 10 g per meal. Methods A single arm study of pazopanib with a LFM in 16 adult patients with metastatic RCC with a clear cell component, RECIST 1.1 measurable disease, ECOG PS ≤ 2, and ≤ 3 prior therapies. Pazopanib at 400 mg daily given with LFM for 12 weeks. Incremental dose increases up to 800 mg, or irreversible decreases to 200 mg, allowed every 2 weeks. Primary study endpoint was safety; adverse events (AE) measured per CTCAE version 4.0. Secondary endpoints of RECIST 1.1 response with assessment as 12 weeks; pharmacokinetic (PK) analysis at nine time points, and CYP3A4 polymorphism evaluation. Results Pazopanib with a LFM was well tolerated; 13 of 16 subjects completed all 12 weeks. Three patients withdrew due to adverse events (AEs), with five occurrences of grade 3 AEs. Conclusions Pazopanib with a LFM has acceptable safety and comparable efficacy to fasting administration. Total median pazopanib dose per subject for the study duration was 63.5% of maximum possible conventional dose. A larger study is warranted. Clinical Trial Registration Number: NCT02729194.
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Affiliation(s)
- Melissa A Reimers
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, MI, USA.
| | - Maryann M Shango
- Swedish Medical Center, Swedish Cancer Institute, Seattle, WA, USA
| | | | - Rachel Dedinsky
- College of Literature, Arts and Sciences, University of Michigan, Ann Arbor, MI, USA
| | - Danielle Karsies
- Rogel Cancer Center, University of Michigan Health System, Ann Arbor, MI, USA
| | - Shawna Kraft
- College of Pharmacy, University of Michigan, Ann Arbor, MI, USA
| | - Liam Riddle
- University of Michigan Medical School, University of Michigan, Ann Arbor, MI, USA
| | - Jeremy A Felton
- College of Pharmacy, University of Michigan, Ann Arbor, MI, USA
| | - Bo Wen
- College of Pharmacy, University of Michigan, Ann Arbor, MI, USA
| | - Christina Gersch
- Department of Internal Medicine, Division of Hematology/Oncology, University of Michigan, Ann Arbor, MI, USA
| | - James M Rae
- Department of Internal Medicine, Division of Hematology/Oncology, Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
| | - Bruce G Redman
- Department of Internal Medicine, Division of Hematology/Oncology, Ann Arbor, MI, USA
| | - Ajjai S Alva
- Department of Internal Medicine, Division of Hematology/Oncology, Ann Arbor, MI, USA
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48
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Dempsey JM, Kidwell KM, Gersch CL, Desta Z, Storniolo AM, Stearns V, Skaar TC, Hayes DF, Henry NL, Rae JM, Hertz DL. Association of a low-expression SLCO1B1 polymorphism with estrogen concentrations before and during aromatase inhibitor treatment for breast cancer. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.15_suppl.543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
| | | | | | | | | | - Vered Stearns
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine,, Baltimore, MD
| | - Todd C Skaar
- Indiana University School of Medicine, Indianapolis, MD
| | - Daniel F. Hayes
- University of Michigan Comprehensive Cancer Center, Ann Arbor, MI
| | - Norah Lynn Henry
- Huntsman Cancer Institute, University of Utah, and SWOG, Salt Lake City, UT
| | - James M. Rae
- University of Michigain Health System, Ann Arbor, MI
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49
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Capper CP, Liu J, McIntosh LR, Larios JM, Johnson MD, Hollenberg PF, Osawa Y, Auchus RJ, Rae JM. Functional characterization of the G162R and D216H genetic variants of human CYP17A1. J Steroid Biochem Mol Biol 2018; 178:159-166. [PMID: 29229304 PMCID: PMC5835412 DOI: 10.1016/j.jsbmb.2017.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Revised: 11/30/2017] [Accepted: 12/08/2017] [Indexed: 10/18/2022]
Abstract
Cytochrome P450 17A1 (CYP17A1) is a dual-function enzyme catalyzing reactions necessary for cortisol and androgen biosynthesis. CYP17A1 is a validated drug target for prostate cancer as CYP17A1 inhibition significantly reduces circulating androgens and improves survival in castration-resistant prostate cancer. Germline CYP17A1 genetic variants with altered CYP17A1 activity manifesting as various endocrinopathies are extremely rare; however, characterizing these variants provides critical insights into CYP17A1 protein structure and function. By querying the dbSNP online database and publically available data from the 1000 genomes project (http://browser.1000genomes.org), we identified two CYP17A1 nonsynonymous genetic variants with unknown consequences for enzymatic activity and stability. We hypothesized that the resultant amino acid changes would alter CYP17A1 stability or activity. To test this hypothesis, we utilized a HEK-293T cell-based expression system to characterize the functional consequences of two CYP17A1 variants, D216H (rs200063521) and G162R (rs141821705). Cells transiently expressing the D216H variant demonstrate a selective impairment of 16α-hydroxyprogesterone synthesis by 2.1-fold compared to wild-type (WT) CYP17A1, while no effect on 17α-hydroxyprogesterone synthesis was observed. These data suggest that substrate orientations in the active site might be altered with this amino acid substitution. In contrast, the G162R substitution exhibits decreased CYP17A1 protein stability compared to WT with a near 70% reduction in protein levels as determined by immunoblot analysis. This variant is preferentially ubiquitinated and degraded prematurely, with an enzyme half-life calculated to be ∼2.5 h, and proteasome inhibitor treatment recovers G162R protein expression to WT levels. Together, these data provide new insights into CYP17A1 structure-function and stability mechanisms.
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Affiliation(s)
- C P Capper
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA; Division of Metabolism, Endocrinology, and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - J Liu
- Division of Metabolism, Endocrinology, and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - L R McIntosh
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
| | - J M Larios
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - M D Johnson
- Lombardi Comprehensive Cancer Center, Department of Oncology, Georgetown University, Washington, D.C., USA
| | - P F Hollenberg
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
| | - Y Osawa
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA
| | - R J Auchus
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA; Division of Metabolism, Endocrinology, and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.
| | - J M Rae
- Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA; Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
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50
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Paoletti C, Cani AK, Larios JM, Hovelson DH, Aung K, Darga EP, Cannell EM, Baratta PJ, Liu CJ, Chu D, Yazdani M, Blevins AR, Sero V, Tokudome N, Thomas DG, Gersch C, Schott AF, Wu YM, Lonigro R, Robinson DR, Chinnaiyan AM, Bischoff FZ, Johnson MD, Park BH, Hayes DF, Rae JM, Tomlins SA. Comprehensive Mutation and Copy Number Profiling in Archived Circulating Breast Cancer Tumor Cells Documents Heterogeneous Resistance Mechanisms. Cancer Res 2018; 78:1110-1122. [PMID: 29233927 PMCID: PMC5815882 DOI: 10.1158/0008-5472.can-17-2686] [Citation(s) in RCA: 73] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2017] [Revised: 10/19/2017] [Accepted: 12/07/2017] [Indexed: 01/05/2023]
Abstract
Addressing drug resistance is a core challenge in cancer research, but the degree of heterogeneity in resistance mechanisms in cancer is unclear. In this study, we conducted next-generation sequencing (NGS) of circulating tumor cells (CTC) from patients with advanced cancer to assess mechanisms of resistance to targeted therapy and reveal opportunities for precision medicine. Comparison of the genomic landscapes of CTCs and tissue metastases is complicated by challenges in comprehensive CTC genomic profiling and paired tissue acquisition, particularly in patients who progress after targeted therapy. Thus, we assessed by NGS somatic mutations and copy number alterations (CNA) in archived CTCs isolated from patients with metastatic breast cancer who were enrolled in concurrent clinical trials that collected and analyzed CTCs and metastatic tissues. In 76 individual and pooled informative CTCs from 12 patients, we observed 85% concordance in at least one or more prioritized somatic mutations and CNA between paired CTCs and tissue metastases. Potentially actionable genomic alterations were identified in tissue but not CTCs, and vice versa. CTC profiling identified diverse intra- and interpatient molecular mechanisms of endocrine therapy resistance, including loss of heterozygosity in individual CTCs. For example, in one patient, we observed CTCs that were either wild type for ESR1 (n = 5/32), harbored the known activating ESR1 p.Y537S mutation (n = 26/32), or harbored a novel ESR1 p.A569S (n = 1/32). ESR1 p.A569S was modestly activating in vitro, consistent with its presence as a minority circulating subclone. Our results demonstrate the feasibility and potential clinical utility of comprehensive profiling of archived fixed CTCs. Tissue and CTC genomic assessment are complementary, and precise combination therapies will likely be required for effective targeting in advanced breast cancer patients.Significance: These findings demonstrate the complementary nature of genomic profiling from paired tissue metastasis and circulating tumor cells from patients with metastatic breast cancer. Cancer Res; 78(4); 1110-22. ©2017 AACR.
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Affiliation(s)
- Costanza Paoletti
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Andi K Cani
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Molecular and Cellular Pathology Graduate Program, University of Michigan Medical School, Ann Arbor, Michigan
- Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Jose M Larios
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Daniel H Hovelson
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Computational Medicine and Bioinformatics, University of Michigan Medical School, Ann Arbor, Michigan
| | - Kimberly Aung
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Elizabeth P Darga
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Emily M Cannell
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Paul J Baratta
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Chia-Jen Liu
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan
| | - David Chu
- The Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine Department of Oncology, Baltimore, Maryland
| | - Maryam Yazdani
- Menarini Silicon Biosystems, Inc., San Diego, California
| | | | - Valeria Sero
- Menarini Silicon Biosystems, Inc., San Diego, California
| | - Nahomi Tokudome
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
- Present address: Third Department of Internal Medicine, Wakayama Medical University, Wakayama, Japan
| | - Dafydd G Thomas
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Christina Gersch
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Anne F Schott
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Yi-Mi Wu
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Robert Lonigro
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Dan R Robinson
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Arul M Chinnaiyan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan
| | | | | | - Ben H Park
- The Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine Department of Oncology, Baltimore, Maryland
| | - Daniel F Hayes
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - James M Rae
- Breast Oncology Program of the University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Scott A Tomlins
- Comphrehensive Cancer Center, University of Michigan, Ann Arbor, Michigan.
- Michigan Center for Translational Pathology, Department of Pathology, University of Michigan, Ann Arbor, Michigan
- Department of Pathology, University of Michigan Medical School, Ann Arbor, Michigan
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
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