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Iida K, Okada M. Identifying Key Regulatory Genes in Drug Resistance Acquisition: Modeling Pseudotime Trajectories of Breast Cancer Single-Cell Transcriptome. Cancers (Basel) 2024; 16:1884. [PMID: 38791962 PMCID: PMC11119661 DOI: 10.3390/cancers16101884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 05/11/2024] [Accepted: 05/15/2024] [Indexed: 05/26/2024] Open
Abstract
Single-cell RNA-sequencing (scRNA-seq) technology has provided significant insights into cancer drug resistance at the single-cell level. However, understanding dynamic cell transitions at the molecular systems level remains limited, requiring a systems biology approach. We present an approach that combines mathematical modeling with a pseudotime analysis using time-series scRNA-seq data obtained from the breast cancer cell line MCF-7 treated with tamoxifen. Our single-cell analysis identified five distinct subpopulations, including tamoxifen-sensitive and -resistant groups. Using a single-gene mathematical model, we discovered approximately 560-680 genes out of 6000 exhibiting multistable expression states in each subpopulation, including key estrogen-receptor-positive breast cancer cell survival genes, such as RPS6KB1. A bifurcation analysis elucidated their regulatory mechanisms, and we mapped these genes into a molecular network associated with cell survival and metastasis-related pathways. Our modeling approach comprehensively identifies key regulatory genes for drug resistance acquisition, enhancing our understanding of potential drug targets in breast cancer.
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Affiliation(s)
- Keita Iida
- Institute for Protein Research, Osaka University, Suita 565-0871, Osaka, Japan;
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2
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Hancock GR, Gertz J, Jeselsohn R, Fanning SW. Estrogen Receptor Alpha Mutations, Truncations, Heterodimers, and Therapies. Endocrinology 2024; 165:bqae051. [PMID: 38643482 PMCID: PMC11075793 DOI: 10.1210/endocr/bqae051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Revised: 04/02/2024] [Accepted: 04/17/2024] [Indexed: 04/23/2024]
Abstract
Annual breast cancer (BCa) deaths have declined since its apex in 1989 concomitant with widespread adoption of hormone therapies that target estrogen receptor alpha (ERα), the prominent nuclear receptor expressed in ∼80% of BCa. However, up to ∼50% of patients who are ER+ with high-risk disease experience post endocrine therapy relapse and metastasis to distant organs. The vast majority of BCa mortality occurs in this setting, highlighting the inadequacy of current therapies. Genomic abnormalities to ESR1, the gene encoding ERα, emerge under prolonged selective pressure to enable endocrine therapy resistance. These genetic lesions include focal gene amplifications, hotspot missense mutations in the ligand binding domain, truncations, fusions, and complex interactions with other nuclear receptors. Tumor cells utilize aberrant ERα activity to proliferate, spread, and evade therapy in BCa as well as other cancers. Cutting edge studies on ERα structural and transcriptional relationships are being harnessed to produce new therapies that have shown benefits in patients with ESR1 hotspot mutations. In this review we discuss the history of ERα, current research unlocking unknown aspects of ERα signaling including the structural basis for receptor antagonism, and future directions of ESR1 investigation. In addition, we discuss the development of endocrine therapies from their inception to present day and survey new avenues of drug development to improve pharmaceutical profiles, targeting, and efficacy.
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Affiliation(s)
- Govinda R Hancock
- Department of Cancer Biology, Loyola University Chicago Stritch School of Medicine, Maywood, IL 60513, USA
| | - Jason Gertz
- Department of Oncological Sciences, Huntsman Cancer Center, University of Utah, Salt Lake City, UT 84112, USA
| | - Rinath Jeselsohn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA 02215, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Sean W Fanning
- Department of Cancer Biology, Loyola University Chicago Stritch School of Medicine, Maywood, IL 60513, USA
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Duan L, Liu R, Cui X, Zhang Q, Cao D, Chen M, Zhang A. Identification of UBFD1 as a prognostic biomarker and molecular target among estrogen receptor-positive breast cancer. Biochem Biophys Res Commun 2023; 686:149171. [PMID: 37922573 DOI: 10.1016/j.bbrc.2023.149171] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Revised: 10/19/2023] [Accepted: 10/26/2023] [Indexed: 11/07/2023]
Abstract
Estrogen receptor (ER)-positive breast cancer (BRCA) is the most commonly diagnosed molecular subtype of BRCA. It is routinely treated with endocrine therapy; however, some patients relapse after therapy and develop drug resistance, resulting in treatment failure. In the present study, we identified markers of ER-positive BRCA and evaluated their putative function in immune infiltration as well as their clinicopathological significance. The ubiquitin family domain containing 1 (UBFD1) protein was associated with the prognosis of ER-positive BRCA patients. Its expression was higher in ER-positive BRCA tissues compared with adjacent nontumor tissues. Patients with higher UBFD1 expression had a poorer prognosis. UBFD1 is an independent risk factor for ER-positive BRCA patients and its function was primarily associated with hormone activity and inflammation. Taken together, UBFD1 is a potential prognostic biomarker and candidate target of ER-positive BRCA.
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Affiliation(s)
- Lian Duan
- Basic Laboratory, Suining Central Hospital, Suining, China
| | - Rui Liu
- Department of Breast and Thyroid Surgery, Suining Central Hospital, Suining, China
| | - Xiaoyue Cui
- Basic Laboratory, Suining Central Hospital, Suining, China
| | - Qiaoling Zhang
- Basic Laboratory, Suining Central Hospital, Suining, China; Key Laboratory of Metabolic Diseases, Suining Central Hospital, Suining, China
| | - Dan Cao
- Basic Laboratory, Suining Central Hospital, Suining, China; Key Laboratory of Metabolic Diseases, Suining Central Hospital, Suining, China
| | - Maoshan Chen
- Department of Breast and Thyroid Surgery, Suining Central Hospital, Suining, China.
| | - Aijie Zhang
- Basic Laboratory, Suining Central Hospital, Suining, China; Key Laboratory of Metabolic Diseases, Suining Central Hospital, Suining, China.
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Behera PC, Karmakar V, Ghosh A, Dey S, Rangra NK, Bag B. Anti-cancer potential of substituted "amino-alkyl-rhodamine" derivatives against MCF-7 human breast cancer cell line. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2023; 396:1001-1007. [PMID: 36595094 DOI: 10.1007/s00210-022-02376-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Accepted: 12/24/2022] [Indexed: 01/04/2023]
Abstract
Breast cancer is the most prevalent diagnosed cancer among women and the main cause of morbidity and mortality. As for breast cancer, MCF-7 cells are an important candidate since they are widely utilized in research for estrogen receptor (ER)-positive breast cancer cell assays, and various sub-clones have been identified to reflect different classes of ER-positive tumors with varied levels of nuclear receptor expression. Rhodamines and its derivatives have shown a great interest over the past two decades due to their excellent structural and spectroscopic properties. Rhodamine derivatives have been widely investigated for their mitochondrial targeting and chemotherapeutic properties. Rhodamine derivatives, in particular, have been widely investigated for their therapeutic properties. In this regard, several studies have shown that rhodamine dye derivatives have promising in vitro and in vivo therapeutic efficacy. The present study deals with potential anticancer activity of few synthesized rhodamine derivatives against MCF-7 cell lines.
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Affiliation(s)
- Padma Charan Behera
- Department of Pharmaceutical Sciences, Jharkhand Rai University, Ratu Road, Ranchi, 835222, Jharkhand, India.
| | - Varnita Karmakar
- Department of Pharmacology, Eminent College of Pharmaceutical Technology, Barasat, 700126, West Bengal, India
| | - Arya Ghosh
- Department of Pharmaceutical Sciences, Jharkhand Rai University, Ratu Road, Ranchi, 835222, Jharkhand, India
| | - Suddhasatya Dey
- Department of Pharmacy, Sanaka Educational Trusts Group of Institutions, Durgapur, 713212, West Bengal, India
| | - Naresh Kumar Rangra
- Department of Pharmaceutical Chemistry, ISF College of Pharmacy, Ghal-Kalan, GT Road, Moga, 142001, PB, India
| | - Bamaprasad Bag
- Materials Chemistry Department, CSIR-Institute of Minerals and Materials Technology, P.O.: R.R.L, Bhubaneswar, 751013, Odisha, India.
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Ma G, Zhao Z, Qu Y, Cai F, Liu S, Liang H, Zhang R, Deng J. Cysteine dioxygenase 1 attenuates the proliferation via inducing oxidative stress and integrated stress response in gastric cancer cells. Cell Death Discov 2022; 8:493. [PMID: 36526626 PMCID: PMC9758200 DOI: 10.1038/s41420-022-01277-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 11/23/2022] [Accepted: 11/28/2022] [Indexed: 12/23/2022] Open
Abstract
Whereas cysteine dioxygenase 1 (CDO1) expression is lost due to its hypermethylated promoter across a range of cancer types including gastric cancer (GC), its functions and molecular underpinnings remain largely unknown. Here we demonstrate that reduced CDO1 expression is indicative of unfavorable prognosis in patients with GC. CDO1 overexpression in GC cells markedly inhibits cellular proliferation in vitro and in vivo. Mechanistically, CDO1 exerts this cytostatic effect via increasing oxidative stress and thus activating integrated stress response (ISR) in GC cells. High throughput screening (HTS) of antioxidants library identifies that Engeletin, a flavanonol glycoside, blunts oxidative stress and the ISR to relieve the inhibitory effect of CDO1 on the proliferation in GC cells. Additionally, genetic disruption or pharmaceutical inhibition of the ISR boosts the growth in the GC cells with CDO1 expression. Our data uncover the molecular mechanisms underlying the cytostatic function of CDO1 in the proliferation of GC cells.
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Affiliation(s)
- Gang Ma
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
| | - Zhenzhen Zhao
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
| | - Yang Qu
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
- Department of Gastrointestinal Cancer Biology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
| | - Fenglin Cai
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
| | - Siya Liu
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
| | - Han Liang
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
| | - Rupeng Zhang
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China
| | - Jingyu Deng
- Department of Gastric Surgery, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, P. R. China.
- Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, P. R. China.
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Relationship of micro-RNA, mRNA and eIF Expression in Tamoxifen-Adapted MCF-7 Breast Cancer Cells: Impact of miR-1972 on Gene Expression, Proliferation and Migration. Biomolecules 2022; 12:biom12070916. [PMID: 35883472 PMCID: PMC9312698 DOI: 10.3390/biom12070916] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 06/20/2022] [Accepted: 06/23/2022] [Indexed: 12/04/2022] Open
Abstract
Background: Tamoxifen-adapted MCF-7-Tam cells represent an in-vitro model for acquired tamoxifen resistance, which is still a problem in clinics. We here investigated the correlation of microRNA-, mRNA- and eukaryotic initiation factors (eIFs) expression in this model. Methods: MicroRNA- and gene expression were analyzed by nCounter and qRT-PCR technology; eIFs by Western blotting. Protein translation mode was determined using a reporter gene assay. Cells were transfected with a miR-1972-mimic. Results: miR-181b-5p,-3p and miR-455-5p were up-, miR-375, and miR-1972 down-regulated and are significant in survival analysis. About 5% of the predicted target genes were significantly altered. Pathway enrichment analysis suggested a contribution of the FoxO1 pathway. The ratio of polio-IRES driven to cap-dependent protein translation shifted towards cap-dependent initiation. Protein expression of eIF2A, -4G, -4H and -6 decreased, whereas eIF3H was higher in MCF-7-Tam. Significant correlations between tamoxifen-regulated miRNAs and eIFs were found in representative breast cancer cell lines. Transfection with a miR-1972-mimic reverses tamoxifen-induced expression for a subset of genes and increased proliferation in MCF-7, but reduced proliferation in MCF-7-Tam, especially in the presence of 4OH-tamoxifen. Migration was inhibited in MCF-7-Tam cells. Translation mode remained unaffected. Conclusions: miR-1972 contributes to the orchestration of gene-expression and physiological consequences of tamoxifen adaption.
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Pal P, Millner A, Semina SE, Huggins RJ, Running L, Aga DS, Tonetti DA, Schiff R, Greene GL, Atilla-Gokcumen GE, Frasor J. Endocrine Therapy-Resistant Breast Cancer Cells Are More Sensitive to Ceramide Kinase Inhibition and Elevated Ceramide Levels Than Therapy-Sensitive Breast Cancer Cells. Cancers (Basel) 2022; 14:2380. [PMID: 35625985 PMCID: PMC9140186 DOI: 10.3390/cancers14102380] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 05/03/2022] [Accepted: 05/10/2022] [Indexed: 02/04/2023] Open
Abstract
ET resistance is a critical problem for estrogen receptor-positive (ER+) breast cancer. In this study, we have investigated how alterations in sphingolipids promote cell survival in ET-resistant breast cancer. We have performed LC-MS-based targeted sphingolipidomics of tamoxifen-sensitive and -resistant MCF-7 breast cancer cell lines. Follow-up studies included treatments of cell lines and patient-derived xenograft organoids (PDxO) with small molecule inhibitors; cytometric analyses to measure cell death, proliferation, and apoptosis; siRNA-mediated knockdown; RT-qPCR and Western blot for gene and protein expression; targeted lipid analysis; and lipid addback experiments. We found that tamoxifen-resistant cells have lower levels of ceramides and hexosylceramides compared to their tamoxifen-sensitive counterpart. Upon perturbing the sphingolipid pathway with small molecule inhibitors of key enzymes, we identified that CERK is essential for tamoxifen-resistant breast cancer cell survival, as well as a fulvestrant-resistant PDxO. CERK inhibition induces ceramide-mediated cell death in tamoxifen-resistant cells. Ceramide-1-phosphate (C1P) partially reverses CERK inhibition-induced cell death in tamoxifen-resistant cells, likely through lowering endogenous ceramide levels. Our findings suggest that ET-resistant breast cancer cells maintain lower ceramide levels as an essential pro-survival mechanism. Consequently, ET-resistant breast cancer models have a unique dependence on CERK as its activity can inhibit de novo ceramide production.
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Affiliation(s)
- Purab Pal
- Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA; (P.P.); (S.E.S.)
| | - Alec Millner
- Department of Chemistry, University at Buffalo, The State University of New York (SUNY), Buffalo, NY 14260, USA; (A.M.); (L.R.); (D.S.A.)
| | - Svetlana E. Semina
- Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA; (P.P.); (S.E.S.)
| | - Rosemary J. Huggins
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL 60637, USA; (R.J.H.); (G.L.G.)
| | - Logan Running
- Department of Chemistry, University at Buffalo, The State University of New York (SUNY), Buffalo, NY 14260, USA; (A.M.); (L.R.); (D.S.A.)
| | - Diana S. Aga
- Department of Chemistry, University at Buffalo, The State University of New York (SUNY), Buffalo, NY 14260, USA; (A.M.); (L.R.); (D.S.A.)
| | - Debra A. Tonetti
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60612, USA;
| | - Rachel Schiff
- Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA;
| | - Geoffrey L. Greene
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL 60637, USA; (R.J.H.); (G.L.G.)
| | - G. Ekin Atilla-Gokcumen
- Department of Chemistry, University at Buffalo, The State University of New York (SUNY), Buffalo, NY 14260, USA; (A.M.); (L.R.); (D.S.A.)
| | - Jonna Frasor
- Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA; (P.P.); (S.E.S.)
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Semina SE, Alejo LH, Chopra S, Kansara NS, Kastrati I, Sartorius CA, Frasor J. Identification of a novel ER-NFĸB-driven stem-like cell population associated with relapse of ER+ breast tumors. Breast Cancer Res 2022; 24:88. [PMID: 36482488 PMCID: PMC9733334 DOI: 10.1186/s13058-022-01585-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 11/30/2022] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Up to 40% of patients with estrogen receptor-positive (ER+) breast cancer experience relapse. This can be attributed to breast cancer stem cells (BCSCs), which are known to be involved in therapy resistance, relapse, and metastasis. Therefore, there is an urgent need to identify genes/pathways that drive stem-like cell properties in ER+ breast tumors. METHODS Using single-cell RNA sequencing and various bioinformatics approaches, we identified a unique stem-like population and established its clinical relevance. With follow-up studies, we validated our bioinformatics findings and confirmed the role of ER and NFĸB in the promotion of stem-like properties in breast cancer cell lines and patient-derived models. RESULTS We identified a novel quiescent stem-like cell population that is driven by ER and NFĸB in multiple ER+ breast cancer models. Moreover, we found that a gene signature derived from this stem-like population is expressed in primary ER+ breast tumors, endocrine therapy-resistant and metastatic cell populations and predictive of poor patient outcome. CONCLUSIONS These findings indicate a novel role for ER and NFĸB crosstalk in BCSCs biology and understanding the mechanism by which these pathways promote stem properties can be exploited to improve outcomes for ER+ breast cancer patients at risk of relapse.
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Affiliation(s)
- Svetlana E. Semina
- grid.185648.60000 0001 2175 0319Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, 909 S Wolcott Avenue (MC 901), 2040 COMRB, Chicago, IL 60612 USA
| | - Luis H. Alejo
- grid.185648.60000 0001 2175 0319Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, 909 S Wolcott Avenue (MC 901), 2040 COMRB, Chicago, IL 60612 USA
| | - Shivani Chopra
- grid.185648.60000 0001 2175 0319Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, 909 S Wolcott Avenue (MC 901), 2040 COMRB, Chicago, IL 60612 USA
| | - Nidhi S. Kansara
- grid.185648.60000 0001 2175 0319Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, 909 S Wolcott Avenue (MC 901), 2040 COMRB, Chicago, IL 60612 USA
| | - Irida Kastrati
- grid.185648.60000 0001 2175 0319Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, 909 S Wolcott Avenue (MC 901), 2040 COMRB, Chicago, IL 60612 USA ,grid.164971.c0000 0001 1089 6558Present Address: Department of Cancer Biology, Loyola University Chicago, Maywood, IL 60153 USA
| | - Carol A. Sartorius
- grid.430503.10000 0001 0703 675XDepartment of Pathology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045 USA
| | - Jonna Frasor
- grid.185648.60000 0001 2175 0319Department of Physiology and Biophysics, College of Medicine, University of Illinois at Chicago, 909 S Wolcott Avenue (MC 901), 2040 COMRB, Chicago, IL 60612 USA
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