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Catalano A, Adlesic M, Kaltenbacher T, Klar RFU, Albers J, Seidel P, Brandt LP, Hejhal T, Busenhart P, Röhner N, Zodel K, Fritsch K, Wild PJ, Duyster J, Fritsch R, Brummer T, Frew IJ. Sensitivity and Resistance of Oncogenic RAS-Driven Tumors to Dual MEK and ERK Inhibition. Cancers (Basel) 2021; 13:cancers13081852. [PMID: 33924486 PMCID: PMC8069437 DOI: 10.3390/cancers13081852] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 04/03/2021] [Accepted: 04/07/2021] [Indexed: 11/16/2022] Open
Abstract
Simple Summary Mutations in RAS-family genes frequently cause different types of human cancers. Inhibitors of the MEK (mitogen-activated protein kinase) and ERK (extracellular signal-regulated kinase) protein kinases that function downstream of RAS proteins have shown some clinical benefits when used for the treatment of these cancers, but drug resistance frequently emerges. Here we show that combined treatment with MEK and ERK inhibitors blocks the emergence of resistance to either drug alone. However, if cancer cells have already developed resistance to MEK inhibitors or to ERK inhibitors, the combined therapy is frequently ineffective. These findings imply that these inhibitors should be used together for cancer therapy. We also show that drug resistance involves complex patterns of rewiring of cellular kinase signaling networks that do not overlap between each different cancer cell line. Nonetheless, we show that MAP4K4 is required for efficient cell proliferation in several different MEK/ERK inhibitor resistant cancer cell lines, uncovering a potential new therapeutic target. Abstract Oncogenic mutations in RAS family genes arise frequently in metastatic human cancers. Here we developed new mouse and cellular models of oncogenic HrasG12V-driven undifferentiated pleomorphic sarcoma metastasis and of KrasG12D-driven pancreatic ductal adenocarcinoma metastasis. Through analyses of these cells and of human oncogenic KRAS-, NRAS- and BRAF-driven cancer cell lines we identified that resistance to single MEK inhibitor and ERK inhibitor treatments arise rapidly but combination therapy completely blocks the emergence of resistance. The prior evolution of resistance to either single agent frequently leads to resistance to dual treatment. Dual MEK inhibitor plus ERK inhibitor therapy shows anti-tumor efficacy in an HrasG12V-driven autochthonous sarcoma model but features of drug resistance in vivo were also evident. Array-based kinome activity profiling revealed an absence of common patterns of signaling rewiring in single or double MEK and ERK inhibitor resistant cells, showing that the development of resistance to downstream signaling inhibition in oncogenic RAS-driven tumors represents a heterogeneous process. Nonetheless, in some single and double MEK and ERK inhibitor resistant cell lines we identified newly acquired drug sensitivities. These may represent additional therapeutic targets in oncogenic RAS-driven tumors and provide general proof-of-principle that therapeutic vulnerabilities of drug resistant cells can be identified.
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Affiliation(s)
- Antonella Catalano
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
- Signaling Research Centre BIOSS, University of Freiburg, 79104 Freiburg, Germany;
| | - Mojca Adlesic
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
- Signaling Research Centre BIOSS, University of Freiburg, 79104 Freiburg, Germany;
| | - Thorsten Kaltenbacher
- Institute of Molecular Medicine and Cell Research (IMMZ), Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany;
| | - Rhena F. U. Klar
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Spemann Graduate School of Biology and Medicine, University of Freiburg, 79104 Freiburg, Germany
| | - Joachim Albers
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
| | - Philipp Seidel
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Signaling Research Centre BIOSS, University of Freiburg, 79104 Freiburg, Germany;
| | - Laura P. Brandt
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
| | - Tomas Hejhal
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
| | - Philipp Busenhart
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
| | - Niklas Röhner
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
| | - Kyra Zodel
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Signaling Research Centre BIOSS, University of Freiburg, 79104 Freiburg, Germany;
| | - Kornelia Fritsch
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
| | - Peter J. Wild
- Department of Pathology and Molecular Pathology, University Hospital Zurich, 8006 Zurich, Switzerland;
| | - Justus Duyster
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Comprehensive Cancer Center Freiburg (CCCF), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site Freiburg and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Ralph Fritsch
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Comprehensive Cancer Center Freiburg (CCCF), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- Department of Hematology and Medical Oncology, University Hospital of Zurich, 8006 Zurich, Switzerland
| | - Tilman Brummer
- Signaling Research Centre BIOSS, University of Freiburg, 79104 Freiburg, Germany;
- Institute of Molecular Medicine and Cell Research (IMMZ), Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany;
- Comprehensive Cancer Center Freiburg (CCCF), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Ian J. Frew
- Department of Internal Medicine I, Hematology, Oncology and Stem Cell Transplantation, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; (A.C.); (M.A.); (R.F.U.K.); (P.S.); (N.R.); (K.Z.); (K.F.); (J.D.); (R.F.)
- Institute of Physiology, University of Zurich, 8057 Zurich, Switzerland; (J.A.); (L.P.B.); (T.H.); (P.B.)
- Zurich Center for Integrative Human Physiology, University of Zurich, 8006 Zurich, Switzerland
- Signaling Research Centre BIOSS, University of Freiburg, 79104 Freiburg, Germany;
- Comprehensive Cancer Center Freiburg (CCCF), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
- Correspondence: ; Tel.: +49-761-270-71831
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Lee JH, Yoon YC, Seo SW, Choi YL, Kim HS. Soft tissue sarcoma: DWI and DCE-MRI parameters correlate with Ki-67 labeling index. Eur Radiol 2019; 30:914-924. [PMID: 31630234 DOI: 10.1007/s00330-019-06445-9] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Revised: 08/12/2019] [Accepted: 09/10/2019] [Indexed: 12/17/2022]
Abstract
OBJECTIVES To examine the correlation of diffusion-weighted and dynamic contrast-enhanced magnetic resonance imaging (MRI) parameters with Ki-67 labeling index (LI) in soft tissue sarcoma (STS). METHODS The institutional review board approved this retrospective study, and the requirement for informed consent was waived. Thirty-six patients with STS who underwent 3.0-T MRI, including diffusion-weighted and dynamic contrast-enhanced MRI, between July 2011 and February 2018, were included in this study. The mean and minimum apparent diffusion coefficients (ADCs) (ADCmean and ADCmin, respectively), volume transfer constant, reflux rate, and volume fraction of the extravascular extracellular matrix of each lesion were independently analyzed by two readers. Their relationship with the Ki-67 LI was examined using Spearman's correlation analyses. Differences between low- and high-proliferation groups based on Ki-67 LI were evaluated statistically. Optimal cut-off points were determined using the area under the curve analysis for significant parameters. Interobserver agreement was assessed with the intraclass correlation coefficient. RESULTS ADCmean (ρ = - 0.333, p = 0.047) was significantly and inversely correlated with Ki-67 LI. The high-proliferation group showed a significantly lower ADCmean than did the low-proliferation group (median, 1.08 vs. 1.20; p = 0.048). When a cut-off ADCmean value of 1.16 × 10-3 mm2/s was used, the sensitivity, specificity, and area under the curve for differentiating low- and high-proliferation groups were 75.0%, 60.0%, and 0.712, respectively. Interobserver agreements between the two readers were almost perfect for all parameters. CONCLUSIONS ADCmean was correlated with Ki-67 LI and could help differentiate between STS with low and high proliferation potential. KEY POINTS • ADC meanwas significantly and inversely correlated with Ki-67 labeling index in soft tissue sarcoma. • In the high-proliferation group, ADC meanvalues were significantly lower than those of the low-proliferation group.
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Affiliation(s)
- Ji Hyun Lee
- Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-gu, Seoul, 06351, South Korea
| | - Young Cheol Yoon
- Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-gu, Seoul, 06351, South Korea.
| | - Sung Wook Seo
- Department of Orthopedic Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Yoon-La Choi
- Department of Pathology and Translational Genomics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Hyun Su Kim
- Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-Ro, Gangnam-gu, Seoul, 06351, South Korea
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