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Koo J, Seong CS, Parker RE, Dwivedi B, Arthur RA, Dinasarapu AR, Johnston HR, Claussen H, Tucker-Burden C, Ramalingam SS, Fu H, Zhou W, Marcus AI, Gilbert-Ross M. Live-cell invasive phenotyping uncovers the ALK2/BMP6 iron homeostasis pathway as a therapeutic vulnerability in LKB1-mutant lung cancer. bioRxiv 2023:2023.06.14.544941. [PMID: 37398244 PMCID: PMC10312689 DOI: 10.1101/2023.06.14.544941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
The acquisition of invasive properties is a prerequisite for tumor progression and metastasis. Molecular subtypes of KRAS-driven lung cancer exhibit distinct modes of invasion that likely contribute to unique growth properties and therapeutic susceptibilities. Despite this, pre-clinical discovery strategies designed to exploit invasive phenotypes are lacking. To address this, we designed an experimental system to screen for targetable signaling pathways linked to active early invasion phenotypes in the two most prominent molecular subtypes, TP53 and LKB1, of KRAS-driven lung adenocarcinoma (LUAD). By combining live-cell imaging of human bronchial epithelial cells in a 3D invasion matrix with RNA transcriptome profiling, we identified the LKB1-specific upregulation of bone morphogenetic protein 6 (BMP6). Examination of early-stage lung cancer patients confirmed upregulation of BMP6 in LKB1-mutant lung tumors. At the molecular level, we find that the canonical iron regulatory hormone Hepcidin is induced via BMP6 signaling upon LKB1 loss, where intact LKB1 kinase activity is necessary to maintain signaling homeostasis. Furthermore, pre-clinical studies in a novel Kras/Lkb1-mutant syngeneic mouse model show that potent growth suppression was achieved by inhibiting the ALK2/BMP6 signaling axis with single agents that are currently in clinical trials. We show that alterations in the iron homeostasis pathway are accompanied by simultaneous upregulation of ferroptosis protection proteins. Thus, LKB1 is sufficient to regulate both the 'gas' and 'breaks' to finely tune iron-regulated tumor progression.
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Affiliation(s)
- Junghui Koo
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Chang-Soo Seong
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Rebecca E. Parker
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
- Cancer Biology Graduate Program, Emory University, Atlanta, GA, USA
| | - Bhakti Dwivedi
- Biostatistics and Bioinformatics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Robert A. Arthur
- Emory Integrated Computational Core, Emory University School of Medicine, Atlanta, GA, USA
| | | | - H. Richard Johnston
- Emory Integrated Computational Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Henry Claussen
- Emory Integrated Computational Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Carol Tucker-Burden
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Suresh S. Ramalingam
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Haian Fu
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Wei Zhou
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Adam I. Marcus
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
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Seong CS, Huang C, Boese AC, Hou Y, Koo J, Mouw JK, Rupji M, Joseph G, Johnston HR, Claussen H, Switchenko JM, Behera M, Churchman M, Kolesar JM, Arnold SM, Kerrigan K, Akerley W, Colman H, Johns MA, Arciero C, Zhou W, Marcus AI, Ramalingam SS, Fu H, Gilbert-Ross M. Loss of the endocytic tumor suppressor HD-PTP phenocopies LKB1 and promotes RAS-driven oncogenesis. bioRxiv 2023:2023.01.26.525772. [PMID: 36747658 PMCID: PMC9900931 DOI: 10.1101/2023.01.26.525772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Oncogenic RAS mutations drive aggressive cancers that are difficult to treat in the clinic, and while direct inhibition of the most common KRAS variant in lung adenocarcinoma (G12C) is undergoing clinical evaluation, a wide spectrum of oncogenic RAS variants together make up a large percentage of untargetable lung and GI cancers. Here we report that loss-of-function alterations (mutations and deep deletions) in the gene that encodes HD-PTP (PTPN23) occur in up to 14% of lung cancers in the ORIEN Avatar lung cancer cohort, associate with adenosquamous histology, and occur alongside an altered spectrum of KRAS alleles. Furthermore, we show that in publicly available early-stage NSCLC studies loss of HD-PTP is mutually exclusive with loss of LKB1, which suggests they restrict a common oncogenic pathway in early lung tumorigenesis. In support of this, knockdown of HD-PTP in RAS-transformed lung cancer cells is sufficient to promote FAK-dependent invasion. Lastly, knockdown of the Drosophila homolog of HD-PTP (dHD-PTP/Myopic) synergizes to promote RAS-dependent neoplastic progression. Our findings highlight a novel tumor suppressor that can restrict RAS-driven lung cancer oncogenesis and identify a targetable pathway for personalized therapeutic approaches for adenosquamous lung cancer.
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Affiliation(s)
- Chang-Soo Seong
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
| | - Chunzi Huang
- Cancer Animal Models Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Austin C. Boese
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
- Cancer Biology Graduate Program, Laney Graduate School, Emory University, Atlanta, GA, USA
| | - Yuning Hou
- Cancer Animal Models Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Junghui Koo
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
| | - Janna K. Mouw
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
| | - Manali Rupji
- Biostatistics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Greg Joseph
- Data and Technology Applications Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | | | - Henry Claussen
- Emory Integrated Computational Core, Emory University, Atlanta, GA
| | - Jeffrey M. Switchenko
- Biostatistics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Madhusmita Behera
- Data and Technology Applications Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | | | - Jill M. Kolesar
- Markey Cancer Center, University of Kentucky, Lexington, KY, USA
| | | | - Katie Kerrigan
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Wallace Akerley
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Howard Colman
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | | | - Cletus Arciero
- Department of Surgery, Emory University School of Medicine, Atlanta, GA USA
| | - Wei Zhou
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Adam I. Marcus
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Suresh S. Ramalingam
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Haian Fu
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Atlanta, GA, USA
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
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Koo J, Seong CS, Dwivedi B, Tucker-Burden C, Marcus AI, Gilbert-Ross M. Abstract 1036: Targeting bone morphogenetic protein 6 as a therapeutic target for LKB1-inactivated lung cancer. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1036] [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
Lung cancer is among the most commonly diagnosed cancers and the leading cause of cancer-related death globally, with approximately 85% of all lung cancers having non-small cell lung cancer (NSCLC). The protein kinase LKB1 is the 3rd most frequently mutated gene in lung adenocarcinoma, and serves as a master regulator of cell metabolism and growth. LKB1-inactivating mutations have a significant impact on NSCLC development. Although KRAS mutation is most frequently co-mutated with the tumor suppressor p53, the strongest cooperation was seen with homozygous inactivation of LKB1. Loss of LKB1 on a KRAS-mutant (KL) background leads to increased tumor burden, shortened survival time and increased metastasis compared to loss of TP53 (KP). Furthermore, inactivation or loss of LKB1 correlated with poor prognosis, where tumors are typically aggressive and chemoresistant. To discover therapeutic vulnerabilities for this aggressive genetic subtype of lung adenocarcinoma, we evaluated the contribution of multiple single- and double-genetic alterations (KRAS G12D (K), LKB1 knockdown (L), and p53 knockdown (P)) to 3D invasion phenotypes using immortalized human bronchial epithelial cells (HBEC3-KT) and conducted RNA transcriptome profiling of the invading HBEC3-KT 3D spheroids. We found that bone morphogenetic protein 6 (BMP-6) is upregulated in invasive KL spheroids only compared to K and KP, suggesting that the loss of both KL drives increased BMP6 expression. Consistent with this finding, the iron regulator hepcidin, which is regulated by BMP6 is also upregulated in KL spheroids. Both BMP-6 and hepcidin expression can be repressed by restoring exogenous LKB1 in KL spheroids suggesting that LKB1 loss is at least in part responsible for the overexpression of the BMP6/hepcidin pathway. In addition, inhibition of BMP-6 signaling via BMP type I receptor ALK2 using small molecule inhibitor LDN214117 suppressed of cell invasion in 3D culture and decreased tumor growth in a KL syngeneic mouse model. Collectively, our findings show that upregulation of hepcidin via BMP6 signaling and followed by iron sequestration in tumor cells is part of the metastatic invasion strategy of LKB1 inactivated NSCLC. Therefore, current clinical strategies targeting BMP6 signaling could improve outcomes for LKB1-mutant lung cancer patients.
Citation Format: Junghui Koo, Chang-Soo Seong, Bhakti Dwivedi, Carol Tucker-Burden, Adam I. Marcus, Melissa Gilbert-Ross. Targeting bone morphogenetic protein 6 as a therapeutic target for LKB1-inactivated lung cancer [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 1036.
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Affiliation(s)
- Junghui Koo
- 1Winship Cancer Institute of Emory University School of Medicine, Atlanta, GA
| | - Chang-Soo Seong
- 1Winship Cancer Institute of Emory University School of Medicine, Atlanta, GA
| | - Bhakti Dwivedi
- 1Winship Cancer Institute of Emory University School of Medicine, Atlanta, GA
| | - Carol Tucker-Burden
- 1Winship Cancer Institute of Emory University School of Medicine, Atlanta, GA
| | - Adam I. Marcus
- 1Winship Cancer Institute of Emory University School of Medicine, Atlanta, GA
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Kiely E, Gilbert-Ross M. The conditional growth suppressor E7.25d.7 is an allele of the sterile-20 kinase misshapen. MicroPubl Biol 2021; 2021:10.17912/micropub.biology.000424. [PMID: 34316546 PMCID: PMC8299297 DOI: 10.17912/micropub.biology.000424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 07/13/2021] [Accepted: 07/14/2021] [Indexed: 11/08/2022]
Abstract
The notion of a two-hit or multi-hit model of carcinogenesis dates to at least the 1970's and work done by Alfred Knudson. This concept was considered in the design and execution of a previous FLP/FRT screen in Drosophila melanogaster for conditional growth suppressors. During the course of this work, the lethal allele E7.25D.7 was identified as being of phenotypic interest. Here we report the genetic mapping of E7.25D.7, an allele of the sterile-20 kinase misshapen (msn).
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Affiliation(s)
- Evan Kiely
- Department of Hematology and Medical Oncology, Emory University School of Medicine,
Present address: Winship Data and Technology Applications Shared Resource, Winship Cancer Institute of Emory University
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine,
Correspondence to: Melissa Gilbert-Ross ()
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Rackley B, Seong CS, Kiely E, Parker RE, Rupji M, Dwivedi B, Heddleston JM, Giang W, Anthony N, Chew TL, Gilbert-Ross M. The level of oncogenic Ras determines the malignant transformation of Lkb1 mutant tissue in vivo. Commun Biol 2021; 4:142. [PMID: 33514834 PMCID: PMC7846793 DOI: 10.1038/s42003-021-01663-8] [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] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Accepted: 01/06/2021] [Indexed: 01/30/2023] Open
Abstract
The genetic and metabolic heterogeneity of RAS-driven cancers has confounded therapeutic strategies in the clinic. To address this, rapid and genetically tractable animal models are needed that recapitulate the heterogeneity of RAS-driven cancers in vivo. Here, we generate a Drosophila melanogaster model of Ras/Lkb1 mutant carcinoma. We show that low-level expression of oncogenic Ras (RasLow) promotes the survival of Lkb1 mutant tissue, but results in autonomous cell cycle arrest and non-autonomous overgrowth of wild-type tissue. In contrast, high-level expression of oncogenic Ras (RasHigh) transforms Lkb1 mutant tissue resulting in lethal malignant tumors. Using simultaneous multiview light-sheet microcopy, we have characterized invasion phenotypes of Ras/Lkb1 tumors in living larvae. Our molecular analysis reveals sustained activation of the AMPK pathway in malignant Ras/Lkb1 tumors, and demonstrate the genetic and pharmacologic dependence of these tumors on CaMK-activated Ampk. We further show that LKB1 mutant human lung adenocarcinoma patients with high levels of oncogenic KRAS exhibit worse overall survival and increased AMPK activation. Our results suggest that high levels of oncogenic KRAS is a driving event in the malignant transformation of LKB1 mutant tissue, and uncovers a vulnerability that may be used to target this aggressive genetic subset of RAS-driven tumors.
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Affiliation(s)
- Briana Rackley
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
- Cancer Biology Graduate Program, Emory University, Atlanta, GA, USA
| | - Chang-Soo Seong
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Evan Kiely
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
- Winship Research Informatics, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Rebecca E Parker
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA
- Cancer Biology Graduate Program, Emory University, Atlanta, GA, USA
| | - Manali Rupji
- Biostatistics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Bhakti Dwivedi
- Bioinformatics and Systems Biology Shared Resource, Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - John M Heddleston
- Advanced Imaging Center, Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA, USA
| | - William Giang
- Integrated Cellular Imaging Core, Emory University School of Medicine, Emory University, Atlanta, GA, USA
| | - Neil Anthony
- Integrated Cellular Imaging Core, Emory University School of Medicine, Emory University, Atlanta, GA, USA
| | - Teng-Leong Chew
- Advanced Imaging Center, Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA, USA
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA, USA.
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Jin R, Liu B, Liu X, Fan Y, Peng W, Huang C, Marcus A, Sica G, Gilbert-Ross M, Liu Y, Zhou W. Leflunomide Suppresses the Growth of LKB1-Inactivated Tumors in the Immune-Competent Host and Attenuates Distant Cancer Metastasis. Mol Cancer Ther 2020; 20:274-283. [PMID: 33293343 DOI: 10.1158/1535-7163.mct-20-0567] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 09/20/2020] [Accepted: 11/17/2020] [Indexed: 11/16/2022]
Abstract
Liver kinase B1 (LKB1)-inactivated tumors are vulnerable to the disruption of pyrimidine metabolism, and leflunomide emerges as a therapeutic candidate because its active metabolite, A77-1726, inhibits dihydroorotate dehydrogenase, which is essential for de novo pyrimidine biosynthesis. However, it is unclear whether leflunomide inhibits LKB1-inactivated tumors in vivo, and whether its inhibitory effect on the immune system will promote tumor growth. Here, we carried out a comprehensive analysis of leflunomide treatment in various LKB1-inactivated murine xenografts, patient-derived xenografts, and genetically engineered mouse models. We also generated a mouse tumor-derived cancer cell line, WRJ388, that could metastasize to the lung within a month after subcutaneous implantation in all animals. This model was used to assess the ability of leflunomide to control distant metastasis. Leflunomide treatment shrank a HeLa xenograft and attenuated the growth of an H460 xenograft, a patient-derived xenograft, and lung adenocarcinoma in the immune-competent genetically engineered mouse models. Interestingly, leflunomide suppressed tumor growth through at least three different mechanisms. It caused apoptosis in HeLa cells, induced G1 cell-cycle arrest in H460 cells, and promoted S-phase cell-cycle arrest in WRJ388 cells. Finally, leflunomide treatment prevented lung metastasis in 78% of the animals in our novel lung cancer metastasis model. In combination, these results demonstrated that leflunomide utilizes different pathways to suppress the growth of LKB1-inactivated tumors, and it also prevents cancer metastasis at distant sites. Therefore, leflunomide should be evaluated as a therapeutic agent for tumors with LKB1 inactivation.
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Affiliation(s)
- Rui Jin
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Boxuan Liu
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Xiuju Liu
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Yijian Fan
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Wei Peng
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Chunzi Huang
- The Cancer Animal Models Shared Resource of Winship Cancer Institute, Emory University School of Medicine, Atlanta, Georgia
| | - Adam Marcus
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia
| | - Gabriel Sica
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia.,The Cancer Animal Models Shared Resource of Winship Cancer Institute, Emory University School of Medicine, Atlanta, Georgia
| | - Yuan Liu
- Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Georgia
| | - Wei Zhou
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia. .,Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
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Owonikoko TK, Dwivedi B, Chen Z, Zhang C, Barwick B, Ernani V, Zhang G, Gilbert-Ross M, Carlisle J, Khuri FR, Curran WJ, Ivanov AA, Fu H, Lonial S, Ramalingam SS, Sun SY, Waller EK, Sica GL. YAP1 Expression in SCLC Defines a Distinct Subtype With T-cell-Inflamed Phenotype. J Thorac Oncol 2020; 16:464-476. [PMID: 33248321 DOI: 10.1016/j.jtho.2020.11.006] [Citation(s) in RCA: 76] [Impact Index Per Article: 19.0] [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: 07/25/2020] [Revised: 10/20/2020] [Accepted: 11/09/2020] [Indexed: 12/17/2022]
Abstract
INTRODUCTION The clinical and biological significance of the newly described SCLC subtypes, SCLC-A, SCLC-N, SCLC-Y, and SCLC-P, defined by the dominant expression of transcription factors ASCL1, NeuroD1, YAP1, and POU2F3, respectively, remain to be established. METHODS We generated new RNA sequencing expression data from a discovery set of 59 archival tumor samples of neuroendocrine tumors and new protein expression data by immunohistochemistry in 99 SCLC cases. We validated the findings from this discovery set in two independent validation sets consisting of RNA sequencing data generated from 51 SCLC cell lines and 81 primary human SCLC samples. RESULTS We successfully classified 71.8% of SCLC and 18.5% of carcinoid cases in our discovery set into one of the four SCLC subtypes. Gene set enrichment analysis for differentially expressed genes between the SCLC survival outliers (top and bottom deciles) matched for clinically relevant prognostic factors revealed substantial up-regulation of interferon-γ response genes in long-term survivors. The SCLC-Y subtype was associated with high expression of interferon-γ response genes, highest weighted score on a validated 18-gene T-cell-inflamed gene expression profile score, and high expression of HLA and T-cell receptor genes. YAP1 protein expression was more prevalent and more intensely expressed in limited-stage versus extensive-stage SCLC (30.6% versus 8.5%; p = 0.0058) indicating good prognosis for the SCLC-Y subtype. We replicated the inflamed phenotype of SCLC-Y in the two independent validation data sets from the SCLC cell lines and tumor samples. CONCLUSIONS SCLC subtyping using transcriptional signaling holds clinical relevance with the inflamed phenotype associated with the SCLC-Y subset.
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Affiliation(s)
- Taofeek K Owonikoko
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia.
| | - Bhakti Dwivedi
- Biostatistics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Zhengjia Chen
- Biostatistics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Chao Zhang
- Biostatistics Shared Resource, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Benjamin Barwick
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Vinicius Ernani
- Division of Oncology and Hematology, University of Nebraska, Omaha, Nebraska
| | - Guojing Zhang
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Melissa Gilbert-Ross
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Jennifer Carlisle
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Fadlo R Khuri
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Walter J Curran
- Department of Radiation Oncology, Emory University, Atlanta, Georgia
| | - Andrey A Ivanov
- Department of Pharmacology, Emory University, Atlanta, Georgia
| | - Haian Fu
- Department of Pharmacology, Emory University, Atlanta, Georgia
| | - Sagar Lonial
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Suresh S Ramalingam
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Shi-Yong Sun
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Edmund K Waller
- Department of Hematology/Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Gabriel L Sica
- Tissue Procurement and Pathology Shared Resource, Winship Cancer Institute of Emory University, Atlanta, Georgia; Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
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Owonikoko TK, Dwivedi B, Chen Z, Zhang C, Barwick B, Gilbert-Ross M, Ernani V, Barwick B, Zhang G, Carlisle JW, Khuri FR, Curran WJ, Lonial S, Ramalingam SS, Sun SY, Waller EK, Sica G. YAP1 positive small-cell lung cancer subtype is associated with the T-cell inflamed gene expression profile and confers good prognosis and long term survival. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.9019] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [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
9019 Background: The dominant expression of transcription factors ASCL1, NeuroD1, YAP1 or POU2F3 characteristically defines four small cell lung cancer (SCLC) subtypes (SCLC-A, SCLC-N, SCLC-Y and SCLC-P). The clinical validation and biological relevance of these emerging SCLC subtypes is currently lacking. Methods: Using the Illumina TruSeq RNA Exome Kit, we generated RNA-Seq data from 61 cases of SCLC and pulmonary carcinoid to interrogate gene expression differences in SCLC subtypes as well as in survival outliers (top and bottom decile) matched for clinically relevant prognostic factors and treatment. We also assessed YAP1 protein expression in a blinded fashion by immunohistochemistry in 130 SCLC cases. Results: We successfully classified 68% of SCLC into one of the four SCLC subtypes whereas 81.5% of carcinoids did not fit into any of these categories. GSEA for differentially expressed genes between outlier subgroups showed significant upregulation of interferon gamma and interferon alpha response genes in late survivors. Moreover, a previously validated 18-gene T-cell inflamed gene expression profile was upregulated in late survivors and in the SCLC-Y subtype. Furthermore, the SCLC-Y subtype and late survivors showed higher expression of HLA gene family and reduced expression of cancer testis antigens. The median (95%CI) OS was 14 (4.3, 28.8), 16.7 (0.9, NA), 8.1 (2, 9.7) and 20.1 (0.6, 39.5) months respectively, for SCLC-A, N, P and Y subtypes. YAP-1 protein expression was positive in 17 of 130 (13%) SCLC cases. The majority of cases with positive YAP1 expression by immunohistochemistry, 12 of 17 cases (70.6%), were limited stage SCLC at the time of original diagnosis. Conclusions: SCLC subtypes have clinical implication as predictive and prognostic biomarker. SCLC-Y subtype is enriched for T-cell inflamed phenotype and long term survival, and may predict for clinical benefit of immunotherapy.
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Affiliation(s)
| | - Bhakti Dwivedi
- Emory University Department of Biostatistics and Bioinformatics, Atlanta, GA
| | - Zhengjia Chen
- Department of Biostatistics, Rollins School of Public Health, Atlanta, GA
| | - Chao Zhang
- Emory University, Department of Biostatistics and Bioinformatics, Atlanta, GA
| | | | | | | | | | - Guojing Zhang
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | | | | | | | - Sagar Lonial
- Winship Cancer Institute of Emory University, Atlanta, GA
| | | | | | | | - Gabriel Sica
- Department of Pathology, Winship Cancer Institute, Emory University, Atlanta, GA
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Rackley BB, Kiely E, Seong CS, Rupji M, Gilbert-Ross M. Oncogenic Ras cooperates with knockdown of the tumor suppressor Lkb1 by RNAi to override organ size limits in Drosophila wing tissue. MicroPubl Biol 2020; 2020:10.17912/micropub.biology.000223. [PMID: 32550498 PMCID: PMC7252341 DOI: 10.17912/micropub.biology.000223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Briana Brown Rackley
- Department of Hematology and Medical Oncology, Emory University School of Medicine
| | - Evan Kiely
- Department of Hematology and Medical Oncology, Emory University School of Medicine
| | - Chang-Soo Seong
- Department of Hematology and Medical Oncology, Emory University School of Medicine
| | - Manali Rupji
- Biostatistics and Bioinformatics Shared Resource, Winship Cancer Institute of Emory University
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine,
Correspondence to: Melissa Gilbert-Ross ()
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Jin R, Liu X, Peng W, Fan Y, Liu B, Yang S, Xing CG, Gilbert-Ross M, Marcus A, Zhou W. Abstract 4838: Leflunomide inhibits the growth of LKB1-inactivated tumors in both xenograft and immunocompetent genetically engineered mouse models. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-4838] [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
Introduction: LKB1 is the third mostly frequently mutated gene in lung adenocarcinoma, and is mutually exclusive with EGFR mutations. Furthermore, a recent clinical trial indicated that lung cancers with LKB1 mutations are unlikely to respond to immune checkpoint therapy. Therefore, there is an urgent need for novel therapies for LKB1-inactivated lung cancer. We previously demonstrated that leflunomide preferentially induces apoptosis in LKB1-null lung cancer cell lines in vitro. Here, we evaluated the effect of leflunomide in both a xenograft model and immune-competent genetically engineered mouse model (GEMM).
Methods: LKB1-null H460 xenograft mice were treated with leflunomide (35mg/kg/day) for 23 days through oral gavage and tumor volume was measured every the other day. KrasG12D/Lkb1-/-Luciferase GEMM mice were treated with leflunomide (30mg/kg/day) for 44 days and tumor burden was measured by bioluminescence imaging (BLI) score every week. At the end of experiments, tumors were dissected, weighed, and analyzed by immunohistochemistry.
Results: Although leflunomide is an FDA-approved agent to treat rheumatoid arthritis, its immune suppression function did not facilitate but inhibited the growth of KrasG12DLkb1-/- lung adenocarcinoma. This suppression was also observed in H460 xenografts, and leflunomide treatment did not alter animal weight in either model. Furthermore, distant cancer metastasis was not observed in leflunomide-treated GEMM. In residual tumors from the treated group, cleaved caspase-3 was not detectable but there was a significant decrease in Ki67 staining. This is consistent with our in vitro findings that leflunomide primarily inhibits cell proliferation through the promotion of G1 cell cycle arrest.
Conclusion: Our findings indicate that leflunomide may be a viable reagent for the treatment of LKB1-mutated lung adenocarcinoma.
Citation Format: Rui Jin, Xiuju Liu, Wei Peng, Yijian Fan, Boxuan Liu, Shuanying Yang, Chun-gen Xing, Melissa Gilbert-Ross, Adam Marcus, Wei Zhou. Leflunomide inhibits the growth of LKB1-inactivated tumors in both xenograft and immunocompetent genetically engineered mouse models [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 4838.
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Affiliation(s)
- Rui Jin
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
| | - Xiuju Liu
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
| | - Wei Peng
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
| | - Yijian Fan
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
| | - Boxuan Liu
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
| | - Shuanying Yang
- 2the Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Chun-gen Xing
- 3The Second Affiliated Hospital Of Soochow University, Suzhou, China
| | | | - Adam Marcus
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
| | - Wei Zhou
- 1Emory Univ. Winship Cancer Inst., Atlanta, GA
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11
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Burton LJ, Koo J, Tucker-Burden C, Zhou W, Gilbert-Ross M, Huang C, Sica G, Marcus A. Abstract 865: Isolation of circulating tumors cells from genetically engineered mouse models of lung adenocarcinoma. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-865] [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
The major cause of cancer-associated mortality is tumor metastasis, but our understanding of this process is far from complete. During successful dissemination, tumor cells invade the surrounding tissue of the primary tumor, intravasate into blood and lymphatic vessels, translocate to distant tissues, extravasate, adapt to the new microenvironment, and eventually seed, proliferate, and colonize to form metastases. Because dissemination mostly occurs through the blood, circulating tumor cells (CTCs) that have been shed into the vasculature and may be on their way to potential metastatic sites are of obvious interest (1). KRAS mutations are the most frequent oncogenic drivers of non-small cell lung cancer and when associated with co-mutations lead to a decrease in overall survival. We have previously established a lenti-Cre-induced Kras and Lkb1 mutant and Kras and p53 mutant genetically engineered mouse modes (KLLenti) and (KPLenti) that develop 100% lung adenocarcinoma to conduct the first study to isolate and maintain primary, CTC and metastatic cells that are KLLenti or KPLenti. We are able to isolate TTF-1+ and pan-cytokeratin+ CTCs from the KLlenti and KPlenti mice and validated their mutational status by genotyping, western blot, and immunofluorescence. Moreover, lkb1-mutant or p53-mutant primary tumor cells have different 3-D invasive properties and patterns, as well as the respective CTCs and metastatic cells when compared across different genetic sub-types. To further study gene expression patterns between primary, CTC, and metastatic sites RNAseq will be employed to identify pathways that drive metastasis within the genetic sub-types.
Citation Format: Liza J. Burton, Junghui Koo, Carol Tucker-Burden, Wei Zhou, Melissa Gilbert-Ross, Chunzi Huang, Gabriel Sica, Adam Marcus. Isolation of circulating tumors cells from genetically engineered mouse models of lung adenocarcinoma [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 865.
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12
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Richardson AM, Havel LS, Koyen AE, Konen JM, Shupe J, Wiles WG, Martin WD, Grossniklaus HE, Sica G, Gilbert-Ross M, Marcus AI. Vimentin Is Required for Lung Adenocarcinoma Metastasis via Heterotypic Tumor Cell-Cancer-Associated Fibroblast Interactions during Collective Invasion. Clin Cancer Res 2017; 24:420-432. [PMID: 29208669 DOI: 10.1158/1078-0432.ccr-17-1776] [Citation(s) in RCA: 150] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2017] [Revised: 10/10/2017] [Accepted: 10/30/2017] [Indexed: 12/24/2022]
Abstract
Purpose: Vimentin is an epithelial-to-mesenchymal transition (EMT) biomarker and intermediate filament protein that functions during cell migration to maintain structure and motility. Despite the abundance of clinical data linking vimentin to poor patient outcome, it is unclear if vimentin is required for metastasis or is a correlative biomarker. We developed a novel genetically engineered mouse model (GEMM) to probe vimentin in lung adenocarcinoma metastasis.Experimental Design: We used the LSL-KrasG12D/Lkb1fl/fl/Vim-/- model (KLV-/-), which incorporates a whole-body knockout of vimentin and is derived from the Cre-dependent LSL-KrasG12D/Lkb1fl/fl model (KLV+/+). We compared the metastatic phenotypes of the GEMMs and analyzed primary tumors from the KLV models and lung adenocarcinoma patients to assess vimentin expression and function.Results: Characterization of KLV+/+ and KLV-/- mice shows that although vimentin is not required for primary lung tumor growth, vimentin is required for metastasis, and vimentin loss generates lower grade primary tumors. Interestingly, in the KLV+/+ mice, vimentin was not expressed in tumor cells but in cancer-associated fibroblasts (CAFs) surrounding collective invasion packs (CIPs) of epithelial tumor cells, with significantly less CIPs in KLV-/- mice. CIPs correlate with tumor grade and are vimentin-negative and E-cadherin-positive, indicating a lack of cancer cell EMT. A similar heterotypic staining pattern was observed in human lung adenocarcinoma samples. In vitro studies show that vimentin is required for CAF motility to lead tumor cell invasion, supporting a vimentin-dependent model of collective invasion.Conclusions: These data show that vimentin is required for lung adenocarcinoma metastasis by maintaining heterotypic tumor cell-CAF interactions during collective invasion. Clin Cancer Res; 24(2); 420-32. ©2017 AACR.
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Affiliation(s)
- Alessandra M Richardson
- Cancer Biology Graduate Program, Emory University, Atlanta, Georgia.,Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.,Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Lauren S Havel
- Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.,Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Allyson E Koyen
- Cancer Biology Graduate Program, Emory University, Atlanta, Georgia.,Winship Cancer Institute of Emory University, Atlanta, Georgia.,Department of Radiation Oncology, Emory University, Atlanta, Georgia
| | - Jessica M Konen
- Cancer Biology Graduate Program, Emory University, Atlanta, Georgia.,Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.,Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - John Shupe
- Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.,Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - W G Wiles
- Winship Cancer Institute of Emory University, Atlanta, Georgia.,The Cancer Animal Models Shared Resource
| | - W David Martin
- Winship Cancer Institute of Emory University, Atlanta, Georgia.,The Cancer Animal Models Shared Resource
| | - Hans E Grossniklaus
- Winship Cancer Institute of Emory University, Atlanta, Georgia.,Department of Ophthalmology, Emory University, Atlanta, Georgia
| | - Gabriel Sica
- Winship Cancer Institute of Emory University, Atlanta, Georgia.,Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia. .,Winship Cancer Institute of Emory University, Atlanta, Georgia.,The Cancer Animal Models Shared Resource
| | - Adam I Marcus
- Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia. .,Winship Cancer Institute of Emory University, Atlanta, Georgia
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Li R, Ding C, Zhang J, Xie M, Park D, Ding Y, Chen G, Zhang G, Gilbert-Ross M, Zhou W, Marcus A, Sun SY, Chen Z, Sica G, Ramalingam S, Magis A, Fu H, Khuri F, Curran W, Owonikoko T, Shin D, Zhou J, Deng X. Abstract 2333: Modulation of Bax and mTOR for cancer therapeutics. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-2333] [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
Pharmacologic manipulation of the serine (S)184 phosphorylation site of Bax protein to functionally regulate its proapoptotic activity is an attractive anticancer strategy. We recently identified three small molecule Bax agonists. SMBA1 was selected as the lead compound based on its chemical structure and its drug-like properties, from which a more effective analog, CYD-2-11, was generated. CYD-2-11 targets the structural pocket around S184 in the C-terminal tail of Bax, directly activating its proapoptotic activity via 6A7 conformational change and formation of Bax homo-oligomers in mitochondrial membranes. CYD-2-11 suppresses tumor growth in SCLC, NSCLC and patient-derived lung cancer xenografts as well as the genetically engineered mutant KRAS-driven lung cancer model with no significant normal tissue toxicity. Inhibition of mTOR by RAD001 enhances S184 Bax phosphorylation in lung cancer cell lines and tumor tissues from lung cancer patients treated with RAD001, which inactivates the propaoptotic function of Bax, contributing to rapalog-resistance. Combined CYD-2-11 and RAD001 treatment not only displays strong synergistic activity against lung cancer but also overcomes rapalog-resistance in vitro and in vivo. Therefore, a mechanism-driven combination of Bax agonist and mTOR inhibitor represents a highly attractive therapeutic strategy to improve lung cancer patient outcomes.
Citation Format: Rui Li, Chunyong Ding, Jun Zhang, Maohua Xie, Dongkyoo Park, Ye Ding, Guo Chen, Guojing Zhang, Melissa Gilbert-Ross, Wei Zhou, Adam Marcus, Shi-Yong Sun, Zhuo Chen, Gabriel Sica, Suresh Ramalingam, Andrew Magis, Haian Fu, Fadlo Khuri, Walter Curran, Taofeek Owonikoko, Dong Shin, Jia Zhou, Xingming Deng. Modulation of Bax and mTOR for cancer therapeutics [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 2333. doi:10.1158/1538-7445.AM2017-2333
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Affiliation(s)
- Rui Li
- 1Emory Univ., Atlanta, GA
| | | | | | | | | | - Ye Ding
- 3University of Texas Medical Branch, Atlanta, TX
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Jia Zhou
- 2University of Texas Medical Branch, Galveston, TX
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14
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Li R, Ding C, Zhang J, Xie M, Park D, Ding Y, Chen G, Zhang G, Gilbert-Ross M, Zhou W, Marcus AI, Sun SY, Chen ZG, Sica GL, Ramalingam SS, Magis AT, Fu H, Khuri FR, Curran WJ, Owonikoko TK, Shin DM, Zhou J, Deng X. Modulation of Bax and mTOR for Cancer Therapeutics. Cancer Res 2017; 77:3001-3012. [PMID: 28381544 DOI: 10.1158/0008-5472.can-16-2356] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2016] [Revised: 10/18/2016] [Accepted: 03/22/2017] [Indexed: 01/03/2023]
Abstract
A rationale exists for pharmacologic manipulation of the serine (S)184 phosphorylation site of the proapoptotic Bcl2 family member Bax as an anticancer strategy. Here, we report the refinement of the Bax agonist SMBA1 to generate CYD-2-11, which has characteristics of a suitable clinical lead compound. CYD-2-11 targeted the structural pocket proximal to S184 in the C-terminal region of Bax, directly activating its proapoptotic activity by inducing a conformational change enabling formation of Bax homooligomers in mitochondrial membranes. In murine models of small-cell and non-small cell lung cancers, including patient-derived xenograft and the genetically engineered mutant KRAS-driven lung cancer models, CYD-2-11 suppressed malignant growth without evident significant toxicity to normal tissues. In lung cancer patients treated with mTOR inhibitor RAD001, we observed enhanced S184 Bax phosphorylation in lung cancer cells and tissues that inactivates the propaoptotic function of Bax, contributing to rapalog resistance. Combined treatment of CYD-2-11 and RAD001 in murine lung cancer models displayed strong synergistic activity and overcame rapalog resistance in vitro and in vivo Taken together, our findings provide preclinical evidence for a pharmacologic combination of Bax activation and mTOR inhibition as a rational strategy to improve lung cancer treatment. Cancer Res; 77(11); 3001-12. ©2017 AACR.
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Affiliation(s)
- Rui Li
- Department of Radiation Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Chunyong Ding
- Department of Pharmacology and Toxicology, Chemical Biology Program, University of Texas Medical Branch, Galveston, Texas
| | - Jun Zhang
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Maohua Xie
- Department of Radiation Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Dongkyoo Park
- Department of Radiation Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Ye Ding
- Department of Pharmacology and Toxicology, Chemical Biology Program, University of Texas Medical Branch, Galveston, Texas
| | - Guo Chen
- Department of Radiation Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Guojing Zhang
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Wei Zhou
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Adam I Marcus
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Shi-Yong Sun
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Zhuo G Chen
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Gabriel L Sica
- Department of Pathology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Suresh S Ramalingam
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | | | - Haian Fu
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Fadlo R Khuri
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Walter J Curran
- Department of Radiation Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Taofeek K Owonikoko
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia
| | - Dong M Shin
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia.
| | - Jia Zhou
- Department of Pharmacology and Toxicology, Chemical Biology Program, University of Texas Medical Branch, Galveston, Texas.
| | - Xingming Deng
- Department of Radiation Oncology, Emory University School of Medicine and Winship Cancer Institute of Emory University, Atlanta, Georgia.
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15
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Gilbert-Ross M, Konen J, Koo J, Shupe J, Robinson BS, Wiles WG, Huang C, Martin WD, Behera M, Smith GH, Hill CE, Rossi MR, Sica GL, Rupji M, Chen Z, Kowalski J, Kasinski AL, Ramalingam SS, Fu H, Khuri FR, Zhou W, Marcus AI. Targeting adhesion signaling in KRAS, LKB1 mutant lung adenocarcinoma. JCI Insight 2017; 2:e90487. [PMID: 28289710 PMCID: PMC5333956 DOI: 10.1172/jci.insight.90487] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
Loss of LKB1 activity is prevalent in KRAS mutant lung adenocarcinoma and promotes aggressive and treatment-resistant tumors. Previous studies have shown that LKB1 is a negative regulator of the focal adhesion kinase (FAK), but in vivo studies testing the efficacy of FAK inhibition in LKB1 mutant cancers are lacking. Here, we took a pharmacologic approach to show that FAK inhibition is an effective early-treatment strategy for this high-risk molecular subtype. We established a lenti-Cre-induced Kras and Lkb1 mutant genetically engineered mouse model (KLLenti) that develops 100% lung adenocarcinoma and showed that high spatiotemporal FAK activation occurs in collective invasive cells that are surrounded by high levels of collagen. Modeling invasion in 3D, loss of Lkb1, but not p53, was sufficient to drive collective invasion and collagen alignment that was highly sensitive to FAK inhibition. Treatment of early, stage-matched KLLenti tumors with FAK inhibitor monotherapy resulted in a striking effect on tumor progression, invasion, and tumor-associated collagen. Chronic treatment extended survival and impeded local lymph node spread. Lastly, we identified focally upregulated FAK and collagen-associated collective invasion in KRAS and LKB1 comutated human lung adenocarcinoma patients. Our results suggest that patients with LKB1 mutant tumors should be stratified for early treatment with FAK inhibitors.
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Affiliation(s)
- Melissa Gilbert-Ross
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Jessica Konen
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Junghui Koo
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - John Shupe
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Brian S Robinson
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine
| | - Walter Guy Wiles
- Winship Cancer Institute of Emory University.,The Cancer Animal Models Shared Resource
| | - Chunzi Huang
- Winship Cancer Institute of Emory University.,The Cancer Animal Models Shared Resource
| | - W David Martin
- Department of Hematology and Medical Oncology, Emory University School of Medicine
| | - Madhusmita Behera
- Winship Research Informatics Shared Resource, Winship Cancer Institute
| | - Geoffrey H Smith
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine
| | - Charles E Hill
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine
| | - Michael R Rossi
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine.,Department of Radiation Oncology, Emory University School of Medicine
| | - Gabriel L Sica
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine
| | | | - Zhengjia Chen
- Winship Cancer Institute of Emory University.,Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Jeanne Kowalski
- Winship Cancer Institute of Emory University.,Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Andrea L Kasinski
- Department of Biological Sciences, Purdue University, West Lafayette, Indiana, USA
| | - Suresh S Ramalingam
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Haian Fu
- Winship Cancer Institute of Emory University.,Department of Pharmacology, Emory University School of Medicine
| | - Fadlo R Khuri
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
| | - Wei Zhou
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University.,Department of Pathology and Laboratory Medicine, Emory University School of Medicine.,Department of Human Genetics, Emory University, Atlanta, Georgia, USA
| | - Adam I Marcus
- Department of Hematology and Medical Oncology, Emory University School of Medicine.,Winship Cancer Institute of Emory University
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16
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Salgueiro AM, Gilbert-Ross M, Havel LS, Shupe J, Koyen AE, Grossniklaus HE, Sica G, Marcus AI. Abstract C24: Beyond EMT: Vimentin function in lung cancer metastasis. Cancer Res 2016. [DOI: 10.1158/1538-7445.tme16-c24] [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
Vimentin is an intermediate filament protein that has been used in the clinic as a biomarker for metastatic potential and poor patient prognosis across numerous solid tumor types; however, little is known about how vimentin might contribute to cancer progression and metastasis. Here we created a novel genetically engineered mouse model (GEMM) to study the role of vimentin in lung cancer progression and metastasis. We first re-developed an LSL-KrasG12D,LKB1fl/fl mouse model whereby intranasal administration of lentiviral Cre recombinase causes a KrasG12D mutation and LKB1 knockout in the lungs. In this model Kras/Lkb1 GEMM (termed KLV+/+), approximately half the mice that develop primary lung tumors in 8-10 weeks also develop metastasis to the mediastinal lymph nodes in weeks 12-16. We used this model to test the hypothesis that vimentin loss prevents lung cancer metastasis by crossing this GEMM with a Vim-/- mouse to create a novel LSL-KrasG12D, LKB1fl/fl, Vim-/- (termed here KLV-/-) mouse. Our findings show that in the KLV-/- mouse, primary tumor burden and cell proliferation were not significantly different than wild-type KLV+/+ mice; however, KLV-/- mice exhibit significantly less metastasis to the mediastinal lymph nodes compared to their wild type counterpart indicating that vimentin contributes to the metastatic cascade. Consistent with this finding, histological analysis of the primary tumors show that KLV-/- mice exhibit less focal invasion than KLV+/+ and +/- mice, further confirming that KLV-/- mice have reduced invasiveness. Interestingly, vimentin staining in invasive regions of KLV+/+ mice was not found in the cancer cells but rather in fibroblast-like cells surrounding invasive cell buds that we term collective invasion packs (CIPs). These fibroblast-like, vimentin-positive cells also stain positive for alpha smooth muscle actin, which is consistent with cancer-associated fibroblasts (CAFs). Taken together, these results suggest that in this highly metastatic genetic background, vimentin may play a central role in recruiting CAFs to invading cancer cells but not necessarily in cancer cell epithelial to mesenchymal transition (EMT).
Citation Format: Alessandra M. Salgueiro, Melissa Gilbert-Ross, Lauren S. Havel, John Shupe, Allyson E. Koyen, Hans E. Grossniklaus, Gabriel Sica, Adam I. Marcus. Beyond EMT: Vimentin function in lung cancer metastasis. [abstract]. In: Proceedings of the AACR Special Conference: Function of Tumor Microenvironment in Cancer Progression; 2016 Jan 7–10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2016;76(15 Suppl):Abstract nr C24.
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Gilbert-Ross M, Konen J, Koo J, Shupe J, Sica GL, Chen Z, Robinson BS, Behera M, Rossi MR, Smith GH, Hill CE, Ramalingam SM, Fu H, Khuri FR, Zhou W, Marcus A. Abstract LB-348: Developing a personalized anti-metastatic therapy to treat KRAS, LKB1-mutant lung adenocarcinoma. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-lb-348] [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
LKB1 is the 2rd most commonly mutated tumor suppressor gene in human lung adenocarcinoma, is commonly co-mutated with KRAS, and leads to more aggressive, treatment-resistant tumors in mouse models. The identification of druggable signaling molecules that result from specific alterations in LKB1 could result in a personalized clinical strategy to target this high-risk patient population. We have previously published that LKB1 acts to limit focal adhesion kinase (FAK) activity in human lung cancer cells to restrict cell adhesion and migration. Based on our prior published data we hypothesize that FAK pathway inhibition will suppress invasion and metastasis in LKB1-mutant tumors in vivo. To investigate our hypothesis, we have designed the first rolling-enrollment pre-clinical mouse trial to target invasion and metastasis using a small-molecule FAK inhibitor. To enroll mice with early-stage lung adenocarcinoma, we developed a novel lentiviral-Cre induced KrasG12D; Lkb1fl/fl genetically engineered mouse model (GEMM) (KLLLenti) that develops 100% adenocarcinomas, expresses a luciferase reporter gene, and has elevated levels of active FAK in late stage invasive tumors. Importantly, short-term treatment of KLLLenti mice with a pharmacologic FAK inhibitor potently suppresses the invasive progression of primary tumors. Moreover, long-term treatment results in improved progression-free survival, and delays metastatic spread to the lymph nodes. We further pursue mechanistic studies to investigate how LKB1-mutant tumor tissue gains a metastatic advantage in vivo, and using a combination of 3D tumor spheroid assays, and multiphoton microscopy, present results that LKB1-mutant tumors use a unique form of hybrid invasion that relies both on cell:cell and cell-matrix adhesion, and in doing so, are equipped to more efficiently invade into the collagen-dense microenvironment of the lung. We will also present data that similar molecular and cell biologic phenotypes can be found in a subset of KRAS, LKB1-mutant human clinical samples. Our studies suggest that when used early, FAK inhibitors may be a viable clinical strategy to prevent or delay metastasis in the KRAS, LKB1-mutant patient population, and begin to define alternate escape pathways by which this highly invasive cell population may escape first-line therapy.
Citation Format: Melissa Gilbert-Ross, Jessica Konen, Junghui Koo, John Shupe, Gabriel L. Sica, Zhengjia Chen, Brian S. Robinson, Madhusmita Behera, Michael R. Rossi, Geoffrey H. Smith, Charles E. Hill, Suresh M. Ramalingam, Haian Fu, Fadlo R. Khuri, Wei Zhou, Adam Marcus. Developing a personalized anti-metastatic therapy to treat KRAS, LKB1-mutant lung adenocarcinoma. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr LB-348.
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Affiliation(s)
| | - Jessica Konen
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Junghui Koo
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | - John Shupe
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Gabriel L. Sica
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Zhengjia Chen
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | | | | | | | | | - Charles E. Hill
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | | | - Haian Fu
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | | | - Wei Zhou
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Adam Marcus
- 1The Winship Cancer Institute of Emory University, Atlanta, GA
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Gilbert-Ross M, Konen J, Shupe J, Koo J, Sica GL, Ramalingam SS, Fu H, Khuri FR, Zhou W, Marcus AI. Abstract B45: An early treatment window to target FAK-dependent collective invasion in Lkb1-mutant lung adenocarcinoma. Cancer Res 2016. [DOI: 10.1158/1538-7445.tummet15-b45] [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
LKB1 is the 2rd most commonly mutated tumor suppressor gene in human lung adenocarcinoma, and a biomarker of aggressive disease in stage IV KRAS mutant lung cancer patients. We have previously published that LKB1 acts to limit focal adhesion kinase (FAK) activity in human lung cancer cells to restrict cell adhesion and migration. Based on our prior published data we hypothesize that FAK inhibition will suppress invasion and metastasis in LKB1-mutant tumors in vivo , and represent a viable clinical strategy to target this high-risk patient population. To investigate our hypothesis, we have developed a novel lentiviral-Cre KrasG12D; Lkb1fl/fl Rosa-luciferase genetically engineered mouse model (GEMM) (KLLLenti) that develops 100% adenocarcinomas, and produces a bioluminescent output that correlates with tumor burden, tumor grade, and degree of metastatic colonization of the lymph node. We show that stage IV KLLLenti primary tumors have elevated levels of active FAK in a subset of invasive cells that maintain collective contact via E-Cadherin. Importantly, treatment of KLLLenti mice with a pharmacologic FAK inhibitor potently suppresses invasive progression of primary tumors. Moreover, KLLLenti tumors treated at later stages progress to the same degree as vehicle-treated mice. This result suggests a ‘therapeutic window’ of opportunity, and argues that FAK inhibitors should be part of first-line therapy to treat LKB1-mutant lung cancer patients. We further pursue mechanistic studies to investigate how Lkb1-mutant tumor tissue gains a metastastic advantage in vivo, and using a combination of 3D tumor spheroid assays and multiphoton microscopy present results that Lkb1-mutant tumors use a unique form of hybrid or transitional invasion that on depends on both FAK-based adhesion and collective migration and in doing so, are equipped to more efficiently invade into the collagen-dense microenvironment of the lung. Our studies suggest that when used early, FAK inhibitors may be a viable clinical strategy to prevent metastasis in the LKB1-mutant patient population, and begin to define alternate escape pathways by which this highly invasive cell population may escape first-line therapy.
Citation Format: Melissa Gilbert-Ross, Jessica Konen, John Shupe, Junghui Koo, Gabriel L. Sica, Suresh S. Ramalingam, Haian Fu, Fadlo R. Khuri, Wei Zhou, Adam I. Marcus. An early treatment window to target FAK-dependent collective invasion in Lkb1-mutant lung adenocarcinoma. [abstract]. In: Proceedings of the AACR Special Conference on Tumor Metastasis; 2015 Nov 30-Dec 3; Austin, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(7 Suppl):Abstract nr B45.
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Affiliation(s)
| | - Jessica Konen
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | - John Shupe
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Junghui Koo
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Gabriel L. Sica
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | | | - Haian Fu
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Fadlo R. Khuri
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Wei Zhou
- The Winship Cancer Institute of Emory University, Atlanta, GA
| | - Adam I. Marcus
- The Winship Cancer Institute of Emory University, Atlanta, GA
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Salgueiro AM, Gilbert-Ross M, Havel LS, Shupe J, Marcus AI. Abstract 2290: More than a biomarker: Studying the role of vimentin in lung cancer metastasis. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-2290] [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
A major mechanism of metastasis is the epithelial to mesenchymal transition (EMT) where epithelial cells from the primary site undergo genetic and epigenetic alterations to become motile and mesenchymal. A canonical marker of EMT and a clinical marker of metastasis is the intermediate filament protein, vimentin. Vimentin expression correlates with increased metastatic potential and poor patient prognosis across most solid tumor types including lung, prostate, and breast cancers; however little is known about how vimentin functions to promote the metastatic cascade. Here we use a lung cancer mouse model to study the role of vimentin in lung cancer metastasis in vivo. We have re-developed an LSL-KrasG12D,LKB1fl/fl mouse model whereby intranasal administration of lentiviral Cre recombinase causes a KrasG12D mutation and LKB1 knockout in the lungs. Consequently, about half of the mice that develop primary lung tumors after 10 weeks also develop metastasis to the mediastinal lymph nodes by week 16. We crossed this mouse with a Vim-/- mouse to create a LSL-KrasG12D,LKB1fl/fl, Vim-/- (termed here KLV) mouse to determine if loss of vimentin prevents lung cancer metastasis in this model. Our findings show that the KLV mouse exhibits significantly less metastasis to the mediastinal lymph nodes (12%) as compared with its vimentin wild type counterpart but does not show a decrease in primary tumor formation. These knockout mice also exhibit less focal invasion at the primary tumor site while maintaining a well-differentiated adenocarcinoma histology independent of vimentin genotype. Taken together, our work indicates that vimentin is critical for lung cancer metastasis but not primary tumor formation.
Citation Format: Alessandra M. Salgueiro, Melissa Gilbert-Ross, Lauren S. Havel, John Shupe, Adam I. Marcus. More than a biomarker: Studying the role of vimentin in lung cancer metastasis. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr 2290. doi:10.1158/1538-7445.AM2015-2290
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Affiliation(s)
- Melissa Gilbert-Ross
- The Winship Cancer Institute, Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Adam I Marcus
- The Winship Cancer Institute, Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Wei Zhou
- The Winship Cancer Institute, Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA 30322, USA
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Kline ER, Shupe J, Gilbert-Ross M, Zhou W, Marcus AI. LKB1 represses focal adhesion kinase (FAK) signaling via a FAK-LKB1 complex to regulate FAK site maturation and directional persistence. J Biol Chem 2013; 288:17663-74. [PMID: 23637231 DOI: 10.1074/jbc.m112.444620] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Liver kinase β1 (LKB1, also known as STK11) is a serine/threonine kinase that has multiple cellular functions including the regulation of cell polarity and motility. Murine proteomic studies show that LKB1 loss causes aberrant adhesion signaling; however, the mechanistic underpinnings of this relationship are unknown. We show that cells stably depleted of LKB1 or its co-activator STRADα have increased phosphorylation of focal adhesion kinase (FAK) at Tyr(397)/Tyr(861) and enhanced adhesion to fibronectin. LKB1 associates in a complex with FAK and LKB1 accumulation at the cellular leading edge is mutually excluded from regions of activated Tyr(397)-FAK. LKB1-compromised cells lack directional persistence compared with wild-type cells, but this is restored through subsequent pharmacological FAK inhibition or depletion, showing that cell directionality is mediated through LKB1-FAK signaling. Live cell confocal imaging reveals that LKB1-compromised cells lack normal FAK site maturation and turnover, suggesting that defects in adhesion and directional persistence are caused by aberrant adhesion dynamics. Furthermore, re-expression of full-length wild-type or the LKB1 N-terminal domain repressed FAK activity, whereas the kinase domain or C-terminal domain alone did not, indicating that FAK suppression is potentially regulated through the LKB1 N-terminal domain. Based upon these results, we conclude that LKB1 serves as a FAK repressor to stabilize focal adhesion sites, and when LKB1 function is compromised, aberrant FAK signaling ensues, resulting in rapid FAK site maturation and poor directional persistence.
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Affiliation(s)
- Erik R Kline
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, Georgia 30322, USA
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