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Recondo G, Mezquita L, Planchard D, Gazzah A, Facchinetti F, Bigot L, Rizvi AZ, Thiery JP, Scoazec JY, Frias RL, Sourisseau T, Mahjoubi L, Galissant J, Abou-Lovergne A, Vassal G, Bahleda R, Hollebecque A, Nicotra C, Ngocamus M, Michiels S, Lacroix L, Richon C, Auger N, Baere TD, Deschamps F, Solary E, Olaussen KA, Angevin E, Eggermont A, André F, Massard C, Soria JC, Besse B, Friboulet L. Abstract 311: Diverse biological mechanisms drive resistance to Lorlatinib in ALK-rearranged Lung Cancer. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: ALK rearrangements occur in 3-6% of patients (pts) with lung adenocarcinoma. Lorlatinib, is a novel third generation ALK tyrosine kinase inhibitor (TKI) with proven efficacy for patients previously treated with second generation ALK TKI.
Methods: The MATCH-R study is a prospective single-institution trial aiming to identify mechanisms of resistance to targeted agents and immunotherapy in pts with advanced cancer (NCT02517892). Patients that achieve an initial partial or complete response or stability of disease for at least 6 months with selected agents are included upon disease progression. Tumor biopsies are performed and serial blood samples are collected. Extensive molecular profiling with panel next-generation sequencing (NGS), whole exome sequencing (WES) and RNA sequencing (RNAseq) is performed on tumor samples. Patient-derived xenografts (PDX) in NOD scid gamma (NSG) or nude mice and patient-derived cell lines are developed. We report mechanisms of resistance in a cohort of pts with ALK-rearranged lung cancer treated with lorlatinib.
Results: From June 29th 2015 to November 15th 2018, 113 pts treated with a TKI were included in the MATCH-R study, of which 14 (12%) received treatment with ALK TKI, 6 pts treated with lorlatinib and with adequate tumor biopsies for molecular analysis were included. Tumor types studied were lung adenocarcinoma (n=4), anaplastic thyroid carcinoma (ATC, n=1) and myofibroblastic inflammatory tumor (MIT, n=1). An NF2 frame-shift deletion was detected by NGS in the ATC sample and a TNIK Q674 missense mutation was detected in the MIT sample. In the four pts with lung cancer treated with lorlatinib, we identified novel ALK G1202R/F1174L compound mutations from the tumor biopsy in one case and characterized them with Ba/F3 models (ctDNA analysis will be presented). Induction of epithelial mesenchymal transition (EMT) with lorlatinib exposure was responsible for resistance in one patient-derived model and susceptible to combined ALK/SRC inhibition. This cell line also had ALK C1156Y/G1269A compound mutations, not contributing to lorlatinib resistance. In a third case, double deleterious events in NF2 were identified in temporo-spatial distinct tumor biopsies on progression to lorlatinib. We further validated the effect of these events in patient-derived cell lines developed from two different biopsies. Downstream mTOR pathway activation conferred resistance to lorlatinib, and was reversible with mTOR inhibitors. We performed NF2 knockout in H3122 cells using Crispr-Cas9 gene editing to validate these findings. The resistance mechanism to lorlatinib treatment is yet to be elucidated in one patient-derived model.
Conclusions: Mechanisms of resistance to lorlatinib can be diverse and complex, involving compound mutations, EMT and bypass activation. The present evidence could provide new insights for the development of tailored treatments for patients.
Citation Format: Gonzalo Recondo, Laura Mezquita, David Planchard, Anas Gazzah, Francesco Facchinetti, Ludovic Bigot, Ahsan Z. Rizvi, Jean-Paul Thiery, Jean-Yves Scoazec, Rosa L. Frias, Tony Sourisseau, Linda Mahjoubi, Justine Galissant, Aurelie Abou-Lovergne, Gilles Vassal, Rastislav Bahleda, Antoine Hollebecque, Claudio Nicotra, Maud Ngocamus, Stefan Michiels, Ludovic Lacroix, Catherine Richon, Nathalie Auger, Thierry De Baere, Frederic Deschamps, Eric Solary, Ken A. Olaussen, Eric Angevin, Alexander Eggermont, Fabrice André, Christophe Massard, Jean-Charles Soria, Benjamin Besse, Luc Friboulet. Diverse biological mechanisms drive resistance to Lorlatinib in ALK-rearranged Lung Cancer [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 311.
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Facchinetti F, Bahleda R, Hollebecque A, Loriot Y, Recondo G, Bigot L, Olaussen KA, Vassal G, Michiels S, Frias RL, Galissant J, Sourisseau T, Nicotra C, Ngo-Camus M, Mahjoubi L, Lacroix L, Rouleau E, Richon C, Abou-Lovergne A, Deas O, Auger N, Baere TD, Deschamps F, Solary E, Scoazec JY, Angevin E, Eggermont A, André F, Besse B, Thiery JP, Soria JC, Massard C, Friboulet L. Abstract 318: Mechanisms of acquired resistance to FGFR inhibitors in molecularly-selected solid tumors: A prospective cohort from the MATCH-R study. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-318] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Molecular alterations involving FGFR family genes (FGFR 1-4) are emerging driver events in a variety of solid tumors, mainly represented by urothelial carcinoma (UC) and intrahepatic cholangiocarcinoma (CC). Several tyrosine kinase inhibitors (TKI) are in clinical development to counteract FGFR-driven diseases, being especially active against activating gene mutations and rearrangements. Progression on these targeted agents eventually appears and the understanding of molecular mechanisms of resistance is crucial to develop novel strategies.
Methods: In the MATCH-R prospective study (NCT02517892), patients with unresectable or metastatic cancer are included upon acquired resistance to targeted therapies or immunotherapy, defined as progressive disease after complete/partial response or stable disease for six months. Serial blood samples are collected and tumor biopsy is performed upon progression. Targeted NGS, CGH, WES and RNAseq are performed on the tissue samples. PDX models and patient-derived cell lines are developed to fully investigate the underlying mechanisms of resistance. Only patients receiving TKI for FGFR-mutated or -rearranged tumors were included (i.e. FGFRamplifications were excluded) in the analysis.
Results: From June 2015 to November 2018, 113 patients treated with a TKI were included in the MATCH-R study, of which 17 (15%) had received an FGFR inhibitor. Tumor types and corresponding molecular aberrations were as follows: 8 CC (n=6 FGFR2-rearranged, n=1 FGFR2:C383R, n=1 FGFR3:S249C), 7 UC (n=5 FGFR3:S249C, n=1 FGFR3:R248C, n=1 FGFR3:Y373C), 1 breast (FGFR3-rearranged) and 1 ovarian (FGFR2-rearranged) cancers. Evaluable tumor biopsies were taken upon progression to treatment with erdafitinib (n=12), pemigatinib (INCB54828) (n=3) or TAS-120 (n=4). Two patients underwent multiple biopsies as progressing on sequential FGFR inhibitors. Resistance mechanisms consisted of polyclonal secondary mutations (n=5), bypass pathways activation (n=3) and the remaining nine cases are still under investigation. PDX models/patient-derived cell lines were obtained in eight cases and extensively characterized in three. Adaptive treatment with novel FGFR TKI or combinatorial strategies aiming to block the bypass pathways allowed to restore sensitivity in both cell lines (readouts: IC50 and Western Blots) and PDX (readout: median tumor growth). Novel mutations potentially implicated in resistance to FGFR TKI were characterized by infecting Ba/F3 cells with respective lentiviral vectors, as well as the inhibitory potential of the differential FGFR inhibitors.
Conclusions: Novel mechanisms of resistance to FGFR inhibitors in solid tumors were identified and consequent treatment strategies allowed to regain sensitivity in both patient-derived cell lines and PDX. Updated results will be presented at the Meeting.
Citation Format: Francesco Facchinetti, Rastislav Bahleda, Antoine Hollebecque, Yohann Loriot, Gonzalo Recondo, Ludovic Bigot, Ken A. Olaussen, Gilles Vassal, Stefan Michiels, Rosa L. Frias, Justine Galissant, Tony Sourisseau, Claudio Nicotra, Maud Ngo-Camus, Linda Mahjoubi, Ludovic Lacroix, Etienne Rouleau, Catherine Richon, Aurélie Abou-Lovergne, Olivier Deas, Nathalie Auger, Thierry De Baere, Frederic Deschamps, Eric Solary, Jean-Yves Scoazec, Eric Angevin, Alexander Eggermont, Fabrice André, Benjamin Besse, Jean-Paul Thiery, Jean-Charles Soria, Christophe Massard, Luc Friboulet. Mechanisms of acquired resistance to FGFR inhibitors in molecularly-selected solid tumors: A prospective cohort from the MATCH-R study [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 318.
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Recondo G, Facchinetti F, Olaussen KA, Besse B, Friboulet L. Making the first move in EGFR-driven or ALK-driven NSCLC: first-generation or next-generation TKI? Nat Rev Clin Oncol 2019; 15:694-708. [PMID: 30108370 DOI: 10.1038/s41571-018-0081-4] [Citation(s) in RCA: 225] [Impact Index Per Article: 45.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The traditional approach to the treatment of patients with advanced-stage non-small-cell lung carcinoma (NSCLC) harbouring ALK rearrangements or EGFR mutations has been the sequential administration of therapies (sequential treatment approach), in which patients first receive first-generation tyrosine-kinase inhibitors (TKIs), which are eventually replaced by next-generation TKIs and/or chemotherapy upon disease progression, in a decision optionally guided by tumour molecular profiling. In the past few years, this strategy has been challenged by clinical evidence showing improved progression-free survival, improved intracranial disease control and a generally favourable toxicity profile when next-generation EGFR and ALK TKIs are used in the first-line setting. In this Review, we describe the existing preclinical and clinical evidence supporting both treatment strategies - the 'historical' sequential treatment strategy and the use of next-generation TKIs - as frontline therapies and discuss the suitability of both strategies for patients with EGFR-driven or ALK-driven NSCLC.
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Mezquita L, Swalduz A, Jovelet C, Ortiz-Cuaran S, Planchard D, Recondo G, Benitez JC, Howarth K, Morris CD, Green E, Lacroix L, Odier L, Rouleau E, Fournel P, Caramella C, Tissot C, Perol M, Friboulet L, Besse B, Saintigny P. Efficacy of tyrosine kinase inhibitors (TKIs) based on the ALK resistance mutations on amplicon-based liquid biopsy in ALK positive non-small cell lung cancer (NSCLC) patients (pts). J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.15_suppl.3055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
3055 Background: Acquired ALK resistance mutations (mut.) are the main mechanism of tyrosine kinase inhibitor (TKI) resistance (30-50%). While next-generation TKIs are more active on mut. than earlier TKIs, compound ALK resistance are associated with failure to next-generation TKIs. We evaluated the clinical utility of detecting ALK resistance mutations in blood to predict TKI efficacy. Methods: ALK positive advanced NSCLC pts were prospectively enrolled between Oct. 2015 and Aug. 2018 in 8 French institutions. Prospective samples were collected; ctDNA was analyzed by amplicon-based Inivata InVisionFirst-Lung. Results: A total of 101 pts with advanced ALK positive NSCLC were enrolled and 328 samples collected. In samples collected at TKI failure (N=74), we detected 9 single and 7 complex (≥2) ALK resistance mut. (22%), associated with EML4-ALK variant 3 (38%) vs. variant 2 (13%) vs. variant 1 (none); 30% had other somatic mut. (mainly TP53 and KRAS, PI3KCA, MET, etc.). No mutations were detected in 48% of samples (ctDNA neg). ALK mut. were more frequent after 2nd/3rd generation TKI (43% post-lorlatinib (7), 29% post-2nd gen. (31), 11% post-crizotinib (36)). ALKG1202R was the most common, as single (n=3) or complex mut. (n=4). The median overall survival (mOS) was 100.4 mo. (95% CI 41.9-158.9) and the median progression free-survival (mPFS) to subsequent line was 2.8 mo. (0.7-4.9). Patients with ctDNA neg had mOS of 105 mo. (39.3-172.1) vs. 58.5 mo. (33.1-84.0) if ≥1 ALK mut. vs. 44.1 mo. (20.0-68.2) if others ( P=0.001). Pts with the complex ALK mut. had worse OS compared to singles ALK mut. (mOS 26.9 mo. vs. 58.5 mo., P=0.001); ALK complex mut. were associated with poor efficacy to subsequent therapy (PFS <3 mo. in 57%; no cases with PFS >6 mo.) vs. single mut., with longer PFS (PFS >6 mo. in 56%). Detectable ALKG1202R mut. were associated with shorter median OS (58.3 mo.; 7.9-109.1) vs. overall population; 86% of cases developed rapid PD (PFS <3mo.) to subsequent therapy with only one durable response to lorlatinib (PFS >6mo.). Conclusions: The absence of ctDNA mutations at TKI failure was associated with prolonged OS, whereas complex ALK mutations at TKI failure may predict resistance to subsequent therapy. Larger and specifically designed studies should be performed to validate these findings.
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Ricordel C, Friboulet L, Facchinetti F, Soria JC. Molecular mechanisms of acquired resistance to third-generation EGFR-TKIs in EGFR T790M-mutant lung cancer. Ann Oncol 2019; 30:858. [PMID: 29982319 DOI: 10.1093/annonc/mdy222] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/09/2023] Open
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Gong B, Kiyotani K, Sakata S, Nagano S, Kumehara S, Baba S, Besse B, Yanagitani N, Friboulet L, Nishio M, Takeuchi K, Kawamoto H, Fujita N, Katayama R. Secreted PD-L1 variants mediate resistance to PD-L1 blockade therapy in non-small cell lung cancer. J Exp Med 2019; 216:982-1000. [PMID: 30872362 PMCID: PMC6446862 DOI: 10.1084/jem.20180870] [Citation(s) in RCA: 163] [Impact Index Per Article: 32.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Revised: 12/28/2018] [Accepted: 02/22/2019] [Indexed: 01/05/2023] Open
Abstract
Therapeutic resistance to PD-L1 blockade therapy following an initial positive response is increasingly observed. Gong et al. show that secreted PD-L1 splicing variants act as “decoys,” mediating resistance to the PD-L1 blockade therapy. Immune checkpoint blockade against programmed cell death 1 (PD-1) and its ligand PD-L1 often induces durable tumor responses in various cancers, including non–small cell lung cancer (NSCLC). However, therapeutic resistance is increasingly observed, and the mechanisms underlying anti–PD-L1 (aPD-L1) antibody treatment have not been clarified yet. Here, we identified two unique secreted PD-L1 splicing variants, which lacked the transmembrane domain, from aPD-L1–resistant NSCLC patients. These secreted PD-L1 variants worked as “decoys” of aPD-L1 antibody in the HLA-matched coculture system of iPSC-derived CD8 T cells and cancer cells. Importantly, mixing only 1% MC38 cells with secreted PD-L1 variants and 99% of cells that expressed wild-type PD-L1 induced resistance to PD-L1 blockade in the MC38 syngeneic xenograft model. Moreover, anti–PD-1 (aPD-1) antibody treatment overcame the resistance mediated by the secreted PD-L1 variants. Collectively, our results elucidated a novel resistant mechanism of PD-L1 blockade antibody mediated by secreted PD-L1 variants.
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Friboulet L, Soria JC, Olaussen KA. The "Guardian of the Genome"-An Old Key to Unlock the ERCC1 Issue. Clin Cancer Res 2019; 25:2369-2371. [PMID: 30728154 DOI: 10.1158/1078-0432.ccr-18-4123] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 01/22/2019] [Accepted: 01/31/2019] [Indexed: 11/16/2022]
Abstract
Excision Repair Cross-Complementation Group 1 (ERCC1) participates in the repair of DNA intrastrand adducts (ISA) and interstrand cross-links, but its role as a predictive biomarker has never been fully validated. It has now been revealed that p53 mutation status should be considered concomitantly with ERCC1 to predict cisplatin efficacy.See related article by Heyza et al., p. 2523.
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Swalduz A, Mezquita L, Ortiz-Cuaran S, Jovelet C, Avrillon V, Planchard D, Marteau S, Recondo G, Martinez S, Howarth K, Plagnol V, Morris C, Green E, Odier L, Lacroix L, Hominal S, Rouleau E, Tissot C, Caramella C, Fournel P, Friboulet L, Pérol M, Besse B, Saintigny P. MA16.09 Feasibility, Clinical Relevance of ALK/ROS1 Fusion Variant Detection by Liquid Biopsy in Advanced Non-Small Cell Lung Cancer. J Thorac Oncol 2018. [DOI: 10.1016/j.jtho.2018.08.454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Recondo G, Mezquita L, Bigot L, Galissant J, Frias R, André F, Massard C, Soria JC, Besse B, Friboulet L. Preliminary results on mechanisms of resistance to ALK inhibitors: A prospective cohort from the MATCH-R study. Ann Oncol 2018. [DOI: 10.1093/annonc/mdy314] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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Bigot L, Deas O, Lang G, André F, Caro S, Friboulet L, Loriot Y, Judde JG, Besse B, Soria JC. MATCH-R development of preclinical models from patient with acquired resistance to targeted therapy. Ann Oncol 2018. [DOI: 10.1093/annonc/mdy318.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Kodack DP, Farago AF, Dastur A, Held MA, Dardaei L, Friboulet L, von Flotow F, Damon LJ, Lee D, Parks M, Dicecca R, Greenberg M, Kattermann KE, Riley AK, Fintelmann FJ, Rizzo C, Piotrowska Z, Shaw AT, Gainor JF, Sequist LV, Niederst MJ, Engelman JA, Benes CH. Primary Patient-Derived Cancer Cells and Their Potential for Personalized Cancer Patient Care. Cell Rep 2018; 21:3298-3309. [PMID: 29241554 PMCID: PMC5745232 DOI: 10.1016/j.celrep.2017.11.051] [Citation(s) in RCA: 123] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2017] [Revised: 09/28/2017] [Accepted: 11/14/2017] [Indexed: 01/27/2023] Open
Abstract
Personalized cancer therapy is based on a patient's tumor lineage, histopathology, expression analyses, and/or tumor DNA or RNA analysis. Here, we aim to develop an in vitro functional assay of a patient's living cancer cells that could complement these approaches. We present methods for developing cell cultures from tumor biopsies and identify the types of samples and culture conditions associated with higher efficiency of model establishment. Toward the application of patient-derived cell cultures for personalized care, we established an immunofluorescence-based functional assay that quantifies cancer cell responses to targeted therapy in mixed cell cultures. Assaying patient-derived lung cancer cultures with this method showed promise in modeling patient response for diagnostic use. This platform should allow for the development of co-clinical trial studies to prospectively test the value of drug profiling on tumor-biopsy-derived cultures to direct patient care.
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Déas O, Bigot L, Lang G, Loriot Y, Andre F, Soria JC, Besse B, Cairo S, Tavernier M, Mevel K, Ven EL, Judde JG, Friboulet L. Abstract 2147: Development of preclinical models to accelerate the identification of next generation treatments for patients with acquired resistance to targeted therapies. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-2147] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The last 20 years have witnessed the identification of an increasing number of druggable oncogenic drivers and the development and clinical use of specific inhibitors against these targets. Unfortunately, patients treated with targeted therapies consistently develop resistance and progression under treatment. Hence, important scientific, pharmaceutical and medical research efforts are directed towards understanding the mechanisms of acquired resistance to explore new therapeutic pathways.
The MATCH-R clinical trial enrolls patients with oncogene-driven cancer who have had previous clinical response to targeted therapy and subsequently experienced disease progression. In the framework of this project, Gustave Roussy and XenTech are joining forces to develop a panel of patient-derived xenografts (PDXs) derived from biopsies collected from these patients at the stage of acquired resistance. These PDX models will be used to improve knowledge on the mechanisms underlying resistance to treatment and to evaluate response to new treatments.
In this perspective, the development of 75 PDX-AR (Active Resistance) models is planned over 3 years. All the models are maintained under the same therapeutic pressure the parental tumor was submitted to at the time of biopsy, and will be subjected to extensive phenotypic and genotypic characterization.
The following models have been established so far:
• ENDx-MR-004-AR (endometrial): resistant to the combination of MEK and MDM2 inhibitors;
• LCx-MR-007-AR: (NSCLC): resistant to third generation EGFR inhibitor (osimertinib);
• UREx-MR-015A-AR (ureter) and VEx-MR-086A-AR (bladder): resistant to a FGFR inhibitor (erdafitinib);
• PARx-MR-010-AR (parotid): resistant to a NOTCH Inhibitor;
• TCx-MR-122-AR (colon): resistant to an ATR inhibitor.
To favor successful xenograft establishment, the first two passages were performed without drug treatment, which was applied from the third passage on. When doing so, some models showed resistance from the first passage under treatment, whereas others showed stabilization under treatment at the first passages and rapidly acquired resistance over passages. These different behaviors might underlie different mechanisms of resistance, irreversible (monoclonal) for the former, reversible (polyclonal) for the latter.
Parallel to the development of UREx-MR-015A-AR, we developed the UREx-MR-015B-SD (stable disease) model from a biopsy collected from a different metastasis in the same patient, but stabilized by the therapy. Comparative analysis of these two models will provide important insights into the mechanisms of resistance to FGFR inhibitors. The MATCH-R PDX project will provide a unique preclinical platform for identifying resistance mechanisms to current targeted therapies and developing next generation therapeutic strategies.
Citation Format: Olivier Déas, Ludovic Bigot, Guillaume Lang, Yohann Loriot, Fabrice Andre, Jean Charles Soria, Benjamin Besse, Stefano Cairo, Marie Tavernier, Katell Mevel, Enora Le Ven, Jean-Gabriel Judde, Luc Friboulet. Development of preclinical models to accelerate the identification of next generation treatments for patients with acquired resistance to targeted therapies [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 2147.
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Yoda S, Lin JJ, Lawrence MS, Burke BJ, Friboulet L, Langenbucher A, Dardaei L, Prutisto-Chang K, Dagogo-Jack I, Timofeevski S, Hubbeling H, Gainor JF, Ferris LA, Riley AK, Kattermann KE, Timonina D, Heist RS, Iafrate AJ, Benes CH, Lennerz JK, Mino-Kenudson M, Engelman JA, Johnson TW, Hata AN, Shaw AT. Sequential ALK Inhibitors Can Select for Lorlatinib-Resistant Compound ALK Mutations in ALK-Positive Lung Cancer. Cancer Discov 2018; 8:714-729. [PMID: 29650534 PMCID: PMC5984716 DOI: 10.1158/2159-8290.cd-17-1256] [Citation(s) in RCA: 198] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Revised: 02/28/2018] [Accepted: 04/06/2018] [Indexed: 01/16/2023]
Abstract
The cornerstone of treatment for advanced ALK-positive lung cancer is sequential therapy with increasingly potent and selective ALK inhibitors. The third-generation ALK inhibitor lorlatinib has demonstrated clinical activity in patients who failed previous ALK inhibitors. To define the spectrum of ALK mutations that confer lorlatinib resistance, we performed accelerated mutagenesis screening of Ba/F3 cells expressing EML4-ALK. Under comparable conditions, N-ethyl-N-nitrosourea (ENU) mutagenesis generated numerous crizotinib-resistant but no lorlatinib-resistant clones harboring single ALK mutations. In similar screens with EML4-ALK containing single ALK resistance mutations, numerous lorlatinib-resistant clones emerged harboring compound ALK mutations. To determine the clinical relevance of these mutations, we analyzed repeat biopsies from lorlatinib-resistant patients. Seven of 20 samples (35%) harbored compound ALK mutations, including two identified in the ENU screen. Whole-exome sequencing in three cases confirmed the stepwise accumulation of ALK mutations during sequential treatment. These results suggest that sequential ALK inhibitors can foster the emergence of compound ALK mutations, identification of which is critical to informing drug design and developing effective therapeutic strategies.Significance: Treatment with sequential first-, second-, and third-generation ALK inhibitors can select for compound ALK mutations that confer high-level resistance to ALK-targeted therapies. A more efficacious long-term strategy may be up-front treatment with a third-generation ALK inhibitor to prevent the emergence of on-target resistance. Cancer Discov; 8(6); 714-29. ©2018 AACR.This article is highlighted in the In This Issue feature, p. 663.
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Mezquita L, Jovelet C, Lacroix L, Planchard D, Recondo G, Pailler E, Auclin E, Plagnol V, Howarth K, Morris CD, Green E, Rouleau E, Nicotra C, Caramella C, Adam J, Auger N, Farace F, Friboulet L, Besse B. An amplicon-based liquid biopsy for detecting ALK and ROS1 fusions and resistance mutations in advanced non-small cell lung cancer (NSCLC) patients. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.15_suppl.9095] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Leonetti A, Facchinetti F, Rossi G, Minari R, Conti A, Friboulet L, Tiseo M, Planchard D. BRAF in non-small cell lung cancer (NSCLC): Pickaxing another brick in the wall. Cancer Treat Rev 2018; 66:82-94. [PMID: 29729495 DOI: 10.1016/j.ctrv.2018.04.006] [Citation(s) in RCA: 94] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Revised: 03/28/2018] [Accepted: 04/20/2018] [Indexed: 02/07/2023]
Abstract
Molecular characterization of non-small cell lung cancer (NSCLC) marked an historical turning point for the treatment of lung tumors harboring kinase alterations suitable for specific targeted drugs inhibition, translating into major clinical improvements. Besides EGFR, ALK and ROS1, BRAF represents a novel therapeutic target for the treatment of advanced NSCLC. BRAF mutations, found in 1.5-3.5% of NSCLC, are responsible of the constitutive activation of mitogen activated protein kinase (MAPK)/extracellular signal-regulated kinase (ERK) pathway. Clinical trials evaluating the efficacy of the BRAF inhibitor dabrafenib in combination with the downstream MEK inhibitor trametinib in metastatic BRAFV600E-mutated NSCLC guaranteed FDA and EMA rapid approval of the combination regimen in this clinical setting. In line with the striking results observed in metastatic melanoma harboring the same molecular alteration, BRAF and MEK inhibition should be considered a new standard of care in this molecular subtype of NSCLC. In the present review, we propose an overview of the available evidence about BRAF in NSCLC mutations (V600E and non-V600E), from biological significance to emerging clinical implications of BRAF mutations detection. Focusing on the current strategies to act against the mutated kinase, we moreover approach additional strategies to overcome treatment resistance.
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Touat M, Sourisseau T, Dorvault N, Chabanon RM, Garrido M, Morel D, Krastev DB, Bigot L, Adam J, Frankum JR, Durand S, Pontoizeau C, Souquère S, Kuo MS, Sauvaigo S, Mardakheh F, Sarasin A, Olaussen KA, Friboulet L, Bouillaud F, Pierron G, Ashworth A, Lombès A, Lord CJ, Soria JC, Postel-Vinay S. DNA repair deficiency sensitizes lung cancer cells to NAD+ biosynthesis blockade. J Clin Invest 2018; 128:1671-1687. [PMID: 29447131 PMCID: PMC5873862 DOI: 10.1172/jci90277] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2016] [Accepted: 02/01/2018] [Indexed: 01/04/2023] Open
Abstract
Synthetic lethality is an efficient mechanism-based approach to selectively target DNA repair defects. Excision repair cross-complementation group 1 (ERCC1) deficiency is frequently found in non-small-cell lung cancer (NSCLC), making this DNA repair protein an attractive target for exploiting synthetic lethal approaches in the disease. Using unbiased proteomic and metabolic high-throughput profiling on a unique in-house-generated isogenic model of ERCC1 deficiency, we found marked metabolic rewiring of ERCC1-deficient populations, including decreased levels of the metabolite NAD+ and reduced expression of the rate-limiting NAD+ biosynthetic enzyme nicotinamide phosphoribosyltransferase (NAMPT). We also found reduced NAMPT expression in NSCLC samples with low levels of ERCC1. These metabolic alterations were a primary effect of ERCC1 deficiency, and caused selective exquisite sensitivity to small-molecule NAMPT inhibitors, both in vitro - ERCC1-deficient cells being approximately 1,000 times more sensitive than ERCC1-WT cells - and in vivo. Using transmission electronic microscopy and functional metabolic studies, we found that ERCC1-deficient cells harbor mitochondrial defects. We propose a model where NAD+ acts as a regulator of ERCC1-deficient NSCLC cell fitness. These findings open therapeutic opportunities that exploit a yet-undescribed nuclear-mitochondrial synthetic lethal relationship in NSCLC models, and highlight the potential for targeting DNA repair/metabolic crosstalks for cancer therapy.
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Facchinetti F, Friboulet L. Lorlatinib in ALK- and ROS1-positive NSCLC: the future has a start. Transl Lung Cancer Res 2018; 7:S103-S106. [PMID: 29782561 PMCID: PMC5943229 DOI: 10.21037/tlcr.2018.02.04] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 02/05/2018] [Indexed: 01/06/2023]
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Kuo MS, Adam J, Dorvault N, Robin A, Friboulet L, Soria JC, Olaussen KA. A novel antibody-based approach to detect the functional ERCC1-202 isoform. DNA Repair (Amst) 2018; 64:34-44. [PMID: 29482102 DOI: 10.1016/j.dnarep.2018.02.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2017] [Revised: 10/26/2017] [Accepted: 02/06/2018] [Indexed: 12/16/2022]
Abstract
ERCC1/XPF endonuclease plays an important role in multiple DNA repair pathways and stands as a potential prognostic and predictive biomarker for cisplatin-based chemotherapy. Four distinct ERCC1 isoforms arising from alternative splicing have been described (201, 202, 203 and 204) but only the 202 isoform is functional in DNA excision repair, when interacting with its obligate partner XPF. Currently, there is no tool to assess specifically the expression of ERCC1-202 due to high sequence homology between the four isoforms. Here, we generated monoclonal antibodies directed against the heterodimer of ERCC1 and its obligate interacting partner XPF by genetic immunization. We obtained three monoclonal antibodies (2C11, 7C3 and 10D10) recognizing specifically the heterodimer ERCC1-202/XPF as well as the ERCC1-204/XPF with no affinity to ERCC1 or XPF monomers. By combining one of these three heterodimer-specific antibodies with a commercial anti-ERCC1 antibody (clone 4F9) unable to recognize the 204 isoform in a proximity ligation assay (PLA), we managed to specifically detect the functional ERCC1-202 isoform. This methodological breakthrough can constitute a basis for the development of clinical tests to evaluate ERCC1 functional proficiency.
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Ricordel C, Friboulet L, Facchinetti F, Soria JC. Molecular mechanisms of acquired resistance to third-generation EGFR-TKIs in EGFR T790M-mutant lung cancer. Ann Oncol 2018; 29:i28-i37. [DOI: 10.1093/annonc/mdx705] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
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Dardaei L, Wang HQ, Singh M, Fordjour P, Yoda S, Kerr G, Liang J, Cao Y, Chen Y, Gainor J, Friboulet L, Dagogo-Jack I, Myers D, Labrot E, Ruddy D, Parks M, Lee D, DiCecca R, Moody S, Hao H, Mohseni M, LaMarche M, Williams J, Hoffmaster K, Caponigro G, Shaw A, Hata A, Benes C, Li F, Engelman J. Abstract A145: SHP2 inhibition restores sensitivity to ALK inhibitors in resistant ALK-rearranged NSCLC. Mol Cancer Ther 2018. [DOI: 10.1158/1535-7163.targ-17-a145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Most anaplastic lymphoma kinase (ALK)-rearranged non-small cell lung tumors initially respond to small-molecule ALK inhibitors, but drug resistance often develops. After tumors develop resistance to highly potent 2nd-generation ALK inhibitors, approximately half harbor ALK resistance mutations, while the other half have other mechanisms of resistance. The latter often have activation of at least one of several different tyrosine kinases driving resistance. Such tumors are not expected to respond to the 3rd-generation ALK inhibitor, lorlatinib, which is able to overcome all clinically identified ALK resistance mutations, and further therapeutic options are limited. Herein, we deployed an shRNA screen of 1000 genes in multiple ALK inhibitor-resistant patient-derived cells (PDC) to discover sensitizers to ALK inhibition. This approach identified SHP2, a non-receptor protein tyrosine phosphatase, as a common targetable resistance node in multiple PDCs. SHP2 provides a parallel survival input downstream of multiple tyrosine kinases that promote resistance to ALK inhibitors. The recently discovered small-molecule SHP2 inhibitor, SHP099, in combination with the ALK TKI (tyrosine kinase inhibitor), ceritinib, halted the growth of resistant PDCs by preventing compensatory RAS and ERK1/2 reactivation. These findings suggest that combined ALK and SHP2 inhibition may be a promising therapeutic strategy for resistant cancers driven by several different ALK-independent resistance mechanisms.
Citation Format: Leila Dardaei, Hui Qin Wang, Manrose Singh, Paul Fordjour, Satoshi Yoda, Grainne Kerr, Jinsheng Liang, Yichen Cao, Yan Chen, Justin Gainor, Luc Friboulet, Ibiayi Dagogo-Jack, David Myers, Emma Labrot, David Ruddy, Melissa Parks, Dana Lee, Richard DiCecca, Susan Moody, Huaixiang Hao, Morvarid Mohseni, Matthew LaMarche, Juliet Williams, Keith Hoffmaster, Giordano Caponigro, Alice Shaw, Aaron Hata, Cyril Benes, Fang Li, Jeffrey Engelman. SHP2 inhibition restores sensitivity to ALK inhibitors in resistant ALK-rearranged NSCLC [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference: Molecular Targets and Cancer Therapeutics; 2017 Oct 26-30; Philadelphia, PA. Philadelphia (PA): AACR; Mol Cancer Ther 2018;17(1 Suppl):Abstract nr A145.
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Mezquita L, Jovelet C, Ngocamus M, Auclin E, Remon J, Green E, Plagnol V, Morris C, Gazzah A, Caramella C, Adam J, Lacroix L, Friboulet L, Soria J, Besse B, Planchard D. MA 11.01 Liquid Biopsies for Monitoring BRAF Mutation (V600E) in Advanced BRAF (V600E) Non-Small Cell Lung Cancer (NSCLC). J Thorac Oncol 2017. [DOI: 10.1016/j.jtho.2017.09.542] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Gainor JF, Tseng D, Yoda S, Dagogo-Jack I, Friboulet L, Lin JJ, Hubbeling HG, Dardaei L, Farago AF, Schultz KR, Ferris LA, Piotrowska Z, Hardwick J, Huang D, Mino-Kenudson M, Iafrate AJ, Hata AN, Yeap BY, Shaw AT. Patterns of Metastatic Spread and Mechanisms of Resistance to Crizotinib in ROS1-Positive Non-Small-Cell Lung Cancer. JCO Precis Oncol 2017; 2017:PO.17.00063. [PMID: 29333528 PMCID: PMC5766287 DOI: 10.1200/po.17.00063] [Citation(s) in RCA: 123] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
PURPOSE The ROS1 tyrosine kinase is activated through ROS1 gene rearrangements in 1-2% of non-small cell lung cancer (NSCLC), conferring sensitivity to treatment with the ALK/ROS1/MET inhibitor crizotinib. Currently, insights into patterns of metastatic spread and mechanisms of crizotinib resistance among ROS1-positive patients are limited. PATIENTS AND METHODS We reviewed clinical and radiographic imaging data of patients with ROS1- and ALK-positive NSCLC in order to compare patterns of metastatic spread at initial metastatic diagnosis. To determine molecular mechanisms of crizotinib resistance, we also analyzed repeat biopsies from a cohort of ROS1-positive patients progressing on crizotinib. RESULTS We identified 39 and 196 patients with advanced ROS1- and ALK-positive NSCLC, respectively. ROS1-positive patients had significantly lower rates of extrathoracic metastases (ROS1 59.0%, ALK 83.2%, P=0.002), including lower rates of brain metastases (ROS1 19.4%, ALK 39.1%; P = 0.033), at initial metastatic diagnosis. Despite similar overall survival between ALK- and ROS1-positive patients treated with crizotinib (median 3.0 versus 2.5 years, respectively; P=0.786), ROS1-positive patients also had a significantly lower cumulative incidence of brain metastases (34% vs. 73% at 5 years; P<0.0001). Additionally, we identified 16 patients who underwent a total of 17 repeat biopsies following progression on crizotinib. ROS1 resistance mutations were identified in 53% of specimens, including 9/14 (64%) non-brain metastasis specimens. ROS1 mutations included: G2032R (41%), D2033N (6%), and S1986F (6%). CONCLUSIONS Compared to ALK rearrangements, ROS1 rearrangements are associated with lower rates of extrathoracic metastases, including fewer brain metastases, at initial metastatic diagnosis. ROS1 resistance mutations, particularly G2032R, appear to be the predominant mechanism of resistance to crizotinib, underscoring the need to develop novel ROS1 inhibitors with activity against these resistant mutants.
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Dardaei L, Wang HQ, Fordjour P, Singh M, Kerr G, Yoda S, Liang J, Cao Y, Chen Y, Gainor JF, Friboulet L, Dagogo-Jack I, Myers DT, Labrot E, Ruddy D, Parks M, Lee D, DiCecca RH, Moody S, Hao H, Mohseni M, LaMarche M, Williams J, Hoffmaster K, Caponigro G, Benes CH, Shaw AT, Hata AN, Li F, Engelman JA. Abstract 1007: SHP2 inhibition restores sensitivity to ALK inhibition in resistant ALK-rearranged non-small cell lung cancer (NSCLC). Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-1007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Despite development of highly potent and selective inhibitors (e.g., ceritinib, alectinib, lorlatinib) targeting anaplastic lymphoma kinase (ALK), resistance invariably develops and limits the efficacy of these inhibitors in the clinic. The major classes of resistance are on-target genetic alterations (e.g., secondary ALK kinase domain mutations) and activation of alternative or bypass signaling pathways. While most patients are responsive to sequential treatment with two or more ALK inhibitors, ALK-independent resistance eventually emerges and leads to failure of further ALK-directed monotherapy. We used a synthetic lethal pooled shRNA screen to discover loss-of-function events that could sensitize resistant patient-derived cell lines to ALK inhibition. In addition to identifying known bypass targets such as FGFR, EGFR and SRC, we also identified PTPN11 (which encodes SHP2, a non-receptor protein tyrosine phosphatase that modulates signaling downstream of growth factor receptors) as a common hit shared by cell lines exhibiting different mechanisms of bypass activation. In parallel with the shRNA screen, we also performed a high throughput combination compound screen in the same patient-derived models, and identified activation of the same bypass signaling pathways. We showed that the highly potent and selective small-molecule SHP2 inhibitor SHP099 could sensitize resistant cell lines to ALK inhibition. In biochemical studies, co-targeting of ALK and SHP2 overcame resistance mediated by ALK-independent bypass mechanisms by decreasing RAS-GTP loading potential of cells and inhibiting phospho-ERK rebound. These results suggest that dual ALK and SHP2 inhibition may represent a new therapeutic strategy for ALK-positive patients, whose lung cancers have evolved ALK-independent mechanisms of resistance, including activation of bypass signaling pathways.
Citation Format: Leila Dardaei, Hui Qin Wang, Paul Fordjour, Manrose Singh, Grainne Kerr, Satoshi Yoda, Jinsheng Liang, Yichen Cao, Yan Chen, Justin F. Gainor, Luc Friboulet, Ibiayi Dagogo-Jack, David T. Myers, Emma Labrot, David Ruddy, Melissa Parks, Dana Lee, Richard H. DiCecca, Susan Moody, Huaixiang Hao, Morvarid Mohseni, Matthew LaMarche, Juliet Williams, Keith Hoffmaster, Giordano Caponigro, Cyril H. Benes, Alice T. Shaw, Aaron N. Hata, Fang Li, Jeffrey A. Engelman. SHP2 inhibition restores sensitivity to ALK inhibition in resistant ALK-rearranged non-small cell lung cancer (NSCLC) [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 1007. doi:10.1158/1538-7445.AM2017-1007
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Touat M, Sourisseau T, Friboulet L, Dorvault N, Chabanon R, Morel D, Adam J, Sauvaigo S, Enot D, Bigot L, Pontoizeau C, Bouillaud F, Olaussen K, Pierron G, Sarasin A, Lombès A, Ashworth A, Lord CJ, Soria JC, Postel-Vinay S. NAMPT inhibition is a novel synthetic lethal therapeutic approach exploiting nuclear-mitochondrial crosstalk in ERCC1-deficient populations. J Clin Oncol 2017. [DOI: 10.1200/jco.2017.35.15_suppl.e23159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e23159 Background: ERCC1 (Excision Repair Cross-Complementation group 1) deficiency is the most frequent DNA repair defect in non-small cell lung cancers (NSCLC), making this enzyme an attractive therapeutic target for synthetic lethal (SL) approaches. Previous data support that DNA damage response is involved in regulation of metabolic homeostasis. We hypothesized that ERCC1 deficiency resulted in metabolic reprogramming of cancer cells that in turn generated specific vulnerabilities. Methods: High-throughput proteomic SILAC (stable isotope labeling by aminoacids in cell culture) and metabolomic (LC-MS, GC-MS, LC-QTOF) profiling were performed on a in-house generated NSCLC model of ERCC1 deficiency. Nicotinamide phosphoribosyltransferase (NAMPT) was selected as main hit and revalidated in low-throughput. Sensitivity to NAMPT inhibition was assessed in several NSCLC models. Potential SL interactions were investigated using functional DNA repair and metabolic assays, and transmission electronic microscopy (TEM). Results: We found marked metabolic rewiring in ERCC1-deficient populations, including decreased NAMPT and NAD+ levels and defects in the tricarboxylic acid cycle. These caused exquisite selective sensitivity to NAMPT inhibition in several in vitro and in vivoNSCLC models; these effects were reversed by the restoration of a functional ERCC1 isoform, establishing a causal link with the ERCC1 defective state. TEM, functional DNA repair and metabolic studies revealed structural and functional defects in the mitochondria of ERCC1-deficient cells, and allowed us to propose a model for this nuclear-mitochondrial SL link. A correlation between NAMPT expression and ERCC1 expression was observed in NSCLC patient samples. Conclusions: These findings open novel therapeutic opportunities that exploit a previously undescribed nuclear/mitochondrial SL link between ERCC1 deficiency and NAMPT inhibition in NSCLC. This highlights the potential for targeting DNA repair / metabolic crosstalk for cancer therapy, and support the evaluation of NAMPT inhibitors in ERCC1-deficient tumors.
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Touat M, Olaussen K, Sourisseau T, Friboulet L, Dorvault N, Enot D, Bigot L, Pontoizeau C, Mardakheh F, Thompson A, Bouillaud F, Ricchetti M, Ottolenghi C, Pierron G, Sarasin A, Lombès A, Ashworth A, Lord C, Soria J, Postel-Vinay S. NAMPT inhibition is a novel synthetic lethal therapeutic approach exploiting nuclear–mitochondrial crosstalk in ERCC1-deficient populations. Eur J Cancer 2016. [DOI: 10.1016/s0959-8049(16)32753-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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