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Georgiou A, Stewart A, Vlachogiannis G, Pickard L, Valeri N, Cunningham D, Whittaker SR, Banerji U. A phospho-proteomic study of cetuximab resistance in KRAS/NRAS/BRAF V600 wild-type colorectal cancer. Cell Oncol (Dordr) 2021; 44:1197-1206. [PMID: 34462871 PMCID: PMC8516765 DOI: 10.1007/s13402-021-00628-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/27/2021] [Indexed: 12/02/2022] Open
Abstract
PURPOSE We hypothesised that plasticity in signal transduction may be a mechanism of drug resistance and tested this hypothesis in the setting of cetuximab resistance in patients with KRAS/NRAS/BRAFV600 wild-type colorectal cancer (CRC). METHODS A multiplex antibody-based platform was used to study simultaneous changes in signal transduction of 55 phospho-proteins in 12 KRAS/NRAS/BRAFV600 wild-type CRC cell lines (6 cetuximab sensitive versus 6 cetuximab resistant) following 1 and 4 h in vitro cetuximab exposure. We validated our results in CRC patient samples (n = 4) using ex vivo exposure to cetuximab in KRAS/NRAS/BRAFV600 cells that were immunomagnetically separated from the serous effusions of patients with known cetuximab resistance. RESULTS Differences in levels of phospho-proteins in cetuximab sensitive and resistant cell lines included reductions in phospho-RPS6 and phospho-PRAS40 in cetuximab sensitive, but not cetuximab resistant cell lines at 1 and 4 h, respectively. In addition, phospho-AKT levels were found to be elevated in 3/4 patient samples following ex vivo incubation with cetuximab for 1 h. We further explored these findings by studying the effects of combinations of cetuximab and two PI3K pathway inhibitors in 3 cetuximab resistant cell lines. The addition of PI3K pathway inhibitors to cetuximab led to a significantly higher reduction in colony formation capacity compared to cetuximab alone. CONCLUSION Our findings suggest activation of the PI3K pathway as a mechanism of cetuximab resistance in KRAS/NRAS/BRAFV600 wild-type CRC.
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Affiliation(s)
- Alexandros Georgiou
- Division of Cancer Therapeutics, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK.
- Department of Medicine, The Royal Marsden NHS Foundation Trust, Sycamore House, Downs Road, London, SM2 5PT, UK.
| | - Adam Stewart
- Division of Cancer Therapeutics, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK
| | - Georgios Vlachogiannis
- Division of Molecular Pathology, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK
| | - Lisa Pickard
- Division of Cancer Therapeutics, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK
| | - Nicola Valeri
- Division of Molecular Pathology, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK
- Department of Medicine, The Royal Marsden NHS Foundation Trust, Sycamore House, Downs Road, London, SM2 5PT, UK
| | - David Cunningham
- Department of Medicine, The Royal Marsden NHS Foundation Trust, Sycamore House, Downs Road, London, SM2 5PT, UK
| | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK
| | - Udai Banerji
- Division of Cancer Therapeutics, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK.
- Division of Clinical Studies, The Institute of Cancer Research, Sycamore House, Downs Road, London, SM2 5PT, UK.
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Georgiou A, Stewart A, Cunningham D, Banerji U, Whittaker SR. Inactivation of NF1 Promotes Resistance to EGFR Inhibition in KRAS/NRAS/BRAFV600 -Wild-Type Colorectal Cancer. Mol Cancer Res 2020; 18:835-846. [PMID: 32098826 PMCID: PMC7611272 DOI: 10.1158/1541-7786.mcr-19-1201] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 01/21/2020] [Accepted: 02/20/2020] [Indexed: 12/26/2022]
Abstract
Through the use of an unbiased, genome-scale CRISPR modifier screen, we identified NF1 suppression as a mechanism of resistance to EGFR inhibition in NRAS/KRAS/BRAFV600 -wild-type colorectal cancer cells. Reduced NF1 expression permitted sustained signaling through the MAPK pathway to promote cell proliferation in the presence of EGFR inhibition. Targeting of MEK in combination with EGFR inhibition leads to synergistic antiproliferative activity. Human KRAS/NRAS/BRAFV600 -wild-type colorectal cancer cell lines with NF1 mutations displayed reduced NF1 mRNA or protein expression and were resistant to EGFR blockade by gefitinib or cetuximab. Cooccurring loss-of-function mutations in PTEN were associated with resistance to dual EGFR/MEK inhibition but cotreatment with a PI3K inhibitor further suppressed proliferation. Loss of NF1 may be a useful biomarker to identify patients that are less likely to benefit from single-agent anti-EGFR therapy in colorectal cancer and may direct potential combination strategies. IMPLICATIONS: This study suggests that further clinical validation of NF1 status as predictor of response to anti-EGFR targeting antibodies in patients with colorectal cancer with KRAS/NRAS/BRAFV600 -wild-type tumors is warranted.
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Affiliation(s)
- Alexandros Georgiou
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
- Department of Medicine, The Royal Marsden NHS Foundation Trust, London, United Kingdom
| | - Adam Stewart
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - David Cunningham
- Department of Medicine, The Royal Marsden NHS Foundation Trust, London, United Kingdom
| | - Udai Banerji
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom.
- Division of Clinical Studies, The Institute of Cancer Research, London, United Kingdom
| | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom.
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3
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Milton CK, Self AJ, Clarke PA, Banerji U, Piccioni F, Root DE, Whittaker SR. A Genome-scale CRISPR Screen Identifies the ERBB and mTOR Signaling Networks as Key Determinants of Response to PI3K Inhibition in Pancreatic Cancer. Mol Cancer Ther 2020; 19:1423-1435. [PMID: 32371585 DOI: 10.1158/1535-7163.mct-19-1131] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 02/17/2020] [Accepted: 04/06/2020] [Indexed: 12/21/2022]
Abstract
KRAS mutation is a key driver of pancreatic cancer and PI3K pathway activity is an additional requirement for Kras-induced tumorigenesis. Clinical trials of PI3K pathway inhibitors in pancreatic cancer have shown limited responses. Understanding the molecular basis for this lack of efficacy may direct future treatment strategies with emerging PI3K inhibitors. We sought new therapeutic approaches that synergize with PI3K inhibitors through pooled CRISPR modifier genetic screening and a drug combination screen. ERBB family receptor tyrosine kinase signaling and mTOR signaling were key modifiers of sensitivity to alpelisib and pictilisib. Inhibition of the ERBB family or mTOR was synergistic with PI3K inhibition in spheroid, stromal cocultures. Near-complete loss of ribosomal S6 phosphorylation was associated with synergy. Genetic alterations in the ERBB-PI3K signaling axis were associated with decreased survival of patients with pancreatic cancer. Suppression of the PI3K/mTOR axis is potentiated by dual PI3K and ERBB family or mTOR inhibition. Surprisingly, despite the presence of oncogenic KRAS, thought to bestow independence from receptor tyrosine kinase signaling, inhibition of the ERBB family blocks downstream pathway activation and synergizes with PI3K inhibitors. Further exploration of these therapeutic combinations is warranted for the treatment of pancreatic cancer.
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Affiliation(s)
- Charlotte K Milton
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - Annette J Self
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - Paul A Clarke
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - Udai Banerji
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom.,The Royal Marsden NHS Foundation Trust, London, United Kingdom
| | | | | | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom.
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Sriskandarajah P, De Haven Brandon A, MacLeod K, Carragher NO, Kirkin V, Kaiser M, Whittaker SR. Combined targeting of MEK and the glucocorticoid receptor for the treatment of RAS-mutant multiple myeloma. BMC Cancer 2020; 20:269. [PMID: 32228485 PMCID: PMC7106683 DOI: 10.1186/s12885-020-06735-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 03/11/2020] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Multiple myeloma (MM) remains incurable despite recent therapeutic advances. RAS mutations are frequently associated with relapsed/refractory disease. Efforts to target the mitogen-activated protein kinase (MAPK) pathway with the MEK inhibitor, trametinib (Tra) have been limited by toxicities and the development of resistance. Dexamethasone (Dex) is a corticosteroid commonly used in clinical practice, to enhance efficacy of anti-myeloma therapy. Therefore, we hypothesised that the combination of Tra and Dex would yield synergistic activity in RAS-mutant MM. METHODS The response of human MM cell lines to drug treatment was analysed using cell proliferation assays, Western blotting, Annexin V and propidium iodide staining by flow cytometry and reverse phase protein arrays. The efficacy of trametinib and dexamethasone treatment in the MM.1S xenograft model was assessed by measuring tumor volume over time. RESULTS The Tra/Dex combination demonstrated synergistic cytotoxicity in KRASG12A mutant lines MM.1S and RPMI-8226. The induction of apoptosis was associated with decreased MCL-1 expression and increased BIM expression. Reverse phase proteomic arrays revealed suppression of FAK, PYK2, FLT3, NDRG1 and 4EBP1 phosphorylation with the Tra/Dex combination. Notably, NDRG1 expression was associated with the synergistic response to Tra/Dex. MM cells were sensitive to PDK1 inhibition and IGF1-induced signalling partially protected from Tra/Dex treatment, highlighting the importance of this pathway. In the MM.1S tumor xenograft model, only the combination of Tra/Dex resulted in a significant inhibition of tumor growth. CONCLUSIONS Overall Tra/Dex demonstrates antiproliferative activity in RAS-mutant MM cell lines associated with suppression of pro-survival PDK1 signalling and engagement of apoptotic pathways. Our data support further investigation of this combination in RAS-mutant MM.
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Affiliation(s)
- Priya Sriskandarajah
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, SW7 3RP, UK.,The Royal Marsden NHS Foundation Trust, London, UK
| | | | - Kenneth MacLeod
- Cancer Research UK Edinburgh Centre, Institute of Genetics and Molecular Medicine, The University of Edinburgh, Edinburgh, UK
| | - Neil O Carragher
- Cancer Research UK Edinburgh Centre, Institute of Genetics and Molecular Medicine, The University of Edinburgh, Edinburgh, UK
| | - Vladimir Kirkin
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, SW7 3RP, UK
| | - Martin Kaiser
- The Royal Marsden NHS Foundation Trust, London, UK.,Division of Molecular Pathology, The Institute of Cancer Research, London, UK
| | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, SW7 3RP, UK.
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Delgado-Goñi T, Galobart TC, Wantuch S, Normantaite D, Leach MO, Whittaker SR, Beloueche-Babari M. Increased inflammatory lipid metabolism and anaplerotic mitochondrial activation follow acquired resistance to vemurafenib in BRAF-mutant melanoma cells. Br J Cancer 2019; 122:72-81. [PMID: 31819183 PMCID: PMC6964672 DOI: 10.1038/s41416-019-0628-x] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Revised: 09/05/2019] [Accepted: 10/23/2019] [Indexed: 01/08/2023] Open
Abstract
Background BRAF inhibitors, such as vemurafenib, have shown efficacy in BRAF-mutant melanoma treatment but acquired-resistance invariably develops. Unveiling the potential vulnerabilities associated with vemurafenib resistance could provide rational strategies for combinatorial treatment. Methods This work investigates the metabolic characteristics and vulnerabilities of acquired resistance to vemurafenib in three generated BRAF-mutant human melanoma cell clones, analysing metabolic profiles, gene and protein expression in baseline and nutrient withdrawal conditions. Preclinical findings are correlated with gene expression analysis from publicly available clinical datasets. Results Two vemurafenib-resistant clones showed dependency on lipid metabolism and increased prostaglandin E2 synthesis and were more responsive to vemurafenib under EGFR inhibition, potentially implicating inflammatory lipid and EGFR signalling in ERK reactivation and vemurafenib resistance. The third resistant clone showed higher pyruvate-carboxylase (PC) activity indicating increased anaplerotic mitochondrial metabolism, concomitant with reduced GLUT-1, increased PC protein expression and survival advantage under nutrient-depleted conditions. Prostaglandin synthase (PTGES) expression was inversely correlated with melanoma patient survival. Increases in PC and PTGES gene expression were observed in some patients following progression on BRAF inhibitors. Conclusions Altogether, our data highlight heterogeneity in metabolic adaptations during acquired resistance to vemurafenib in BRAF-mutant melanoma, potentially uncovering key clinically-relevant mechanisms for combinatorial therapeutic targeting.
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Affiliation(s)
- Teresa Delgado-Goñi
- Cancer Research UK Cancer Imaging Centre, Division of Radiotherapy and Imaging, The Institute of Cancer Research, London and The Royal Marsden NHS Foundation Trust, London, SM2 5PT, UK. .,Department of Psychiatry, University of Oxford, Oxford, OX3 7JX, UK.
| | - Teresa Casals Galobart
- Cancer Research UK Cancer Imaging Centre, Division of Radiotherapy and Imaging, The Institute of Cancer Research, London and The Royal Marsden NHS Foundation Trust, London, SM2 5PT, UK
| | - Slawomir Wantuch
- Cancer Research UK Cancer Imaging Centre, Division of Radiotherapy and Imaging, The Institute of Cancer Research, London and The Royal Marsden NHS Foundation Trust, London, SM2 5PT, UK
| | - Deimante Normantaite
- Cancer Research UK Cancer Imaging Centre, Division of Radiotherapy and Imaging, The Institute of Cancer Research, London and The Royal Marsden NHS Foundation Trust, London, SM2 5PT, UK
| | - Martin O Leach
- Cancer Research UK Cancer Imaging Centre, Division of Radiotherapy and Imaging, The Institute of Cancer Research, London and The Royal Marsden NHS Foundation Trust, London, SM2 5PT, UK.
| | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, SW7 3RP, UK
| | - Mounia Beloueche-Babari
- Cancer Research UK Cancer Imaging Centre, Division of Radiotherapy and Imaging, The Institute of Cancer Research, London and The Royal Marsden NHS Foundation Trust, London, SM2 5PT, UK.
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Georgiou A, Stewart A, Vlachogiannis G, Pickard L, Valeri N, Cunningham D, Whittaker SR, Banerji U. Abstract 2646: Proteomic approaches to study cetuximab resistance in RAS/BRAF wild type colorectal cancer. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Cetuximab is a licensed anti-EGFR antibody treatment for RAS/BRAF wild type (WT) metastatic colorectal cancer (CRC) but is only effective in a proportion of these patients. Established mechanisms of resistance include primary and secondary activating RAS mutations. However, these cannot explain a proportion of resistant cases.
We investigated the differences in early adaptive signaling in cetuximab sensitive and resistant cells using phospho(p)-proteomics in order to elucidate p-proteomic signatures of response, understand resistance mechanisms and suggest future therapeutic strategies.
Methods: We used a panel of 12 cell lines (6 cetuximab sensitive and 6 resistant cell lines), cells isolated from CRC patients’ ascites (n=4) and patient derived organoids (n=2). All CRC samples used were RAS/BRAF WT. Following 1 and 4h exposure to cetuximab, a multiplex antibody-based platform was used to simultaneously quantify changes in 60 p-proteins. Key results were validated with Western blotting. Proliferation assays and 2-week colony assays were used to test potential cetuximab combinations. Statistical analysis included logistic regression, T tests and Spearman’s correlation
Results: Following 1 and 4h exposure in sensitive cell lines there was downregulation of pHER2 and other intracellular effector p-proteins that function within MAPK, PI3K and JAK-STAT pathways.
In contrast, in resistant cell lines at 1h there was a significantly lower degree of pHER2 downregulation and upregulation of pHER3 (p<0.05). Following 4h exposure, despite comparable pEGFR inhibition, in resistant cells there was statistically significant lack of downregulation/upregulation of known effector p-proteins of the PI3K pathway and also upregulation of other phosphorylated receptor tyrosine kinase (RTKs). When compared to sensitive cell lines, in resistant cells there were also statistically significant increase of pPDGFRα, pTIE2 and pIRS1. Other tyrosine kinases: pVEGFR, pFGFR1 and pSRC were also upregulated in ≥50% of resistant cell lines.
The upregulation/lack of downregulation of the PI3K pathway and upregulation of other pRTKs were confirmed in cetuximab resistant patient derived cells and organoid cultures.
We then investigated the combination of cetuximab with: PI3K inhibitor (i), AKTi, mTORi and IGF1Ri. The combination of cetuximab with PI3Ki pictilisib was able to sensitize to cetuximab in the resistant cell lines and organoid cultures with an effect that ranged from additive to synergistic.
Conclusion: RAS/BRAF WT sensitive and resistant CRC cells have distinct p-proteomic signatures following 1 and 4h cetuximab exposure. In resistant cells, early adaptive signaling involves upregulation of RTKs and the PI3K pathway. The combination of cetuximab and pictilisib showed a modest benefit, however, overlapping toxicity may render this difficult to deliver clinically.
Citation Format: Alexandros Georgiou, Adam Stewart, George Vlachogiannis, Lisa Pickard, Nicola Valeri, David Cunningham, Steven R. Whittaker, Udai Banerji. Proteomic approaches to study cetuximab resistance in RAS/BRAF wild type colorectal 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 2646.
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Affiliation(s)
- Alexandros Georgiou
- 1The Institute of Cancer Research/ The Royal Marsden NHS Foundation Trust, Sutton, United Kingdom
| | - Adam Stewart
- 2The Institute of Cancer Research, Sutton, United Kingdom
| | | | - Lisa Pickard
- 2The Institute of Cancer Research, Sutton, United Kingdom
| | - Nicola Valeri
- 1The Institute of Cancer Research/ The Royal Marsden NHS Foundation Trust, Sutton, United Kingdom
| | | | | | - Udai Banerji
- 1The Institute of Cancer Research/ The Royal Marsden NHS Foundation Trust, Sutton, United Kingdom
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Wagner S, Vlachogiannis G, De Haven Brandon A, Valenti M, Box G, Jenkins L, Mancusi C, Self A, Manodoro F, Assiotis I, Robinson P, Chauhan R, Rust AG, Matthews N, Eason K, Khan K, Starling N, Cunningham D, Sadanandam A, Isacke CM, Kirkin V, Valeri N, Whittaker SR. Correction: Suppression of interferon gene expression overcomes resistance to MEK inhibition in KRAS-mutant colorectal cancer. Oncogene 2019; 38:5746. [PMID: 31147600 PMCID: PMC7608239 DOI: 10.1038/s41388-019-0835-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Steve Wagner
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | | | | | - Melanie Valenti
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Gary Box
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Liam Jenkins
- Breast Cancer Now Research Centre, The Institute of Cancer Research, London, UK
| | - Caterina Mancusi
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Annette Self
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | | | - Ioannis Assiotis
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Penny Robinson
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Ritika Chauhan
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Alistair G Rust
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Nik Matthews
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Kate Eason
- Division of Molecular Pathology, The Institute of Cancer Research, London, UK
| | - Khurum Khan
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - Naureen Starling
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - David Cunningham
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - Anguraj Sadanandam
- Division of Molecular Pathology, The Institute of Cancer Research, London, UK
| | - Clare M Isacke
- Breast Cancer Now Research Centre, The Institute of Cancer Research, London, UK
| | - Vladimir Kirkin
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Nicola Valeri
- Division of Molecular Pathology, The Institute of Cancer Research, London, UK.,Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK.
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8
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Wagner S, Vlachogiannis G, De Haven Brandon A, Valenti M, Box G, Jenkins L, Mancusi C, Self A, Manodoro F, Assiotis I, Robinson P, Chauhan R, Rust AG, Matthews N, Eason K, Khan K, Starling N, Cunningham D, Sadanandam A, Isacke CM, Kirkin V, Valeri N, Whittaker SR. Suppression of interferon gene expression overcomes resistance to MEK inhibition in KRAS-mutant colorectal cancer. Oncogene 2019; 38:1717-1733. [PMID: 30353166 PMCID: PMC6462854 DOI: 10.1038/s41388-018-0554-z] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [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: 03/13/2018] [Revised: 09/14/2018] [Accepted: 09/14/2018] [Indexed: 12/17/2022]
Abstract
Despite showing clinical activity in BRAF-mutant melanoma, the MEK inhibitor (MEKi) trametinib has failed to show clinical benefit in KRAS-mutant colorectal cancer. To identify mechanisms of resistance to MEKi, we employed a pharmacogenomic analysis of MEKi-sensitive versus MEKi-resistant colorectal cancer cell lines. Strikingly, interferon- and inflammatory-related gene sets were enriched in cell lines exhibiting intrinsic and acquired resistance to MEK inhibition. The bromodomain inhibitor JQ1 suppressed interferon-stimulated gene (ISG) expression and in combination with MEK inhibitors displayed synergistic effects and induced apoptosis in MEKi-resistant colorectal cancer cell lines. ISG expression was confirmed in patient-derived organoid models, which displayed resistance to trametinib and were resensitized by JQ1 co-treatment. In in vivo models of colorectal cancer, combination treatment significantly suppressed tumor growth. Our findings provide a novel explanation for the limited response to MEK inhibitors in KRAS-mutant colorectal cancer, known for its inflammatory nature. Moreover, the high expression of ISGs was associated with significantly reduced survival of colorectal cancer patients. Excitingly, we have identified novel therapeutic opportunities to overcome intrinsic and acquired resistance to MEK inhibition in colorectal cancer.
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Affiliation(s)
- Steve Wagner
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | | | | | - Melanie Valenti
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Gary Box
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Liam Jenkins
- Breast Cancer Now Research Centre, The Institute of Cancer Research, London, UK
| | - Caterina Mancusi
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Annette Self
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | | | - Ioannis Assiotis
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Penny Robinson
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Ritika Chauhan
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Alistair G Rust
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Nik Matthews
- Tumour Profiling Unit, The Institute of Cancer Research, London, UK
| | - Kate Eason
- Division of Molecular Pathology, The Institute of Cancer Research, London, UK
| | - Khurum Khan
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - Naureen Starling
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - David Cunningham
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - Anguraj Sadanandam
- Division of Molecular Pathology, The Institute of Cancer Research, London, UK
| | - Clare M Isacke
- Breast Cancer Now Research Centre, The Institute of Cancer Research, London, UK
| | - Vladimir Kirkin
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK
| | - Nicola Valeri
- Division of Molecular Pathology, The Institute of Cancer Research, London, UK
- Department of Medicine, Royal Marsden NHS Foundation Trust, London, UK
| | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, UK.
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9
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Wagner S, Vlachogiannis G, Brandon ADH, Valenti M, Box G, Jenkins L, Mancusi C, Self A, Chauhan R, Rust A, Matthews N, Eason K, Sadanandam A, Isacke C, Kirkin V, Valeri N, Whittaker SR. Abstract LB-094: Suppression of inflammatory gene expression overcomes resistance to MEK inhibition in KRAS-mutant colorectal cancer. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-lb-094] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Despite showing clinical activity in BRAF-mutant melanoma, the MEK inhibitor (MEKi) trametinib failed to show clinical benefit in KRAS-mutant colorectal cancer. To identify mechanisms of resistance to MEK inhibition we identified gene expression differences between MEKi-sensitive and MEKi-resistant colorectal cancer cell lines. Strikingly, inflammation-related gene sets were the most significantly enriched in cell lines exhibiting intrinsic or acquired resistance to MEK inhibition. The bromodomain inhibitor JQ1 suppressed inflammatory gene expression and in combination with MEK inhibitors displayed synergistic anti-proliferative activity, inhibited colony formation and induced apoptosis in colorectal cancer cell lines. NFkB activation was greater in cell lines resistant to MEK inhibition and JQ1 treatment suppressed TNF-induced translocation of NFkB to the nucleus. Resistance to MEK inhibition could be induced by inflammatory cytokines or by conditioned medium from macrophage cultures and was associated with greater NFkB activation. In 2-dimensional cell culture and in 3-dimensional spheroid models of colorectal cancer, resistance to trametinib was readily established; however, co-treatment of cells with JQ1 and trametinib suppressed the emergence of resistant populations. Notably, high inflammatory gene expression was confirmed in patient-derived organoid (PDO) models of colorectal cancer, which displayed resistance to trametinib. JQ1 treatment of PDOs suppressed inflammatory gene expression and showed synergistic anti-proliferative activity in combination with trametinib. Combination treatment of in vivo models of KRAS-mutant colorectal cancer significantly suppressed tumor growth. Our findings provide a potential explanation for the limited response to MEK inhibitors in KRAS-mutant colorectal cancer, where a highly inflammatory environment may prime cells to be resistant to MEK inhibition. Moreover, the high expression of inflammatory genes was associated with significantly reduced survival of colorectal cancer patients. Excitingly, this opens novel therapeutic opportunities to overcome intrinsic and acquired resistance to MEK inhibition in colorectal cancer.
Citation Format: Steve Wagner, George Vlachogiannis, Alexis de Haven Brandon, Melanie Valenti, Gary Box, Liam Jenkins, Caterina Mancusi, Annette Self, Ritika Chauhan, Alistair Rust, Nik Matthews, Kate Eason, Anguraj Sadanandam, Clare Isacke, Vladimir Kirkin, Nicola Valeri, Steven R. Whittaker. Suppression of inflammatory gene expression overcomes resistance to MEK inhibition in KRAS-mutant colorectal cancer [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 LB-094.
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Affiliation(s)
- Steve Wagner
- The Institute of Cancer Research, London, United Kingdom
| | | | | | | | - Gary Box
- The Institute of Cancer Research, London, United Kingdom
| | - Liam Jenkins
- The Institute of Cancer Research, London, United Kingdom
| | | | - Annette Self
- The Institute of Cancer Research, London, United Kingdom
| | - Ritika Chauhan
- The Institute of Cancer Research, London, United Kingdom
| | - Alistair Rust
- The Institute of Cancer Research, London, United Kingdom
| | - Nik Matthews
- The Institute of Cancer Research, London, United Kingdom
| | - Kate Eason
- The Institute of Cancer Research, London, United Kingdom
| | | | - Clare Isacke
- The Institute of Cancer Research, London, United Kingdom
| | | | - Nicola Valeri
- The Institute of Cancer Research, London, United Kingdom
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Whittaker SR, Barlow C, Martin MP, Mancusi C, Wagner S, Self A, Barrie E, Te Poele R, Sharp S, Brown N, Wilson S, Jackson W, Fischer PM, Clarke PA, Walton MI, McDonald E, Blagg J, Noble M, Garrett MD, Workman P. Molecular profiling and combinatorial activity of CCT068127: a potent CDK2 and CDK9 inhibitor. Mol Oncol 2018; 12:287-304. [PMID: 29063678 PMCID: PMC5830651 DOI: 10.1002/1878-0261.12148] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Revised: 10/05/2017] [Accepted: 10/07/2017] [Indexed: 01/18/2023] Open
Abstract
Deregulation of the cyclin-dependent kinases (CDKs) has been implicated in the pathogenesis of multiple cancer types. Consequently, CDKs have garnered intense interest as therapeutic targets for the treatment of cancer. We describe herein the molecular and cellular effects of CCT068127, a novel inhibitor of CDK2 and CDK9. Optimized from the purine template of seliciclib, CCT068127 exhibits greater potency and selectivity against purified CDK2 and CDK9 and superior antiproliferative activity against human colon cancer and melanoma cell lines. X-ray crystallography studies reveal that hydrogen bonding with the DFG motif of CDK2 is the likely mechanism of greater enzymatic potency. Commensurate with inhibition of CDK activity, CCT068127 treatment results in decreased retinoblastoma protein (RB) phosphorylation, reduced phosphorylation of RNA polymerase II, and induction of cell cycle arrest and apoptosis. The transcriptional signature of CCT068127 shows greatest similarity to other small-molecule CDK and also HDAC inhibitors. CCT068127 caused a dramatic loss in expression of DUSP6 phosphatase, alongside elevated ERK phosphorylation and activation of MAPK pathway target genes. MCL1 protein levels are rapidly decreased by CCT068127 treatment and this associates with synergistic antiproliferative activity after combined treatment with CCT068127 and ABT263, a BCL2 family inhibitor. These findings support the rational combination of this series of CDK2/9 inhibitors and BCL2 family inhibitors for the treatment of human cancer.
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Affiliation(s)
- Steven R. Whittaker
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Clare Barlow
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Mathew P. Martin
- Northern Institute for Cancer ResearchUniversity of Newcastle upon TyneMedical SchoolNewcastle upon TyneUK
| | - Caterina Mancusi
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Steve Wagner
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Annette Self
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Elaine Barrie
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Robert Te Poele
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Swee Sharp
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Nathan Brown
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Stuart Wilson
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Wayne Jackson
- Cyclacel Ltd.DundeeUK
- Present address:
Samuel Lister AcademyBingleyWest YorkshireBD16 1TZUK
| | - Peter M. Fischer
- Cyclacel Ltd.DundeeUK
- Present address:
School of Pharmacy and Centre for Biomolecular SciencesUniversity of Nottingham, University ParkNottinghamNG7 2RDUK
| | - Paul A. Clarke
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Michael I. Walton
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Edward McDonald
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Julian Blagg
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
| | - Martin Noble
- Northern Institute for Cancer ResearchUniversity of Newcastle upon TyneMedical SchoolNewcastle upon TyneUK
| | - Michelle D. Garrett
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
- Present address:
School of BiosciencesUniversity of KentCanterburyKentCT2 7NJUK
| | - Paul Workman
- Cancer Research UK Cancer Therapeutics UnitDivision of Cancer TherapeuticsThe Institute of Cancer ResearchLondonUK
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Abstract
Over the past two decades there has been a great deal of interest in the development of inhibitors of the cyclin-dependent kinases (CDKs). This attention initially stemmed from observations that different CDK isoforms have key roles in cancer cell proliferation through loss of regulation of the cell cycle, a hallmark feature of cancer. CDKs have now been shown to regulate other processes, particularly various aspects of transcription. The early non-selective CDK inhibitors exhibited considerable toxicity and proved to be insufficiently active in most cancers. The lack of patient selection biomarkers and an absence of understanding of the inhibitory profile required for efficacy hampered the development of these inhibitors. However, the advent of potent isoform-selective inhibitors with accompanying biomarkers has re-ignited interest. Palbociclib, a selective CDK4/6 inhibitor, is now approved for the treatment of ER+/HER2- advanced breast cancer. Current developments in the field include the identification of potent and selective inhibitors of the transcriptional CDKs; these include tool compounds that have allowed exploration of individual CDKs as cancer targets and the determination of their potential therapeutic windows. Biomarkers that allow the selection of patients likely to respond are now being discovered. Drug resistance has emerged as a major hurdle in the clinic for most protein kinase inhibitors and resistance mechanism are beginning to be identified for CDK inhibitors. This suggests that the selective inhibitors may be best used combined with standard of care or other molecularly targeted agents now in development rather than in isolation as monotherapies.
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Affiliation(s)
- Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom
| | - Aurélie Mallinger
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom; Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SW7 3RP, United Kingdom
| | - Paul Workman
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom; Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SW7 3RP, United Kingdom
| | - Paul A Clarke
- Division of Cancer Therapeutics, The Institute of Cancer Research, London SW7 3RP, United Kingdom; Cancer Research UK Cancer Therapeutics Unit, The Institute of Cancer Research, London SW7 3RP, United Kingdom.
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Whittaker SR, Cowley GS, Wagner S, Luo F, Root DE, Garraway LA. Abstract C72: Combined pan-RAF and MEK inhibition overcomes multiple resistance mechanisms to selective RAF inhibitors. Mol Cancer Ther 2015. [DOI: 10.1158/1535-7163.targ-15-c72] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background
RAF and MEK inhibitors are efficacious in BRAF mutant melanoma but not in BRAF mutant colorectal cancer (CRC). To understand the underlying mechanisms of this difference we performed an RNA interference screen to identify loss of function events that sensitize CRC cells to RAF inhibition by PLX4720.
Methods
A pooled lentiviral library encoding 90,000 shRNAs, targeting 16,500 genes was transduced into the PLX4720-resistant, BRAF mutant RKO CRC cell line. The shRNA-infected cells were split into two experimental arms treated with either PLX4720 or DMSO. After 16 population doublings, the abundance of each shRNA was determined by PCR amplification and deep sequencing of the barcoded shRNA pool. The log-fold change in shRNA reads in the drug-treated condition was calculated relative to the vehicle control. RNAi gene enrichment (RIGER) was employed to rank genes that promoted sensitivity to PLX4720. Candidate genes were validated individually and their effects on cell proliferation, survival and MAPK pathway inhibition assessed.
Results
Genes involved in maintaining MAPK pathway activity scored prominently in our screen. Knockdown of MET, SHP2, SHOC2 and CRAF by shRNA sensitized cells to PLX4720. Efforts to suppress cell proliferation via single agent pan-RAF or MEK inhibition were more effective across melanoma and colorectal cancer cell lines than PLX4720. Strikingly, combined pan-RAF and MEK inhibition elicited a synergistic response in cell lines showing intrinsic resistance to PLX4720 associated with NF1 or KRAS mutation.
Conclusions
Resistance to BRAF inhibition is mediated by reactivation of the MAPK pathway in a CRAF-dependent manner. Pan-RAF inhibitors synergize with MEK inhibitors to suppress proliferation and induce apoptosis in both BRAF mutant, PLX4720-resistant cell lines and also in KRAS mutant cell lines. Pan-RAF inhibitors are progressing into clinical trials and our data support their use in combination with MEK inhibitors.
Citation Format: Steven R. Whittaker, Glenn S. Cowley, Steve Wagner, Flora Luo, David E. Root, Levi A. Garraway. Combined pan-RAF and MEK inhibition overcomes multiple resistance mechanisms to selective RAF inhibitors. [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference: Molecular Targets and Cancer Therapeutics; 2015 Nov 5-9; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Ther 2015;14(12 Suppl 2):Abstract nr C72.
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Affiliation(s)
| | | | - Steve Wagner
- 1The Institute of Cancer Research, London, United Kingdom
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Whittaker SR, Cowley GS, Wagner S, Luo F, Root DE, Garraway LA. Combined Pan-RAF and MEK Inhibition Overcomes Multiple Resistance Mechanisms to Selective RAF Inhibitors. Mol Cancer Ther 2015; 14:2700-11. [PMID: 26351322 DOI: 10.1158/1535-7163.mct-15-0136-t] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2015] [Accepted: 08/30/2015] [Indexed: 12/19/2022]
Abstract
RAF and MEK inhibitors are effective in BRAF-mutant melanoma but not in BRAF-mutant colorectal cancer. To gain additional insights into this difference, we performed a genome-scale pooled shRNA enhancer screen in a BRAF-mutant, RAF inhibitor-resistant colorectal cancer cell line exposed to the selective RAF inhibitor PLX4720. We identified multiple genes along the receptor tyrosine kinase (RTK)/mitogen-activated protein kinase (MAPK) signaling axis that, when suppressed, either genetically or pharmacologically, sensitized cells to the selective RAF inhibitor through sustained inhibition of MAPK signaling. Strikingly, CRAF was a key mediator of resistance that could be overcome by the use of pan-RAF inhibitors in combination with a MEK inhibitor. Furthermore, the combination of pan-RAF and MEK inhibitors displayed strong synergy in melanoma and colorectal cancer cell lines with RAS-activating events such as RTK activation, KRAS mutation, or NF1 loss-of-function mutations. Combinations of selective RAF inhibitors, such as PLX4720 or dabrafenib, with MEK inhibitors did not incur such profound synergy, suggesting that inhibition of CRAF by pan-RAF inhibitors plays a key role in determining cellular response. Importantly, in contrast to the modest activity seen with single-agent treatment, dual pan-RAF and MEK inhibition results in the induction of apoptosis, greatly enhancing efficacy. Notably, combined pan-RAF and MEK inhibition can overcome intrinsic and acquired resistance to single-agent RAF/MEK inhibition, supporting dual pan-RAF and MEK inhibition as a novel therapeutic strategy for BRAF- and KRAS-mutant cancers.
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Affiliation(s)
- Steven R Whittaker
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts. The Broad Institute, Cambridge, Massachusetts. Division of Cancer Therapeutics, Institute of Cancer Research, London, United Kingdom
| | | | - Steve Wagner
- Division of Cancer Therapeutics, Institute of Cancer Research, London, United Kingdom
| | - Flora Luo
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts. The Broad Institute, Cambridge, Massachusetts
| | | | - Levi A Garraway
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts. The Broad Institute, Cambridge, Massachusetts. Center for Cancer Genome Discovery, Dana-Farber Cancer Institute, Boston, Massachusetts. Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.
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14
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Whittaker SR, te Poele RH, Chan F, Linardopoulos S, Walton MI, Garrett MD, Workman P. The Cyclin-Dependent Kinase Inhibitor Seliciclib (R-roscovitine; CYC202) Decreases the Expression of Mitotic Control Genes and Prevents Entry into Mitosis. Cell Cycle 2014; 6:3114-31. [DOI: 10.4161/cc.6.24.5142] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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15
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Whittaker SR, Luo F, Hsiao J, Cowley GS, Root DE, Garraway LA. Abstract B108: A genome-scale shRNA synthetic lethal screen identifies enhancers of sensitivity to RAF inhibition. Mol Cancer Ther 2013. [DOI: 10.1158/1535-7163.targ-13-b108] [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
Genome-scale RNA interference screens have identified a dependency on BRAF for the proliferation of BRAF-mutant colorectal cancer (CRC) cell lines. Despite this, small molecule RAF inhibitors, such as vemurafenib, have been unsuccessful in clinical trials of patients with CRC, with a response rate of only 5%. CRC cell lines demonstrate intrinsic resistance to RAF inhibitors, in some cases through EGFR or MET activity. We designed a genome-scale RNA interference screen to identify loss of function events that could synergize with pharmacologic RAF inhibition. We transduced a pooled lentiviral library encoding 90,000 shRNAs targeting over 16,500 genes into the RKO CRC cell line, which displays robust resistance to PLX470. The shRNA-infected population was divided into two experimental arms, one treated with DMSO, the other treated with PLX4720. Following 16 population doublings, the abundance of each hairpin was assessed by PCR amplification of barcoded hairpin DNA, followed by massively parallel paired-end sequencing. The log-fold change in shRNA abundance between the PLX4720- and DMSO-treated controls was determined and RNAi gene enrichment (RIGER) used to rank individual shRNAs and nominate candidate genes that were required for survival of RKO cells exposed to PLX4720. Top-ranking genes that displayed synthetic lethality with RAF inhibition were validated in an arrayed secondary screen. shRNAs targeting MET scored highly, consistent with recent reports implicating HGF-MET signaling in resistance to BRAF inhibition, validating our approach. Furthermore, we describe the characterization of additional genes that sensitize cells to inhibition of BRAF. Ultimately, these studies aim to nominate pharmacologically targetable events that mediate RAF-inhibitor resistance in colorectal cancers.
Citation Information: Mol Cancer Ther 2013;12(11 Suppl):B108.
Citation Format: Steven R. Whittaker, Flora Luo, Jessica Hsiao, Glenn S. Cowley, David E. Root, Levi A. Garraway. A genome-scale shRNA synthetic lethal screen identifies enhancers of sensitivity to RAF inhibition. [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference: Molecular Targets and Cancer Therapeutics; 2013 Oct 19-23; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Ther 2013;12(11 Suppl):Abstract nr B108.
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Whittaker SR, Luo F, Hsiao J, Cowley GS, Root DE, Garraway LA. Abstract B27: Probing synthetic lethal interactions with RAF inhibition in BRAF-mutant colorectal cancer. Mol Cancer Ther 2013. [DOI: 10.1158/1535-7163.pms-b27] [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
Large-scale RNA interference screens have indicated that BRAF-mutant colorectal cancer (CRC) cell lines are dependent upon BRAF expression for proliferation. However, small molecule RAF inhibitors, such as vemurafenib, have so far failed to exhibit robust activity in clinical trials of patients with CRC, with a response rate of only 5%. Commensurate with this, CRC cell lines demonstrate intrinsic resistance to RAF inhibitors. Therefore, we designed an RNA interference screen to identify loss of function events that could synergize with pharmacologic RAF inhibition. We transduced a pooled lentiviral library encoding 90,000 shRNAs targeting over 16,500 genes into RAF-inhibitor-resistant RKO CRC cells. The shRNA-infected population was divided into two experimental arms, one treated with DMSO, the other treated with PLX4720. Following 16 population doublings, the abundance of each hairpin was assessed by PCR amplification of barcoded hairpin DNA, followed by massively parallel paired-end sequencing. The log-fold change in shRNA abundance between the PLX4720- and DMSO-treated controls was determined and RNAi gene enrichment (RIGER) used to rank individual shRNAs and nominate candidate genes that were required for survival of RKO cells exposed to PLX4720. We validated the 40 top-ranking genes that displayed synthetic lethality with RAF inhibition in an arrayed secondary screen. shRNAs targeting MET scored highly, consistent with recent reports implicating HGF-MET signaling in resistance to BRAF inhibition, validating our approach. Furthermore, we describe the characterization of additional genes that sensitize cells to inhibition of BRAF, suggesting novel therapeutic opportunities. By integrating these findings with other genomic and functional studies we aim to identify clinically actionable events that cause RAF-inhibitor resistance in colorectal cancers.
Citation Format: Steven R. Whittaker, Flora Luo, Jessica Hsiao, Glenn S. Cowley, David E. Root, Levi A. Garraway. Probing synthetic lethal interactions with RAF inhibition in BRAF-mutant colorectal cancer. [abstract]. In: Proceedings of the AACR Precision Medicine Series: Synthetic Lethal Approaches to Cancer Vulnerabilities; May 17-20, 2013; Bellevue, WA. Philadelphia (PA): AACR; Mol Cancer Ther 2013;12(5 Suppl):Abstract nr B27.
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Affiliation(s)
| | - Flora Luo
- 2Dana-Farber Cancer Institute, Boston, MA
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Whittaker SR, Theurillat JP, Van Allen E, Wagle N, Hsiao J, Cowley GS, Schadendorf D, Root DE, Garraway LA. A genome-scale RNA interference screen implicates NF1 loss in resistance to RAF inhibition. Cancer Discov 2013; 3:350-62. [PMID: 23288408 DOI: 10.1158/2159-8290.cd-12-0470] [Citation(s) in RCA: 258] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
RAF inhibitors such as vemurafenib and dabrafenib block BRAF-mediated cell proliferation and achieve meaningful clinical benefit in the vast majority of patients with BRAF(V600E)-mutant melanoma. However, some patients do not respond to this regimen, and nearly all progress to therapeutic resistance. We used a pooled RNA interference screen targeting more than 16,500 genes to discover loss-of-function events that could drive resistance to RAF inhibition. The highest ranking gene was NF1, which encodes neurofibromin, a tumor suppressor that inhibits RAS activity. NF1 loss mediates resistance to RAF and mitogen-activated protein kinase (MAPK) kinase kinase (MEK) inhibitors through sustained MAPK pathway activation. However, cells lacking NF1 retained sensitivity to the irreversible RAF inhibitor AZ628 and an ERK inhibitor. NF1 mutations were observed in BRAF-mutant tumor cells that are intrinsically resistant to RAF inhibition and in melanoma tumors obtained from patients exhibiting resistance to vemurafenib, thus showing the clinical potential for NF1-driven resistance to RAF/MEK-targeted therapies.
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Affiliation(s)
- Steven R Whittaker
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts 02215, USA
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Niculescu-Duvaz I, Roman E, Whittaker SR, Friedlos F, Kirk R, Scanlon IJ, Davies LC, Niculescu-Duvaz D, Marais R, Springer CJ. Novel inhibitors of the v-raf murine sarcoma viral oncogene homologue B1 (BRAF) based on a 2,6-disubstituted pyrazine scaffold. J Med Chem 2008; 51:3261-74. [PMID: 18473434 DOI: 10.1021/jm070776b] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
BRAF, a serine/threonine kinase, plays a key role in the development of certain types of cancer, particularly melanoma. 2-(3,4,5-Trimethoxyphenylamino)-6-(3-acetamidophenyl)-pyrazine, 1, was identified as a low micromolar (IC 50 = 3.5 microM) BRAF inhibitor from a high-throughput screen of a library of 23000 compounds. This compound was chosen as the starting point of a program aimed at developing inhibitors of mutant (V600E)BRAF. We have already reported on the optimization of the trimethoxyphenylamino moiety of 1. In this paper, we describe the synthesis of a series of compounds derived from 1 with the purpose of optimization of the pyrazine central core and the phenylacetamido moiety in order to increase the potency against (V600E)BRAF compared to CRAF. The biological activity of the new inhibitors was assessed against mutant (V600E)BRAF in vitro. Several compounds were identified with IC 50s of 300-500 nM for (V600E)BRAF, and all compounds that were assessed showed selectivity for (V600E)BRAF compared to CRAF by 5-->86-fold.
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Affiliation(s)
- Ion Niculescu-Duvaz
- The Institute of Cancer Research, Cancer Research UK Centre for Cancer Therapeutics, Sutton, Surrey, UK
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Whittaker SR, Winton FR. The apparent viscosity of blood flowing in the isolated hindlimb of the dog, and its variation with corpuscular concentration. J Physiol 2007; 78:339-69. [PMID: 16994426 PMCID: PMC1394816 DOI: 10.1113/jphysiol.1933.sp003009] [Citation(s) in RCA: 226] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
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21
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Niculescu-Duvaz I, Roman E, Whittaker SR, Friedlos F, Kirk R, Scanlon IJ, Davies LC, Niculescu-Duvaz D, Marais R, Springer CJ. Novel inhibitors of B-RAF based on a disubstituted pyrazine scaffold. Generation of a nanomolar lead. J Med Chem 2006; 49:407-16. [PMID: 16392826 DOI: 10.1021/jm050983g] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
B-RAF, a serine/threonine kinase, plays an important role in the development of certain classes of cancer, especially melanoma. As a result of high-throughput screening of a 23,000 compound library, 2-(3,4,5-trimethoxyphenylamino)-6-(3-acetamidophenyl)pyrazine, 1, was identified as a low micromolar (IC(50) = 3.5 microM) B-RAF inhibitor. This compound was chosen as the starting point of a program aimed at producing potent inhibitors of B-RAF. We have synthesized a series of 40 novel compounds, which involved extensive modifications to the 2-(3,4,5-trimethoxyphenylamino) moiety (ring A) of 1. Their biological profiles against isolated B-RAF and mutated B-RAF in a cellular assay have been determined. These efforts led to the identification of two compounds exhibiting activities lower than 800 nM against B-RAF.
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Affiliation(s)
- Ion Niculescu-Duvaz
- Cancer Research UK Centre for Cancer Therapeutics at the Institute of Cancer Research, 15 Cotswold Road, Sutton, Surrey SM2 5NG, United Kingdom
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22
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Raynaud FI, Whittaker SR, Fischer PM, McClue S, Walton MI, Barrie SE, Garrett MD, Rogers P, Clarke SJ, Kelland LR, Valenti M, Brunton L, Eccles S, Lane DP, Workman P. In vitro and in vivo pharmacokinetic-pharmacodynamic relationships for the trisubstituted aminopurine cyclin-dependent kinase inhibitors olomoucine, bohemine and CYC202. Clin Cancer Res 2005; 11:4875-87. [PMID: 16000586 DOI: 10.1158/1078-0432.ccr-04-2264] [Citation(s) in RCA: 106] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE To investigate pharmacokinetic-pharmacodynamic relationships for the trisubstituted aminopurine cyclin-dependent kinase inhibitors olomoucine, bohemine, and CYC202 (R-roscovitine; seliciclib) in the HCT116 human colon carcinoma model. EXPERIMENTAL DESIGN The in vitro activity of the agents was determined in a human tumor panel using the sulforhodamine B assay. The concentration and time dependence was established in HCT116 cells. Molecular biomarkers, including RB phosphorylation and cyclin expression, were assessed by Western blotting. Pharmacokinetic properties were characterized in mice following analysis by liquid chromatography-tandem mass spectrometry. Based on these studies, a dosing regimen was developed for CYC202 that allowed therapeutic exposures in the HCT116 tumor xenograft. RESULTS The antitumor potency of the agents in vitro was in the order olomoucine (IC50, 56 micromol/L) < bohemine (IC50, 27 micromol/L) < CYC202 (IC50, 15 micromol/L), corresponding to their activities as cyclin-dependent kinase inhibitors. Antitumor activity increased with exposure time up to 16 hours. The agents caused inhibition of RB and RNA polymerase II phosphorylation and depletion of cyclins. They exhibited relatively rapid clearance following administration to mice. CYC202 displayed the slowest clearance from plasma and the highest tumor uptake, with oral bioavailability of 86%. Oral dosing of CYC202 gave active concentrations in the tumor, modulation of pharmacodynamic markers, and inhibition of tumor growth. CONCLUSIONS CYC202 showed therapeutic activity on human cancer cell lines in vitro and on xenografts. Pharmacodynamic markers are altered in vitro and in vivo, consistent with the inhibition of cyclin-dependent kinases. Such markers may be potentially useful in the clinical development of CYC202 and other cyclin-dependent kinase inhibitors.
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Affiliation(s)
- Florence I Raynaud
- Cancer Research UK Centre for Cancer Therapeutics at The Institute of Cancer Research, Haddow Laboratories, Belmont, Sutton, United Kingdom
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Whittaker SR, Walton MI, Garrett MD, Workman P. The Cyclin-dependent kinase inhibitor CYC202 (R-roscovitine) inhibits retinoblastoma protein phosphorylation, causes loss of Cyclin D1, and activates the mitogen-activated protein kinase pathway. Cancer Res 2004; 64:262-72. [PMID: 14729633 DOI: 10.1158/0008-5472.can-03-0110] [Citation(s) in RCA: 152] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Deregulation of the cell cycle commonly occurs during tumorigenesis, resulting in unrestricted cell proliferation and independence from mitogens. Cyclin-dependent kinase inhibitors have the potential to induce cell cycle arrest and apoptosis in cancer cells. CYC202 (R-roscovitine) is a potent inhibitor of CDK2/cyclin E that is undergoing clinical trials. Drugs selected to act on a particular molecular target may exert additional or alternative effects in intact cells. We therefore studied the molecular pharmacology of CYC202 in human colon cancer cells. Treatment of HT29 and KM12 colon carcinoma cell lines with CYC202 decreased both retinoblastoma protein phosphorylation and total retinoblastoma protein. In addition, an increase in the phosphorylation of extracellular signal-regulated kinases 1/2 was observed. As a result, downstream activation of the mitogen-activated protein kinase pathway occurred, as demonstrated by an increase in ELK-1 phosphorylation and in c-FOS expression. Use of mitogen-activated protein kinase kinases 1/2 inhibitors showed that the CYC202-induced extracellular signal-regulated kinases 1/2 phosphorylation was mitogen-activated protein kinase kinases 1/2 dependent but did not contribute to the cell cycle effects of the drug, which included a reduction of cells in G(1), inhibition of bromodeoxyuridine incorporation during S-phase, and a moderate increase in G(2)-M phase. Despite activation of the mitogen-activated protein kinase pathway, cyclin D1 protein levels were decreased by CYC202, an effect that occurred simultaneously with loss of retinoblastoma protein phosphorylation and inhibition of cell cycle progression. The reduced expression of cyclin D1 protein was independent of the p38(SAPK) and phosphatidylinositol 3-kinase pathways, which are known regulators of cyclin D1 protein. Interestingly, CYC202 caused a clear reduction in cyclins D1, A, and B1 mRNA, whereas c-FOS mRNA increased by 2-fold. This was accompanied by a loss of RNA polymerase II phosphorylation and total RNA polymerase II protein, suggesting that CYC202 was inhibiting transcription, possibly via inhibition of CDK7 and CDK9 complexes. It can be concluded that although CYC202 can act as a CDK2 inhibitor, it also has the potential to inhibit CDK4 and CDK1 activities in cancer cells through the down-regulation of the corresponding cyclin partners. This provides a possible mechanism by which CYC202 can cause a reduction in retinoblastoma protein phosphorylation at multiple sites and cell cycle arrest in G(1), S, and G(2)-M phases. In addition to providing useful insights into the molecular pharmacology of CYC202 in human cancer cells, the results also suggest potential pharmacodynamic end points for use in clinical trials with the drug.
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Affiliation(s)
- Steven R Whittaker
- Cancer Research UK Centre for Cancer Therapeutics, Institute of Cancer Research, Haddow Laboratories, Sutton, Surrey SM2 5NG, United Kingdom
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