1
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Zhou Z, Nguyen TL, Li X, Poujol C, Berlinska E, Michelina SV, Kapp JN, Plückthun A, Winslow MM, Ambrogio C, Shan Y, Santamaría D, Westover KD. Experimental variables determine the outcome of RAS-RAS interactions. J Biol Chem 2024; 300:107859. [PMID: 39374781 DOI: 10.1016/j.jbc.2024.107859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 09/19/2024] [Accepted: 09/26/2024] [Indexed: 10/09/2024] Open
Abstract
RAS clustering at the cell membrane is critical to activate signaling in cells, but whether this clustering is mediated exclusively by its c-terminal hypervariable region, receives contributions from the G-domain of RAS, and/or is influenced by secondary effectors has been intensely debated. Reports that G-domain mutations do not modulate RAS-RAS interactions have led some to question the validity of previous experiments that indicate the G-domain plays a role in RAS clustering/interactions. Here we reconcile these findings by clarifying the impact of experimental variables, such as protein expression levels, cellular context, RAS zygosity, and secondary effector interactions on RAS clustering. Lack of control over these variables impacts the results using G-domain mutations across various assay systems and can lead to unsound conclusions.
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Affiliation(s)
- Zhiwei Zhou
- Departments of Biochemistry and Radiation Oncology, The University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Tra Ly Nguyen
- BoRdeaux Institute of onCology (BRIC), INSERM, University of Bordeaux, Bordeaux, France
| | - Xingxiao Li
- Departments of Biochemistry and Radiation Oncology, The University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Christel Poujol
- Bordeaux Imaging Center, University of Bordeaux, CNRS, INSERM, BIC, Bordeaux, France
| | - Ewa Berlinska
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy
| | - Sandra Vietti Michelina
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy
| | - Jonas N Kapp
- Department of Biochemistry, University of Zurich, Zurich, Switzerland
| | - Andreas Plückthun
- Department of Biochemistry, University of Zurich, Zurich, Switzerland
| | - Monte M Winslow
- Department of Genetics, Stanford University School of Medicine, Stanford, California, USA
| | - Chiara Ambrogio
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy
| | - Yibing Shan
- Antidote Health Foundation for Cure of Cancer, Cambridge, Massachusetts, USA
| | - David Santamaría
- University of Bordeaux, INSERM, ACTION Laboratory, IECB, Pessac, France; Centro de Investigación del Cáncer, CSIC-Universidad de Salamanca, Salamanca, Spain
| | - Kenneth D Westover
- Departments of Biochemistry and Radiation Oncology, The University of Texas Southwestern Medical Center, Dallas, Texas, USA.
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2
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Lee S, Eun H, Lee K. Effector Binding Sequentially Alters KRAS Dimerization on the Membrane: New Insights Into RAS-Mediated RAF Activation. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2401530. [PMID: 39138901 PMCID: PMC11481233 DOI: 10.1002/advs.202401530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 05/17/2024] [Indexed: 08/15/2024]
Abstract
RAS proteins are peripheral membrane GTPases that activate multiple downstream effectors for cell proliferation and differentiation. The formation of a signaling RAS-RAF complex at the plasma membrane is implicated in a quarter of all human cancers; however, the underlying mechanism remains unclear. In this work, nanodisc platforms and paramagnetic relaxation enhancement (PRE) analyses to determine the structure of a hetero-tetrameric complex comprising KRAS and the RAS-binding domain (RBD) and cysteine-rich domain (CRD) of activated RAF1 are employed. The binding of the RBD or RBD-CRD differentially alters the dimerization modes of KRAS on both anionic and neutral membranes, validated by interface-specific mutagenesis. Notably, the RBD binding allosterically generated two distinct KRAS dimer interfaces in equilibrium, favored by KRAS free and in complex with the RBD-CRD, respectively. Additional interactions of the CRD with both KRAS protomers are mutually cooperative to stabilize a new dimer configuration of KRAS bound to the RBD-CRD. The RAF binding sequentially alters KRAS dimerization, providing new insights into RAF activation, including a configurational transition of the KRAS dimer to provide an interaction site for the CRD and release the autoinhibited RAF complex. These methods are applicable to many other signaling protein complexes on the membrane.
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Affiliation(s)
- Soo‐Yeon Lee
- Department of PharmacyCollege of Pharmacy and Institute of Pharmaceutical SciencesCHA UniversityPocheon‐siGyeonggi‐Do11160Republic of Korea
| | - Hyun‐Jong Eun
- Research Institute of Pharmaceutical SciencesCollege of PharmacySeoul National UniversitySeoul08826Republic of Korea
| | - Ki‐Young Lee
- School of PharmacySungkyunkwan UniversitySuwon16419Republic of Korea
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3
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Nigam A, Krishnamoorthy GP, Chatila WK, Berman K, Saqcena M, Walch H, Venkatramani M, Ho AL, Schultz N, Fagin JA, Untch BR. Cooperative genomic lesions in HRAS-mutant cancers predict resistance to farnesyltransferase inhibitors. Oncogene 2024; 43:2806-2819. [PMID: 39152269 DOI: 10.1038/s41388-024-03095-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Revised: 06/20/2024] [Accepted: 06/27/2024] [Indexed: 08/19/2024]
Abstract
In the clinical development of farnesyltransferase inhibitors (FTIs) for HRAS-mutant tumors, responses varied by cancer type. Co-occurring mutations may affect responses. We aimed to uncover cooperative genetic events specific to HRAS-mutant tumors and to study their effect on sensitivity to FTIs. Using targeted sequencing data from the MSK-IMPACT and Dana-Farber Cancer Institute Genomic Evidence Neoplasia Information Exchange databases, we identified comutations that were observed predominantly in HRAS-mutant versus KRAS-mutant or NRAS-mutant cancers. HRAS-mutant cancers had a higher frequency of coaltered mutations (48.8%) in the MAPK, PI3K, or RTK pathway genes, compared with KRAS-mutant (41.4%) and NRAS-mutant (38.4%) cancers (p < 0.05). Class 3 BRAF, NF1, PTEN, and PIK3CA mutations were more prevalent in HRAS-mutant lineages. To study the effects of comutations on sensitivity to FTIs, HrasG13R was transfected into "RASless" (Kraslox/lox/Hras-/-/Nras-/-/RERTert/ert) mouse embryonic fibroblasts (MEFs), which sensitized nontransfected MEFs to tipifarnib. Comutation in the form of Pten or Nf1 deletion and Pik3caH1047R transduction led to resistance to tipifarnib in HrasG13R-transfected MEFs in the presence or absence of KrasWT, whereas BrafG466E transduction led to resistance to tipifarnib only in the presence of KrasWT. Combined treatment with tipifarnib and MEK inhibition sensitized cells to tipifarnib in all settings, including in MEFs with PI3K pathway comutations. HRAS-mutant tumors demonstrate lineage-dependent MAPK or PI3K pathway alterations, which confer resistance to tipifarnib. The combined use of FTIs and MEK inhibition is a promising strategy for HRAS-mutant tumors.
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Affiliation(s)
- Aradhya Nigam
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Gnana P Krishnamoorthy
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Walid K Chatila
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology and Bioinformatics Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Katherine Berman
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mahesh Saqcena
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Henry Walch
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology and Bioinformatics Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mandakini Venkatramani
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Alan L Ho
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nikolaus Schultz
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology and Bioinformatics Core, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - James A Fagin
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Brian R Untch
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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4
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Nokin MJ, Mira A, Patrucco E, Ricciuti B, Cousin S, Soubeyran I, San José S, Peirone S, Caizzi L, Vietti Michelina S, Bourdon A, Wang X, Alvarez-Villanueva D, Martínez-Iniesta M, Vidal A, Rodrigues T, García-Macías C, Awad MM, Nadal E, Villanueva A, Italiano A, Cereda M, Santamaría D, Ambrogio C. RAS-ON inhibition overcomes clinical resistance to KRAS G12C-OFF covalent blockade. Nat Commun 2024; 15:7554. [PMID: 39215000 PMCID: PMC11364849 DOI: 10.1038/s41467-024-51828-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 08/20/2024] [Indexed: 09/04/2024] Open
Abstract
Selective KRASG12C inhibitors have been developed to covalently lock the oncogene in the inactive GDP-bound state. Two of these molecules, sotorasib and adagrasib, are approved for the treatment of adult patients with KRASG12C-mutated previously treated advanced non-small cell lung cancer. Drug treatment imposes selective pressures leading to the outgrowth of drug-resistant variants. Mass sequencing from patients' biopsies identified a number of acquired KRAS mutations -both in cis and in trans- in resistant tumors. We demonstrate here that disease progression in vivo can also occur due to adaptive mechanisms and increased KRAS-GTP loading. Using the preclinical tool tri-complex KRASG12C-selective covalent inhibitor, RMC-4998 (also known as RM-029), that targets the active GTP-bound (ON) state of the oncogene, we provide a proof-of-concept that the clinical stage KRASG12C(ON) inhibitor RMC-6291 alone or in combination with KRASG12C(OFF) drugs can be an alternative potential therapeutic strategy to circumvent resistance due to increased KRAS-GTP loading.
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Affiliation(s)
- Marie-Julie Nokin
- INSERM U1312, University of Bordeaux, IECB, Pessac, France
- Laboratory of Biology of Tumor and Development (LBTD), GIGA-Cancer, University of Liège, Liège, Belgium
| | - Alessia Mira
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy
| | - Enrico Patrucco
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy
| | - Biagio Ricciuti
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Sophie Cousin
- Department of Medical Oncology, Institut Bergonié, Bordeaux, France
| | | | - Sonia San José
- INSERM U1312, University of Bordeaux, IECB, Pessac, France
- Molecular Mechanisms of Cancer Program, Centro de Investigación del Cáncer, CSIC-Universidad de Salamanca, Salamanca, Spain
| | - Serena Peirone
- Department of Biosciences, Università degli Studi di Milano, Via Celoria 26, Milan, Italy
- Italian Institute for Genomic Medicine, c/o IRCCS, Str. Prov. le 142, km 3.95, Candiolo, Torino, Italy
| | - Livia Caizzi
- Italian Institute for Genomic Medicine, c/o IRCCS, Str. Prov. le 142, km 3.95, Candiolo, Torino, Italy
| | - Sandra Vietti Michelina
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy
| | | | - Xinan Wang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Daniel Alvarez-Villanueva
- Chemoresistance and Predictive Factors Group, Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), L'Hospitalet de Llobregat, Barcelona, Spain
| | - María Martínez-Iniesta
- Chemoresistance and Predictive Factors Group, Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), L'Hospitalet de Llobregat, Barcelona, Spain
| | - August Vidal
- Chemoresistance and Predictive Factors Group, Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Telmo Rodrigues
- Comparative Pathology Unit, Centro de Investigación del Cáncer, CSIC-Universidad de Salamanca, Salamanca, Spain
| | - Carmen García-Macías
- Comparative Pathology Unit, Centro de Investigación del Cáncer, CSIC-Universidad de Salamanca, Salamanca, Spain
| | - Mark M Awad
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Ernest Nadal
- Department of Medical Oncology, Catalan Institute of Oncology (ICO); Preclinical and Experimental Research in Thoracic Tumors (PReTT) Group, Oncobell Program, IDIBELL, L'Hospitalet, Barcelona, Spain
| | - Alberto Villanueva
- Chemoresistance and Predictive Factors Group, Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), L'Hospitalet de Llobregat, Barcelona, Spain
- Department of Medical Oncology, Catalan Institute of Oncology (ICO); Preclinical and Experimental Research in Thoracic Tumors (PReTT) Group, Oncobell Program, IDIBELL, L'Hospitalet, Barcelona, Spain
| | - Antoine Italiano
- Department of Medical Oncology, Institut Bergonié, Bordeaux, France.
| | - Matteo Cereda
- Department of Biosciences, Università degli Studi di Milano, Via Celoria 26, Milan, Italy.
- Italian Institute for Genomic Medicine, c/o IRCCS, Str. Prov. le 142, km 3.95, Candiolo, Torino, Italy.
| | - David Santamaría
- INSERM U1312, University of Bordeaux, IECB, Pessac, France.
- Molecular Mechanisms of Cancer Program, Centro de Investigación del Cáncer, CSIC-Universidad de Salamanca, Salamanca, Spain.
| | - Chiara Ambrogio
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Center, University of Torino, Torino, Italy.
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5
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Jungholm O, Trkulja C, Moche M, Srinivasa SP, Christakopoulou MN, Davidson M, Reymer A, Jardemark K, Fogaça RL, Ashok A, Jeffries G, Ampah-Korsah H, Strandback E, Andréll J, Nyman T, Nouairia G, Orwar O. Novel druggable space in human KRAS G13D discovered using structural bioinformatics and a P-loop targeting monoclonal antibody. Sci Rep 2024; 14:19656. [PMID: 39179604 PMCID: PMC11344056 DOI: 10.1038/s41598-024-70217-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 08/13/2024] [Indexed: 08/26/2024] Open
Abstract
KRAS belongs to a family of small GTPases that act as binary switches upstream of several signalling cascades, controlling proliferation and survival of cells. Mutations in KRAS drive oncogenesis, especially in pancreatic, lung, and colorectal cancers (CRC). Although historic attempts at targeting mutant KRAS with small molecule inhibitors have proven challenging, there are recent successes with the G12C, and G12D mutations. However, clinically important RAS mutations such as G12V, G13D, Q61L, and A146T, remain elusive drug targets, and insights to their structural landscape is of critical importance to develop novel, and effective therapeutic concepts. We present a fully open, P-loop exposing conformer of KRAS G13D by X-ray crystallography at 1.4-2.4 Å resolution in Mg2+-free phosphate and malonate buffers. The G13D conformer has the switch-I region displaced in an upright position leaving the catalytic core fully exposed. To prove that this state is druggable, we developed a P-loop-targeting monoclonal antibody (mAb). The mAb displayed high-affinity binding to G13D and was shown using high resolution fluorescence microscopy to be spontaneously taken up by G13D-mutated HCT 116 cells (human CRC derived) by macropinocytosis. The mAb inhibited KRAS signalling in phosphoproteomic and genomic studies. Taken together, the data propose novel druggable space of G13D that is reachable in the cellular context. It is our hope that these findings will stimulate attempts to drug this fully open state G13D conformer using mAbs or other modalities.
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Affiliation(s)
- Oscar Jungholm
- Department of Physiology and Pharmacology, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Carolina Trkulja
- Oblique Therapeutics AB, 41346, Gothenburg, Sweden
- Fluicell AB, Flöjelbergsgatan 8C, 431 37, Mölndal, Sweden
| | - Martin Moche
- Protein Science Facility, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Sreesha P Srinivasa
- Oblique Therapeutics AB, 41346, Gothenburg, Sweden
- Manipal Center for Biotherapeutics Research, Manipal Academy of Higher Education, Manipal, India
| | | | - Max Davidson
- Oblique Therapeutics AB, 41346, Gothenburg, Sweden
| | - Anna Reymer
- Oblique Therapeutics AB, 41346, Gothenburg, Sweden
- Department of Chemistry and Molecular Biology, University of Gothenburg, 405 30, Gothenburg, Sweden
| | - Kent Jardemark
- Department of Physiology and Pharmacology, Karolinska Institutet, 171 77, Stockholm, Sweden
| | | | | | - Gavin Jeffries
- Fluicell AB, Flöjelbergsgatan 8C, 431 37, Mölndal, Sweden
| | - Henry Ampah-Korsah
- Protein Science Facility, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Emilia Strandback
- Protein Science Facility, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Juni Andréll
- Protein Science Facility, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Tomas Nyman
- Protein Science Facility, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Ghada Nouairia
- Department of Medicine Huddinge, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Owe Orwar
- Oblique Therapeutics AB, 41346, Gothenburg, Sweden.
- Department of Physiology and Pharmacology, Karolinska Institutet, 171 77, Stockholm, Sweden.
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6
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Yun SD, Scott E, Chang JY, Bahramimoghaddam H, Lynn M, Lantz C, Russell DH, Laganowsky A. Capturing RAS oligomerization on a membrane. Proc Natl Acad Sci U S A 2024; 121:e2405986121. [PMID: 39145928 PMCID: PMC11348296 DOI: 10.1073/pnas.2405986121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 07/09/2024] [Indexed: 08/16/2024] Open
Abstract
RAS GTPases associate with the biological membrane where they function as molecular switches to regulate cell growth. Recent studies indicate that RAS proteins oligomerize on membranes, and disrupting these assemblies represents an alternative therapeutic strategy. However, conflicting reports on RAS assemblies, ranging in size from dimers to nanoclusters, have brought to the fore key questions regarding the stoichiometry and parameters that influence oligomerization. Here, we probe three isoforms of RAS [Kirsten Rat Sarcoma viral oncogene (KRAS), Harvey Rat Sarcoma viral oncogene (HRAS), and Neuroblastoma oncogene (NRAS)] directly from membranes using mass spectrometry. We show that KRAS on membranes in the inactive state (GDP-bound) is monomeric but forms dimers in the active state (GTP-bound). We demonstrate that the small molecule BI2852 can induce dimerization of KRAS, whereas the binding of effector proteins disrupts dimerization. We also show that RAS dimerization is dependent on lipid composition and reveal that oligomerization of NRAS is regulated by palmitoylation. By monitoring the intrinsic GTPase activity of RAS, we capture the emergence of a dimer containing either mixed nucleotides or GDP on membranes. We find that the interaction of RAS with the catalytic domain of Son of Sevenless (SOScat) is influenced by membrane composition. We also capture the activation and monomer to dimer conversion of KRAS by SOScat. These results not only reveal the stoichiometry of RAS assemblies on membranes but also uncover the impact of critical factors on oligomerization, encompassing regulation by nucleotides, lipids, and palmitoylation.
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Affiliation(s)
- Sangho D. Yun
- Department of Chemistry, Texas A&M University, College Station, TX77843
| | - Elena Scott
- Department of Chemistry, Texas A&M University, College Station, TX77843
| | - Jing-Yuan Chang
- Department of Chemistry, Texas A&M University, College Station, TX77843
| | | | - Michael Lynn
- Department of Chemistry, Texas A&M University, College Station, TX77843
| | - Carter Lantz
- Department of Chemistry, Texas A&M University, College Station, TX77843
| | - David H. Russell
- Department of Chemistry, Texas A&M University, College Station, TX77843
| | - Arthur Laganowsky
- Department of Chemistry, Texas A&M University, College Station, TX77843
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7
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Besedina E, Supek F. Copy number losses of oncogenes and gains of tumor suppressor genes generate common driver mutations. Nat Commun 2024; 15:6139. [PMID: 39033140 PMCID: PMC11271286 DOI: 10.1038/s41467-024-50552-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Accepted: 07/11/2024] [Indexed: 07/23/2024] Open
Abstract
Cancer driver genes can undergo positive selection for various types of genetic alterations, including gain-of-function or loss-of-function mutations and copy number alterations (CNA). We investigated the landscape of different types of alterations affecting driver genes in 17,644 cancer exomes and genomes. We find that oncogenes may simultaneously exhibit signatures of positive selection and also negative selection in different gene segments, suggesting a method to identify additional tumor types where an oncogene is a driver or a vulnerability. Next, we characterize the landscape of CNA-dependent selection effects, revealing a general trend of increased positive selection on oncogene mutations not only upon CNA gains but also upon CNA deletions. Similarly, we observe a positive interaction between mutations and CNA gains in tumor suppressor genes. Thus, two-hit events involving point mutations and CNA are universally observed regardless of the type of CNA and may signal new therapeutic opportunities. An analysis with focus on the somatic CNA two-hit events can help identify additional driver genes relevant to a tumor type. By a global inference of point mutation and CNA selection signatures and interactions thereof across genes and tissues, we identify 9 evolutionary archetypes of driver genes, representing different mechanisms of (in)activation by genetic alterations.
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Affiliation(s)
- Elizaveta Besedina
- Institute for Research in Biomedicine (IRB Barcelona), 08028, Barcelona, Spain
| | - Fran Supek
- Institute for Research in Biomedicine (IRB Barcelona), 08028, Barcelona, Spain.
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, 2200, Copenhagen, Denmark.
- Catalan Institution for Research and Advanced Studies (ICREA), 08010, Barcelona, Spain.
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8
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Wang L, Bu S, Xu S, Huang T, Yang F, Tan Q, Deng M, Xie W, Cai B, Chen J. Double base mismatches mediated catalytic hairpin assembly for enzyme-free single-base mutation detection: integrating signal recognition and amplification in one. Mikrochim Acta 2024; 191:334. [PMID: 38758362 DOI: 10.1007/s00604-024-06366-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Accepted: 04/14/2024] [Indexed: 05/18/2024]
Abstract
Single nucleotide polymorphism (SNP) biosensors are emerging rapidly for their promising applications in human disease prevention diagnosis, treatment, and prognosis. However, it remains a bottleneck in equipping simple and stable biosensors with the traits of high sensitivity, non-enzyme, and low cost. Double base mismatches mediated chain displacement reactions have attracted fascinating advantages of tailorable thermodynamics stability, non-enzyme, and excellent assembly compliance to involvement in SNP identification. As the base mismatch position and amount in DNA sequence can be artificially adjusted, it provides plenty of selectivity and specificity for exploring perfect biosensors. Herein, a biosensor with double base mismatches mediated catalytic hairpin assembly (CHA) is designed via one base mismatch in the toehold domain and the other base mismatch in the stem sequence of hairpin 1 (H1) by triggering CHA reaction to achieve selective amplification of the mutation target (MT) and fluorescence resonance energy transfer (FRET) effect that is composed of Cy3 and Cy5 terminally attached H1 and hairpin 2 (H2). Depending on the rationally designed base mismatch position and toehold length, the fabricated biosensors show superior SNP detection performance, exhibiting a good linearity with high sensitivity of 6.6 fM detection limit and a broad detection abundance of 1%. The proposed biosensor can be used to detect the KRAS mutation gene in real samples and obtain good recoveries between 106 and 116.99%. Remarkably, these extendible designs of base mismatches can be used for more types of SNP detection, providing flexible adjustment based on base mismatch position and toehold length variations, especially for their thermodynamic model for DNA-strand displacement reactions.
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Affiliation(s)
- Lanyue Wang
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Sisi Bu
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Shijie Xu
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Tuo Huang
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Fang Yang
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Qianglong Tan
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Minxin Deng
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China
| | - Wenlin Xie
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China.
| | - Bobo Cai
- Zhejiang Hospital, Hangzhou, 310013, China.
| | - Jian Chen
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan, 411201, Hunan, China.
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9
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Lee SY, Lee KY. Conditional Cooperativity in RAS Assembly Pathways on Nanodiscs and Altered GTPase Cycling. Angew Chem Int Ed Engl 2024; 63:e202316942. [PMID: 38305637 DOI: 10.1002/anie.202316942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 01/28/2024] [Accepted: 02/01/2024] [Indexed: 02/03/2024]
Abstract
Self-assemblies (i.e., nanoclusters) of the RAS GTPase on the membrane act as scaffolds that activate downstream RAF kinases and drive MAPK signaling for cell proliferation and tumorigenesis. However, the mechanistic details of nanoclustering remain largely unknown. Here, size-tunable nanodisc platforms and paramagnetic relaxation enhancement (PRE) analyses revealed the structural basis of the cooperative assembly processes of fully processed KRAS, mutated in a quarter of human cancers. The cooperativity is modulated by the mutation and nucleotide states of KRAS and the lipid composition of the membrane. Notably, the oncogenic mutants assemble in nonsequential pathways with two mutually cooperative 'α/α' and 'α/β' interfaces, while α/α dimerization of wild-type KRAS promotes the secondary α/β interaction sequentially. Mutation-based interface engineering was used to selectively trap the oligomeric intermediates of KRAS and probe their favorable interface interactions. Transiently exposed interfaces were available for the assembly. Real-time NMR demonstrated that higher-order oligomers retain higher numbers of active GTP-bound protomers in KRAS GTPase cycling. These data provide a deeper understanding of the nanocluster-enhanced signaling in response to the environment. Furthermore, our methodology is applicable to assemblies of many other membrane GTPases and lipid nanoparticle-based formulations of stable protein oligomers with enhanced cooperativity.
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Affiliation(s)
- Soo-Yeon Lee
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Gyeonggi-Do, South Korea
| | - Ki-Young Lee
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Gyeonggi-Do, South Korea
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10
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Huang YK, Cheng WC, Kuo TT, Yang JC, Wu YC, Wu HH, Lo CC, Hsieh CY, Wong SC, Lu CH, Wu WL, Liu SJ, Li YC, Lin CC, Shen CN, Hung MC, Lin JT, Yeh CC, Sher YP. Inhibition of ADAM9 promotes the selective degradation of KRAS and sensitizes pancreatic cancers to chemotherapy. NATURE CANCER 2024; 5:400-419. [PMID: 38267627 DOI: 10.1038/s43018-023-00720-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Accepted: 12/19/2023] [Indexed: 01/26/2024]
Abstract
Kirsten rat sarcoma virus (KRAS) signaling drives pancreatic ductal adenocarcinoma (PDAC) malignancy, which is an unmet clinical need. Here, we identify a disintegrin and metalloproteinase domain (ADAM)9 as a modulator of PDAC progression via stabilization of wild-type and mutant KRAS proteins. Mechanistically, ADAM9 loss increases the interaction of KRAS with plasminogen activator inhibitor 1 (PAI-1), which functions as a selective autophagy receptor in conjunction with light chain 3 (LC3), triggering lysosomal degradation of KRAS. Suppression of ADAM9 by a small-molecule inhibitor restricts disease progression in spontaneous models, and combination with gemcitabine elicits dramatic regression of patient-derived tumors. Our findings provide a promising strategy to target the KRAS signaling cascade and demonstrate a potential modality to enhance sensitivity to chemotherapy in PDAC.
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Affiliation(s)
- Yu-Kai Huang
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
| | - Wei-Chung Cheng
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
- Cancer Biology and Precision Therapeutics Center, China Medical University, Taichung, Taiwan
- Ph.D. Program for Cancer Biology and Drug Discovery, China Medical University and Academia Sinica, Taichung, Taiwan
| | - Ting-Ting Kuo
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
| | - Juan-Cheng Yang
- School of Chinese Medicine, College of Chinese Medicine, China Medical University, Taichung, Taiwan
| | - Yang-Chang Wu
- Graduate Institute of Integrated Medicine, College of Chinese Medicine, China Medical University, Taichung, Taiwan
- Department of Medical Laboratory Science and Biotechnology, College of Medical and Health Science, Asia University, Taichung, Taiwan
| | - Heng-Hsiung Wu
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
| | - Chia-Chien Lo
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
- Center for Molecular Medicine, China Medical University Hospital, Taichung, Taiwan
| | - Chih-Ying Hsieh
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
| | - Sze-Ching Wong
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
| | - Chih-Hao Lu
- Institute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Wan-Ling Wu
- National Institute of Infectious Diseases and Vaccinology, National Health Research Institutes, Miaoli, Taiwan
| | - Shih-Jen Liu
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan
- National Institute of Infectious Diseases and Vaccinology, National Health Research Institutes, Miaoli, Taiwan
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Yi-Chuan Li
- Department of Biological Science and Technology, China Medical University, Taichung, Taiwan
| | - Ching-Chan Lin
- Division of Hematology and Oncology, China Medical University Hospital, Taichung, Taiwan
| | - Chia-Ning Shen
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | - Mien-Chie Hung
- Cancer Biology and Precision Therapeutics Center, China Medical University, Taichung, Taiwan
- Center for Molecular Medicine, China Medical University Hospital, Taichung, Taiwan
| | - Jaw-Town Lin
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, E-Da Hospital, Kaohsiung, Taiwan
| | - Chun-Chieh Yeh
- Department of Medicine, School of Medicine, China Medical University, Taichung, Taiwan.
- Department of Surgery, Organ Transplantation Center, China Medical University Hospital, Taichung, Taiwan.
| | - Yuh-Pyng Sher
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung, Taiwan.
- Cancer Biology and Precision Therapeutics Center, China Medical University, Taichung, Taiwan.
- Ph.D. Program for Cancer Biology and Drug Discovery, China Medical University and Academia Sinica, Taichung, Taiwan.
- Center for Molecular Medicine, China Medical University Hospital, Taichung, Taiwan.
- Institute of Biochemistry and Molecular Biology, China Medical University, Taichung, Taiwan.
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11
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Lu X, Jin J, Wu Y, Liu X, Liang X, Lin J, Sun Q, Qin J, Zhang W, Luan X. Progress in RAS-targeted therapeutic strategies: From small molecule inhibitors to proteolysis targeting chimeras. Med Res Rev 2024; 44:812-832. [PMID: 38009264 DOI: 10.1002/med.21993] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Revised: 04/14/2023] [Accepted: 10/29/2023] [Indexed: 11/28/2023]
Abstract
As a widely considerable target in chemical biology and pharmacological research, rat sarcoma (RAS) gene mutations play a critical driving factor in several fatal cancers. Despite the great progress of RAS subtype-specific inhibitors, rapid acquired drug resistance could limit their further clinical applications. Proteolysis targeting chimera (PROTAC) has emerged as a powerful tool to handle "undruggable" targets and exhibited significant therapeutic benefit for the combat of drug resistance. Owing to unique molecular mechanism and binding kinetics, PROTAC is expected to become a feasible strategy to break the bottleneck of classical RAS inhibitors. This review aims to discuss the current advances of RAS inhibitors and especially focus on PROTAC strategy targeting RAS mutations and their downstream effectors for relevant cancer treatment.
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Affiliation(s)
- Xinchen Lu
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Department of Pharmacology, School of Pharmacy, Fudan University, Shanghai, China
- State Key Laboratory of New Drug and Pharmaceutical Process, Shanghai Institute of Pharmaceutical Industry, China State Institute of Pharmaceutical Industry, Shanghai, China
| | - Jinmei Jin
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Ye Wu
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xiaoxia Liu
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xiaohui Liang
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jiayi Lin
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Qingyan Sun
- State Key Laboratory of New Drug and Pharmaceutical Process, Shanghai Institute of Pharmaceutical Industry, China State Institute of Pharmaceutical Industry, Shanghai, China
| | - Jiangjiang Qin
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
| | - Weidong Zhang
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
- State Key Laboratory of New Drug and Pharmaceutical Process, Shanghai Institute of Pharmaceutical Industry, China State Institute of Pharmaceutical Industry, Shanghai, China
| | - Xin Luan
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
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12
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Lee KY. Membrane-Driven Dimerization of the Peripheral Membrane Protein KRAS: Implications for Downstream Signaling. Int J Mol Sci 2024; 25:2530. [PMID: 38473778 DOI: 10.3390/ijms25052530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 02/14/2024] [Accepted: 02/19/2024] [Indexed: 03/14/2024] Open
Abstract
Transient homo-dimerization of the RAS GTPase at the plasma membrane has been shown to promote the mitogen-activated protein kinase (MAPK) signaling pathway essential for cell proliferation and oncogenesis. To date, numerous crystallographic studies have focused on the well-defined GTPase domains of RAS isoforms, which lack the disordered C-terminal membrane anchor, thus providing limited structural insight into membrane-bound RAS molecules. Recently, lipid-bilayer nanodisc platforms and paramagnetic relaxation enhancement (PRE) analyses have revealed several distinct structures of the membrane-anchored homodimers of KRAS, an isoform that is most frequently mutated in human cancers. The KRAS dimerization interface is highly plastic and altered by biologically relevant conditions, including oncogenic mutations, the nucleotide states of the protein, and the lipid composition. Notably, PRE-derived structures of KRAS homodimers on the membrane substantially differ in terms of the relative orientation of the protomers at an "α-α" dimer interface comprising two α4-α5 regions. This interface plasticity along with the altered orientations of KRAS on the membrane impact the accessibility of KRAS to downstream effectors and regulatory proteins. Further, nanodisc platforms used to drive KRAS dimerization can be used to screen potential anticancer drugs that target membrane-bound RAS dimers and probe their structural mechanism of action.
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Affiliation(s)
- Ki-Young Lee
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Pocheon-si 11160, Gyeonggi-Do, Republic of Korea
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13
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Lin P, Cheng W, Qi X, Zhang P, Xiong J, Li J. Bioinformatics and Experimental Validation for Identifying Biomarkers Associated with AMG510 (Sotorasib) Resistance in KRAS G12C-Mutated Lung Adenocarcinoma. Int J Mol Sci 2024; 25:1555. [PMID: 38338834 PMCID: PMC10855101 DOI: 10.3390/ijms25031555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 01/16/2024] [Accepted: 01/24/2024] [Indexed: 02/12/2024] Open
Abstract
The Kirsten rat sarcoma viral oncogene homolog (KRAS)G12C mutation is prevalent in lung adenocarcinoma (LUAD), driving tumor progression and indicating a poor prognosis. While the FDA-approved AMG510 (Sotorasib) initially demonstrated efficacy in treating KRASG12C-mutated LUAD, resistance emerged within months. Data from AMG510 treatment-resistant LUAD (GSE204753) and single-cell datasets (GSE149655) were analyzed. Gene set variation analysis (GSVA) and gene set enrichment analysis (GSEA) were used to explore enriched signaling pathways, nomogram models were constructed, and transcription factors predicting resistance biomarkers were predicted. CIBERSORT identified immune cell subpopulations, and their association with resistance biomarkers was assessed through single-cell analysis. AMG510-resistant LUAD cells (H358-AR) were constructed, and proliferative changes were evaluated using a CCK-8 assay. Key molecules for AMG510 resistance, including SLC2A1, TLE1, FAM83A, HMGA2, FBXO44, and MTRNR2L12, were recognized. These molecules impacted multiple signaling pathways and the tumor microenvironment and were co-regulated by various transcription factors. Single-cell analysis revealed a dampening effect on immune cell function, with associations with programmed cell death ligand 1 (PDL1) expression, cytokine factors, and failure factors. The findings indicate that these newly identified biomarkers are linked to the abnormal expression of PDL1 and have the potential to induce resistance through immunosuppression. These results highlight the need for further research and therapeutic intervention to address this issue effectively.
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Affiliation(s)
- Peng Lin
- Key Laboratory of Marine Drugs, Laboratory for Marine Drugs and Bioproducts of Qingdao National Laboratory for Marine Science and Technology, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Qingdao 266003, China; (P.L.); (W.C.)
| | - Wei Cheng
- Key Laboratory of Marine Drugs, Laboratory for Marine Drugs and Bioproducts of Qingdao National Laboratory for Marine Science and Technology, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Qingdao 266003, China; (P.L.); (W.C.)
| | - Xin Qi
- Key Laboratory of Marine Drugs, Laboratory for Marine Drugs and Bioproducts of Qingdao National Laboratory for Marine Science and Technology, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Qingdao 266003, China; (P.L.); (W.C.)
| | - Pinglu Zhang
- Faculty of Information Science and Engineering, Ocean University of China, Qingdao 266003, China
| | - Jianshe Xiong
- Faculty of Information Science and Engineering, Ocean University of China, Qingdao 266003, China
| | - Jing Li
- Key Laboratory of Marine Drugs, Laboratory for Marine Drugs and Bioproducts of Qingdao National Laboratory for Marine Science and Technology, Chinese Ministry of Education, School of Medicine and Pharmacy, Ocean University of China, Qingdao 266003, China; (P.L.); (W.C.)
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14
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Zhang Y, Wang L, Ye J, Chen J, Xu S, Bu S, Deng M, Bian L, Zhao X, Zhang C, Weng L, Zhang D. Rationally Designed Dual Base Pair Mismatch Enables Toehold-Mediated Strand Displacement to Efficiently Recognize Single-Nucleotide Polymorphism without Enzymes. Anal Chem 2024; 96:554-563. [PMID: 38112727 DOI: 10.1021/acs.analchem.3c04778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
The efficiency of the enzyme-free toehold-mediated strand displacement (TMSD) technique is often insufficient to detect single-nucleotide polymorphism (SNP) that possesses only single base pair mismatch discrimination. Here, we report a novel dual base pair mismatch strategy enabling TMSD biosensing for SNP detection under enzyme-free conditions when coupled with catalytic hairpin assembly (CHA) and fluorescence resonance energy transfer (FRET). The strategy is based on a competitive strand displacement reaction mechanism, affected by the thermodynamic stability originating from rationally designed dual base pair mismatch, for the specific recognition of mutant-type DNA. In particular, enzyme-free nucleic acid circuits, such as CHA, emerge as a powerful method for signal amplification. Eventually, the signal transduction of this proposed biosensor was determined by FRET between streptavidin-coated 605 nm emission quantum dots (605QDs, donor) and Cy5/biotin hybridization (acceptor, from CHA) when incubated with each other. The proposed biosensor displayed high sensitivity to the mutant target (MT) with a detection concentration down to 4.3 fM and led to high discrimination factors for all types of mismatches in multiple sequence contexts. As such, the application of this proposed biosensor to investigate mechanisms of the competitive strand displacement reaction further illustrates the versatility of our dual base pair mismatch strategy, which can be utilized for the creation of a new class of biosensors.
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Affiliation(s)
- Yunshan Zhang
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
| | - Lanyue Wang
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan 411201, Hunan, China
| | - Jing Ye
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
| | - Jian Chen
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan 411201, Hunan, China
| | - Shijie Xu
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan 411201, Hunan, China
| | - Sisi Bu
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan 411201, Hunan, China
| | - Minxin Deng
- School of Chemistry and Chemical Engineering, Hunan University of Science and Technology, Xiangtan 411201, Hunan, China
| | - Lina Bian
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
| | - Xiaoyu Zhao
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
- College of Materials and Environmental Engineering, Hangzhou Dianzi University, Hangzhou 310018, P. R. China
| | - Chunlong Zhang
- Research Center for Intelligent Robotics, Zhejiang Laboratory, Hangzhou 311121, China
| | - Lin Weng
- Research Center for Intelligent Computing Platforms, Zhejiang Laboratory, Hangzhou 311121, China
| | - Diming Zhang
- Research Center for Intelligent Sensing Systems, Zhejiang Laboratory, Hangzhou 311121, China
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15
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Najumudeen AK, Fey SK, Millett LM, Ford CA, Gilroy K, Gunduz N, Ridgway RA, Anderson E, Strathdee D, Clark W, Nixon C, Morton JP, Campbell AD, Sansom OJ. KRAS allelic imbalance drives tumour initiation yet suppresses metastasis in colorectal cancer in vivo. Nat Commun 2024; 15:100. [PMID: 38168062 PMCID: PMC10762264 DOI: 10.1038/s41467-023-44342-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Accepted: 12/09/2023] [Indexed: 01/05/2024] Open
Abstract
Oncogenic KRAS mutations are well-described functionally and are known to drive tumorigenesis. Recent reports describe a significant prevalence of KRAS allelic imbalances or gene dosage changes in human cancers, including loss of the wild-type allele in KRAS mutant cancers. However, the role of wild-type KRAS in tumorigenesis and therapeutic response remains elusive. We report an in vivo murine model of colorectal cancer featuring deletion of wild-type Kras in the context of oncogenic Kras. Deletion of wild-type Kras exacerbates oncogenic KRAS signalling through MAPK and thus drives tumour initiation. Absence of wild-type Kras potentiates the oncogenic effect of KRASG12D, while incidentally inducing sensitivity to inhibition of MEK1/2. Importantly, loss of the wild-type allele in aggressive models of KRASG12D-driven CRC significantly alters tumour progression, and suppresses metastasis through modulation of the immune microenvironment. This study highlights the critical role for wild-type Kras upon tumour initiation, progression and therapeutic response in Kras mutant CRC.
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Affiliation(s)
- Arafath K Najumudeen
- Cancer Research UK Scotland Institute, Glasgow, UK.
- Institute of Biotechnology, HiLIFE, University of Helsinki, Helsinki, Finland.
| | - Sigrid K Fey
- Cancer Research UK Scotland Institute, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Laura M Millett
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | | | | | - Nuray Gunduz
- Cancer Research UK Scotland Institute, Glasgow, UK
| | | | - Eve Anderson
- Cancer Research UK Scotland Institute, Glasgow, UK
| | | | | | - Colin Nixon
- Cancer Research UK Scotland Institute, Glasgow, UK
| | - Jennifer P Morton
- Cancer Research UK Scotland Institute, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | | | - Owen J Sansom
- Cancer Research UK Scotland Institute, Glasgow, UK.
- School of Cancer Sciences, University of Glasgow, Glasgow, UK.
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16
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Walker G, Brown C, Ge X, Kumar S, Muzumdar MD, Gupta K, Bhattacharyya M. Oligomeric organization of membrane proteins from native membranes at nanoscale spatial and single-molecule resolution. NATURE NANOTECHNOLOGY 2024; 19:85-94. [PMID: 38012273 PMCID: PMC10981947 DOI: 10.1038/s41565-023-01547-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 10/16/2023] [Indexed: 11/29/2023]
Abstract
The oligomeric organization of membrane proteins in native cell membranes is a critical regulator of their function. High-resolution quantitative measurements of oligomeric assemblies and how they change under different conditions are indispensable to understanding membrane protein biology. We report Native-nanoBleach, a total internal reflection fluorescence microscopy-based single-molecule photobleaching step analysis technique to determine the oligomeric distribution of membrane proteins directly from native membranes at an effective spatial resolution of ~10 nm. We achieved this by capturing target membrane proteins in native nanodiscs with their proximal native membrane environment using amphipathic copolymers. We applied Native-nanoBleach to quantify the oligomerization status of structurally and functionally diverse membrane proteins, including a receptor tyrosine kinase (TrkA) and a small GTPase (KRas) under growth-factor binding and oncogenic mutations, respectively. Our data suggest that Native-nanoBleach provides a sensitive, single-molecule platform to quantify membrane protein oligomeric distributions in native membranes under physiologically and clinically relevant conditions.
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Affiliation(s)
- Gerard Walker
- Department of Pharmacology, Yale University, New Haven, CT, USA
- Department of Cell Biology, Yale University, New Haven, CT, USA
- Nanobiology Institute, Yale University, West Haven, CT, USA
| | - Caroline Brown
- Department of Cell Biology, Yale University, New Haven, CT, USA
- Nanobiology Institute, Yale University, West Haven, CT, USA
| | - Xiangyu Ge
- Department of Pathology, Yale University, New Haven, CT, USA
- Yale Cancer Biology Institute, Yale University, West Haven, CT, USA
| | - Shailesh Kumar
- Department of Pharmacology, Yale University, New Haven, CT, USA
| | - Mandar D Muzumdar
- Yale Cancer Biology Institute, Yale University, West Haven, CT, USA
- Department of Genetics, Yale University, New Haven, CT, USA
- Department of Internal Medicine, Yale University, New Haven, CT, USA
- Yale Cancer Center, New Haven, USA
| | - Kallol Gupta
- Department of Cell Biology, Yale University, New Haven, CT, USA
- Nanobiology Institute, Yale University, West Haven, CT, USA
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17
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Whaby M, Nair RS, O'Bryan JP. Probing RAS Function Using Monobody and NanoBiT Technologies. Methods Mol Biol 2024; 2797:211-225. [PMID: 38570462 DOI: 10.1007/978-1-0716-3822-4_15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2024]
Abstract
Missense mutations in the RAS family of oncogenes (HRAS, KRAS, and NRAS) are present in approximately 20% of human cancers, making RAS a valuable therapeutic target (Prior et al., Cancer Res 80:2969-2974, 2020). Although decades of research efforts to develop therapeutic inhibitors of RAS were unsuccessful, there has been success in recent years with the entrance of FDA-approved KRASG12C-specific inhibitors to the clinic (Skoulidis et al., N Engl J Med 384:2371-2381, 2021; Jänne et al., N Engl J Med 387:120-131, 2022). Additionally, KRASG12D-specific inhibitors are presently undergoing clinical trials (Wang et al., J Med Chem 65:3123-3133, 2022). The advent of these allele specific inhibitors has disproved the previous notion that RAS is undruggable. Despite these advancements in RAS-targeted therapeutics, several RAS mutants that frequently arise in cancers remain without tractable drugs. Thus, it is critical to further understand the function and biology of RAS in cells and to develop tools to identify novel therapeutic vulnerabilities for development of anti-RAS therapeutics. To do this, we have exploited the use of monobody (Mb) technology to develop specific protein-based inhibitors of selected RAS isoforms and mutants (Spencer-Smith et al., Nat Chem Biol 13:62-68, 2017; Khan et al., Cell Rep 38:110322, 2022; Wallon et al., Proc Natl Acad Sci USA 119:e2204481119, 2022; Khan et al., Small GTPases 13:114-127, 2021; Khan et al., Oncogene 38:2984-2993, 2019). Herein, we describe our combined use of Mbs and NanoLuc Binary Technology (NanoBiT) to analyze RAS protein-protein interactions and to screen for RAS-binding small molecules in live-cell, high-throughput assays.
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Affiliation(s)
- Michael Whaby
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, SC, USA
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, USA
| | - Rakesh Sathish Nair
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, SC, USA
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, USA
- Ralph H. Johnson VA Medical Center, Charleston, SC, USA
| | - John P O'Bryan
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, SC, USA.
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, USA.
- Ralph H. Johnson VA Medical Center, Charleston, SC, USA.
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18
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Koukos PI, Dehghani-Ghahnaviyeh S, Velez-Vega C, Manchester J, Tieleman DP, Duca JS, Souza PCT, Cournia Z. Martini 3 Force Field Parameters for Protein Lipidation Post-Translational Modifications. J Chem Theory Comput 2023; 19:8901-8918. [PMID: 38019969 DOI: 10.1021/acs.jctc.3c00604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2023]
Abstract
Protein lipidations are vital co/post-translational modifications that tether lipid tails to specific protein amino acids, allowing them to anchor to biological membranes, switch their subcellular localization, and modulate association with other proteins. Such lipidations are thus crucial for multiple biological processes including signal transduction, protein trafficking, and membrane localization and are implicated in various diseases as well. Examples of lipid-anchored proteins include the Ras family of proteins that undergo farnesylation; actin and gelsolin that are myristoylated; phospholipase D that is palmitoylated; glycosylphosphatidylinositol-anchored proteins; and others. Here, we develop parameters for cysteine-targeting farnesylation, geranylgeranylation, and palmitoylation, as well as glycine-targeting myristoylation for the latest version of the Martini 3 coarse-grained force field. The parameters are developed using the CHARMM36m all-atom force field parameters as reference. The behavior of the coarse-grained models is consistent with that of the all-atom force field for all lipidations and reproduces key dynamical and structural features of lipid-anchored peptides, such as the solvent-accessible surface area, bilayer penetration depth, and representative conformations of the anchors. The parameters are also validated in simulations of the lipid-anchored peripheral membrane proteins Rheb and Arf1, after comparison with independent all-atom simulations. The parameters, along with mapping schemes for the popular martinize2 tool, are available for download at 10.5281/zenodo.7849262 and also as supporting information.
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Affiliation(s)
- Panagiotis I Koukos
- Biomedical Research Foundation, Academy of Athens, 4 Soranou Ephessiou, 11527 Athens, Greece
| | - Sepehr Dehghani-Ghahnaviyeh
- Computer-Aided Drug Discovery, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Camilo Velez-Vega
- Computer-Aided Drug Discovery, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - John Manchester
- Computer-Aided Drug Discovery, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - D Peter Tieleman
- Department of Biological Sciences, University of Calgary, Calgary T2N 1N4 Alberta, Canada
- Centre for Molecular Simulation, University of Calgary, Calgary T2N 1N4 Alberta, Canada
| | - José S Duca
- Computer-Aided Drug Discovery, Global Discovery Chemistry, Novartis Institutes for BioMedical Research, 181 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Paulo C T Souza
- Molecular Microbiology and Structural Biochemistry, (MMSB, UMR 5086), CNRS & University of Lyon, 69367 Lyon, France
- Laboratory of Biology and Modeling of the Cell, École Normale Supérieure de Lyon, Université Claude Bernard Lyon 1, CNRS UMR 5239 and Inserm U1293, 46 Allée d'Italie, 69364 Lyon, France
| | - Zoe Cournia
- Biomedical Research Foundation, Academy of Athens, 4 Soranou Ephessiou, 11527 Athens, Greece
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19
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Saitoh T, Kim HN, Narita R, Ohtsuka I, Mo W, Lee KY, Enomoto M, Gasmi-Seabrook GMC, Marshall CB, Ikura M. Biochemical and biophysical characterization of the RAS family small GTPase protein DiRAS3. Protein Expr Purif 2023; 212:106361. [PMID: 37652393 DOI: 10.1016/j.pep.2023.106361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 08/25/2023] [Accepted: 08/28/2023] [Indexed: 09/02/2023]
Abstract
DiRAS3, also called ARHI, is a RAS (sub)family small GTPase protein that shares 50-60% sequence identity with H-, K-, and N-RAS, with substitutions in key conserved G-box motifs and a unique 34 amino acid extension at its N-terminus. Unlike the RAS proto-oncogenes, DiRAS3 exhibits tumor suppressor properties. DiRAS3 function has been studied through genetics and cell biology, but there has been a lack of understanding of the biochemical and biophysical properties of the protein, likely due to its instability and poor solubility. To overcome this solubility issue, we engineered a DiRAS3 variant (C75S/C80S), which significantly improved soluble protein expression in E. coli. Recombinant DiRAS3 was purified by Ni-NTA and size exclusion chromatography (SEC). Concentration dependence of the SEC chromatogram indicated that DiRAS3 exists in monomer-dimer equilibrium. We then produced truncations of the N-terminal (ΔN) and both (ΔNC) extensions to the GTPase domain. Unlike full-length DiRAS3, the SEC profiles showed that ΔNC is monomeric while ΔN was monomeric with aggregation, suggesting that the N and/or C-terminal tail(s) contribute to dimerization and aggregation. The 1H-15N HSQC NMR spectrum of ΔNC construct displayed well-dispersed peaks similar to spectra of other GTPase domains, which enabled us to demonstrate that DiRAS3 has a GTPase domain that can bind GDP and GTP. Taken together, we conclude that, despite the substitutions in the G-box motifs, DiRAS3 can switch between nucleotide-bound states and that the N- and C-terminal extensions interact transiently with the GTPase domain in intra- and inter-molecular fashions, mediating weak multimerization of this unique small GTPase.
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Affiliation(s)
- Takashi Saitoh
- Faculty of Pharmaceutical Sciences, Hokkaido University of Science, Sapporo, Hokkaido, 006-8585, Japan; Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada.
| | - Ha-Neul Kim
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada
| | - Riku Narita
- Faculty of Pharmaceutical Sciences, Hokkaido University of Science, Sapporo, Hokkaido, 006-8585, Japan
| | - Ibuki Ohtsuka
- Faculty of Pharmaceutical Sciences, Hokkaido University of Science, Sapporo, Hokkaido, 006-8585, Japan
| | - Weiyu Mo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada
| | - Ki-Young Lee
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada
| | - Masahiro Enomoto
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada
| | | | - Christopher B Marshall
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada.
| | - Mitsuhiko Ikura
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, M5G 1L7, Canada.
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20
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Brenner RJ, Landgraf AD, Bum-Erdene K, Gonzalez-Gutierrez G, Meroueh SO. Crystal Packing Reveals a Potential Autoinhibited KRAS Dimer Interface and a Strategy for Small-Molecule Inhibition of RAS Signaling. Biochemistry 2023; 62:3206-3213. [PMID: 37938120 PMCID: PMC10904212 DOI: 10.1021/acs.biochem.3c00378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2023]
Abstract
KRAS GTPases harbor oncogenic mutations in more than 25% of human tumors. KRAS is considered to be largely undruggable due to the lack of a suitable small-molecule binding site. Here, we report a unique crystal structure of His-tagged KRASG12D that reveals a remarkable conformational change. The Switch I loop of one His-KRASG12D structure extends into the Switch I/II pocket of another His-KRASG12D in an adjacent unit cell to create an elaborate interface that is reminiscent of high-affinity protein-protein complexes. We explore the contributions of amino acids at this interface using alanine-scanning studies with alchemical free energy perturbation calculations based on explicit-solvent molecular dynamics simulations. Several interface amino acids were found to be hot spots as they contributed more than 1.5 kcal/mol to the protein-protein interaction. Computational analysis of the complex revealed the presence of two large binding pockets that possess physicochemical features typically found in pockets considered druggable. Small-molecule binding to these pockets may stabilize this autoinhibited structure of KRAS if it exists in cells to provide a new strategy to inhibit RAS signaling.
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Affiliation(s)
- Robert J. Brenner
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Alexander D. Landgraf
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Khuchtumur Bum-Erdene
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | | | - Samy O. Meroueh
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
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21
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Blair LM, Juan JM, Sebastian L, Tran VB, Nie W, Wall GD, Gerceker M, Lai IK, Apilado EA, Grenot G, Amar D, Foggetti G, Do Carmo M, Ugur Z, Deng D, Chenchik A, Paz Zafra M, Dow LE, Politi K, MacQuitty JJ, Petrov DA, Winslow MM, Rosen MJ, Winters IP. Oncogenic context shapes the fitness landscape of tumor suppression. Nat Commun 2023; 14:6422. [PMID: 37828026 PMCID: PMC10570323 DOI: 10.1038/s41467-023-42156-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 10/02/2023] [Indexed: 10/14/2023] Open
Abstract
Tumors acquire alterations in oncogenes and tumor suppressor genes in an adaptive walk through the fitness landscape of tumorigenesis. However, the interactions between oncogenes and tumor suppressor genes that shape this landscape remain poorly resolved and cannot be revealed by human cancer genomics alone. Here, we use a multiplexed, autochthonous mouse platform to model and quantify the initiation and growth of more than one hundred genotypes of lung tumors across four oncogenic contexts: KRAS G12D, KRAS G12C, BRAF V600E, and EGFR L858R. We show that the fitness landscape is rugged-the effect of tumor suppressor inactivation often switches between beneficial and deleterious depending on the oncogenic context-and shows no evidence of diminishing-returns epistasis within variants of the same oncogene. These findings argue against a simple linear signaling relationship amongst these three oncogenes and imply a critical role for off-axis signaling in determining the fitness effects of inactivating tumor suppressors.
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Affiliation(s)
| | | | | | - Vy B Tran
- D2G Oncology, Mountain View, CA, USA
| | | | | | | | - Ian K Lai
- D2G Oncology, Mountain View, CA, USA
| | | | | | - David Amar
- D2G Oncology, Mountain View, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
- Department of Cardiovascular Medicine and the Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Mariana Do Carmo
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Zeynep Ugur
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
| | | | | | - Maria Paz Zafra
- Sandra and Edward Meyer Cancer Center, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
- Excellence Research Unit "Modeling Nature" (MNat), University of Granada, E-18016, Granada, Spain
- Instituto de Investigación Biosanitaria de Granada (ibs.GRANADA), E-18071, Granada, Spain
| | - Lukas E Dow
- Sandra and Edward Meyer Cancer Center, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, New York, NY, USA
- Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Katerina Politi
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | | | - Dmitri A Petrov
- Department of Biology, Stanford University, Stanford, CA, USA
- Chan Zuckerberg BioHub, San Francisco, CA, USA
| | - Monte M Winslow
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
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22
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Ren Q, Li Q, Shao C, Zhang P, Hu Z, Li J, Wang W, Yu Y. Establishing a prognostic model based on immune-related genes and identification of BIRC5 as a potential biomarker for lung adenocarcinoma patients. BMC Cancer 2023; 23:897. [PMID: 37741993 PMCID: PMC10517491 DOI: 10.1186/s12885-023-11249-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Accepted: 08/03/2023] [Indexed: 09/25/2023] Open
Abstract
BACKGROUND Lung adenocarcinoma (LUAD) is an extraordinarily malignant tumor, with rapidly increasing morbidity and poor prognosis. Immunotherapy has emerged as a hopeful therapeutic modality for lung adenocarcinoma. Furthermore, a prognostic model (based on immune genes) can fulfill the purpose of early diagnosis and accurate prognostic prediction. METHODS Immune-related mRNAs (IRmRNAs) were utilized to construct a prognostic model that sorted patients into high- and low-risk groups. Then, the prediction efficacy of our model was evaluated using a nomogram. The differences in overall survival (OS), the tumor mutation landscape, and the tumor microenvironment were further explored between different risk groups. In addition, the immune genes comprising the prognostic model were subjected to single-cell RNA sequencing to investigate the expression of these immune genes in different cells. Finally, the functions of BIRC5 were validated through in vitro experiments. RESULTS Patients in different risk groups exhibited sharply significant variations in OS, pathway activity, immune cell infiltration, mutation patterns, and immune response. Single-cell RNA sequencing revealed that the expression level of BIRC5 was significantly high in T cells. Cell experiments further revealed that BIRC5 knockdown markedly reduced LUAD cell proliferation. CONCLUSION This model can function as an instrumental variable in the prognostic, molecular, and therapeutic prediction of LUAD, shedding new light on the optimal clinical practice guidelines for LUAD patients.
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Affiliation(s)
- Qianhe Ren
- Department of Thoracic Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Qifan Li
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Chenye Shao
- Department of Thoracic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Pengpeng Zhang
- Department of Thoracic Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Zhuangzhuang Hu
- Department of Urology, Shuyang First People's Hospital, Suqian, China
| | - Jun Li
- Department of Thoracic Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
| | - Wei Wang
- Department of Thoracic Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
| | - Yue Yu
- Department of Thoracic Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
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23
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Baltanás FC, García-Navas R, Rodríguez-Ramos P, Calzada N, Cuesta C, Borrajo J, Fuentes-Mateos R, Olarte-San Juan A, Vidaña N, Castellano E, Santos E. Critical requirement of SOS1 for tumor development and microenvironment modulation in KRAS G12D-driven lung adenocarcinoma. Nat Commun 2023; 14:5856. [PMID: 37730692 PMCID: PMC10511506 DOI: 10.1038/s41467-023-41583-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 09/11/2023] [Indexed: 09/22/2023] Open
Abstract
The impact of genetic ablation of SOS1 or SOS2 is evaluated in a murine model of KRASG12D-driven lung adenocarcinoma (LUAD). SOS2 ablation shows some protection during early stages but only SOS1 ablation causes significant, specific long term increase of survival/lifespan of the KRASG12D mice associated to markedly reduced tumor burden and reduced populations of cancer-associated fibroblasts, macrophages and T-lymphocytes in the lung tumor microenvironment (TME). SOS1 ablation also causes specific shrinkage and regression of LUAD tumoral masses and components of the TME in pre-established KRASG12D LUAD tumors. The critical requirement of SOS1 for KRASG12D-driven LUAD is further confirmed by means of intravenous tail injection of KRASG12D tumor cells into SOS1KO/KRASWT mice, or of SOS1-less, KRASG12D tumor cells into wildtype mice. In silico analyses of human lung cancer databases support also the dominant role of SOS1 regarding tumor development and survival in LUAD patients. Our data indicate that SOS1 is critically required for development of KRASG12D-driven LUAD and confirm the validity of this RAS-GEF activator as an actionable therapeutic target in KRAS mutant LUAD.
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Affiliation(s)
- Fernando C Baltanás
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain.
- Institute of Biomedicine of Seville (IBiS)/"Virgen del Rocío" University Hospital/CSIC/University of Seville and Department of Medical Physiology and Biophysics, University of Seville, Seville, Spain.
| | - Rósula García-Navas
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain
| | - Pablo Rodríguez-Ramos
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain
| | - Nuria Calzada
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain
| | - Cristina Cuesta
- Lab 5. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca, 37007, Salamanca, Spain
| | - Javier Borrajo
- Departament of Biomedical Sciences and Diagnostic, University of Salamanca, 37007, Salamanca, Spain
| | - Rocío Fuentes-Mateos
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain
| | - Andrea Olarte-San Juan
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain
| | - Nerea Vidaña
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain
| | - Esther Castellano
- Lab 5. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca, 37007, Salamanca, Spain
| | - Eugenio Santos
- Lab 1. Cancer Research Center, Institute of Cancer Molecular and Cellular Biology, CSIC-University of Salamanca and CIBERONC, 37007, Salamanca, Spain.
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24
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Chen PY, Huang BJ, Harris M, Boone C, Wang W, Carias H, Mesiona B, Mavrici D, Kohler AC, Bollag G, Zhang C, Zhang Y, Shannon K. Structural and functional analyses of a germline KRAS T50I mutation provide insights into Raf activation. JCI Insight 2023; 8:e168445. [PMID: 37681415 PMCID: PMC10544224 DOI: 10.1172/jci.insight.168445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 08/02/2023] [Indexed: 09/09/2023] Open
Abstract
A T50I substitution in the K-Ras interswitch domain causes Noonan syndrome and emerged as a third-site mutation that restored the in vivo transforming activity and constitutive MAPK pathway activation by an attenuated KrasG12D,E37G oncogene in a mouse leukemia model. Biochemical and crystallographic data suggested that K-RasT50I increases MAPK signal output through a non-GTPase mechanism, potentially by promoting asymmetric Ras:Ras interactions between T50 and E162. We generated a "switchable" system in which K-Ras mutant proteins expressed at physiologic levels supplant the fms like tyrosine kinase 3 (FLT3) dependency of MOLM-13 leukemia cells lacking endogenous KRAS and used this system to interrogate single or compound G12D, T50I, D154Q, and E162L mutations. These studies support a key role for the asymmetric lateral assembly of K-Ras in a plasma membrane-distal orientation that promotes the formation of active Ras:Raf complexes in a membrane-proximal conformation. Disease-causing mutations such as T50I are a valuable starting point for illuminating normal Ras function, elucidating mechanisms of disease, and identifying potential therapeutic opportunities for Rasopathy disorders and cancer.
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Affiliation(s)
- Pan-Yu Chen
- Department of Pediatrics, UCSF, San Francisco, California, USA
| | | | - Max Harris
- Department of Pediatrics, UCSF, San Francisco, California, USA
| | | | - Weijie Wang
- Department of Pediatrics, UCSF, San Francisco, California, USA
| | - Heidi Carias
- Plexxikon Inc., South San Francisco, California, USA
| | - Brian Mesiona
- Plexxikon Inc., South San Francisco, California, USA
| | | | | | - Gideon Bollag
- Plexxikon Inc., South San Francisco, California, USA
| | - Chao Zhang
- Plexxikon Inc., South San Francisco, California, USA
| | - Ying Zhang
- Plexxikon Inc., South San Francisco, California, USA
| | - Kevin Shannon
- Department of Pediatrics, UCSF, San Francisco, California, USA
- Helen Diller Family Comprehensive Cancer Center, UCSF, San Francisco, California, USA
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25
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Shiota Sato Y, Elbadawy M, Suzuki K, Tsunedomi R, Nagano H, Ishihara Y, Yamamoto H, Azakami D, Uchide T, Fukushima R, Tanaka R, Yoshida T, Mori T, Abugomaa A, Kaneda M, Yamawaki H, Shinohara Y, Aboubakr M, El-Asrag ME, Usui T, Sasaki K. Derivation of a new model of lung adenocarcinoma using canine lung cancer organoids for translational research in pulmonary medicine. Biomed Pharmacother 2023; 165:115079. [PMID: 37413906 DOI: 10.1016/j.biopha.2023.115079] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 06/21/2023] [Accepted: 06/23/2023] [Indexed: 07/08/2023] Open
Abstract
Canine primary lung cancer (cPLC) is a rare malignant tumor in dogs, and exhibits poor prognosis. Effective therapeutic drugs against cPLC have not been established yet. Also, cPLC resembles human lung cancer in histopathological characteristics and gene expression profiles and thus could be an important research model for this disease. Three-dimensional organoid culture is known to recapitulate the tissue dynamics in vivo. We, therefore, tried to generate cPLC organoids (cPLCO) for analyzing the profiles of cPLC. After samples from cPLC and the corresponding normal lung tissue were collected, cPLCO were successfully generated, which recapitulated the tissue architecture of cPLC, expressed lung adenocarcinoma marker (TTF1), and exhibited tumorigenesis in vivo. The sensitivity of cPLCO to anti-cancer drugs was different among strains. RNA-sequencing analysis showed significantly upregulated 11 genes in cPLCO compared with canine normal lung organoids (cNLO). Moreover, cPLCO were enriched with the MEK-signaling pathway compared with cNLO. The MEK inhibitor, trametinib decreased the viability of several strains of cPLCO and inhibited the growth of cPLC xenografts. Collectively, our established cPLCO model might be a useful tool for identifying novel biomarkers for cPLC and a new research model for dog and human lung cancer.
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Affiliation(s)
- Yomogi Shiota Sato
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Mohamed Elbadawy
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan; Department of Pharmacology, Faculty of Veterinary Medicine, Benha University, 13736, Moshtohor, Toukh, Elqaliobiya, Egypt.
| | - Kazuhiko Suzuki
- Laboratory of Veterinary Toxicology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Ryouichi Tsunedomi
- Department of Gastroenterological, Breast and Endocrine Surgery, Yamaguchi University Graduate School of Medicine, 1-1-1 Minami-Kogushi, Ube, Yamaguchi 755-8505, Japan
| | - Hiroaki Nagano
- Department of Gastroenterological, Breast and Endocrine Surgery, Yamaguchi University Graduate School of Medicine, 1-1-1 Minami-Kogushi, Ube, Yamaguchi 755-8505, Japan
| | - Yusuke Ishihara
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Haru Yamamoto
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Daigo Azakami
- Laboratory of Veterinary Clinical Oncology, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Tsuyoshi Uchide
- Laboratory of Veterinary Molecular Pathology and Therapeutics, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Ryuji Fukushima
- Animal Medical Emergency Center, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 2-24-16 Nakamachi, Koganei, Tokyo 184-8588, Japan
| | - Ryo Tanaka
- Animal Medical Center, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Tomohiko Yoshida
- Animal Medical Center, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Takuya Mori
- Kinki Animal Medical Study Center, 3-15-27, Hishie, Osaka 578-0984, Japan
| | - Amira Abugomaa
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan; Faculty of Veterinary Medicine, Mansoura University, 35516 Mansoura, Egypt
| | - Masahiro Kaneda
- Laboratory of Veterinary Anatomy, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
| | - Hideyuki Yamawaki
- Laboratory of Veterinary Pharmacology, School of Veterinary Medicine, Kitasato University, 35-1, Higashi 23 ban-cho, Towada, Aomori 034-8628, Japan
| | - Yuta Shinohara
- Pet Health & Food Division, Iskara Industry CO., LTD, 1-14-2, Nihonbashi, Chuo-ku, Tokyo 103-0027, Japan
| | - Mohamed Aboubakr
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan; Department of Pharmacology, Faculty of Veterinary Medicine, Benha University, 13736, Moshtohor, Toukh, Elqaliobiya, Egypt
| | - Mohamed E El-Asrag
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Tatsuya Usui
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan.
| | - Kazuaki Sasaki
- Laboratory of Veterinary Pharmacology, Department of Veterinary Medicine, Faculty of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwai-cho, Fuchu, Tokyo 183-8509, Japan
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26
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Han J, Xu J, Liu Y, Liang S, LaBella KA, Chakravarti D, Spring DJ, Xia Y, DePinho RA. Stromal-derived NRG1 enables oncogenic KRAS bypass in pancreas cancer. Genes Dev 2023; 37:818-828. [PMID: 37775182 PMCID: PMC10621596 DOI: 10.1101/gad.351037.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 09/13/2023] [Indexed: 10/01/2023]
Abstract
Activating KRAS mutations (KRAS*) in pancreatic ductal adenocarcinoma (PDAC) drive anabolic metabolism and support tumor maintenance. KRAS* inhibitors show initial antitumor activity followed by recurrence due to cancer cell-intrinsic and immune-mediated paracrine mechanisms. Here, we explored the potential role of cancer-associated fibroblasts (CAFs) in enabling KRAS* bypass and identified CAF-derived NRG1 activation of cancer cell ERBB2 and ERBB3 receptor tyrosine kinases as a mechanism by which KRAS*-independent growth is supported. Genetic extinction or pharmacological inhibition of KRAS* resulted in up-regulation of ERBB2 and ERBB3 expression in human and murine models, which prompted cancer cell utilization of CAF-derived NRG1 as a survival factor. Genetic depletion or pharmacological inhibition of ERBB2/3 or NRG1 abolished KRAS* bypass and synergized with KRASG12D inhibitors in combination treatments in mouse and human PDAC models. Thus, we found that CAFs can contribute to KRAS* inhibitor therapy resistance via paracrine mechanisms, providing an actionable therapeutic strategy to improve the effectiveness of KRAS* inhibitors in PDAC patients.
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Affiliation(s)
- Jincheng Han
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Jiaqian Xu
- Department of Cancer Systems Imaging, Division of Diagnostic Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Yonghong Liu
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Shaoheng Liang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Kyle A LaBella
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Deepavali Chakravarti
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Denise J Spring
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Yan Xia
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA
| | - Ronald A DePinho
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030 USA;
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27
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Leonard TA, Loose M, Martens S. The membrane surface as a platform that organizes cellular and biochemical processes. Dev Cell 2023; 58:1315-1332. [PMID: 37419118 DOI: 10.1016/j.devcel.2023.06.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 04/22/2023] [Accepted: 06/08/2023] [Indexed: 07/09/2023]
Abstract
Membranes are essential for life. They act as semi-permeable boundaries that define cells and organelles. In addition, their surfaces actively participate in biochemical reaction networks, where they confine proteins, align reaction partners, and directly control enzymatic activities. Membrane-localized reactions shape cellular membranes, define the identity of organelles, compartmentalize biochemical processes, and can even be the source of signaling gradients that originate at the plasma membrane and reach into the cytoplasm and nucleus. The membrane surface is, therefore, an essential platform upon which myriad cellular processes are scaffolded. In this review, we summarize our current understanding of the biophysics and biochemistry of membrane-localized reactions with particular focus on insights derived from reconstituted and cellular systems. We discuss how the interplay of cellular factors results in their self-organization, condensation, assembly, and activity, and the emergent properties derived from them.
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Affiliation(s)
- Thomas A Leonard
- Max Perutz Labs, Vienna Biocenter Campus (VBC), Dr. Bohr-Gasse 9, 1030, Vienna, Austria; Medical University of Vienna, Center for Medical Biochemistry, Dr. Bohr-Gasse 9, 1030, Vienna, Austria.
| | - Martin Loose
- Institute of Science and Technology Austria, Am Campus 1, 3400 Klosterneuburg, Austria.
| | - Sascha Martens
- Max Perutz Labs, Vienna Biocenter Campus (VBC), Dr. Bohr-Gasse 9, 1030, Vienna, Austria; University of Vienna, Center for Molecular Biology, Department of Biochemistry and Cell Biology, Dr. Bohr-Gasse 9, 1030, Vienna, Austria.
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28
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Nigam A, Krishnamoorthy G, Chatila W, Berman K, Saqcena M, Walch H, Ho A, Schultz N, Fagin J, Untch B. Cooperative Genomic Lesions in HRAS-Mutant Cancers Predict Resistance to Farnesyltransferase Inhibitors. RESEARCH SQUARE 2023:rs.3.rs-3154719. [PMID: 37503077 PMCID: PMC10371077 DOI: 10.21203/rs.3.rs-3154719/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
The clinical development of farnesyltransferase inhibitors (FTI) for HRAS-mutant tumors showed mixed responses dependent on cancer type. Co-occurring mutations may affect response. We aimed to uncover cooperative genetic events specific to HRAS-mutant tumors and study their effect on FTI sensitivity. Using targeted sequencing data from MSK-IMPACT and DFCI-GENIE databases we identified co-mutations in HRAS- vs KRAS- and NRAS-mutant cancers. HRAS-mutant cancers had a higher frequency of co-altered mutations (48.8%) in MAPK, PI3K, or RTK pathways genes compared to KRAS- and NRAS-mutant cancers (41.4% and 38.4%, respectively; p < 0.05). Class 3 BRAF, NF1, PTEN, and PIK3CA mutations were more prevalent in HRAS-mutant lineages. To study the effect of comutations on FTI sensitivity, HrasG13R was transfected into 'RASless' (Kraslox/lox;Hras-/-;Nras-/-) mouse embryonic fibroblasts (MEFs) which sensitized non-transfected MEFs to tipifarnib. Comutation in the form of Pten or Nf1 deletion or Pik3caH1047R or BrafG466E transduction led to relative resistance to tipifarnib in HrasG13R MEFs in the presence or absence of KrasWT. Combined treatment of tipifarnib with MEK inhibition sensitized cells to tipifarnib, including in MEFs with PI3K pathway comutations. HRAS-mutant tumors demonstrate lineage demonstrate lineage-dependent MAPK/PI3K pathway alterations that confer relative resistance to tipifarnib. Combined FTI and MEK inhibition is a promising combination for HRAS-mutant tumors.
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Affiliation(s)
| | | | | | | | | | | | - Alan Ho
- Memorial Sloan-Kettering Cancer Center
| | - Nikolaus Schultz
- Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center
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29
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Sierk M, Ratnayake S, Wagle MM, Chen B, Park B, Wang J, Youkharibache P, Meerzaman D. 3DVizSNP: a tool for rapidly visualizing missense mutations identified in high throughput experiments in iCn3D. BMC Bioinformatics 2023; 24:244. [PMID: 37296383 DOI: 10.1186/s12859-023-05370-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 05/30/2023] [Indexed: 06/12/2023] Open
Abstract
BACKGROUND High throughput experiments in cancer and other areas of genomic research identify large numbers of sequence variants that need to be evaluated for phenotypic impact. While many tools exist to score the likely impact of single nucleotide polymorphisms (SNPs) based on sequence alone, the three-dimensional structural environment is essential for understanding the biological impact of a nonsynonymous mutation. RESULTS We present a program, 3DVizSNP, that enables the rapid visualization of nonsynonymous missense mutations extracted from a variant caller format file using the web-based iCn3D visualization platform. The program, written in Python, leverages REST APIs and can be run locally without installing any other software or databases, or from a webserver hosted by the National Cancer Institute. It automatically selects the appropriate experimental structure from the Protein Data Bank, if available, or the predicted structure from the AlphaFold database, enabling users to rapidly screen SNPs based on their local structural environment. 3DVizSNP leverages iCn3D annotations and its structural analysis functions to assess changes in structural contacts associated with mutations. CONCLUSIONS This tool enables researchers to efficiently make use of 3D structural information to prioritize mutations for further computational and experimental impact assessment. The program is available as a webserver at https://analysistools.cancer.gov/3dvizsnp or as a standalone python program at https://github.com/CBIIT-CGBB/3DVizSNP .
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Affiliation(s)
- Michael Sierk
- Computational Genomics and Bioinformatics Branch, Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, Rockville, MD, 20852, USA.
| | - Shashikala Ratnayake
- Computational Genomics and Bioinformatics Branch, Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, Rockville, MD, 20852, USA
| | - Manoj M Wagle
- Faculty of Pharmacy, University of Grenoble Alpes, Grenoble, France
- Department of Bioinformatics, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, 576104, India
- School of Mathematics and Statistics, Faculty of Science, and Computational Systems Biology Group, Children's Medical Research Institute, University of Sydney, Camperdown, NSW, Australia
| | - Ben Chen
- Digital Services and Solutions Branch, Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, Rockville, MD, 20852, USA
| | - Brian Park
- Digital Services and Solutions Branch, Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, Rockville, MD, 20852, USA
| | - Jiyao Wang
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD, 20894, USA
| | - Philippe Youkharibache
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD, 20892, USA
| | - Daoud Meerzaman
- Computational Genomics and Bioinformatics Branch, Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, Rockville, MD, 20852, USA
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30
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Lastraioli E, Bettiol A, Iorio J, Limatola E, Checcacci D, Parisi E, Bianchi C, Arcangeli A, Iannopollo M, Di Costanzo F, Di Lieto M. Evaluation of RAS Mutational Status in Liquid Biopsy to Monitor Disease Progression in Metastatic Colorectal Cancer Patients. Cells 2023; 12:1458. [PMID: 37296579 PMCID: PMC10253213 DOI: 10.3390/cells12111458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 05/09/2023] [Accepted: 05/22/2023] [Indexed: 06/12/2023] Open
Abstract
In this study we evaluated both~ K- and N-RAS mutations in plasma samples from patients with metastatic colorectal cancer by means of the BEAMing technology, and we assessed their diagnostic performance compared to RAS analyses performed on tissue. The sensitivity of BEAMing in identifying KRAS mutations was of 89.5%, with a fair specificity. The agreement with tissue analysis was moderate. The sensitivity for NRAS was high with a good specificity, and the agreement between tissue analysis and BEAMing was fair. Interestingly, significantly higher mutant allele fraction (MAF) levels were detected in patients with G2 tumors, liver metastases, and in those who did not receive surgery. NRAS MAF level was significantly higher in patients with mucinous adenocarcinoma and for those with lung metastases. A sharp increase in the MAF values was observed in patients who moved towards disease progression. More strikingly, molecular progression always anticipated the radiological one in these patients. These observations pave the way to the possibility of using liquid biopsy to monitor patients during treatment, and to enable oncologists to anticipate interventions compared to radiological analyses. This will allow time to be saved and ensure a better management of metastatic patients in the near future.
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Affiliation(s)
- Elena Lastraioli
- Department of Experimental and Clinical Medicine, University of Florence, 50134 Florence, Italy
- Complex Dynamics Study Centre (CSDC), University of Florence, 50100 Florence, Italy
| | - Alessandra Bettiol
- Department of Experimental and Clinical Medicine, University of Florence, 50134 Florence, Italy
| | - Jessica Iorio
- Department of Experimental and Clinical Medicine, University of Florence, 50134 Florence, Italy
| | - Elvira Limatola
- Medical Oncology, S. Jacopo Hospital, 51100 Pistoia, Italy
- Medical Oncology, S.S. Cosma e Damiano Hospital, 51017 Pescia, Italy
| | - Daniele Checcacci
- Medical Oncology, S. Jacopo Hospital, 51100 Pistoia, Italy
- Medical Oncology, S.S. Cosma e Damiano Hospital, 51017 Pescia, Italy
| | - Erica Parisi
- Medical Oncology, S. Jacopo Hospital, 51100 Pistoia, Italy
- Medical Oncology, S.S. Cosma e Damiano Hospital, 51017 Pescia, Italy
| | - Cristina Bianchi
- Medical Oncology, S. Jacopo Hospital, 51100 Pistoia, Italy
- Medical Oncology, S.S. Cosma e Damiano Hospital, 51017 Pescia, Italy
| | - Annarosa Arcangeli
- Department of Experimental and Clinical Medicine, University of Florence, 50134 Florence, Italy
- Complex Dynamics Study Centre (CSDC), University of Florence, 50100 Florence, Italy
| | - Mauro Iannopollo
- Medical Oncology, S. Jacopo Hospital, 51100 Pistoia, Italy
- Medical Oncology, S.S. Cosma e Damiano Hospital, 51017 Pescia, Italy
| | - Francesco Di Costanzo
- Medical Oncology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo Brambilla 3, 50134 Florence, Italy
| | - Marco Di Lieto
- Medical Oncology, S. Jacopo Hospital, 51100 Pistoia, Italy
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Entrialgo-Cadierno R, Cueto-Ureña C, Welch C, Feliu I, Macaya I, Vera L, Morales X, Michelina SV, Scaparone P, Lopez I, Darbo E, Erice O, Vallejo A, Moreno H, Goñi-Salaverri A, Lara-Astiaso D, Halberg N, Cortes-Dominguez I, Guruceaga E, Ambrogio C, Lecanda F, Vicent S. The phospholipid transporter PITPNC1 links KRAS to MYC to prevent autophagy in lung and pancreatic cancer. Mol Cancer 2023; 22:86. [PMID: 37210549 DOI: 10.1186/s12943-023-01788-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 05/11/2023] [Indexed: 05/22/2023] Open
Abstract
BACKGROUND The discovery of functionally relevant KRAS effectors in lung and pancreatic ductal adenocarcinoma (LUAD and PDAC) may yield novel molecular targets or mechanisms amenable to inhibition strategies. Phospholipids availability has been appreciated as a mechanism to modulate KRAS oncogenic potential. Thus, phospholipid transporters may play a functional role in KRAS-driven oncogenesis. Here, we identified and systematically studied the phospholipid transporter PITPNC1 and its controlled network in LUAD and PDAC. METHODS Genetic modulation of KRAS expression as well as pharmacological inhibition of canonical effectors was completed. PITPNC1 genetic depletion was performed in in vitro and in vivo LUAD and PDAC models. PITPNC1-deficient cells were RNA sequenced, and Gene Ontology and enrichment analyses were applied to the output data. Protein-based biochemical and subcellular localization assays were run to investigate PITPNC1-regulated pathways. A drug repurposing approach was used to predict surrogate PITPNC1 inhibitors that were tested in combination with KRASG12C inhibitors in 2D, 3D, and in vivo models. RESULTS PITPNC1 was increased in human LUAD and PDAC, and associated with poor patients' survival. PITPNC1 was regulated by KRAS through MEK1/2 and JNK1/2. Functional experiments showed PITPNC1 requirement for cell proliferation, cell cycle progression and tumour growth. Furthermore, PITPNC1 overexpression enhanced lung colonization and liver metastasis. PITPNC1 regulated a transcriptional signature which highly overlapped with that of KRAS, and controlled mTOR localization via enhanced MYC protein stability to prevent autophagy. JAK2 inhibitors were predicted as putative PITPNC1 inhibitors with antiproliferative effect and their combination with KRASG12C inhibitors elicited a substantial anti-tumour effect in LUAD and PDAC. CONCLUSIONS Our data highlight the functional and clinical relevance of PITPNC1 in LUAD and PDAC. Moreover, PITPNC1 constitutes a new mechanism linking KRAS to MYC, and controls a druggable transcriptional network for combinatorial treatments.
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Affiliation(s)
- Rodrigo Entrialgo-Cadierno
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Cristina Cueto-Ureña
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Connor Welch
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
| | - Iker Feliu
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Irati Macaya
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Laura Vera
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Xabier Morales
- Imaging Unit and Cancer Imaging Laboratory, University of Navarra, CIMA, Pamplona, Spain
| | - Sandra Vietti Michelina
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Centre, University of Torino, Turin, Italy
| | - Pietro Scaparone
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Centre, University of Torino, Turin, Italy
| | - Ines Lopez
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Elodie Darbo
- University of Bordeaux, INSERM, BRIC, U 1312, F-33000, Bordeaux, France
| | - Oihane Erice
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Adrian Vallejo
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | - Haritz Moreno
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
| | | | - David Lara-Astiaso
- Molecular Therapies Program, University of Navarra, CIMA, Pamplona, Spain
- Wellcome - MRC Cambridge Stem Cell Institute (CSCI), Cambridge, UK
| | - Nils Halberg
- Department of Biomedicine, University of Bergen, Bergen, Norway
| | - Ivan Cortes-Dominguez
- Imaging Unit and Cancer Imaging Laboratory, University of Navarra, CIMA, Pamplona, Spain
- Bioinformatics Platform, University of Navarra, CIMA, Pamplona, Spain
| | - Elizabeth Guruceaga
- Bioinformatics Platform, University of Navarra, CIMA, Pamplona, Spain
- IdiSNA, Navarra Institute for Health Research, Pamplona, Spain
| | - Chiara Ambrogio
- Department of Molecular Biotechnology and Health Sciences, Molecular Biotechnology Centre, University of Torino, Turin, Italy
| | - Fernando Lecanda
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- IdiSNA, Navarra Institute for Health Research, Pamplona, Spain
- Department of Pathology, Anatomy and Physiology, University of Navarra, Pamplona, Spain
| | - Silve Vicent
- Program in Solid Tumours, University of Navarra, Centre of Applied Medical Research (CIMA), 55 Pio XII Avenue, 31008, Pamplona, Spain.
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain.
- IdiSNA, Navarra Institute for Health Research, Pamplona, Spain.
- Department of Pathology, Anatomy and Physiology, University of Navarra, Pamplona, Spain.
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32
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Wang C, Liu L, Cheng Y, Shi H. Combined GSK-3β and MEK inhibitors modulate the stemness and radiotherapy sensitivity of cervical cancer stem cells through the Wnt signaling pathway. Chem Biol Interact 2023; 380:110515. [PMID: 37116855 DOI: 10.1016/j.cbi.2023.110515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Revised: 04/20/2023] [Accepted: 04/25/2023] [Indexed: 04/30/2023]
Abstract
Cancer stem cells (CSCs) are the basis of cancer and lead to the recurrence and metastasis of cervical cancer. The aim of this study was to investigate the effects of antineoplastic agents on the stemness and radiotherapy sensitivity of cervical CSCs. Side population (SP) and non-side population (NSP) cells from the SiHa cervical cancer cell line were separated using flow cytometry. The cell spheroidization, proliferation, and subcutaneous tumor formation abilities of SP cells were stronger than those of NSP cells, and cervical CSC marker expressions increased in SP cells. The proliferation, anti-apoptosis and migration of SP cells under ionizing radiation were higher than those of SiHa cells. GSK-3β and/or MEK inhibitors can increase the proliferation, migration and anti-apoptosis of SP cells, and CSC marker expressions. The Wnt pathway inhibitor decreased CSC stemness maintenance by combination of GSK-3β and MEK inhibitors. Injection of GSK-3β and MEK inhibitors under ionizing radiation promoted tumor growth and activated downstream factor expressions in the Wnt signaling pathway in vivo. This study demonstrated that combining GSK-3β and MEK inhibitors can activate Wnt signaling pathway in cervical CSCs, thereby affecting their stemness maintenance and radiotherapy sensitivity.
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Affiliation(s)
- Cong Wang
- Department of Gynecological Radiotherapy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Lijun Liu
- Department of Rheumatology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Yan Cheng
- Department of Gynecological Radiotherapy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
| | - Huirong Shi
- Department of Gynaecology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
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33
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Lee KY, Ikura M, Marshall CB. The Self-Association of the KRAS4b Protein is Altered by Lipid-Bilayer Composition and Electrostatics. Angew Chem Int Ed Engl 2023; 62:e202218698. [PMID: 36883374 DOI: 10.1002/anie.202218698] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Revised: 02/07/2023] [Accepted: 03/07/2023] [Indexed: 03/09/2023]
Abstract
KRAS is a peripheral membrane protein that regulates multiple signaling pathways, and is mutated in ≈30 % of cancers. Transient self-association of KRAS is essential for activation of the downstream effector RAF and oncogenicity. The presence of anionic phosphatidylserine (PS) lipids in the membrane was shown to promote KRAS self-assembly, however, the structural mechanisms remain elusive. Here, we employed nanodisc bilayers of defined lipid compositions, and probed the impact of PS concentration on KRAS self-association. Paramagnetic NMR experiments demonstrated the existence of two transient dimer conformations involving alternate electrostatic contacts between R135 and either D153 or E168 on the "α4/5-α4/5" interface, and revealed that lipid composition and salt modulate their dynamic equilibrium. These dimer interfaces were validated by charge-reversal mutants. This plasticity demonstrates how the dynamic KRAS dimerization interface responds to the environment, and likely extends to the assembly of other signaling complexes on the membrane.
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Affiliation(s)
- Ki-Young Lee
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Gyeonggi-Do, South Korea
| | - Mitsuhiko Ikura
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada
| | - Christopher B Marshall
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, M5G 1L7, Canada
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Simanshu DK, Philips MR, Hancock JF. Consensus on the RAS dimerization hypothesis: Strong evidence for lipid-mediated clustering but not for G-domain-mediated interactions. Mol Cell 2023; 83:1210-1215. [PMID: 36990093 PMCID: PMC10150945 DOI: 10.1016/j.molcel.2023.03.008] [Citation(s) in RCA: 21] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 02/24/2023] [Accepted: 03/07/2023] [Indexed: 03/30/2023]
Abstract
One of the open questions in RAS biology is the existence of RAS dimers and their role in RAF dimerization and activation. The idea of RAS dimers arose from the discovery that RAF kinases function as obligate dimers, which generated the hypothesis that RAF dimer formation might be nucleated by G-domain-mediated RAS dimerization. Here, we review the evidence for RAS dimerization and describe a recent discussion among RAS researchers that led to a consensus that the clustering of two or more RAS proteins is not due to the stable association of G-domains but, instead, is a consequence of RAS C-terminal membrane anchors and the membrane phospholipids with which they interact.
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Affiliation(s)
- Dhirendra K Simanshu
- NCI RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, MD, USA.
| | - Mark R Philips
- Perlmutter Cancer Center, NYU Grossman School of Medicine, New York, NY, USA.
| | - John F Hancock
- Department of Integrative Biology and Pharmacology, McGovern Medical School, University of Texas Health Science Center, Houston, TX, USA.
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35
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Tang X, Xue D, Zhang T, Nilsson-Payant BE, Carrau L, Duan X, Gordillo M, Tan AY, Qiu Y, Xiang J, Schwartz RE, tenOever BR, Evans T, Chen S. A multi-organoid platform identifies CIART as a key factor for SARS-CoV-2 infection. Nat Cell Biol 2023; 25:381-389. [PMID: 36918693 PMCID: PMC10014579 DOI: 10.1038/s41556-023-01095-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 01/25/2023] [Indexed: 03/16/2023]
Abstract
COVID-19 is a systemic disease involving multiple organs. We previously established a platform to derive organoids and cells from human pluripotent stem cells to model SARS-CoV-2 infection and perform drug screens1,2. This provided insight into cellular tropism and the host response, yet the molecular mechanisms regulating SARS-CoV-2 infection remain poorly defined. Here we systematically examined changes in transcript profiles caused by SARS-CoV-2 infection at different multiplicities of infection for lung airway organoids, lung alveolar organoids and cardiomyocytes, and identified several genes that are generally implicated in controlling SARS-CoV-2 infection, including CIART, the circadian-associated repressor of transcription. Lung airway organoids, lung alveolar organoids and cardiomyocytes derived from isogenic CIART-/- human pluripotent stem cells were significantly resistant to SARS-CoV-2 infection, independently of viral entry. Single-cell RNA-sequencing analysis further validated the decreased levels of SARS-CoV-2 infection in ciliated-like cells of lung airway organoids. CUT&RUN, ATAC-seq and RNA-sequencing analyses showed that CIART controls SARS-CoV-2 infection at least in part through the regulation of NR4A1, a gene also identified from the multi-organoid analysis. Finally, transcriptional profiling and pharmacological inhibition led to the discovery that the Retinoid X Receptor pathway regulates SARS-CoV-2 infection downstream of CIART and NR4A1. The multi-organoid platform identified the role of circadian-clock regulation in SARS-CoV-2 infection, which provides potential therapeutic targets for protection against COVID-19 across organ systems.
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Affiliation(s)
- Xuming Tang
- Department of Surgery, Weill Cornell Medicine, New York, NY, USA
- Center for Genomic Health, Weill Cornell Medicine, New York, NY, USA
| | - Dongxiang Xue
- Department of Surgery, Weill Cornell Medicine, New York, NY, USA
- Center for Genomic Health, Weill Cornell Medicine, New York, NY, USA
| | - Tuo Zhang
- Genomics Resources Core Facility, Weill Cornell Medicine, New York, NY, USA
| | - Benjamin E Nilsson-Payant
- Department of Microbiology, New York University, New York, NY, USA
- TWINCORE Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Lucia Carrau
- Department of Microbiology, New York University, New York, NY, USA
| | - Xiaohua Duan
- Department of Surgery, Weill Cornell Medicine, New York, NY, USA
- Center for Genomic Health, Weill Cornell Medicine, New York, NY, USA
| | - Miriam Gordillo
- Department of Surgery, Weill Cornell Medicine, New York, NY, USA
- Center for Genomic Health, Weill Cornell Medicine, New York, NY, USA
| | - Adrian Y Tan
- Genomics Resources Core Facility, Weill Cornell Medicine, New York, NY, USA
| | - Yunping Qiu
- Stable Isotope and Metabolomics Core Facility, The Einstein-Mount Sinai Diabetes Research Center, Albert Einstein College of Medicine, Bronx, New York, USA
| | - Jenny Xiang
- Genomics Resources Core Facility, Weill Cornell Medicine, New York, NY, USA
| | - Robert E Schwartz
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medicine, New York, NY, USA
| | | | - Todd Evans
- Department of Surgery, Weill Cornell Medicine, New York, NY, USA
- Center for Genomic Health, Weill Cornell Medicine, New York, NY, USA
| | - Shuibing Chen
- Department of Surgery, Weill Cornell Medicine, New York, NY, USA.
- Center for Genomic Health, Weill Cornell Medicine, New York, NY, USA.
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36
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Walker G, Brown C, Ge X, Kumar S, Muzumdar MD, Gupta K, Bhattacharyya M. Determination of oligomeric organization of membrane proteins from native membranes at nanoscale-spatial and single-molecule resolution. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.19.529138. [PMID: 36865290 PMCID: PMC9980011 DOI: 10.1101/2023.02.19.529138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
Abstract
The oligomeric organization of membrane proteins in native cell membranes is a critical regulator of their function. High-resolution quantitative measurements of oligomeric assemblies and how they change under different conditions are indispensable to the understanding of membrane protein biology. We report a single-molecule imaging technique (Native-nanoBleach) to determine the oligomeric distribution of membrane proteins directly from native membranes at an effective spatial resolution of ∼10 nm. We achieved this by capturing target membrane proteins in "native nanodiscs" with their proximal native membrane environment using amphipathic copolymers. We established this method using structurally and functionally diverse membrane proteins with well-established stoichiometries. We then applied Native-nanoBleach to quantify the oligomerization status of a receptor tyrosine kinase (TrkA) and a small GTPase (KRas) under conditions of growth-factor binding or oncogenic mutations, respectively. Native-nanoBleach provides a sensitive, single-molecule platform to quantify membrane protein oligomeric distributions in native membranes at an unprecedented spatial resolution.
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Lozano A, Souche FR, Chavey C, Dardalhon V, Ramirez C, Vegna S, Desandre G, Riviere A, Zine El Aabidine A, Fort P, Akkari L, Hibner U, Grégoire D. Ras/MAPK signalling intensity defines subclonal fitness in a mouse model of hepatocellular carcinoma. eLife 2023; 12:76294. [PMID: 36656749 PMCID: PMC9891719 DOI: 10.7554/elife.76294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 01/18/2023] [Indexed: 01/20/2023] Open
Abstract
Quantitative differences in signal transduction are to date an understudied feature of tumour heterogeneity. The MAPK Erk pathway, which is activated in a large proportion of human tumours, is a prototypic example of distinct cell fates being driven by signal intensity. We have used primary hepatocyte precursors transformed with different dosages of an oncogenic form of Ras to model subclonal variations in MAPK signalling. Orthotopic allografts of Ras-transformed cells in immunocompromised mice gave rise to fast-growing aggressive tumours, both at the primary location and in the peritoneal cavity. Fluorescent labelling of cells expressing different oncogene levels, and consequently varying levels of MAPK Erk activation, highlighted the selection processes operating at the two sites of tumour growth. Indeed, significantly higher Ras expression was observed in primary as compared to secondary, metastatic sites, despite the apparent evolutionary trade-off of increased apoptotic death in the liver that correlated with high Ras dosage. Analysis of the immune tumour microenvironment at the two locations suggests that fast peritoneal tumour growth in the immunocompromised setting is abrogated in immunocompetent animals due to efficient antigen presentation by peritoneal dendritic cells. Furthermore, our data indicate that, in contrast to the metastatic-like outgrowth, strong MAPK signalling is required in the primary liver tumours to resist elimination by NK (natural killer) cells. Overall, this study describes a quantitative aspect of tumour heterogeneity and points to a potential vulnerability of a subtype of hepatocellular carcinoma as a function of MAPK Erk signalling intensity.
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Affiliation(s)
- Anthony Lozano
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Francois-Régis Souche
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
- Department of surgery and liver transplantation, Hopital Saint Eloi Hopitaux universitaires de MontpelierMontpellierFrance
| | - Carine Chavey
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Valérie Dardalhon
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Christel Ramirez
- Division of Tumor Biology and Immunology, Netherlands Cancer Institute, Oncode InstituteAmsterdamNetherlands
| | - Serena Vegna
- Division of Tumor Biology and Immunology, Netherlands Cancer Institute, Oncode InstituteAmsterdamNetherlands
| | - Guillaume Desandre
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Anaïs Riviere
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Amal Zine El Aabidine
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Philippe Fort
- Centre de Recherche en Biologie Cellulaire de Montpellier (CRBM), University of Montpellier, CNRSMontpellierFrance
| | - Leila Akkari
- Division of Tumor Biology and Immunology, Netherlands Cancer Institute, Oncode InstituteAmsterdamNetherlands
| | - Urszula Hibner
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
| | - Damien Grégoire
- Institut de Génétique Moléculaire de Montpellier, University of MontpellierMontpellierFrance
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Ni Y, Liu J, Zeng L, Yang Y, Liu L, Yao M, Chai L, Zhang L, Li Y, Zhang L, Li W. Natural product manoalide promotes EGFR-TKI sensitivity of lung cancer cells by KRAS-ERK pathway and mitochondrial Ca 2+ overload-induced ferroptosis. Front Pharmacol 2023; 13:1109822. [PMID: 36712673 PMCID: PMC9873971 DOI: 10.3389/fphar.2022.1109822] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 12/30/2022] [Indexed: 01/12/2023] Open
Abstract
Background: Manoalide (MA), a proven natural inhibitor of PLA2 has anticancer effects, but its potential application and mechanism as an anticancer drug to promote EGFR-TKI sensitivity in lung cancer cells have not been studied. Methods: KRAS-mutated lung cancer cells and organoids, acquired osimertinib-resistant lung cancer cell lines HCC827OR, were used as EGFR-TKI-resistant models. CCK-8, clone formation, apoptosis assays, and calcein-AM staining were performed to investigate the inhibitory effects of MA in lung cancer cells and organoids. The flow cytometry or confocal microscope was used to detect lipid droplets, ROS, lipid peroxidation, mitochondria Ca2+, and iron content. The oxygen consumption rate (OCR) and fatty acid oxidation (FAO) were used to estimate the effect of MA on mitochondrial function. Results: MA inhibits the proliferation of KRAS-mutated lung cancer cells and organoids. In addition, MA induces ER stress in a ROS-dependent mechanism. The ROS induced by MA is mainly in mitochondrial and causes lipid peroxidation, thereby inhibiting mitochondrial FAO metabolism and promoting the accumulation of lipid droplets. MA also suppresses the KRAS-ERK pathway through ROS and promotes the sensitivity of KRAS-mutated lung cancer cells and organoids to osimertinib. Furthermore, MA induces ferroptosis by suppressing the NRF2-SLC7A11 axis and mitochondrial Ca2+ overload induced-FTH1 pathways to promote the sensitivity of osimertinib-resistant lung cancer cells to osimertinib. Conclusions: MA is a candidate EGFR-TKI sensitizer in KRAS-mutated and osimertinib-resistant lung cancer cells.
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Affiliation(s)
- Yinyun Ni
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Jiaye Liu
- Department of Thyroid and Parathyroid Surgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lingyan Zeng
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Ying Yang
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lei Liu
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Menglin Yao
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Li Chai
- Institute of Core facility, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lu Zhang
- Institute of Core facility, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yi Li
- Institute of Core facility, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Li Zhang
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China,*Correspondence: Li Zhang, ; Weimin Li,
| | - Weimin Li
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network (NHC Key Laboratory of Transplant Engineering and Immunology), West China Hospital, Sichuan University, Chengdu, Sichuan, China,Precision Medicine Center, Precision Medicine Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, China,*Correspondence: Li Zhang, ; Weimin Li,
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KIAA1429 promotes tumorigenesis and gefitinib resistance in lung adenocarcinoma by activating the JNK/ MAPK pathway in an m 6A-dependent manner. Drug Resist Updat 2023; 66:100908. [PMID: 36493511 DOI: 10.1016/j.drup.2022.100908] [Citation(s) in RCA: 31] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 11/28/2022] [Accepted: 11/30/2022] [Indexed: 12/09/2022]
Abstract
Non-small cell lung cancer is the leading cause of cancer related mortality worldwide, and lung adenocarcinoma (LUAD) is one of the most common subtypes. The role of N6-methyladenosine (m6A) modification in tumorigenesis and drug resistance in LUAD remains unclear. In this study, we evaluated the effects of vir-like m6A methyltransferase-associated protein (KIAA1429) depletion on proliferation, migration, invasion, and drug resistance of LUAD cells, and identified m6A-dependent downstream genes influenced by KIAA1429. We found that KIAA1429 activated Jun N-terminal kinase (JNK) mitogen-activated protein kinase (MAPK) pathway as a novel signaling event, which is responsible for tumorigenesis and resistance to gefitinib in LUAD cells. KIAA1429 and MAP3K2 showed high expression in LUAD patients' tissues. Knockdown of KIAA1429 inhibited MAP3K2 expression in an m6A methylation-dependent manner, restraining the progression of LUAD cells and inhibiting growth of gefitinib-resistant HCC827 cells. KIAA1429 positively regulated MAP3K2 expression, activated JNK/ MAPK pathway, and promoted drug resistance in gefitinib-resistant HCC827 cells. We reproduced the in vitro results in nude mouse xenografted with KIAA1429 knockdown cells. Our study showed that the mechanism of m6A KIAA1429-mediated gefitinib resistance in LUAD cells occurs by activating JNK/ MAPK signaling pathway. These findings provide potential targets for molecular therapy and clinical treatment in LUAD patients with gefitinib resistance.
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Tang R, Shuldiner EG, Kelly M, Murray CW, Hebert JD, Andrejka L, Tsai MK, Hughes NW, Parker MI, Cai H, Li YC, Wahl GM, Dunbrack RL, Jackson PK, Petrov DA, Winslow MM. Multiplexed screens identify RAS paralogues HRAS and NRAS as suppressors of KRAS-driven lung cancer growth. Nat Cell Biol 2023; 25:159-169. [PMID: 36635501 PMCID: PMC10521195 DOI: 10.1038/s41556-022-01049-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 11/09/2022] [Indexed: 01/13/2023]
Abstract
Oncogenic KRAS mutations occur in approximately 30% of lung adenocarcinoma. Despite several decades of effort, oncogenic KRAS-driven lung cancer remains difficult to treat, and our understanding of the regulators of RAS signalling is incomplete. Here to uncover the impact of diverse KRAS-interacting proteins on lung cancer growth, we combined multiplexed somatic CRISPR/Cas9-based genome editing in genetically engineered mouse models with tumour barcoding and high-throughput barcode sequencing. Through a series of CRISPR/Cas9 screens in autochthonous lung cancer models, we show that HRAS and NRAS are suppressors of KRASG12D-driven tumour growth in vivo and confirm these effects in oncogenic KRAS-driven human lung cancer cell lines. Mechanistically, RAS paralogues interact with oncogenic KRAS, suppress KRAS-KRAS interactions, and reduce downstream ERK signalling. Furthermore, HRAS and NRAS mutations identified in oncogenic KRAS-driven human tumours partially abolished this effect. By comparing the tumour-suppressive effects of HRAS and NRAS in oncogenic KRAS- and oncogenic BRAF-driven lung cancer models, we confirm that RAS paralogues are specific suppressors of KRAS-driven lung cancer in vivo. Our study outlines a technological avenue to uncover positive and negative regulators of oncogenic KRAS-driven cancer in a multiplexed manner in vivo and highlights the role RAS paralogue imbalance in oncogenic KRAS-driven lung cancer.
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Affiliation(s)
- Rui Tang
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Marcus Kelly
- Cancer Biology Program, Stanford University School of Medicine, Stanford, CA, USA
- Baxter Laboratories, Stanford University School of Medicine, Stanford, CA, USA
| | - Christopher W Murray
- Cancer Biology Program, Stanford University School of Medicine, Stanford, CA, USA
| | - Jess D Hebert
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Laura Andrejka
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Min K Tsai
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Cancer Biology Program, Stanford University School of Medicine, Stanford, CA, USA
| | - Nicholas W Hughes
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Mitchell I Parker
- Molecular Therapeutics Program, Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, PA, USA
- Molecular and Cell Biology and Genetics Program, Drexel University College of Medicine, Philadelphia, PA, USA
| | - Hongchen Cai
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Yao-Cheng Li
- Gene Expression Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Geoffrey M Wahl
- Gene Expression Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Roland L Dunbrack
- Molecular Therapeutics Program, Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Peter K Jackson
- Cancer Biology Program, Stanford University School of Medicine, Stanford, CA, USA
- Baxter Laboratories, Stanford University School of Medicine, Stanford, CA, USA
| | - Dmitri A Petrov
- Department of Biology, Stanford University, Stanford, CA, USA
- Cancer Biology Program, Stanford University School of Medicine, Stanford, CA, USA
- The Chan Zuckerberg BioHub, San Francisco, CA, USA
| | - Monte M Winslow
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
- Cancer Biology Program, Stanford University School of Medicine, Stanford, CA, USA.
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
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41
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Singh G, Thakur N, Kumar U. RAS: Circuitry and therapeutic targeting. Cell Signal 2023; 101:110505. [PMID: 36341985 DOI: 10.1016/j.cellsig.2022.110505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 10/05/2022] [Accepted: 10/21/2022] [Indexed: 11/26/2022]
Abstract
Cancer has affected the lives of millions worldwide and is truly regarded as a devastating disease process. Despite advanced understanding of the genomic underpinning of cancer development and progression, therapeutic challenges are still persistent. Among all the human cancers, around 33% are attributed to mutations in RAS oncogene, a crucial component of the signaling pathways. With time, our understanding of RAS circuitry has improved and now the fact that it activates several downstream effectors, depending on the type and grades of cancer has been established. The circuitry is controlled via post-transcriptional mechanisms and frequent distortions in these mechanisms lead to important metabolic as well as immunological states that favor cancer cells' growth, survival, plasticity and metastasis. Therefore, understanding RAS circuitry can help researchers/clinicians to develop novel and potent therapeutics that, in turn, can save the lives of patients suffering from RAS-mutant cancers. There are many challenges presented by resistance and the potential strategies with a particular focus on novel combinations for overcoming these, that could move beyond transitory responses in the direction of treatment. Here in this review, we will look at how understanding the circuitry of RAS can be put to use in making strategies for developing therapeutics against RAS- driven malignancies.
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Affiliation(s)
- Gagandeep Singh
- Department of Biosciences (UIBT), Chandigarh University, NH-05, Ludhiana - Chandigarh State Hwy, Sahibzada Ajit Singh Nagar, Punjab 140413, India
| | - Neelam Thakur
- Department of Biosciences (UIBT), Chandigarh University, NH-05, Ludhiana - Chandigarh State Hwy, Sahibzada Ajit Singh Nagar, Punjab 140413, India; Department of Zoology, Sardar Patel University, Vallabh Government College Campus, Paddal, Kartarpur, Mandi, Himachal Pradesh 175001, India.
| | - Umesh Kumar
- School of Biosciences, Institute of Management Studies Ghaziabad (University Courses Campus), Adhyatmik Nagar, NH09, Ghaziabad, Uttar Pradesh 201015, India.
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42
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Rosen JC, Sacher A, Tsao MS. Direct GDP-KRAS G12C inhibitors and mechanisms of resistance: the tip of the iceberg. Ther Adv Med Oncol 2023; 15:17588359231160141. [PMID: 36950276 PMCID: PMC10026147 DOI: 10.1177/17588359231160141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Accepted: 02/06/2023] [Indexed: 03/18/2023] Open
Abstract
Kirsten rat sarcoma viral oncogene homolog mutations are observed in 25% of lung adenocarcinoma and 40% of these are G12C mutations. Historically, no approved targeted agents were available for patients with any KRAS mutation, and response rates to standard-of-care therapies were suboptimal. Newly developed inhibitors directed toward KRASG12C have been successful in clinical trials with overall response rates ranging between 32% and 46%, and two FDA approvals were granted in May 2021 and December 2022 as second-line or later monotherapies. However, rapid tumor resistance complicates their use as a monotherapy. With the rapid development of this novel class of inhibitors, it is important to discern the different types of tumor resistance that may arise and how each can differently contribute to tumor growth and survival. G12C inhibitor resistance is under investigation and combinations of therapies with G12C inhibitors have been proposed. Much of this insight is gleaned from preclinical investigations, as our knowledge of clinical resistance is in its infancy. In this review, we summarize the preclinical development of KRASG12C inhibitors, their clinical evaluations, different types of resistance mechanisms to these compounds, and ways of overcoming them. Finally, we underscore the importance of basic and translational investigations of these molecules in a landscape where their clinical evaluations garner the most attention, and we set the stage for what is to come.
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Affiliation(s)
- Joshua C. Rosen
- Princess Margaret Hospital Cancer Centre,
University Health Network, Toronto, ON, Canada
- Department of Laboratory Medicine and
Pathobiology, Temerty Faculty of Medicine, University of Toronto, Toronto,
ON, Canada
| | - Adrian Sacher
- Princess Margaret Hospital Cancer Centre,
University Health Network, Toronto, ON, Canada
- Division of Medical Oncology, Department of
Medicine, Princess Margaret Cancer Centre, Temerty Faculty of Medicine,
University of Toronto, Toronto, ON, Canada
- Department of Immunology, Temerty Faculty of
Medicine, University of Toronto, Toronto, ON, Canada
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43
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Zhao MH, Wu AW. Targeting KRAS G12C mutations in colorectal cancer. Gastroenterol Rep (Oxf) 2022; 11:goac083. [PMID: 36632627 PMCID: PMC9825714 DOI: 10.1093/gastro/goac083] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 12/02/2022] [Accepted: 12/06/2022] [Indexed: 01/09/2023] Open
Abstract
With the advent of Kirsten rat sarcoma viral oncogene homologue G12C (KRAS G12C) inhibitors, RAS is no longer considered undruggable. For the suppression of RAS, new therapeutic approaches have been suggested. However, current clinical studies have indicated therapeutic resistance after short-lived tumour suppression. According to preclinical studies, this might be associated with acquired genetic alterations, reactivation of downstream pathways, and stimulation for upstream signalling. In this review, we aimed to summarize current approaches for combination therapy to alleviate resistance to KRAS G12C inhibitors in colorectal cancer with a focus on the mechanisms of therapeutic resistance. We also analysed the relationship between various mechanisms and therapeutic resistance.
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Affiliation(s)
- Ming-He Zhao
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education; Unit III, Gastrointestinal Cancer Center, Peking University Cancer Hospital & Institute, Beijing, P. R. China
| | - Ai-Wen Wu
- Corresponding author. Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Gastrointestinal Cancer Center, Unit III, Peking University Cancer Hospital & Institute, No. 52 Fucheng Rd, Haidian District, Beijing 100142, China. Tel/Fax: +86-10-88196981;
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Farnsworth DA, Inoue Y, Johnson FD, de Rappard-Yuswack G, Lu D, Shi R, Ma LIJ, Mattar MS, Somwar R, Ladanyi M, Unni AM, Lockwood WW. MEK inhibitor resistance in lung adenocarcinoma is associated with addiction to sustained ERK suppression. NPJ Precis Oncol 2022; 6:88. [PMID: 36418460 PMCID: PMC9684561 DOI: 10.1038/s41698-022-00328-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 11/01/2022] [Indexed: 11/25/2022] Open
Abstract
MEK inhibitors (MEKi) have limited efficacy in KRAS mutant lung adenocarcinoma (LUAD) patients, and this is attributed to both intrinsic and adaptive mechanisms of drug resistance. While many studies have focused on the former, there remains a dearth of data regarding acquired resistance to MEKi in LUAD. We established trametinib-resistant KRAS mutant LUAD cells through dose escalation and performed targeted MSK-IMPACT sequencing to identify drivers of MEKi resistance. Comparing resistant cells to their sensitive counterparts revealed alteration of genes associated with trametinib response. We describe a state of "drug addiction" in resistant cases where cells are dependent on continuous culture in trametinib for survival. We show that dependence on ERK2 suppression underlies this phenomenon and that trametinib removal hyperactivates ERK, resulting in ER stress and apoptosis. Amplification of KRASG12C occurs in drug-addicted cells and blocking mutant-specific activity with AMG 510 rescues the lethality associated with trametinib withdrawal. Furthermore, we show that increased KRASG12C expression is lethal to other KRAS mutant LUAD cells, consequential to ERK hyperactivation. Our study determines the drug-addicted phenotype in lung cancer is associated with KRAS amplification and demonstrates that toxic acquired genetic changes can develop de novo in the background of MAPK suppression with MEK inhibitors. We suggest that the presence of mutant KRAS amplification in patients may identify those that may benefit from a "drug holiday" to circumvent drug resistance. These findings demonstrate the toxic potential of hyperactive ERK signaling and highlight potential therapeutic opportunities in patients bearing KRAS mutations.
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Affiliation(s)
- Dylan A. Farnsworth
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | - Yusuke Inoue
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | - Fraser D. Johnson
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | | | - Daniel Lu
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | - Rocky Shi
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | - Lok In Josephine Ma
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada
| | - Marissa S. Mattar
- grid.51462.340000 0001 2171 9952Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Romel Somwar
- grid.51462.340000 0001 2171 9952Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.51462.340000 0001 2171 9952Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Marc Ladanyi
- grid.51462.340000 0001 2171 9952Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.51462.340000 0001 2171 9952Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Arun M. Unni
- grid.5386.8000000041936877XMeyer Cancer Center, Weill Cornell Medicine, New York, NY USA
| | - William W. Lockwood
- Department of Integrative Oncology, BC Cancer Research Institute, Vancouver, Canada ,grid.17091.3e0000 0001 2288 9830Department of Pathology & Laboratory Medicine, University of British Columbia, Vancouver, Canada
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Whaby M, Wallon L, Mazzei M, Khan I, Teng KW, Koide S, O’Bryan JP. Mutations in the α4-α5 allosteric lobe of RAS do not significantly impair RAS signaling or self-association. J Biol Chem 2022; 298:102661. [PMID: 36334633 PMCID: PMC9763690 DOI: 10.1016/j.jbc.2022.102661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 10/21/2022] [Accepted: 10/27/2022] [Indexed: 11/11/2022] Open
Abstract
Mutations in one of the three RAS genes (HRAS, KRAS, and NRAS) are present in nearly 20% of all human cancers. These mutations shift RAS to the GTP-loaded active state due to impairment in the intrinsic GTPase activity and disruption of GAP-mediated GTP hydrolysis, resulting in constitutive activation of effectors such as RAF. Because activation of RAF involves dimerization, RAS dimerization has been proposed as an important step in RAS-mediated activation of effectors. The α4-α5 allosteric lobe of RAS has been proposed as a RAS dimerization interface. Indeed, the NS1 monobody, which binds the α4-α5 region within the RAS G domain, inhibits RAS-dependent signaling and transformation as well as RAS nanoclustering at the plasma membrane. Although these results are consistent with a model in which the G domain dimerizes through the α4-α5 region, the isolated G domain of RAS lacks intrinsic dimerization capacity. Furthermore, prior studies analyzing α4-α5 point mutations have reported mixed effects on RAS function. Here, we evaluated the activity of a panel of single amino acid substitutions in the α4-α5 region implicated in RAS dimerization. We found that these proposed "dimerization-disrupting" mutations do not significantly impair self-association, signaling, or transformation of oncogenic RAS. These results are consistent with a model in which activated RAS protomers cluster in close proximity to promote the dimerization of their associated effector proteins (e.g., RAF) without physically associating into dimers mediated by specific molecular interactions. Our findings suggest the need for a nonconventional approach to developing therapeutics targeting the α4-α5 region.
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Affiliation(s)
- Michael Whaby
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, South Carolina, USA,Hollings Cancer Center, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Lauren Wallon
- Department of Biochemistry and Molecular Pharmacology, New York University Grossman School of Medicine, New York, New York, USA
| | - Megan Mazzei
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, South Carolina, USA,Hollings Cancer Center, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Imran Khan
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, South Carolina, USA,Hollings Cancer Center, Medical University of South Carolina, Charleston, South Carolina, USA,Ralph H. Johnson VA Medical Center, Charleston, South Carolina, USA
| | - Kai Wen Teng
- Perlmutter Cancer Center, New York University Langone Health, New York, New York, USA
| | - Shohei Koide
- Department of Biochemistry and Molecular Pharmacology, New York University Grossman School of Medicine, New York, New York, USA,Perlmutter Cancer Center, New York University Langone Health, New York, New York, USA,For correspondence: John P. O’Bryan; Shohei Koide
| | - John P. O’Bryan
- Department of Cell and Molecular Pharmacology & Experimental Therapeutics, Medical University of South Carolina, Charleston, South Carolina, USA,Hollings Cancer Center, Medical University of South Carolina, Charleston, South Carolina, USA,Ralph H. Johnson VA Medical Center, Charleston, South Carolina, USA,For correspondence: John P. O’Bryan; Shohei Koide
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46
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He Q, Liu Z, Wang J. Targeting KRAS in PDAC: A New Way to Cure It? Cancers (Basel) 2022; 14:cancers14204982. [PMID: 36291766 PMCID: PMC9599866 DOI: 10.3390/cancers14204982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 09/29/2022] [Accepted: 10/02/2022] [Indexed: 11/16/2022] Open
Abstract
Pancreatic cancer is one of the most intractable malignant tumors worldwide, and is known for its refractory nature and poor prognosis. The fatality rate of pancreatic cancer can reach over 90%. In pancreatic ductal carcinoma (PDAC), the most common subtype of pancreatic cancer, KRAS is the most predominant mutated gene (more than 80%). In recent decades, KRAS proteins have maintained the reputation of being “undruggable” due to their special molecular structures and biological characteristics, making therapy targeting downstream genes challenging. Fortunately, the heavy rampart formed by KRAS has been broken down in recent years by the advent of KRASG12C inhibitors; the covalent inhibitors bond to the switch-II pocket of the KRASG12C protein. The KRASG12C inhibitor sotorasib has been received by the FDA for the treatment of patients suffering from KRASG12C-driven cancers. Meanwhile, researchers have paid close attention to the development of inhibitors for other KRAS mutations. Due to the high incidence of PDAC, developing KRASG12D/V inhibitors has become the focus of attention. Here, we review the clinical status of PDAC and recent research progress in targeting KRASG12D/V and discuss the potential applications.
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Affiliation(s)
- Qianyu He
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, China
- School of Pharmacy, Changchun University of Chinese Medicine, Changchun 130021, China
| | - Zuojia Liu
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, China
- Correspondence: (Z.L.); (J.W.)
| | - Jin Wang
- Department of Chemistry and Physics, Stony Brook University, Stony Brook, NY 11794-3400, USA
- Correspondence: (Z.L.); (J.W.)
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Ngo VA, Garcia AE. Millisecond molecular dynamics simulations of KRas-dimer formation and interfaces. Biophys J 2022; 121:3730-3744. [PMID: 35462078 PMCID: PMC9617078 DOI: 10.1016/j.bpj.2022.04.026] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 03/28/2022] [Accepted: 04/19/2022] [Indexed: 11/02/2022] Open
Abstract
Ras dimers have been proposed as building blocks for initiating the extracellular signal-regulated kinase (ERK)/mitogen-activated protein kinase (MAPK) cellular signaling pathway. To better examine the structure of possible dimer interfaces, the dynamics of Ras dimerization, and its potential signaling consequences, we performed molecular dynamics simulations totaling 1 ms of sampling, using an all-atom model of two full-length, farnesylated, guanosine triphosphate (GTP)-bound, wild-type KRas4b proteins diffusing on 29%POPS (1-palmitoyl-2-oleoyl-sn-glycero-3-phospho-L-serine)-mixed POPC (1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine) membranes. Our simulations unveil an ensemble of thermodynamically weak KRas dimers spanning multiple conformations. The most stable conformations, having the largest interface areas, involve helix α2 and a hypervariable region (HVR). Among the dimer conformations, we found that the HVR of each KRas has frequent interactions with various parts of the dimer, thus potentially mediating the dimerization. Some dimer configurations have one KRas G-domain elevated above the lipid bilayer surface by residing on top of the other G-domain, thus likely contributing to the recruitment of cytosolic Raf kinases in the context of a stably formed multi-protein complex. We identified a variant of the α4-α5 KRas-dimer interface that is similar to the interfaces obtained with fluorescence resonance energy transfer (FRET) data of HRas on lipid bilayers. Interestingly, we found two arginine fingers, R68 and R149, that directly interact with the beta-phosphate of the GTP bound in KRas, in a manner similar to what is observed in a crystal structure of GAP-HRas complex, which can facilitate the GTP hydrolysis via the arginine finger of GTPase-activating protein (GAP).
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Affiliation(s)
- Van A Ngo
- Advanced Computing for Life Sciences and Engineering Group, Science Engagement Section, National Center for Computational Sciences, Oak Ridge National Lab, Oak Ridge, Tennessee; Center for Nonlinear Studies (CNLS), Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Angel E Garcia
- Center for Nonlinear Studies (CNLS), Los Alamos National Laboratory, Los Alamos, New Mexico.
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Nguyen K, López CA, Neale C, Van QN, Carpenter TS, Di Natale F, Travers T, Tran TH, Chan AH, Bhatia H, Frank PH, Tonelli M, Zhang X, Gulten G, Reddy T, Burns V, Oppelstrup T, Hengartner N, Simanshu DK, Bremer PT, Chen D, Glosli JN, Shrestha R, Turbyville T, Streitz FH, Nissley DV, Ingólfsson HI, Stephen AG, Lightstone FC, Gnanakaran S. Exploring CRD mobility during RAS/RAF engagement at the membrane. Biophys J 2022; 121:3630-3650. [PMID: 35778842 PMCID: PMC9617161 DOI: 10.1016/j.bpj.2022.06.035] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 06/21/2022] [Accepted: 06/28/2022] [Indexed: 11/25/2022] Open
Abstract
During the activation of mitogen-activated protein kinase (MAPK) signaling, the RAS-binding domain (RBD) and cysteine-rich domain (CRD) of RAF bind to active RAS at the plasma membrane. The orientation of RAS at the membrane may be critical for formation of the RAS-RBDCRD complex and subsequent signaling. To explore how RAS membrane orientation relates to the protein dynamics within the RAS-RBDCRD complex, we perform multiscale coarse-grained and all-atom molecular dynamics (MD) simulations of KRAS4b bound to the RBD and CRD domains of RAF-1, both in solution and anchored to a model plasma membrane. Solution MD simulations describe dynamic KRAS4b-CRD conformations, suggesting that the CRD has sufficient flexibility in this environment to substantially change its binding interface with KRAS4b. In contrast, when the ternary complex is anchored to the membrane, the mobility of the CRD relative to KRAS4b is restricted, resulting in fewer distinct KRAS4b-CRD conformations. These simulations implicate membrane orientations of the ternary complex that are consistent with NMR measurements. While a crystal structure-like conformation is observed in both solution and membrane simulations, a particular intermolecular rearrangement of the ternary complex is observed only when it is anchored to the membrane. This configuration emerges when the CRD hydrophobic loops are inserted into the membrane and helices α3-5 of KRAS4b are solvent exposed. This membrane-specific configuration is stabilized by KRAS4b-CRD contacts that are not observed in the crystal structure. These results suggest modulatory interplay between the CRD and plasma membrane that correlate with RAS/RAF complex structure and dynamics, and potentially influence subsequent steps in the activation of MAPK signaling.
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Affiliation(s)
- Kien Nguyen
- Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Cesar A López
- Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Chris Neale
- Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Que N Van
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Timothy S Carpenter
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Francesco Di Natale
- Applications, Simulations, and Quality, Lawrence Livermore National Laboratory, Livermore, California
| | | | - Timothy H Tran
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Albert H Chan
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Harsh Bhatia
- Center for Applied Scientific Computing, Lawrence Livermore National Laboratory, Livermore, California
| | - Peter H Frank
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Marco Tonelli
- National Magnetic Resonance Facility at Madison, Biochemistry Department, University of Wisconsin-Madison, Madison, Wisconsin
| | - Xiaohua Zhang
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Gulcin Gulten
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Tyler Reddy
- CCS-7, Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Violetta Burns
- Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Tomas Oppelstrup
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Nick Hengartner
- Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico
| | - Dhirendra K Simanshu
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Peer-Timo Bremer
- Center for Applied Scientific Computing, Lawrence Livermore National Laboratory, Livermore, California
| | - De Chen
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - James N Glosli
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Rebika Shrestha
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Thomas Turbyville
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Frederick H Streitz
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Dwight V Nissley
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Helgi I Ingólfsson
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Andrew G Stephen
- National Cancer Institute RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland
| | - Felice C Lightstone
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California
| | - Sandrasegaram Gnanakaran
- Theoretical Biology and Biophysics Group, Los Alamos National Laboratory, Los Alamos, New Mexico.
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49
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Wang G, Bai Y, Cui J, Zong Z, Gao Y, Zheng Z. Computer-Aided Drug Design Boosts RAS Inhibitor Discovery. Molecules 2022; 27:5710. [PMID: 36080477 PMCID: PMC9457765 DOI: 10.3390/molecules27175710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Revised: 08/13/2022] [Accepted: 08/26/2022] [Indexed: 11/16/2022] Open
Abstract
The Rat Sarcoma (RAS) family (NRAS, HRAS, and KRAS) is endowed with GTPase activity to regulate various signaling pathways in ubiquitous animal cells. As proto-oncogenes, RAS mutations can maintain activation, leading to the growth and proliferation of abnormal cells and the development of a variety of human cancers. For the fight against tumors, the discovery of RAS-targeted drugs is of high significance. On the one hand, the structural properties of the RAS protein make it difficult to find inhibitors specifically targeted to it. On the other hand, targeting other molecules in the RAS signaling pathway often leads to severe tissue toxicities due to the lack of disease specificity. However, computer-aided drug design (CADD) can help solve the above problems. As an interdisciplinary approach that combines computational biology with medicinal chemistry, CADD has brought a variety of advances and numerous benefits to drug design, such as the rapid identification of new targets and discovery of new drugs. Based on an overview of RAS features and the history of inhibitor discovery, this review provides insight into the application of mainstream CADD methods to RAS drug design.
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Affiliation(s)
- Ge Wang
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai 200120, China
| | - Yuhao Bai
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai 200120, China
| | - Jiarui Cui
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai 200120, China
| | - Zirui Zong
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai 200120, China
| | - Yuan Gao
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai 200120, China
| | - Zhen Zheng
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
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Ning J, Wang F, Bu J, Zhu K, Liu W. Down-regulated m6A reader FTO destabilizes PHF1 that triggers enhanced stemness capacity and tumor progression in lung adenocarcinoma. Cell Death Dis 2022; 8:354. [PMID: 35945194 PMCID: PMC9363432 DOI: 10.1038/s41420-022-01125-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 07/07/2022] [Accepted: 07/08/2022] [Indexed: 11/28/2022]
Abstract
Aberrant epigenetic drivers or suppressors contribute to LUAD progression and drug resistance, including KRAS, PTEN, Keap1. Human Plant Homeodomain (PHD) finger protein 1 (PHF1) coordinates with H3K36me3 to increase nucleosomal DNA accessibility. Previous studies revealed that PHF1 is markedly upregulated in various tumors and enhances cell proliferation, migration and tumorigenesis. However, its roles in LUAD are still unknown. We aimed to depict the biological roles of PHF1 and identify useful targets for clinical treatment of LUAD. Based on the bioinformatic analysis, we found that PHF1 was down-regulated in LUAD samples and low PHF1 expressions correlated with unfavorable clinical characteristics. Patients with low PHF1 had poorer survival outcomes relative to those with high PHF1. Targeting PHF1 potentiated cell growth, migration and in vivo proliferation. Mechanistically, FTO mediated the stabilization of PHF1 mRNA by demethylating m6A, which particularly prevented YTHDF2 from degrading PHF1 transcripts. Of note, FTO also expressed lowly in LUAD that predicts poor prognosis of patients. FTO inhibition promoted LUAD progression, and PHF1 overexpression could reverse the effect. Lastly, down-regulated FTO/PHF1 axis could mainly elevate FOXM1 expression to potentiate the self-renewal capacity. Targeting FOXM1 was effective to suppress PHF1low/− LUAD growth. Collectively, our findings revealed that FTO positively regulates PHF1 expression and determined the tumor-suppressive role of FTO/PHF1 axis, thereby highlighting insights into its epigenetic remodeling mechanisms in LUAD progression and treatment.
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Affiliation(s)
- Jinfeng Ning
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, No. 150, Haping Road, Harbin, 150081, Heilongjiang, China
| | - Fengjiao Wang
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, No. 150, Haping Road, Harbin, 150081, Heilongjiang, China
| | - Jianlong Bu
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, No. 150, Haping Road, Harbin, 150081, Heilongjiang, China
| | - Kaibin Zhu
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, No. 150, Haping Road, Harbin, 150081, Heilongjiang, China
| | - Wei Liu
- The forth department of medical oncology, Harbin Medical University Cancer Hospital, No. 150, Haping Road, Harbin, 150081, Heilongjiang, China.
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