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Ash LJ, Busia-Bourdain O, Okpattah D, Kamel A, Liberchuk A, Wolfe AL. KRAS: Biology, Inhibition, and Mechanisms of Inhibitor Resistance. Curr Oncol 2024; 31:2024-2046. [PMID: 38668053 PMCID: PMC11049385 DOI: 10.3390/curroncol31040150] [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: 03/13/2024] [Revised: 03/29/2024] [Accepted: 04/01/2024] [Indexed: 04/28/2024] Open
Abstract
KRAS is a small GTPase that is among the most commonly mutated oncogenes in cancer. Here, we discuss KRAS biology, therapeutic avenues to target it, and mechanisms of resistance that tumors employ in response to KRAS inhibition. Several strategies are under investigation for inhibiting oncogenic KRAS, including small molecule compounds targeting specific KRAS mutations, pan-KRAS inhibitors, PROTACs, siRNAs, PNAs, and mutant KRAS-specific immunostimulatory strategies. A central challenge to therapeutic effectiveness is the frequent development of resistance to these treatments. Direct resistance mechanisms can involve KRAS mutations that reduce drug efficacy or copy number alterations that increase the expression of mutant KRAS. Indirect resistance mechanisms arise from mutations that can rescue mutant KRAS-dependent cells either by reactivating the same signaling or via alternative pathways. Further, non-mutational forms of resistance can take the form of epigenetic marks, transcriptional reprogramming, or alterations within the tumor microenvironment. As the possible strategies to inhibit KRAS expand, understanding the nuances of resistance mechanisms is paramount to the development of both enhanced therapeutics and innovative drug combinations.
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Affiliation(s)
- Leonard J. Ash
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY 10065, USA
- Molecular, Cellular, and Developmental Biology Subprogram of the Biology Ph.D. Program, Graduate Center, City University of New York, New York, NY 10031, USA
| | - Ottavia Busia-Bourdain
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY 10065, USA
| | - Daniel Okpattah
- Biochemistry Ph.D. Program, Graduate Center, City University of New York, New York, NY 10031, USA
| | - Avrosina Kamel
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY 10065, USA
- Macaulay Honors College, Hunter College, City University of New York, New York, NY 10065, USA
| | - Ariel Liberchuk
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY 10065, USA
- Macaulay Honors College, Hunter College, City University of New York, New York, NY 10065, USA
| | - Andrew L. Wolfe
- Department of Biological Sciences, Hunter College, City University of New York, New York, NY 10065, USA
- Molecular, Cellular, and Developmental Biology Subprogram of the Biology Ph.D. Program, Graduate Center, City University of New York, New York, NY 10031, USA
- Biochemistry Ph.D. Program, Graduate Center, City University of New York, New York, NY 10031, USA
- Department of Pharmacology, Weill Cornell Medicine, New York, NY 10021, USA
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Ramalingam PS, Arumugam S. Computational design and validation of effective siRNAs to silence oncogenic KRAS. 3 Biotech 2023; 13:350. [PMID: 37780803 PMCID: PMC10541393 DOI: 10.1007/s13205-023-03767-w] [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: 04/28/2023] [Accepted: 09/04/2023] [Indexed: 10/03/2023] Open
Abstract
Oncogenic KRAS mutations drive cancer progression in lung, colon, breast, and pancreatic ductal adenocarcinomas. Apart from the current strategies, such as KRAS upstream inhibitors, downstream effector inhibitors, interaction inhibitors, cell cycle inhibitors, and direct KRAS inhibitors, against KRAS-mutated cancers, the therapeutic small interfering RNAs (siRNAs) represent a promising alternative strategy that directly binds with the target mRNA and inhibits protein translation via mRNA degradation. Here, in the present study, we utilized various in silico approaches to design potential siRNA candidates against KRAS mRNA. We have predicted nearly 17 siRNAs against the KRAS mRNA, and further through various criteria, such as U, R, and A rules, GC%, secondary structure formation, mRNA-siRNA duplex stability, Tm (Cp), Tm (Conc), and inhibition efficiency, they have been filtered into 4 potential siRNAs namely siRNA8, siRNA11, siRNA12, and siRNA17. Further, the molecular docking analysis revealed that the siRNA8, siRNA11, siRNA12, and siRNA17 showed higher negative binding energies, such as - 379.13 kcal/mol, - 360.19 kcal/mol, - 288.47 kcal/mol, and - 329.76 kcal/mol, toward the human Argonaute2 protein (hAgo2) respectively. In addition, the normal mode analysis of the hAgo2-siRNAs complexes indicates the structural changes and deformation of the hAgo2 protein upon the binding of siRNA molecules in the dynamic environment which suggests that these siRNAs could be effective. Finally, we conclude that these 4 siRNAs have therapeutic potential against KRAS mRNA and also have to be studied in vitro and in vivo to evaluate their specificity toward mutant KRAS (not degrading wild-type KRAS). Also, the current challenges in the use of siRNA therapeutics could be overcome by the emerging siRNA delivery methods, such as Antibody-siRNA conjugates (ARCs) and Gelatin-Antibody Delivery System (GADS), in the near future and these siRNAs could be employed as potential therapeutic agents against KRAS-mutated cancers. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-023-03767-w.
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Affiliation(s)
| | - Sivakumar Arumugam
- Protein Engineering Lab, School of Biosciences and Technology, Vellore Institute of Technology, Vellore, India
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Berta D, Gehrke S, Nyíri K, Vértessy BG, Rosta E. Mechanism-Based Redesign of GAP to Activate Oncogenic Ras. J Am Chem Soc 2023; 145:20302-20310. [PMID: 37682266 PMCID: PMC10515638 DOI: 10.1021/jacs.3c04330] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Indexed: 09/09/2023]
Abstract
Ras GTPases play a crucial role in cell signaling pathways. Mutations of the Ras gene occur in about one third of cancerous cell lines and are often associated with detrimental clinical prognosis. Hot spot residues Gly12, Gly13, and Gln61 cover 97% of oncogenic mutations, which impair the enzymatic activity in Ras. Using QM/MM free energy calculations, we present a two-step mechanism for the GTP hydrolysis catalyzed by the wild-type Ras.GAP complex. We found that the deprotonation of the catalytic water takes place via the Gln61 as a transient Brønsted base. We also determined the reaction profiles for key oncogenic Ras mutants G12D and G12C using QM/MM minimizations, matching the experimentally observed loss of catalytic activity, thereby validating our reaction mechanism. Using the optimized reaction paths, we devised a fast and accurate procedure to design GAP mutants that activate G12D Ras. We replaced GAP residues near the active site and determined the activation barrier for 190 single mutants. We furthermore built a machine learning for ultrafast screening, by fast prediction of the barrier heights, tested both on the single and double mutations. This work demonstrates that fast and accurate screening can be accomplished via QM/MM reaction path optimizations to design protein sequences with increased catalytic activity. Several GAP mutations are predicted to re-enable catalysis in oncogenic G12D, offering a promising avenue to overcome aberrant Ras-driven signal transduction by activating enzymatic activity instead of inhibition. The outlined computational screening protocol is readily applicable for designing ligands and cofactors analogously.
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Affiliation(s)
- Dénes Berta
- Department
of Physics and Astronomy, University College
London, Gower Street, London WC1E
6BT, United Kingdom
| | - Sascha Gehrke
- Department
of Physics and Astronomy, University College
London, Gower Street, London WC1E
6BT, United Kingdom
| | - Kinga Nyíri
- Institute
of Enzymology, Research Centre for Natural Sciences, Magyar tudósok körútja
2, Budapest 1117, Hungary
- Department
of Applied Biotechnology and Food Science, Budapest University of Technology and Economics, Budafoki út 6-8, Budapest 1111, Hungary
| | - Beáta G. Vértessy
- Institute
of Enzymology, Research Centre for Natural Sciences, Magyar tudósok körútja
2, Budapest 1117, Hungary
- Department
of Applied Biotechnology and Food Science, Budapest University of Technology and Economics, Budafoki út 6-8, Budapest 1111, Hungary
| | - Edina Rosta
- Department
of Physics and Astronomy, University College
London, Gower Street, London WC1E
6BT, United Kingdom
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Gorachinov F, Mraiche F, Moustafa DA, Hishari O, Ismail Y, Joseph J, Crcarevska MS, Dodov MG, Geskovski N, Goracinova K. Nanotechnology - a robust tool for fighting the challenges of drug resistance in non-small cell lung cancer. BEILSTEIN JOURNAL OF NANOTECHNOLOGY 2023; 14:240-261. [PMID: 36865093 PMCID: PMC9972888 DOI: 10.3762/bjnano.14.23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Accepted: 02/01/2023] [Indexed: 06/18/2023]
Abstract
Genomic and proteomic mutation analysis is the standard of care for selecting candidates for therapies with tyrosine kinase inhibitors against the human epidermal growth factor receptor (EGFR TKI therapies) and further monitoring cancer treatment efficacy and cancer development. Acquired resistance due to various genetic aberrations is an unavoidable problem during EGFR TKI therapy, leading to the rapid exhaustion of standard molecularly targeted therapeutic options against mutant variants. Attacking multiple molecular targets within one or several signaling pathways by co-delivery of multiple agents is a viable strategy for overcoming and preventing resistance to EGFR TKIs. However, because of the difference in pharmacokinetics among agents, combined therapies may not effectively reach their targets. The obstacles regarding the simultaneous co-delivery of therapeutic agents at the site of action can be overcome using nanomedicine as a platform and nanotools as delivery agents. Precision oncology research to identify targetable biomarkers and optimize tumor homing agents, hand in hand with designing multifunctional and multistage nanocarriers that respond to the inherent heterogeneity of the tumors, may resolve the challenges of inadequate tumor localization, improve intracellular internalization, and bring advantages over conventional nanocarriers.
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Affiliation(s)
- Filip Gorachinov
- Institute of Pharmaceutical Technology, Faculty of Pharmacy, University of Ss. Cyril and Methodius in Skopje, 1000 Skopje, North Macedonia
| | - Fatima Mraiche
- College of Pharmacy, QU Health, Qatar University, PO Box 2713, Doha, Qatar
- Department of Pharmacology, Faculty of Medicine and Dentistry, University of Alberta, T6G 2R3 Edmonton, Canada
| | | | - Ola Hishari
- College of Pharmacy, QU Health, Qatar University, PO Box 2713, Doha, Qatar
| | - Yomna Ismail
- College of Pharmacy, QU Health, Qatar University, PO Box 2713, Doha, Qatar
| | - Jensa Joseph
- College of Pharmacy, QU Health, Qatar University, PO Box 2713, Doha, Qatar
| | - Maja Simonoska Crcarevska
- Institute of Pharmaceutical Technology, Faculty of Pharmacy, University of Ss. Cyril and Methodius in Skopje, 1000 Skopje, North Macedonia
| | - Marija Glavas Dodov
- Institute of Pharmaceutical Technology, Faculty of Pharmacy, University of Ss. Cyril and Methodius in Skopje, 1000 Skopje, North Macedonia
| | - Nikola Geskovski
- Institute of Pharmaceutical Technology, Faculty of Pharmacy, University of Ss. Cyril and Methodius in Skopje, 1000 Skopje, North Macedonia
| | - Katerina Goracinova
- Institute of Pharmaceutical Technology, Faculty of Pharmacy, University of Ss. Cyril and Methodius in Skopje, 1000 Skopje, North Macedonia
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Kolch W, Berta D, Rosta E. Dynamic regulation of RAS and RAS signaling. Biochem J 2023; 480:1-23. [PMID: 36607281 PMCID: PMC9988006 DOI: 10.1042/bcj20220234] [Citation(s) in RCA: 27] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 12/16/2022] [Accepted: 12/23/2022] [Indexed: 01/07/2023]
Abstract
RAS proteins regulate most aspects of cellular physiology. They are mutated in 30% of human cancers and 4% of developmental disorders termed Rasopathies. They cycle between active GTP-bound and inactive GDP-bound states. When active, they can interact with a wide range of effectors that control fundamental biochemical and biological processes. Emerging evidence suggests that RAS proteins are not simple on/off switches but sophisticated information processing devices that compute cell fate decisions by integrating external and internal cues. A critical component of this compute function is the dynamic regulation of RAS activation and downstream signaling that allows RAS to produce a rich and nuanced spectrum of biological outputs. We discuss recent findings how the dynamics of RAS and its downstream signaling is regulated. Starting from the structural and biochemical properties of wild-type and mutant RAS proteins and their activation cycle, we examine higher molecular assemblies, effector interactions and downstream signaling outputs, all under the aspect of dynamic regulation. We also consider how computational and mathematical modeling approaches contribute to analyze and understand the pleiotropic functions of RAS in health and disease.
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Affiliation(s)
- Walter Kolch
- Systems Biology Ireland, School of Medicine, University College Dublin, Belfield, Dublin 4, Ireland
- Conway Institute of Biomolecular & Biomedical Research, University College Dublin, Belfield, Dublin 4, Ireland
| | - Dénes Berta
- Department of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, U.K
| | - Edina Rosta
- Department of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, U.K
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Park K, Veena MS, Shin DS. Key Players of the Immunosuppressive Tumor Microenvironment and Emerging Therapeutic Strategies. Front Cell Dev Biol 2022; 10:830208. [PMID: 35345849 PMCID: PMC8957227 DOI: 10.3389/fcell.2022.830208] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 02/14/2022] [Indexed: 12/14/2022] Open
Abstract
The tumor microenvironment (TME) is a complex, dynamic battlefield for both immune cells and tumor cells. The advent of the immune checkpoint inhibitors (ICI) since 2011, such as the anti-cytotoxic T-lymphocyte associated protein (CTLA)-4 and anti-programmed cell death receptor (PD)-(L)1 antibodies, provided powerful weapons in the arsenal of cancer treatments, demonstrating unprecedented durable responses for patients with many types of advanced cancers. However, the response rate is generally low across tumor types and a substantial number of patients develop acquired resistance. These primary or acquired resistance are attributed to various immunosuppressive elements (soluble and cellular factors) and alternative immune checkpoints in the TME. Therefore, a better understanding of the TME is absolutely essential to develop therapeutic strategies to overcome resistance. Numerous clinical studies are underway using ICIs and additional agents that are tailored to the characteristics of the tumor or the TME. Some of the combination treatments are already approved by the Food and Drug Administration (FDA), such as platinum-doublet chemotherapy, tyrosine kinase inhibitor (TKI) -targeting vascular endothelial growth factor (VEGF) combined with anti-PD-(L)1 antibodies or immuno-immuno combinations (anti-CTLA-4 and anti-PD-1). In this review, we will discuss the key immunosuppressive cells, metabolites, cytokines or chemokines, and hypoxic conditions in the TME that contribute to tumor immune escape and the prospect of relevant clinical trials by targeting these elements in combination with ICIs.
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Affiliation(s)
- Kevin Park
- Department of Medicine, Division of Hematology/Oncology, Los Angeles, CA, United States.,VA Greater Los Angeles Healthcare System, University of California, Los Angeles (UCLA), Los Angeles, CA, United States
| | - Mysore S Veena
- Department of Medicine, Division of Hematology/Oncology, Los Angeles, CA, United States.,VA Greater Los Angeles Healthcare System, University of California, Los Angeles (UCLA), Los Angeles, CA, United States
| | - Daniel Sanghoon Shin
- Department of Medicine, Division of Hematology/Oncology, Los Angeles, CA, United States.,VA Greater Los Angeles Healthcare System, University of California, Los Angeles (UCLA), Los Angeles, CA, United States.,Molecular Biology Institute, Los Angeles, CA, United States.,Jonsson Comprehensive Cancer Center, Los Angeles, CA, United States
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Lian SWM, Guo S, Ren K, Xu Y, Ho JS, Chen CH. Heterogeneous multi-compartmental DNA hydrogel particles prepared via microfluidic assembly for lymphocyte-inspired precision medicine. NANOSCALE 2021; 13:20531-20540. [PMID: 34859803 DOI: 10.1039/d1nr06594g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Lymphocytes play a vital role in immunosurveillance through sensing biomolecules and eliminating targeted invaders. Compared with conventional therapies that depend on drug loading, lymphocytes are advantageous as they are able to ensure self-regulated therapeutics. Here, novel multi-compartmental DNA hydrogel particles were synthesized using a microfluidic assembly for intelligent cancer treatment via the logic-based control of siRNA release without external stimulation. The sensing sequence (D1) was compartmentalized from the treatment sequence (D2) with the use of core-shell DNA hydrogel particles. When D1 detects a cancer-associated biomarker, miRNA-21, a sequence cascade is triggered to release siRNA from D2, effectively eliminating the targeted cancer cells via lymphocyte-inspired precision medicine.
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Affiliation(s)
- Sophie Wan Mei Lian
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, 04-08, 117583, Singapore
- Institute for Health Innovation and Technology (iHealthtech), MD6, 14 Medical Drive #14-01, Singapore 117599
| | - Song Guo
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, 04-08, 117583, Singapore
- Institute for Health Innovation and Technology (iHealthtech), MD6, 14 Medical Drive #14-01, Singapore 117599
| | - Kewei Ren
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, 04-08, 117583, Singapore
| | - Ying Xu
- Department of Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong, China.
| | - John S Ho
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, 04-08, 117583, Singapore
- Institute for Health Innovation and Technology (iHealthtech), MD6, 14 Medical Drive #14-01, Singapore 117599
| | - Chia-Hung Chen
- Department of Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong, China.
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