1
|
Chen YL, Chu CA, Wang JY, Chen WL, Wang YW, Ho CL, Lee CT, Chow NH. Nuclear translocation of RON receptor tyrosine kinase. New mechanistic and functional insights. Cytokine Growth Factor Rev 2025; 81:9-15. [PMID: 39794156 DOI: 10.1016/j.cytogfr.2024.12.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Accepted: 12/26/2024] [Indexed: 01/13/2025]
Abstract
Receptor tyrosine kinases (RTKs) are membrane sensors that monitor alterations in the extracellular milieu and translate this information into appropriate cellular responses. Epidermal growth factor receptor (EGFR) is the most well-known model in which gene expression is upregulated by mitogenic signals through the activation of multiple signaling cascades or by nuclear translocation of the full-length EGFR protein. RON (Receptuer d'Origine Nantatise, also known as macrophage stimulating 1 receptor, MST1R) has recently gained attention as a therapeutic target for human cancer. This review summarizes the recent understanding of the unusual nuclear translocation of uncleaved RON receptor proteins in response to cellular stresses, such as serum starvation, hormonal deprivation, hypoxia, and genotoxicity. This nonligand mechanism, achieved by RON per se or by interaction with EGFR, may directly activate the transcriptional machinery necessary for cancer cells to survive. In vitro experiments have demonstrated the importance of tyrosine kinase of RON in binding to and activating the c-JUN promoter, HIF-1α, DNA helicase 2, DNA-dependent protein kinase catalytic subunit, and other stress-responsive networks. Nuclear RON-activated nonhomologous end joining repair confers chemoresistance to drugs that induce double-strand breaks (DSBs) in cancer cells. Tyrosine kinase inhibitors or monoclonal antibodies targeting RON kinase may therefore be useful treatments for patients with RON-overexpressing tumors. DSB-inducing anticancer drugs are not recommended for these cancer patients. Moreover, multi-RTK inhibition is a more rational strategy for patients with RON- and RTK-coexpressing human cancer.
Collapse
Affiliation(s)
- Yi-Lin Chen
- Department of Medical Laboratory Science and Biotechnology, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Chien-An Chu
- Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Jiu-Yao Wang
- Center for Allergy, Immunology, and Microbiome (A.I.M.), China Medical University Hospital, Taichung, Taiwan; Department of Allergy, Immunology, and Rheumatology (AIR), China Medical University Children's Hospital, Taichung, Taiwan
| | - Wan-Li Chen
- Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Yi-Wen Wang
- Department of Food Safety Hygiene and Risk Management, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chung-Liang Ho
- Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan; Department of Pathology, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chung-Ta Lee
- Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan; Department of Pathology, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Nan-Haw Chow
- Center for Precision Medicine, China Medical University Hospital, China Medical University, Taichung, Taiwan; Department of Pathology, College of Medicine, China Medical University, Taichung, Taiwan.
| |
Collapse
|
2
|
Tydings CW, Singh B, Smith AW, Ledwitch KV, Brown BP, Lovly CM, Walker AS, Meiler J. Analysis of EGFR binding hotspots for design of new EGFR inhibitory biologics. Protein Sci 2024; 33:e5141. [PMID: 39275996 PMCID: PMC11400634 DOI: 10.1002/pro.5141] [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: 02/29/2024] [Revised: 07/19/2024] [Accepted: 07/25/2024] [Indexed: 09/16/2024]
Abstract
The epidermal growth factor (EGF) receptor (EGFR) is activated by the binding of one of seven EGF-like ligands to its ectodomain. Ligand binding results in EGFR dimerization and stabilization of the active receptor conformation subsequently leading to activation of downstream signaling. Aberrant activation of EGFR contributes to cancer progression through EGFR overexpression/amplification, modulation of its positive and negative regulators, and/or activating mutations within EGFR. EGFR targeted therapeutic antibodies prevent dimerization and interaction with endogenous ligands by binding the ectodomain of EGFR. However, these antibodies have had limited success in the clinic, partially due to EGFR ectodomain resistance mutations, and are only applicable to a subset of patients with EGFR-driven cancers. These limitations suggest that alternative EGFR targeted biologics need to be explored for EGFR-driven cancer therapy. To this end, we analyze the EGFR interfaces of known inhibitory biologics with determined structures in the context of endogenous ligands, using the Rosetta macromolecular modeling software to highlight the most important interactions on a per-residue basis. We use this analysis to identify the structural determinants of EGFR targeted biologics. We suggest that commonly observed binding motifs serve as the basis for rational design of new EGFR targeted biologics, such as peptides, antibodies, and nanobodies.
Collapse
Affiliation(s)
- Claiborne W. Tydings
- Department of ChemistryVanderbilt UniversityNashvilleTennesseeUSA
- Center for Structural BiologyVanderbilt UniversityNashvilleTennesseeUSA
| | - Bhuminder Singh
- Department of Medicine – Division of Gastroenterology, Hepatology, and NutritionVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Adam W. Smith
- Department of Chemistry and BiochemistryTexas Tech UniversityLubbockTexasUSA
| | - Kaitlyn V. Ledwitch
- Department of ChemistryVanderbilt UniversityNashvilleTennesseeUSA
- Center for Structural BiologyVanderbilt UniversityNashvilleTennesseeUSA
| | - Benjamin P. Brown
- Department of ChemistryVanderbilt UniversityNashvilleTennesseeUSA
- Center for Structural BiologyVanderbilt UniversityNashvilleTennesseeUSA
| | - Christine M. Lovly
- Department of Medicine – Division of Hematology and OncologyVanderbilt University Medical CenterNashvilleTennesseeUSA
- Vanderbilt‐Ingram Cancer CenterVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Allison S. Walker
- Department of ChemistryVanderbilt UniversityNashvilleTennesseeUSA
- Department of Biological SciencesVanderbilt UniversityNashvilleTennesseeUSA
| | - Jens Meiler
- Department of ChemistryVanderbilt UniversityNashvilleTennesseeUSA
- Center for Structural BiologyVanderbilt UniversityNashvilleTennesseeUSA
- Institute for Drug DiscoveryLeipzig University Medical SchoolLeipzigSACGermany
| |
Collapse
|
3
|
Jones VT, Graves-Deal R, Cao Z, Bogatcheva G, Ramirez MA, Harmych SJ, Higginbotham JN, Sharma V, Damalanka VC, Wahoski CC, Joshi N, Irudayam MJ, Roland JT, Ayers GD, Liu Q, Coffey RJ, Janetka JW, Singh B. Inhibition of autocrine HGF maturation overcomes cetuximab resistance in colorectal cancer. Cell Mol Life Sci 2024; 81:28. [PMID: 38212428 PMCID: PMC10784391 DOI: 10.1007/s00018-023-05071-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 10/27/2023] [Accepted: 11/27/2023] [Indexed: 01/13/2024]
Abstract
Although amplifications and mutations in receptor tyrosine kinases (RTKs) act as bona fide oncogenes, in most cancers, RTKs maintain moderate expression and remain wild-type. Consequently, cognate ligands control many facets of tumorigenesis, including resistance to anti-RTK therapies. Herein, we show that the ligands for the RTKs MET and RON, HGF and HGFL, respectively, are synthesized as inactive precursors that are activated by cellular proteases. Our newly generated HGF/HGFL protease inhibitors could overcome both de novo and acquired cetuximab resistance in colorectal cancer (CRC). Conversely, HGF overexpression was necessary and sufficient to induce cetuximab resistance and loss of polarity. Moreover, HGF-induced cetuximab resistance could be overcome by the downstream MET inhibitor, crizotinib, and upstream protease inhibitors. Additionally, HAI-1, an endogenous inhibitor of HGF proteases, (i) was downregulated in CRC, (ii) exhibited increased genomic methylation that correlated with poor prognosis, (iii) HAI-1 expression correlated with cetuximab response in a panel of cancer cell lines, and (iv) exogenous addition of recombinant HAI-1 overcame cetuximab resistance in CC-HGF cells. Thus, we describe a targetable, autocrine HAI-1/Protease/HGF/MET axis in cetuximab resistance in CRC.
Collapse
Affiliation(s)
- Vivian Truong Jones
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
- Department of Pharmacology, Vanderbilt University, Nashville, TN, 37232, USA
| | - Ramona Graves-Deal
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Zheng Cao
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Galina Bogatcheva
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Marisol A Ramirez
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Sarah J Harmych
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, 37232, USA
| | - James N Higginbotham
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Vineeta Sharma
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Vishnu C Damalanka
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, Saint Louis, MO, 63110, USA
| | - Claudia C Wahoski
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
- Program in Cancer Biology, Vanderbilt University, Nashville, TN, 37232, USA
| | - Neeraj Joshi
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Maria Johnson Irudayam
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
| | - Joseph T Roland
- Department of Surgery, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Gregory D Ayers
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Qi Liu
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Robert J Coffey
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA
- Epithelial Biology Center, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - James W Janetka
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, Saint Louis, MO, 63110, USA
| | - Bhuminder Singh
- Department of Medicine, Vanderbilt University Medical Center, 10465J, MRB IV, 2213 Garland Avenue, Nashville, TN, 37232-0441, USA.
- Epithelial Biology Center, Vanderbilt University Medical Center, Nashville, TN, 37232, USA.
| |
Collapse
|
4
|
Albadari N, Xie Y, Li W. Deciphering treatment resistance in metastatic colorectal cancer: roles of drug transports, EGFR mutations, and HGF/c-MET signaling. Front Pharmacol 2024; 14:1340401. [PMID: 38269272 PMCID: PMC10806212 DOI: 10.3389/fphar.2023.1340401] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 12/27/2023] [Indexed: 01/26/2024] Open
Abstract
In 2023, colorectal cancer (CRC) is the third most diagnosed malignancy and the third leading cause of cancer death worldwide. At the time of the initial visit, 20% of patients diagnosed with CRC have metastatic CRC (mCRC), and another 25% who present with localized disease will later develop metastases. Despite the improvement in response rates with various modulation strategies such as chemotherapy combined with targeted therapy, radiotherapy, and immunotherapy, the prognosis of mCRC is poor, with a 5-year survival rate of 14%, and the primary reason for treatment failure is believed to be the development of resistance to therapies. Herein, we provide an overview of the main mechanisms of resistance in mCRC and specifically highlight the role of drug transports, EGFR, and HGF/c-MET signaling pathway in mediating mCRC resistance, as well as discuss recent therapeutic approaches to reverse resistance caused by drug transports and resistance to anti-EGFR blockade caused by mutations in EGFR and alteration in HGF/c-MET signaling pathway.
Collapse
Affiliation(s)
| | | | - Wei Li
- College of Pharmacy, University of Tennessee Health Science Center, Memphis, TN, United States
| |
Collapse
|
5
|
Kim J, Koh DI, Lee M, Park YS, Hong SW, Shin JS, Lee MS, Kim MH, Lee JH, Jeong J, Bae S, Hong JK, Jeong HR, Ryu YS, Kim SM, Choi M, Kim H, Ryu H, Hur SC, Park J, Hur DY, Jin DH. Targeting isoforms of RON kinase (MST1R) drives antitumor efficacy. Cell Death Differ 2023; 30:2491-2507. [PMID: 37926711 PMCID: PMC10733321 DOI: 10.1038/s41418-023-01235-9] [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: 03/13/2023] [Revised: 10/17/2023] [Accepted: 10/26/2023] [Indexed: 11/07/2023] Open
Abstract
Recepteur d'origine nantais (RON, MST1R) is a single-span transmembrane receptor tyrosine kinase (RTK) aberrantly expressed in numerous cancers, including various solid tumors. How naturally occurring splicing isoforms of RON, especially those which are constitutively activated, affect tumorigenesis and therapeutic response, is largely unknown. Here, we identified that presence of activated RON could be a possible factor for the development of resistance against anti-EGFR (cetuximab) therapy in colorectal cancer patient tissues. Also, we elucidated the roles of three splicing variants of RON, RON Δ155, Δ160, and Δ165 as tumor drivers in cancer cell lines. Subsequently, we designed an inhibitor of RON, WM-S1-030, to suppress phosphorylation thereby inhibiting the activation of the three RON variants as well as the wild type. Specifically, WM-S1-030 treatment led to potent regression of tumor growth in solid tumors expressing the RON variants Δ155, Δ160, and Δ165. Two mechanisms for the RON oncogenic activity depending on KRAS genotype was evaluated in our study which include activation of EGFR and Src, in a trimeric complex, and stabilization of the beta-catenin. In terms of the immunotherapy, WM-S1-030 elicited notable antitumor immunity in anti-PD-1 resistant cell derived mouse model, likely via repression of M1/M2 polarization of macrophages. These findings suggest that WM-S1-030 could be developed as a new treatment option for cancer patients expressing these three RON variants.
Collapse
Affiliation(s)
- Joseph Kim
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
- Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
- Department of Pharmacology, AMIST, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Dong-In Koh
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
- Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
| | - Minki Lee
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
- Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
| | - Yoon Sun Park
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
- Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
- Department of Pharmacology, AMIST, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | | | - Jae-Sik Shin
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Mi So Lee
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Min-Hwa Kim
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | | | | | | | - Jun Ki Hong
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | | | - Yea Seong Ryu
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
- Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea
| | - Seung-Mi Kim
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Mingee Choi
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Hyojin Kim
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Hyun Ryu
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Sun-Chul Hur
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Junho Park
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea
| | - Dae Young Hur
- Department of Anatomy and Tumor Immunology, Inje University College of Medicine, Busan, Republic of Korea
| | - Dong-Hoon Jin
- Wellmarkerbio Co., Ltd., Seoul, Republic of Korea.
- Department of Convergence Medicine, Asan Institute for Life Science, Asan Medical Center, Seoul, Republic of Korea.
- Department of Pharmacology, University of Ulsan College of Medicine, Seoul, Republic of Korea.
| |
Collapse
|
6
|
Iyer KK, van Erp NP, Tauriello DV, Verheul HM, Poel D. Lost in translation: Revisiting the use of tyrosine kinase inhibitors in colorectal cancer. Cancer Treat Rev 2022; 110:102466. [DOI: 10.1016/j.ctrv.2022.102466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 09/13/2022] [Accepted: 09/15/2022] [Indexed: 11/17/2022]
|
7
|
The HER family as therapeutic targets in colorectal cancer. Crit Rev Oncol Hematol 2022; 174:103681. [PMID: 35462030 DOI: 10.1016/j.critrevonc.2022.103681] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 03/30/2022] [Accepted: 04/07/2022] [Indexed: 12/23/2022] Open
Abstract
The human epidermal growth factor receptor (HER, ErbB) family has four members, epidermal growth factor receptor (EGFR), HER2, HER3, and HER4. Although distinct in ligands and functions, all of the HER family members are receptor tyrosine kinases playing important roles in the pathogenesis of cancers. In the era of precision medicine, the HER family is one of the most important and successful cancer therapeutic targets, hallmarked by the approval of anti-EGFR therapies for the treatment of colorectal cancer and non-small cell lung cancer, and anti-HER2 therapies for the treatment of breast cancer and gastric cancer. This review briefly discusses how HER family members were discovered, their functions and roles in cancer, and most importantly, the developmental history and recent updates of therapies targeting HER family members, with colorectal cancer as a focus. We also discussed the patient selection and drug resistance to anti-EGFR therapies in the treatment of colorectal cancer.
Collapse
|
8
|
Cazes A, Childers BG, Esparza E, Lowy AM. The MST1R/RON Tyrosine Kinase in Cancer: Oncogenic Functions and Therapeutic Strategies. Cancers (Basel) 2022; 14:cancers14082037. [PMID: 35454943 PMCID: PMC9027306 DOI: 10.3390/cancers14082037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 04/10/2022] [Accepted: 04/13/2022] [Indexed: 12/10/2022] Open
Abstract
Simple Summary MST1R/RON receptor tyrosine kinase is a highly conserved transmembrane protein present on epithelial cells, macrophages, and recently identified in a T-cell subset. RON activation attenuates inflammation in healthy tissue. Interestingly, it is overexpressed in several epithelial neoplasms with increasing levels of expression associated with worse outcomes. Though the mechanisms involved are still under investigation, RON is involved in carcinogenesis via immune modulation of the immune tumor microenvironment, activation of numerous oncogenic pathways, and is protective under cellular stress. Alternatively, inhibition of RON abrogates tumor progression in both animal and human tissue models. Given this, RON is a targetable protein of great interest for cancer treatment. Here, we review RON’s function in tissue inflammation and cancer progression, and review cancer clinical trials to date that have used agents targeting RON signaling. Abstract The MST1R/RON receptor tyrosine kinase is a homologue of the more well-known MET receptor. Like MET, RON orchestrates cell signaling pathways that promote oncogenesis and enable cancer cell survival; however, it has a more unique role in the regulation of inflammation. RON was originally described as a transmembrane receptor expressed on tissue resident macrophages and various epithelial cells. RON is overexpressed in a variety of cancers and its activation modifies multiple signaling pathways with resultant changes in epithelial and immune cells which together modulate oncogenic phenotypes. While several RON isoforms have been identified with differences in structure, activation, and pathway regulation, increased RON expression and/or activation is consistently associated with worse outcomes. Tyrosine kinase inhibitors targeting RON have been developed, making RON an actionable therapeutic target.
Collapse
|
9
|
Colardo M, Segatto M, Di Bartolomeo S. Targeting RTK-PI3K-mTOR Axis in Gliomas: An Update. Int J Mol Sci 2021; 22:4899. [PMID: 34063168 PMCID: PMC8124221 DOI: 10.3390/ijms22094899] [Citation(s) in RCA: 83] [Impact Index Per Article: 20.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 05/01/2021] [Accepted: 05/03/2021] [Indexed: 12/13/2022] Open
Abstract
Gliomas are the most common and challenging malignancies of the central nervous system (CNS), due to their infiltrative nature, tendency to recurrence, and poor response to treatments. Indeed, despite the advances in neurosurgical techniques and in radiation therapy, the modest effects of therapy are still challenging. Moreover, tumor recurrence is associated with the onset of therapy resistance; it is therefore critical to identify effective and well-tolerated pharmacological approaches capable of inducing durable responses in the appropriate patient groups. Molecular alterations of the RTK/PI3K/Akt/mTOR signaling pathway are typical hallmarks of glioma, and several clinical trials targeting one or more players of this axis have been launched, showing disappointing results so far, due to the scarce BBB permeability of certain compounds or to the occurrence of resistance/tolerance mechanisms. However, as RTK/PI3K/mTOR is one of the pivotal pathways regulating cell growth and survival in cancer biology, targeting still remains a strong rationale for developing strategies against gliomas. Future rigorous clinical studies, aimed at addressing the tumor heterogeneity, the interaction with the microenvironment, as well as diverse posology adjustments, are needed-which might unravel the therapeutic efficacy and response prediction of an RTK/PI3K/mTOR-based approach.
Collapse
Affiliation(s)
| | | | - Sabrina Di Bartolomeo
- Department of Biosciences and Territory, University of Molise, 86090 Pesche, IS, Italy; (M.C.); (M.S.)
| |
Collapse
|
10
|
Al-Taie Z, Liu D, Mitchem JB, Papageorgiou C, Kaifi JT, Warren WC, Shyu CR. Explainable artificial intelligence in high-throughput drug repositioning for subgroup stratifications with interventionable potential. J Biomed Inform 2021; 118:103792. [PMID: 33915273 DOI: 10.1016/j.jbi.2021.103792] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Revised: 03/26/2021] [Accepted: 04/21/2021] [Indexed: 01/02/2023]
Abstract
Enabling precision medicine requires developing robust patient stratification methods as well as drugs tailored to homogeneous subgroups of patients from a heterogeneous population. Developing de novo drugs is expensive and time consuming with an ultimately low FDA approval rate. These limitations make developing new drugs for a small portion of a disease population unfeasible. Therefore, drug repositioning is an essential alternative for developing new drugs for a disease subpopulation. This shows the importance of developing data-driven approaches that find druggable homogeneous subgroups within the disease population and reposition the drugs for these subgroups. In this study, we developed an explainable AI approach for patient stratification and drug repositioning. Contrast pattern mining and network analysis were used to discover homogeneous subgroups within a disease population. For each subgroup, a biomedical network analysis was done to find the drugs that are most relevant to a given subgroup of patients. The set of candidate drugs for each subgroup was ranked using an aggregated drug score assigned to each drug. The proposed method represents a human-in-the-loop framework, where medical experts use the data-driven results to generate hypotheses and obtain insights into potential therapeutic candidates for patients who belong to a subgroup. Colorectal cancer (CRC) was used as a case study. Patients' phenotypic and genotypic data was utilized with a heterogeneous knowledge base because it gives a multi-view perspective for finding new indications for drugs outside of their original use. Our analysis of the top candidate drugs for the subgroups identified by medical experts showed that most of these drugs are cancer-related, and most of them have the potential to be a CRC regimen based on studies in the literature.
Collapse
Affiliation(s)
- Zainab Al-Taie
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Department of Computer Science, College of Science for Women, University of Baghdad, Baghdad, Iraq
| | - Danlu Liu
- Electrical Engineering and Computer Science Department, University of Missouri, Columbia, MO 65211, USA
| | - Jonathan B Mitchem
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO 65201, USA.
| | - Christos Papageorgiou
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA
| | - Jussuf T Kaifi
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO 65201, USA
| | - Wesley C Warren
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA; Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, 1201 Rollins Street, Columbia, MO 65211, USA
| | - Chi-Ren Shyu
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Electrical Engineering and Computer Science Department, University of Missouri, Columbia, MO 65211, USA; Department of Medicine, School of Medicine, University of Missouri, Columbia, MO 65212, USA.
| |
Collapse
|
11
|
Huang XL, Khan MI, Wang J, Ali R, Ali SW, Zahra QUA, Kazmi A, Lolai A, Huang YL, Hussain A, Bilal M, Li F, Qiu B. Role of receptor tyrosine kinases mediated signal transduction pathways in tumor growth and angiogenesis-New insight and futuristic vision. Int J Biol Macromol 2021; 180:739-752. [PMID: 33737188 DOI: 10.1016/j.ijbiomac.2021.03.075] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 03/13/2021] [Accepted: 03/13/2021] [Indexed: 12/18/2022]
Abstract
In the past two decades, significant progress has been made in the past two decades towards the understanding of the basic mechanisms underlying cancer growth and angiogenesis. In this context, receptor tyrosine kinases (RTKs) play a pivotal role in cell proliferation, differentiation, growth, motility, invasion, and angiogenesis, all of which contribute to tumor growth and progression. Mutations in RTKs lead to abnormal signal transductions in several pathways such as Ras-Raf, MEK-MAPK, PI3K-AKT and mTOR pathways, affecting a wide range of biological functions including cell proliferation, survival, migration and vascular permeability. Increasing evidence demonstrates that multiple kinases are involved in angiogenesis including RTKs such as vascular endothelial growth factor, platelet derived growth factor, epidermal growth factor, insulin-like growth factor-1, macrophage colony-stimulating factor, nerve growth factor, fibroblast growth factor, Hepatocyte Growth factor, Tie 1 & 2, Tek, Flt-3, Flt-4 and Eph receptors. Overactivation of RTKs and its downstream regulation is implicated in tumor initiation and angiogenesis, representing one of the hallmarks of cancer. This review discusses the role of RTKs, PI3K, and mTOR, their involvement, and their implication in pro-oncogenic cellular processes and angiogenesis with effective approaches and newly approved drugs to inhibit their unrestrained action.
Collapse
Affiliation(s)
- Xiao Lin Huang
- School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Muhammad Imran Khan
- Hefei National Lab for Physical Sciences at the Microscale and the Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, Anhui 230027, China.
| | - Jing Wang
- First Affiliated Hospital of University of Science and Technology of China Hefei, Anhui 230036, China
| | - Rizwan Ali
- Hefei National Lab for Physical Sciences at the Microscale and the Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Syed Wajahat Ali
- Hefei National Lab for Physical Sciences at the Microscale and the Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Qurat-Ul-Ain Zahra
- Hefei National Lab for Physical Sciences at the Microscale and the Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Ahsan Kazmi
- Department of Pathology, Al-Nafees Medical College and Hospital, Isra University, Islamabad 45600, Pakistan
| | - Arbelo Lolai
- School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Yu Lin Huang
- School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Alamdar Hussain
- Department of Laboratory Medicine, Karolinska Institutet, Karolinska Hospital, Huddinge, SE 141 86 Stockholm, Sweden; Department of Biosciences, COMSATS Institute of Information Technology, Chak Shahzad Campus, Islamabad 44000, Pakistan
| | - Muhammad Bilal
- School of Life Science and Food Engineering, Huaiyin Institute of Technology, Huaian 223003, China
| | - Fenfen Li
- Hefei National Lab for Physical Sciences at the Microscale and the Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, Anhui 230027, China.
| | - Bensheng Qiu
- Hefei National Lab for Physical Sciences at the Microscale and the Centers for Biomedical Engineering, University of Science and Technology of China, Hefei, Anhui 230027, China.
| |
Collapse
|
12
|
Liu YZ, Han DT, Shi DR, Hong B, Qian Y, Wu ZG, Yao SH, Tang TM, Wang MH, Xu XM, Yao HP. Pathological significance of abnormal recepteur d’origine nantais and programmed death ligand 1 expression in colorectal cancer. World J Gastrointest Oncol 2020; 12:1216-1236. [PMID: 33250957 PMCID: PMC7667461 DOI: 10.4251/wjgo.v12.i11.1216] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Revised: 09/06/2020] [Accepted: 09/21/2020] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Programmed death ligand 1 (PD-L1) immunotherapy remains poorly efficacious in colorectal cancer (CRC). The recepteur d’origine nantais (RON) receptor tyrosine kinase plays an important role in regulating tumor immunity.
AIM To identify the patterns of RON and PD-L1 expression and explore their clinical significance in CRC.
METHODS Gene expression data from the Gene Expression Omnibus database (GEO; n = 290) and patients at the First Affiliated Hospital, Zhejiang University School of Medicine (FAHZUSM; n = 381) were analyzed to determine the prognostic value of RON and PD-L1 expression within the tumor microenvironment of CRC. HT29 cell line was treated with BMS-777607 to explore the relationship between RON activity and PD-L1 expression. Signaling pathways and protein expression perturbed by RON inhibition were evaluated by cellular immunofluorescence and Western blot.
RESULTS In the GEO patient cohort, cut-off values for RON and PD-L1 expression were determined to be 7.70 and 4.3, respectively. Stratification of patients based on these cutoffs demonstrated that high expression of RON and PD-L1 was associated with a poor prognosis. In the FAHZUSM cohort, rates of high expression of RON in tumor cells, high PD-L1 expression in tumor cells and tumor infiltrating monocytes, and both high RON and high PD-L1 expression in the tumor microenvironment were 121 (32%), 43 (11%), 91 (24%), and 51 (13.4%), respectively. High expression of RON was significantly correlated with high expression of PD-L1 in the tumor cell compartment (P < 0.001). High expression of RON and that of PD-L1 were independent prognostic factors for poorer overall survival. Concurrent high expression of both RON and PD-L1 in the tumor microenvironment was significantly associated with a poor prognosis. In vitro, BMS-777607 inhibited the phosphorylation of RON, inhibited PD-L1 expression, and attenuated activation of the ERK1/2 and AKT signaling pathways in CRC cells.
CONCLUSION RON, PD-L1, and their crosstalk are significant in predicting the prognostic value of CRC. Moreover, phosphorylation of RON upregulates PD-L1 expression, which provides a novel approach to immunotherapy in CRC.
Collapse
Affiliation(s)
- Yi-Zhi Liu
- Department of Cancer Biology Research, State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Da-Ting Han
- Department of Cancer Biology Research, State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Dan-Rong Shi
- Department of Cancer Biology Research, State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Bo Hong
- Department of Pathology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Yun Qian
- Department of Clinical Laboratory, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Zhi-Gang Wu
- Department of Cancer Biology Research, State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Shu-Hao Yao
- Department of Stomatology, Wenzhou Medical University Renji College, Wenzhou 325035, Zhejiang Province, China
| | - Tao-Ming Tang
- Department of Cancer Biology Research, State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Ming-Hai Wang
- Cancer Biology Research Center and Department of Pharmaceutical Sciences, School of Pharmacy, Texas Tech University Health Sciences Center, Amarillo, TX 79106, United States
| | - Xiang-Ming Xu
- Department of Cancer Biology Research, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| | - Hang-Ping Yao
- Department of Cancer Biology Research, State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, Zhejiang Province, China
| |
Collapse
|
13
|
Wang J, Xu C. Treatment of esophageal cancer with multiple liver metastases: a case experience of sustained complete response. J Int Med Res 2020; 48:300060520935214. [PMID: 32588692 PMCID: PMC7323305 DOI: 10.1177/0300060520935214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Esophageal squamous cell cancer with distant metastases has a poor prognosis. The metastatic sites usually involve the liver, bones, and lungs. Treatment of metastatic disease is essentially palliative and based on chemoradiotherapy. A 57-year-old man with a solitary metastatic mass of 82 × 58 mm in the left liver was treated on 19 October 2012. Irinotecan and cisplatin combination chemotherapy and nimotuzumab targeted therapy were administered. The liver metastatic mass was treated by stereotactic Gamma Knife radiosurgery. Complete remission of the primary disease and hepatic lesion was achieved, and no local or distant recurrence was found during the 7-year follow-up. Because extrahepatic lesions were ruled out and the local disease was completely locoregionally controlled, the use of stereotactic Gamma Knife radiosurgery to remove the hepatic lesion was justified and produced a reasonable outcome.
Collapse
Affiliation(s)
- Jiangfang Wang
- Department of Chemotherapy, Shaoxing People's Hospital, Shaoxing Hospital of Zhejiang University School of Medicine, Zhejiang, China
| | - Chaoyang Xu
- Department of Breast and Thyroid Surgery, Shaoxing People's Hospital, Shaoxing Hospital of Zhejiang University School of Medicine, Zhejiang, China
| |
Collapse
|
14
|
Alexandru O, Horescu C, Sevastre AS, Cioc CE, Baloi C, Oprita A, Dricu A. Receptor tyrosine kinase targeting in glioblastoma: performance, limitations and future approaches. Contemp Oncol (Pozn) 2020; 24:55-66. [PMID: 32514239 PMCID: PMC7265959 DOI: 10.5114/wo.2020.94726] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Accepted: 02/24/2020] [Indexed: 01/08/2023] Open
Abstract
From all central nervous system tumors, gliomas are the most common. Nowadays, researchers are looking for more efficient treatments for these tumors, as well as ways for early diagnosis. Receptor tyrosine kinases (RTKs) are major targets for oncology and the development of small-molecule RTK inhibitors has been proven successful in cancer treatment. Mutations or aberrant activation of the RTKs and their intracellular signaling pathways are linked to several malignant diseases, including glioblastoma. The progress in the understanding of malignant glioma evolution has led to RTK targeted therapies with high capacity to improve the therapeutic response while reducing toxicity. In this review, we present the most important RTKs (i.e. EGFR, IGFR, PDGFR and VEGFR) currently used for developing cancer therapeutics together with the potential of RTK-related drugs in glioblastoma treatment. Also, we focus on some therapeutic agents that are currently at different stages of research or even in clinical phases and proved to be suitable as re-purposing candidates for glioblastoma treatment.
Collapse
Affiliation(s)
- Oana Alexandru
- Department of Neurology, University of Medicine and Pharmacy of Craiova and Clinical Hospital of Neuropsychiatry Craiova, Craiova, Romania
| | - Cristina Horescu
- Unit of Biochemistry, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Ani-Simona Sevastre
- Unit of Pharmaceutical Technology, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Catalina Elena Cioc
- Unit of Biochemistry, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Carina Baloi
- Unit of Biochemistry, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Alexandru Oprita
- Unit of Biochemistry, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Anica Dricu
- Unit of Biochemistry, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| |
Collapse
|
15
|
Exploring receptor tyrosine kinases-inhibitors in Cancer treatments. EGYPTIAN JOURNAL OF MEDICAL HUMAN GENETICS 2019. [DOI: 10.1186/s43042-019-0035-0] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
AbstractBackgroundReceptor tyrosine kinases (RTKs) are signaling enzymes responsible for the transfer of Adenosine triphosphate (ATP) γ-phosphate to the tyrosine residues substrates. RTKs demonstrate essential roles in cellular growth, metabolism, differentiation, and motility. Anomalous expression of RTK customarily leads to cell growth dysfunction, which is connected to tumor takeover, angiogenesis, and metastasis. Understanding the structure, mechanisms of adaptive and acquired resistance, optimizing inhibition of RTKs, and eradicating cum minimizing the havocs of quiescence cancer cells is paramount.MainTextTyrosine kinase inhibitors (TKIs) vie with RTKs ATP-binding site for ATP and hitherto reduce tyrosine kinase phosphorylation, thus hampering the growth of cancer cells. TKIs can either be monoclonal antibodies that compete for the receptor’s extracellular domain or small molecules that inhibit the tyrosine kinase domain and prevent conformational changes that activate RTKs. Progression of cancer is related to aberrant activation of RTKs due to due to mutation, excessive expression, or autocrine stimulation.ConclusionsUnderstanding the modes of inhibition and structures of RTKs is germane to the design of novel and potent TKIs. This review shed light on the structures of tyrosine kinases, receptor tyrosine kinases, tyrosine kinase inhibitors, minimizing imatinib associated toxicities, optimization of tyrosine kinase inhibition in curtailing quiescence in cancer cells and the prospects of receptor tyrosine kinase based treatments.
Collapse
|