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Piper AK, Penney C, Holliday J, Tincknell G, Ma Y, Napaki S, Pantel K, Brungs D, Ranson M. EGFR and PI3K Signalling Pathways as Promising Targets on Circulating Tumour Cells from Patients with Metastatic Gastric Adenocarcinoma. Int J Mol Sci 2024; 25:5565. [PMID: 38791602 PMCID: PMC11122469 DOI: 10.3390/ijms25105565] [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: 04/17/2024] [Revised: 05/12/2024] [Accepted: 05/16/2024] [Indexed: 05/26/2024] Open
Abstract
The prognosis for metastatic gastric adenocarcinoma (mGAC) remains poor. Gene alterations in receptor tyrosine kinases (RTKs) such as epidermal growth factor receptor (EGFR) and their downstream effectors including catalytic subunit alpha of the phosphatidylinositol 3-kinase (PIK3CA) are common in mGAC. Targeted RTK and phosphatidylinositol-3-kinase (PI3K) treatments have demonstrated clinical benefits in other solid tumours and are key potential targets for clinical development against mGAC given the presence of recurrent alterations in these pathways. Furthermore, combination RTK/PI3K treatments may overcome compensatory mechanisms that arise using monotherapies, leading to improved patient outcomes. Herein, we investigated RTK/PI3K single and combination drug responses against our unique human mGAC-derived PIK3CA gain-of-function mutant, human epidermal growth factor receptor 2 (HER2)-negative, EGFR-expressing circulating tumour cell line, UWG02CTC, under two- and three-dimensional culture conditions to model different stages of metastasis. UWG02CTCs were highly responsive to the PI3K p110α-subunit targeted drugs PIK-75 (IC50 = 37.0 ± 11.1 nM) or alpelisib (7.05 ± 3.7 µM). Drug sensitivities were significantly increased in 3D conditions. Compensatory MAPK/ERK pathway upregulation by PI3K/Akt suppression was overcome by combination treatment with the EGFR inhibitor gefitinib, which was strongly synergistic. PIK-75 plus gefitinib significantly impaired UWG02CTC invasion in an organotypic assay. In conclusion, UWG02CTCs are a powerful ex vivo mGAC drug responsiveness model revealing EGFR/PI3K-targeted drugs as a promising combination treatment option for HER2-negative, RAS wild-type mGAC patients.
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Affiliation(s)
- Ann-Katrin Piper
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW 2522, Australia
- Molecular Horizons, University of Wollongong, Wollongong, NSW 2522, Australia
| | - Chelsea Penney
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW 2522, Australia
- Molecular Horizons, University of Wollongong, Wollongong, NSW 2522, Australia
| | - Jacqueline Holliday
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW 2522, Australia
- Molecular Horizons, University of Wollongong, Wollongong, NSW 2522, Australia
| | - Gary Tincknell
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW 2522, Australia
- Molecular Horizons, University of Wollongong, Wollongong, NSW 2522, Australia
- Illawarra Cancer Care Centre, Wollongong Hospital, Wollongong, NSW 2500, Australia
| | - Yafeng Ma
- Centre for Circulating Tumour Cell Diagnostics & Research at the Ingham Institute for Applied Medical Research, South-Western Clinical School, University of New South Wales, Liverpool, NSW 2170, Australia
| | - Sarbar Napaki
- Graduate School of Medicine, University of Wollongong, Wollongong, NSW 2522, Australia
- Department of Pathology, Wollongong Hospital, Wollongong, NSW 2500, Australia
| | - Klaus Pantel
- Institute for Tumor Biology, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany
| | - Daniel Brungs
- Molecular Horizons, University of Wollongong, Wollongong, NSW 2522, Australia
- Illawarra Cancer Care Centre, Wollongong Hospital, Wollongong, NSW 2500, Australia
- Graduate School of Medicine, University of Wollongong, Wollongong, NSW 2522, Australia
- Department of Pathology, Wollongong Hospital, Wollongong, NSW 2500, Australia
| | - Marie Ranson
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW 2522, Australia
- Molecular Horizons, University of Wollongong, Wollongong, NSW 2522, Australia
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Epishkina A, Pakina V, Kutorkina E, Bogoslovskaya E, Tumutolova O, Tolstov M, Igrunkova A, Fedoseikin I, Blinova E, Semeleva E, Blinov D. A novel dihydroacridine derivative targets epidermal growth factor receptor-expressing cancer cells in vitro and in vivo. J Adv Pharm Technol Res 2024; 15:104-110. [PMID: 38903549 PMCID: PMC11186549 DOI: 10.4103/japtr.japtr_392_23] [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] [Received: 08/08/2023] [Revised: 12/21/2023] [Accepted: 12/29/2023] [Indexed: 06/22/2024] Open
Abstract
Small molecules are considered a source of novel medicines targeting carcinogenic intracellular pathways including epidermal growth factor receptor (EGFR) signaling. The main goal of the study is to assess whether LHT-17-19 could be considered an effective target molecule against EGFR-expressing tumor cells in silico, in vitro, and in vivo. This was an in vivo, ex vivo, and in vivo experimental study. LHT-17-19 affinity to EGFR's kinase domain was assessed by the ligand's molecular docking. EGFR-expressing Hs746T human gastric cancer cell culture and patient-derived organoid (PDO) model of EGFR-positive breast cancer (BC) were used for in vitro assessment of the molecule anticancer property. IC50 and GI50 indexes were estimated using MTT- and MTS-based tests, respectively. Anticancer activity of LHT-17-19 against EGFR-expressing mutant lung carcinoma was studied on patient-derived xenograft (PDX) model established in 10 humanized BALB/c male mice. Continuous variables were presented as a mean ± standard deviation. Intergroup differences were assessed by two-way t-test. Kaplan-Meier's curves were used for survival analysis. High affinity of LHT-17-19 for the EGFR kinase domain with dG score -7.9 kcal/mol, EDoc-5.45 kcal/mol, and Ki 101.24 uM was due to intermolecular π-σ bonds formation and the ligand intramolecular transformation. LHT-17-19 induced anti-EGFR-expressing gastric cancer cells cytotoxicity with IC50 0.32 µM (95% confidence interval [CI] 0.11-0.54 µM). The derivative inhibited growth of EGFR-expressing BC PDO with GI50 16.25 µM (95% CI 4.44-28.04 µM). 2 mg/kg LHT-17-19 intravenously daily during 7 days inhibited PDX tumor growth and metastatic activity, prolonged animals' survival, and eliminated EGFR-mutant lung cancer cells from residual tumor's node. LHT-17-19 may be considered a molecular platform for further search of promising molecules, EGFR-expressing cancer cell inhibitors.
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Affiliation(s)
- Anna Epishkina
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
- Medical Department, Unim LLC Mephi, Russia
| | - Viktoria Pakina
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
| | - Ekaterina Kutorkina
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
| | - Evgeniia Bogoslovskaya
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
| | - Oksana Tumutolova
- Department of Pharmacology and Pharmaceutics, Ogarev National Research Mordovia State University, Saransk, Russia
| | - Matvey Tolstov
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
| | - Aleksandra Igrunkova
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
| | - Ilya Fedoseikin
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
| | - Ekaterina Blinova
- Department of Clinical Pharmacology and Internal Diseases Propaedeutic, Sechenov University Mephi, Russia
- Department of Fundamental Medicine, National Research Nuclear University Mephi, Russia
| | - Elena Semeleva
- Department of Pharmacology and Pharmaceutics, Ogarev National Research Mordovia State University, Saransk, Russia
| | - Dmitrii Blinov
- Department of Molecular and Clinical Pharmacology, Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Moscow, Russia
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SHAHRANI MESFERAL, GAHTANI REEM, ABOHASSAN MOHAMMAD, ALSHAHRANI MOHAMMAD, ALRAEY YASSER, DERA AYED, ASIRI MOHAMMADRAJEH, RAJAGOPALAN PRASANNA. High-throughput computational screening and in vitro evaluation identifies 5-(4-oxo-4H-3,1-benzoxazin-2-yl)-2-[3-(4-oxo-4H-3,1-benzoxazin-2-yl) phenyl]-1H-isoindole-1,3(2H)-dione (C3), as a novel EGFR-HER2 dual inhibitor in gastric tumors. Oncol Res 2023; 32:251-259. [PMID: 38186572 PMCID: PMC10765126 DOI: 10.32604/or.2023.043139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 09/11/2023] [Indexed: 01/09/2024] Open
Abstract
Gastric cancers are caused primarily due to the activation and amplification of the EGFR or HER2 kinases resulting in cell proliferation, adhesion, angiogenesis, and metastasis. Conventional therapies are ineffective due to the intra-tumoral heterogeneity and concomitant genetic mutations. Hence, dual inhibition strategies are recommended to increase potency and reduce cytotoxicity. In this study, we have conducted computational high-throughput screening of the ChemBridge library followed by in vitro assays and identified novel selective inhibitors that have a dual impediment of EGFR/HER2 kinase activities. Diversity-based High-throughput Virtual Screening (D-HTVS) was used to screen the whole ChemBridge small molecular library against EGFR and HER2. The atomistic molecular dynamic simulation was conducted to understand the dynamics and stability of the protein-ligand complexes. EGFR/HER2 kinase enzymes, KATOIII, and Snu-5 cells were used for in vitro validations. The atomistic Molecular Dynamics simulations followed by solvent-based Gibbs binding free energy calculation of top molecules, identified compound C3 (5-(4-oxo-4H-3,1-benzoxazin-2-yl)-2-[3-(4-oxo-4H-3,1-benzoxazin-2-yl) phenyl]-1H-isoindole-1,3(2H)-dione) to have a good affinity for both EGFR and HER2. The predicted compound, C3, was promising with better binding energy, good binding pose, and optimum interactions with the EGFR and HER2 residues. C3 inhibited EGFR and HER2 kinases with IC50 values of 37.24 and 45.83 nM, respectively. The GI50 values of C3 to inhibit KATOIII and Snu-5 cells were 84.76 and 48.26 nM, respectively. Based on these findings, we conclude that the identified compound C3 showed a conceivable dual inhibitory activity on EGFR/HER2 kinase, and therefore can be considered as a plausible lead-like molecule for treating gastric cancers with minimal side effects, though testing in higher models with pharmacokinetic approach is required.
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Affiliation(s)
- MESFER AL SHAHRANI
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - REEM GAHTANI
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - MOHAMMAD ABOHASSAN
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - MOHAMMAD ALSHAHRANI
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - YASSER ALRAEY
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - AYED DERA
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - MOHAMMAD RAJEH ASIRI
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
| | - PRASANNA RAJAGOPALAN
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Khalid University, Abha, Saudi Arabia
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Nisa KU, Tarfeen N, Humaira, Wani S, Nisa Q, Ali S, Wali AF. Proteomic approaches in the study of cancers. Proteomics 2023. [DOI: 10.1016/b978-0-323-95072-5.00002-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
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Anti-Tumor Effect of Heat-Killed Bifidobacterium bifidum on Human Gastric Cancer through Akt-p53-Dependent Mitochondrial Apoptosis in Xenograft Models. Int J Mol Sci 2022; 23:ijms23179788. [PMID: 36077182 PMCID: PMC9456556 DOI: 10.3390/ijms23179788] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 08/24/2022] [Accepted: 08/26/2022] [Indexed: 12/04/2022] Open
Abstract
Paraprobiotics, inactivated microbial cells, regulate immune system and exhibit antioxidant and anti-inflammatory activities in patients with weakened immunity or the elderly. This study evaluated the anti-tumor effects of heat-killed Bifidobacterium and Lactobacillus on human gastric cancer MKN1 cells in vitro and in vivo in xenograft animal models. First, cytotoxicity and apoptosis in MKN1 cells of 11 different heat-killed Bifidobacterium or Lactobacillus strains were examined using the MTT assay or flow cytometry, respectively. Then, BALB/c nude mice xenograft animal models were implanted with human gastric cancer MKN1 cells and orally administered a selected single or a mixture of heat-killed bacterial strains to investigate their inhibitory effect on tumor growth. In addition, the expression of p-Akt, p53, Bax, Bak, cleaved caspase-9, -3, and PARP in the tumor tissues was analyzed using Western blotting assay or immunohistochemistry staining. The results show that heat-killed B. bifidum MG731 (MG731), L. reuteri MG5346 (MG5346), and L. rhamnosus MG5200 (MG5200) induced relatively greater apoptosis than other strains in MKN1 cells. Oral administration of a single dose or a mixture of MG731, MG5346, or MG5200 significantly delayed tumor growth, and MG731 had the most effective anti-tumor effect in the xenograft model. Protein expression of p-Akt, p53, Bax, cleaved caspase-3 and -9, and PARP in tumors derived from the xenograft model correlated with the results of the immunohistochemistry staining.
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6
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You L, Xiao L, Jin S. EPS8L3 suppresses apoptosis and autophagy of gastric cancer through PI3K/AKT/mTOR signaling. Mol Cell Toxicol 2022. [DOI: 10.1007/s13273-022-00266-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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7
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Ebert K, Haffner I, Zwingenberger G, Keller S, Raimúndez E, Geffers R, Wirtz R, Barbaria E, Hollerieth V, Arnold R, Walch A, Hasenauer J, Maier D, Lordick F, Luber B. Combining gene expression analysis of gastric cancer cell lines and tumor specimens to identify biomarkers for anti-HER therapies-the role of HAS2, SHB and HBEGF. BMC Cancer 2022; 22:254. [PMID: 35264144 PMCID: PMC8908634 DOI: 10.1186/s12885-022-09335-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2021] [Accepted: 02/24/2022] [Indexed: 02/22/2023] Open
Abstract
Background The standard treatment for patients with advanced HER2-positive gastric cancer is a combination of the antibody trastuzumab and platin-fluoropyrimidine chemotherapy. As some patients do not respond to trastuzumab therapy or develop resistance during treatment, the search for alternative treatment options and biomarkers to predict therapy response is the focus of research. We compared the efficacy of trastuzumab and other HER-targeting drugs such as cetuximab and afatinib. We also hypothesized that treatment-dependent regulation of a gene indicates its importance in response and that it can therefore be used as a biomarker for patient stratification. Methods A selection of gastric cancer cell lines (Hs746T, MKN1, MKN7 and NCI-N87) was treated with EGF, cetuximab, trastuzumab or afatinib for a period of 4 or 24 h. The effects of treatment on gene expression were measured by RNA sequencing and the resulting biomarker candidates were tested in an available cohort of gastric cancer patients from the VARIANZ trial or functionally analyzed in vitro. Results After treatment of the cell lines with afatinib, the highest number of regulated genes was observed, followed by cetuximab and trastuzumab. Although trastuzumab showed only relatively small effects on gene expression, BMF, HAS2 and SHB could be identified as candidate biomarkers for response to trastuzumab. Subsequent studies confirmed HAS2 and SHB as potential predictive markers for response to trastuzumab therapy in clinical samples from the VARIANZ trial. AREG, EREG and HBEGF were identified as candidate biomarkers for treatment with afatinib and cetuximab. Functional analysis confirmed that HBEGF is a resistance factor for cetuximab. Conclusion By confirming HAS2, SHB and HBEGF as biomarkers for anti-HER therapies, we provide evidence that the regulation of gene expression after treatment can be used for biomarker discovery. Trial registration. Clinical specimens of the VARIANZ study (NCT02305043) were used to test biomarker candidates. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-022-09335-4.
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Affiliation(s)
- Karolin Ebert
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Ivonne Haffner
- University Cancer Center Leipzig (UCCL), University Leipzig Medical Center, 04103, Leipzig, Germany
| | - Gwen Zwingenberger
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Simone Keller
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Elba Raimúndez
- Faculty of Mathematics and Natural Sciences, University of Bonn, 53113, Bonn, Germany.,Center for Mathematics, Technische Universität München, 85748, Garching, Germany
| | - Robert Geffers
- Helmholtz Zentrum für Infektionsforschung, 38124, Braunschweig, Germany
| | - Ralph Wirtz
- STRATIFYER Molecular Pathology GmbH, 50935, Köln, Germany
| | - Elena Barbaria
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Vanessa Hollerieth
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Rouven Arnold
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Axel Walch
- Helmholtz Zentrum München-German Research Center for Environmental Health, Research Unit Analytical Pathology, 85764, Neuherberg, Germany
| | - Jan Hasenauer
- Faculty of Mathematics and Natural Sciences, University of Bonn, 53113, Bonn, Germany.,Center for Mathematics, Technische Universität München, 85748, Garching, Germany.,Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, 85764, Neuherberg, Germany
| | | | - Florian Lordick
- University Cancer Center Leipzig (UCCL), University Leipzig Medical Center, 04103, Leipzig, Germany
| | - Birgit Luber
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany.
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8
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Wang X, Allen S, Blake JF, Bowcut V, Briere DM, Calinisan A, Dahlke JR, Fell JB, Fischer JP, Gunn RJ, Hallin J, Laguer J, Lawson JD, Medwid J, Newhouse B, Nguyen P, O'Leary JM, Olson P, Pajk S, Rahbaek L, Rodriguez M, Smith CR, Tang TP, Thomas NC, Vanderpool D, Vigers GP, Christensen JG, Marx MA. Identification of MRTX1133, a Noncovalent, Potent, and Selective KRAS G12D Inhibitor. J Med Chem 2021; 65:3123-3133. [PMID: 34889605 DOI: 10.1021/acs.jmedchem.1c01688] [Citation(s) in RCA: 285] [Impact Index Per Article: 95.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
KRASG12D, the most common oncogenic KRAS mutation, is a promising target for the treatment of solid tumors. However, when compared to KRASG12C, selective inhibition of KRASG12D presents a significant challenge due to the requirement of inhibitors to bind KRASG12D with high enough affinity to obviate the need for covalent interactions with the mutant KRAS protein. Here, we report the discovery and characterization of the first noncovalent, potent, and selective KRASG12D inhibitor, MRTX1133, which was discovered through an extensive structure-based activity improvement and shown to be efficacious in a KRASG12D mutant xenograft mouse tumor model.
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Affiliation(s)
- Xiaolun Wang
- Mirati Therapeutics, San Diego, California 92121, United States
| | - Shelley Allen
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - James F Blake
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Vickie Bowcut
- Mirati Therapeutics, San Diego, California 92121, United States
| | - David M Briere
- Mirati Therapeutics, San Diego, California 92121, United States
| | | | - Joshua R Dahlke
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Jay B Fell
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - John P Fischer
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Robin J Gunn
- Mirati Therapeutics, San Diego, California 92121, United States
| | - Jill Hallin
- Mirati Therapeutics, San Diego, California 92121, United States
| | - Jade Laguer
- Mirati Therapeutics, San Diego, California 92121, United States
| | - J David Lawson
- Mirati Therapeutics, San Diego, California 92121, United States
| | - James Medwid
- Mirati Therapeutics, San Diego, California 92121, United States
| | - Brad Newhouse
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Phong Nguyen
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Jacob M O'Leary
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Peter Olson
- Mirati Therapeutics, San Diego, California 92121, United States
| | - Spencer Pajk
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Lisa Rahbaek
- Mirati Therapeutics, San Diego, California 92121, United States
| | - Mareli Rodriguez
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | | | - Tony P Tang
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | - Nicole C Thomas
- Mirati Therapeutics, San Diego, California 92121, United States
| | | | - Guy P Vigers
- Pfizer Boulder Research & Development, Boulder, Colorado 80301, United States
| | | | - Matthew A Marx
- Mirati Therapeutics, San Diego, California 92121, United States
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Onesto MM, Short CA, Rempel SK, Catlett TS, Gomez TM. Growth Factors as Axon Guidance Molecules: Lessons From in vitro Studies. Front Neurosci 2021; 15:678454. [PMID: 34093120 PMCID: PMC8175860 DOI: 10.3389/fnins.2021.678454] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 04/26/2021] [Indexed: 11/13/2022] Open
Abstract
Growth cones at the tips of extending axons navigate through developing organisms by probing extracellular cues, which guide them through intermediate steps and onto final synaptic target sites. Widespread focus on a few guidance cue families has historically overshadowed potentially crucial roles of less well-studied growth factors in axon guidance. In fact, recent evidence suggests that a variety of growth factors have the ability to guide axons, affecting the targeting and morphogenesis of growth cones in vitro. This review summarizes in vitro experiments identifying responses and signaling mechanisms underlying axon morphogenesis caused by underappreciated growth factors.
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Affiliation(s)
| | | | | | | | - Timothy M. Gomez
- Neuroscience Training Program and Cell and Molecular Biology Program, Department of Neuroscience, University of Wisconsin–Madison, Madison, WI, United States
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10
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Choi K, Karr JR, Sauro HM. Status and Challenges of Reproducibility in Computational Systems and Synthetic Biology. SYSTEMS MEDICINE 2021. [DOI: 10.1016/b978-0-12-801238-3.11525-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
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11
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Abyadeh M, Meyfour A, Gupta V, Zabet Moghaddam M, Fitzhenry MJ, Shahbazian S, Hosseini Salekdeh G, Mirzaei M. Recent Advances of Functional Proteomics in Gastrointestinal Cancers- a Path towards the Identification of Candidate Diagnostic, Prognostic, and Therapeutic Molecular Biomarkers. Int J Mol Sci 2020; 21:ijms21228532. [PMID: 33198323 PMCID: PMC7697099 DOI: 10.3390/ijms21228532] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 11/02/2020] [Accepted: 11/11/2020] [Indexed: 02/07/2023] Open
Abstract
Gastrointestinal (GI) cancer remains one of the common causes of morbidity and mortality. A high number of cases are diagnosed at an advanced stage, leading to a poor survival rate. This is primarily attributed to the lack of reliable diagnostic biomarkers and limited treatment options. Therefore, more sensitive, specific biomarkers and curative treatments are desirable. Functional proteomics as a research area in the proteomic field aims to elucidate the biological function of unknown proteins and unravel the cellular mechanisms at the molecular level. Phosphoproteomic and glycoproteomic studies have emerged as two efficient functional proteomics approaches used to identify diagnostic biomarkers, therapeutic targets, the molecular basis of disease and mechanisms underlying drug resistance in GI cancers. In this review, we present an overview on how functional proteomics may contribute to the understanding of GI cancers, namely colorectal, gastric, hepatocellular carcinoma and pancreatic cancers. Moreover, we have summarized recent methodological developments in phosphoproteomics and glycoproteomics for GI cancer studies.
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Affiliation(s)
- Morteza Abyadeh
- Cell Science Research Center, Department of Molecular Systems Biology, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran 1665659911, Iran; (M.A.); (G.H.S.)
| | - Anna Meyfour
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran 1985717413, Iran
- Cell Science Research Center, Department of Stem Cells and Developmental Biology, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran 1665659911, Iran
- Correspondence: (A.M.); (M.M.)
| | - Vivek Gupta
- Department of Clinical Medicine, Macquarie University, Macquarie Park, NSW 2113, Australia;
| | | | - Matthew J. Fitzhenry
- Australian Proteome Analysis Facility, Macquarie University, Macquarie Park, NSW 2113, Australia;
| | - Shila Shahbazian
- Department of Molecular Sciences, Macquarie University, Macquarie Park, NSW 2113, Australia;
| | - Ghasem Hosseini Salekdeh
- Cell Science Research Center, Department of Molecular Systems Biology, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran 1665659911, Iran; (M.A.); (G.H.S.)
- Department of Molecular Sciences, Macquarie University, Macquarie Park, NSW 2113, Australia;
| | - Mehdi Mirzaei
- Department of Clinical Medicine, Macquarie University, Macquarie Park, NSW 2113, Australia;
- Correspondence: (A.M.); (M.M.)
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12
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Ebert K, Zwingenberger G, Barbaria E, Keller S, Heck C, Arnold R, Hollerieth V, Mattes J, Geffers R, Raimúndez E, Hasenauer J, Luber B. Determining the effects of trastuzumab, cetuximab and afatinib by phosphoprotein, gene expression and phenotypic analysis in gastric cancer cell lines. BMC Cancer 2020; 20:1039. [PMID: 33115415 PMCID: PMC7594334 DOI: 10.1186/s12885-020-07540-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Accepted: 10/18/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Gastric cancer is the fifth most frequently diagnosed cancer and the third leading cause of cancer death worldwide. The molecular mechanisms of action for anti-HER-family drugs in gastric cancer cells are incompletely understood. We compared the molecular effects of trastuzumab and the other HER-family targeting drugs cetuximab and afatinib on phosphoprotein and gene expression level to gain insights into the regulated pathways. Moreover, we intended to identify genes involved in phenotypic effects of anti-HER therapies. METHODS A time-resolved analysis of downstream intracellular kinases following EGF, cetuximab, trastuzumab and afatinib treatment was performed by Luminex analysis in the gastric cancer cell lines Hs746T, MKN1, MKN7 and NCI-N87. The changes in gene expression after treatment of the gastric cancer cell lines with EGF, cetuximab, trastuzumab or afatinib for 4 or 24 h were analyzed by RNA sequencing. Significantly enriched pathways and gene ontology terms were identified by functional enrichment analysis. Furthermore, effects of trastuzumab and afatinib on cell motility and apoptosis were analyzed by time-lapse microscopy and western blot for cleaved caspase 3. RESULTS The Luminex analysis of kinase activity revealed no effects of trastuzumab, while alterations of AKT1, MAPK3, MEK1 and p70S6K1 activations were observed under cetuximab and afatinib treatment. On gene expression level, cetuximab mainly affected the signaling pathways, whereas afatinib had an effect on both signaling and cell cycle pathways. In contrast, trastuzumab had little effects on gene expression. Afatinib reduced average speed in MKN1 and MKN7 cells and induced apoptosis in NCI-N87 cells. Following treatment with afatinib, a list of 14 genes that might be involved in the decrease of cell motility and a list of 44 genes that might have a potential role in induction of apoptosis was suggested. The importance of one of these genes (HBEGF) as regulator of motility was confirmed by knockdown experiments. CONCLUSIONS Taken together, we described the different molecular effects of trastuzumab, cetuximab and afatinib on kinase activity and gene expression. The phenotypic changes following afatinib treatment were reflected by altered biological functions indicated by overrepresentation of gene ontology terms. The importance of identified genes for cell motility was validated in case of HBEGF.
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Affiliation(s)
- Karolin Ebert
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Gwen Zwingenberger
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Elena Barbaria
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Simone Keller
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Corinna Heck
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Rouven Arnold
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Vanessa Hollerieth
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany
| | - Julian Mattes
- MATTES Medical Imaging GmbH, A-4232, Hagenberg, Austria
| | - Robert Geffers
- Helmholtz Zentrum für Infektionsforschung, 38124, Braunschweig, Germany
| | - Elba Raimúndez
- Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, 85764, Neuherberg, Germany.,Center for Mathematics, Technische Universität München, 85748, Garching, Germany
| | - Jan Hasenauer
- Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, 85764, Neuherberg, Germany.,Center for Mathematics, Technische Universität München, 85748, Garching, Germany.,Faculty of Mathematics and Natural Sciences, University of Bonn, 53113, Bonn, Germany
| | - Birgit Luber
- Fakultät für Medizin, Technische Universität München, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, 81675, München, Germany.
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13
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Accordino G, Lettieri S, Bortolotto C, Benvenuti S, Gallotti A, Gattoni E, Agustoni F, Pozzi E, Rinaldi P, Primiceri C, Morbini P, Lancia A, Stella GM. From Interconnection between Genes and Microenvironment to Novel Immunotherapeutic Approaches in Upper Gastro-Intestinal Cancers-A Multidisciplinary Perspective. Cancers (Basel) 2020; 12:cancers12082105. [PMID: 32751137 PMCID: PMC7465773 DOI: 10.3390/cancers12082105] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 07/24/2020] [Accepted: 07/25/2020] [Indexed: 02/07/2023] Open
Abstract
Despite the progress during the last decade, patients with advanced gastric and esophageal cancers still have poor prognosis. Finding optimal therapeutic strategies represents an unmet need in this field. Several prognostic and predictive factors have been evaluated and may guide clinicians in choosing a tailored treatment. Data from large studies investigating the role of immunotherapy in gastrointestinal cancers are promising but further investigations are necessary to better select those patients who can mostly benefit from these novel therapies. This review will focus on the treatment of metastatic esophageal and gastric cancer. We will review the standard of care and the role of novel therapies such as immunotherapies and CAR-T. Moreover, we will focus on the analysis of potential predictive biomarkers such as Modify as: Microsatellite Instability (MSI) and PD-L1, which may lead to treatment personalization and improved treatment outcomes. A multidisciplinary point of view is mandatory to generate an integrated approach to properly exploit these novel antiproliferative agents.
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Affiliation(s)
- Giulia Accordino
- Department of Medical Sciences and Infective Diseases, Unit of Respiratory Diseases, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (G.A.); (S.L.)
| | - Sara Lettieri
- Department of Medical Sciences and Infective Diseases, Unit of Respiratory Diseases, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (G.A.); (S.L.)
| | - Chandra Bortolotto
- Department of Intensive Medicine, Unit of Radiology, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (C.B.); (A.G.)
| | - Silvia Benvenuti
- Candiolo Cancer Institute, Fondazione del Piemonte per l’Oncologia (FPO)-IRCCS-Str. Prov.le 142, km. 3,95, 10060 Candiolo (TO), Italy;
| | - Anna Gallotti
- Department of Intensive Medicine, Unit of Radiology, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (C.B.); (A.G.)
| | - Elisabetta Gattoni
- Department of Oncology, Azienda Sanitaria Locale (ASL) AL, 27000 Casale Monferrato (AL), Italy;
| | - Francesco Agustoni
- Department of Medical Sciences and Infective Diseases, Unit of Oncology, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (F.A.); (E.P.)
| | - Emma Pozzi
- Department of Medical Sciences and Infective Diseases, Unit of Oncology, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (F.A.); (E.P.)
| | - Pietro Rinaldi
- Department of Intensive Medicine, Unit of Thoracic Surgery, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (P.R.); (C.P.)
| | - Cristiano Primiceri
- Department of Intensive Medicine, Unit of Thoracic Surgery, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (P.R.); (C.P.)
| | - Patrizia Morbini
- Department of Diagnostic Medicine, Unit of Pathology, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy;
| | - Andrea Lancia
- Department of Medical Sciences and Infective Diseases, Unit of Radiation Therapy, IRCCS Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy;
| | - Giulia Maria Stella
- Department of Medical Sciences and Infective Diseases, Unit of Respiratory Diseases, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Policlinico San Matteo Foundation and University of Pavia Medical School, 27000 Pavia, Italy; (G.A.); (S.L.)
- Correspondence: ; Tel.: +39-0382503369; Fax: +39-0382502719
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14
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Fernandes E, Freitas R, Ferreira D, Soares J, Azevedo R, Gaiteiro C, Peixoto A, Oliveira S, Cotton S, Relvas-Santos M, Afonso LP, Palmeira C, Oliveira MJ, Ferreira R, Silva AMN, Lara Santos L, Ferreira JA. Nucleolin-Sle A Glycoforms as E-Selectin Ligands and Potentially Targetable Biomarkers at the Cell Surface of Gastric Cancer Cells. Cancers (Basel) 2020; 12:cancers12040861. [PMID: 32252346 PMCID: PMC7226152 DOI: 10.3390/cancers12040861] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 03/24/2020] [Accepted: 03/28/2020] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Gastric cancer (GC) is a major health burden worldwide, with half of patients developing metastases within 5 years after treatment, urging novel biomarkers for diagnosis and efficient therapeutic targeting. Sialyl-Lewis A (SLeA), a terminal glycoepitope of glycoproteins and glycolipids, offers tremendous potential towards this objective. It is rarely expressed in healthy tissues and blood cells, while it is present in highly metastatic cell lines and metastases. SLeA is also involved in E-selectin mediated metastasis, making it an ideal target to control disease dissemination. METHODS AND RESULTS To improve cancer specificity, we have explored the SLeA-glycoproteome of six GC cell models, with emphasis on glycoproteins showing affinity for E-selectin. A novel bioinformatics-assisted algorithm identified nucleolin (NCL), a nuclear protein, as a potential targetable biomarker potentially involved in metastasis. Several immunoassays, including Western blot and in situ proximity ligation reinforced the existence of cell surface NCL-SLeA glycoforms in GC. The NCL-SLeA glycophenotype was associated with decreased survival and was not reflected in relevant healthy tissues. CONCLUSIONS NCL-SLeA is a biomarker of poor prognosis in GC holding potential for precise cancer targeting. This is the first report describing SLeA in preferentially nuclear protein, setting a new paradigm for cancer biomarkers discovery and targeted therapies.
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Affiliation(s)
- Elisabete Fernandes
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
- Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135 Porto, Portugal;
- Institute for Biomedical Engineering (INEB), Porto, Portugal, 4200-135 Porto, Portugal
- Digestive Cancer Research Group, 1495-161 Algés, Portugal
| | - Rui Freitas
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
| | - Dylan Ferreira
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135 Porto, Portugal;
- Institute for Biomedical Engineering (INEB), Porto, Portugal, 4200-135 Porto, Portugal
- Digestive Cancer Research Group, 1495-161 Algés, Portugal
| | - Janine Soares
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
- REQUIMTE-LAQV, Department of Chemistry, University of Aveiro, 3810-193 Aveiro, Portugal;
| | - Rita Azevedo
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
| | - Cristiana Gaiteiro
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
| | - Andreia Peixoto
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
- Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135 Porto, Portugal;
- Institute for Biomedical Engineering (INEB), Porto, Portugal, 4200-135 Porto, Portugal
| | - Sara Oliveira
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
| | - Sofia Cotton
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
| | - Marta Relvas-Santos
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute for Biomedical Engineering (INEB), Porto, Portugal, 4200-135 Porto, Portugal
- REQUIMTE-LAQV, Department of Chemistry and Biochemistry, Faculty of Sciences of the University of Porto, 4169-007 Porto, Portugal;
| | - Luis Pedro Afonso
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Pathology Department, Portuguese Institute of Oncology of Porto, 4200-162 Porto, Portugal
| | - Carlos Palmeira
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Immunology Department, Portuguese Institute of Oncology of Porto, 4200-162 Porto, Portugal
- Health Science Faculty, University of Fernando Pessoa, 4249-004 Porto, Portugal
| | - Maria José Oliveira
- Institute for Research and Innovation in Health (i3S), University of Porto, 4200-135 Porto, Portugal;
- Institute for Biomedical Engineering (INEB), Porto, Portugal, 4200-135 Porto, Portugal
| | - Rita Ferreira
- REQUIMTE-LAQV, Department of Chemistry, University of Aveiro, 3810-193 Aveiro, Portugal;
| | - André M. N. Silva
- REQUIMTE-LAQV, Department of Chemistry and Biochemistry, Faculty of Sciences of the University of Porto, 4169-007 Porto, Portugal;
| | - Lúcio Lara Santos
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
- Digestive Cancer Research Group, 1495-161 Algés, Portugal
- Health Science Faculty, University of Fernando Pessoa, 4249-004 Porto, Portugal
- Department of Surgical Oncology, Portuguese Institute of Oncology of Porto, 4200-162 Porto, Portugal
- Department, Porto Comprehensive Cancer Centre (P.ccc), 4200-162 Porto, Portugal
| | - José Alexandre Ferreira
- Experimental Pathology and Therapeutics Group, Portuguese Institute of Oncology, 4200-162 Porto, Portugal; (E.F.); (R.F.); (D.F.); (J.S.); (R.A.); (C.G.); (A.P.); (S.O.); (S.C.); (M.R.-S.); (L.P.A.); (C.P.); (L.L.S.)
- Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, 4050-013 Porto, Portugal
- Department, Porto Comprehensive Cancer Centre (P.ccc), 4200-162 Porto, Portugal
- Correspondence: ; Tel.: +351-225084000 (ext. 5111)
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Raimúndez E, Keller S, Zwingenberger G, Ebert K, Hug S, Theis FJ, Maier D, Luber B, Hasenauer J. Model-based analysis of response and resistance factors of cetuximab treatment in gastric cancer cell lines. PLoS Comput Biol 2020; 16:e1007147. [PMID: 32119655 PMCID: PMC7067490 DOI: 10.1371/journal.pcbi.1007147] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 03/12/2020] [Accepted: 01/27/2020] [Indexed: 12/31/2022] Open
Abstract
Targeted cancer therapies are powerful alternatives to chemotherapies or can be used complementary to these. Yet, the response to targeted treatments depends on a variety of factors, including mutations and expression levels, and therefore their outcome is difficult to predict. Here, we develop a mechanistic model of gastric cancer to study response and resistance factors for cetuximab treatment. The model captures the EGFR, ERK and AKT signaling pathways in two gastric cancer cell lines with different mutation patterns. We train the model using a comprehensive selection of time and dose response measurements, and provide an assessment of parameter and prediction uncertainties. We demonstrate that the proposed model facilitates the identification of causal differences between the cell lines. Furthermore, our study shows that the model provides predictions for the responses to different perturbations, such as knockdown and knockout experiments. Among other results, the model predicted the effect of MET mutations on cetuximab sensitivity. These predictive capabilities render the model a basis for the assessment of gastric cancer signaling and possibly for the development and discovery of predictive biomarkers. Unraveling the causal differences between drug responders and non-responders is an important challenge. The information can help to understand molecular mechanisms and to guide the selection and design of targeted therapies. Here, we approach this problem for cetuximab treatment for gastric cancer using mechanistic mathematical modeling. The proposed model describes responder and non-responder gastric cancer cell lines and can predict the response in several validation experiments. Our analysis provides a differentiated view on mutations and explains, for instance, the relevance of MET mutations and the insignificance of PIK3CA mutation in the considered cell lines. The model might potentially provide the basis for understanding the recent failure of several clinical studies.
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Affiliation(s)
- Elba Raimúndez
- Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
- Center for Mathematics, Technische Universität München, Garching, Germany
| | - Simone Keller
- Technical University of Munich, School of Medicine, Klinikum rechts der Isar, Institute of Pathology, Munich, Germany
| | - Gwen Zwingenberger
- Technical University of Munich, School of Medicine, Klinikum rechts der Isar, Institute of Pathology, Munich, Germany
| | - Karolin Ebert
- Technical University of Munich, School of Medicine, Klinikum rechts der Isar, Institute of Pathology, Munich, Germany
| | - Sabine Hug
- Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
- Center for Mathematics, Technische Universität München, Garching, Germany
| | - Fabian J. Theis
- Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
- Center for Mathematics, Technische Universität München, Garching, Germany
| | | | - Birgit Luber
- Technical University of Munich, School of Medicine, Klinikum rechts der Isar, Institute of Pathology, Munich, Germany
| | - Jan Hasenauer
- Helmholtz Zentrum München-German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
- Center for Mathematics, Technische Universität München, Garching, Germany
- Faculty of Mathematics and Natural Sciences, University of Bonn, Bonn, Germany
- * E-mail:
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Ebert K, Mattes J, Kunzke T, Zwingenberger G, Luber B. MET as resistance factor for afatinib therapy and motility driver in gastric cancer cells. PLoS One 2019; 14:e0223225. [PMID: 31557260 PMCID: PMC6763200 DOI: 10.1371/journal.pone.0223225] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 09/15/2019] [Indexed: 12/24/2022] Open
Abstract
The therapeutic options for advanced gastric cancer are still limited. Several drugs targeting the epidermal growth factor receptor family have been developed. So far, the HER2 antibody trastuzumab is the only drug targeting the HER-family that is available to gastric cancer patients. The pan-HER inhibitor afatinib is currently investigated in clinical trials and shows promising results in cell culture experiments and patient-derived xenograft (PDX) models. However, some cell lines do not respond to afatinib treatment. The determination of resistance factors in these cell lines can help to find the best treatment option for gastric cancer patients. In this study, we analyzed the role of MET as a resistance factor for afatinib therapy in a gastric cancer cell line. MET expression in afatinib-resistant MET-amplified Hs746T cells was reduced by means of siRNA transfection. The effects of MET knockdown on signal transduction, cell proliferation and motility were examined. In addition to the manual assessment of cell motility, a computational motility analysis involving parameters such as (approximate) average speed, displacement entropy or radial effectiveness was realized. Moreover, the impact of afatinib was compared between MET knockdown cells and control cells. MET knockdown in Hs746T cells resulted in impaired signal transduction and reduced cell proliferation and motility. Moreover, the afatinib resistance of Hs746T cells was reversed after MET knockdown. Therefore, the amplification of MET is confirmed as a resistance factor in gastric cancer cells. Whether MET is a useful resistance marker for afatinib therapy or other HER-targeting drugs in patients should be investigated in clinical trials.
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Affiliation(s)
- Karolin Ebert
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, Trogerstr, München, Germany
| | - Julian Mattes
- MATTES Medical Imaging GmbH, Softwarepark, Hagenberg, Austria
| | - Thomas Kunzke
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, Trogerstr, München, Germany
| | - Gwen Zwingenberger
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, Trogerstr, München, Germany
| | - Birgit Luber
- Technische Universität München, Fakultät für Medizin, Klinikum rechts der Isar, Institut für Allgemeine Pathologie und Pathologische Anatomie, Trogerstr, München, Germany
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Uncoupling Traditional Functionalities of Metastasis: The Parting of Ways with Real-Time Assays. J Clin Med 2019; 8:jcm8070941. [PMID: 31261795 PMCID: PMC6678138 DOI: 10.3390/jcm8070941] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2019] [Revised: 05/31/2019] [Accepted: 06/04/2019] [Indexed: 12/12/2022] Open
Abstract
The experimental evaluation of metastasis overly focuses on the gain of migratory and invasive properties, while disregarding the contributions of cellular plasticity, extra-cellular matrix heterogeneity, niche interactions, and tissue architecture. Traditional cell-based assays often restrict the inclusion of these processes and warrant the implementation of approaches that provide an enhanced spatiotemporal resolution of the metastatic cascade. Time lapse imaging represents such an underutilized approach in cancer biology, especially in the context of disease progression. The inclusion of time lapse microscopy and microfluidic devices in routine assays has recently discerned several nuances of the metastatic cascade. Our review emphasizes that a complete comprehension of metastasis in view of evolving ideologies necessitates (i) the use of appropriate, context-specific assays and understanding their inherent limitations; (ii) cautious derivation of inferences to avoid erroneous/overestimated clinical extrapolations; (iii) corroboration between multiple assay outputs to gauge metastatic potential; and (iv) the development of protocols with improved in situ implications. We further believe that the adoption of improved quantitative approaches in these assays can generate predictive algorithms that may expedite therapeutic strategies targeting metastasis via the development of disease relevant model systems. Such approaches could potentiate the restructuring of the cancer metastasis paradigm through an emphasis on the development of next-generation real-time assays.
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The Hippo signaling effector WWTR1 is a metastatic biomarker of gastric cardia adenocarcinoma. Cancer Cell Int 2019; 19:74. [PMID: 30976198 PMCID: PMC6439973 DOI: 10.1186/s12935-019-0796-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2018] [Accepted: 03/21/2019] [Indexed: 01/26/2023] Open
Abstract
Background Gastric cardia adenocarcinoma (GCA) is an aggressive subtype of gastric cancer with a high metastatic rate. However, the metastatic biomarker of GCA has not been established. Methods To search for the biomarker for GCA metastasis, we here examined expression of the Hippo signaling effector WWTR1 (WW domain containing transcription regulator 1, commonly listed as TAZ) in tumor tissue samples from 214 GCA cases using the tissue microarray assay (TMA), and statistically analyzed association of the WWTR1 expression with metastasis-related pathological outcomes and cumulative survival of the GCA patients. Furthermore, shRNA knockdown was used to determine the role of WWTR1 in promoting cell migration in gastric cancer cells. Results The results have shown that WWTR1 is overexpressed in 66.4% of the GCA tumor samples. Expression of WWTR1 has a significant inverse correlation with cumulative survival of GCA patients (p < 0.01). WWTR1 positive patients had a mean survival of 56.9 ± 4.4 months, comparing to WWTR1 negative mean survival of 77.3 ± 5.9 months. More importantly, expression of WWTR1 significantly associated with tumor invasion and metastasis (in T stage, p = 0.031; N stage, p < 0.01; and TNM stage, p < 0.001). Furthermore, knockdown of WWTR1 impaired migration of gastric cancer AGS cells. Conclusions Our studies have identified WWTR1 as a metastatic biomarker of GCA for poor prognosis, defined a role of WWTR1 in driving metastasis of gastric cancer, and suggested WWTR1 as a potential target for anti-metastatic therapy of GCA.
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