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Bownes LV, Marayati R, Quinn CH, Hutchins SC, Stewart JE, Anderson JC, Willey CD, Datta PK, Beierle EA. Serine-Threonine Kinase Receptor Associate Protein (STRAP) confers an aggressive phenotype in neuroblastoma via regulation of Focal Adhesion Kinase (FAK). J Pediatr Surg 2022; 57:1026-1032. [PMID: 35272839 PMCID: PMC9119921 DOI: 10.1016/j.jpedsurg.2022.01.064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 01/31/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND Serine-threonine kinase receptor associated protein (STRAP), a scaffolding protein, is upregulated in many solid tumors. As such, we hypothesized that STRAP may be overexpressed in neuroblastoma tumors and may play a role in neuroblastoma tumor progression. METHODS We examined two publicly available neuroblastoma patient databases, GSE49710 (n = 498) and GSE49711 (n = 498), to investigate STRAP expression in human specimens. SK-N-AS and SK-N-BE(2) human neuroblastoma cell lines were stably transfected with STRAP overexpression (OE) plasmid, and their resulting phenotype studied. PamChip® kinomic peptide microarray evaluated the effects of STRAP overexpression on kinase activation. RESULTS In human specimens, higher STRAP expression correlated with high-risk disease, unfavorable histology, and decreased overall neuroblastoma patient survival. STRAP OE in neuroblastoma cell lines led to increased proliferation, growth, supported a stem-like phenotype and activated downstream FAK targets. When FAK was targeted with the small molecule FAK inhibitor, PF-573,228, STRAP OE neuroblastoma cells had significantly decreased growth compared to control empty vector cells. CONCLUSION Increased STRAP expression in neuroblastoma was associated with unfavorable tumor characteristics. STRAP OE resulted in increased kinomic activity of FAK. These findings suggest that the poorer outcomes in neuroblastoma tumors associated with STRAP overexpression may be secondary to FAK activation.
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Affiliation(s)
- Laura V Bownes
- Division of Pediatric Surgery, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Raoud Marayati
- Division of Pediatric Surgery, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Colin H Quinn
- Division of Pediatric Surgery, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Sara C Hutchins
- Division of Pediatric Surgery, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Jerry E Stewart
- Division of Pediatric Surgery, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Joshua C Anderson
- Department of Radiation Oncology, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Christopher D Willey
- Department of Radiation Oncology, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Pran K Datta
- Division of Hematology and Oncology, Department of Medicine, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America
| | - Elizabeth A Beierle
- Division of Pediatric Surgery, Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, United States of America.
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2
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PIM kinases mediate resistance to cisplatin chemotherapy in hepatoblastoma. Sci Rep 2021; 11:5984. [PMID: 33727604 PMCID: PMC7966748 DOI: 10.1038/s41598-021-85289-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 02/22/2021] [Indexed: 01/11/2023] Open
Abstract
Despite increasing incidence, treatment for hepatoblastoma has not changed significantly over the past 20 years. Chemotherapeutic strategies continue to rely on cisplatin, as it remains the most active single agent against hepatoblastoma. However, chemoresistance remains a significant challenge with 54–80% of patients developing resistance to chemotherapy after 4–5 cycles of treatment. Stem cell-like cancer cells (SCLCCs) are a subset of cells thought to play a role in chemoresistance and disease recurrence. We have previously demonstrated that Proviral Integration site for Moloney murine leukemia virus (PIM) kinases, specifically PIM3, play a role in hepatoblastoma cell proliferation and tumor growth and maintain the SCLCC phenotype. Here, we describe the development of a cisplatin-resistant hepatoblastoma xenograft model of the human HuH6 cell line and a patient-derived xenograft, COA67. We provide evidence that these cisplatin-resistant cells are enriched for SCLCCs and express PIM3 at higher levels than cisplatin-naïve cells. We demonstrate that PIM inhibition with AZD1208 sensitizes cisplatin-resistant hepatoblastoma cells to cisplatin, enhances cisplatin-mediated apoptosis, and decreases the SCLCC phenotype seen with cisplatin resistance. Together, these findings indicate that PIM inhibition may be a promising adjunct in the treatment of hepatoblastoma to effectively target SCLCCs and potentially decrease chemoresistance and subsequent disease relapse.
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3
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Ibrahim AN, Yamashita D, Anderson JC, Abdelrashid M, Alwakeal A, Estevez-Ordonez D, Komarova S, Markert JM, Goidts V, Willey CD, Nakano I. Intratumoral spatial heterogeneity of BTK kinomic activity dictates distinct therapeutic response within a single glioblastoma tumor. J Neurosurg 2020; 133:1683-1694. [PMID: 31628288 PMCID: PMC7961807 DOI: 10.3171/2019.7.jns191376] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2019] [Accepted: 07/01/2019] [Indexed: 12/11/2022]
Abstract
OBJECTIVE Despite significant recent efforts applied toward the development of efficacious therapies for glioblastoma (GBM) through exploration of GBM's genome and transcriptome, curative therapeutic strategies remain highly elusive. As such, novel and effective therapeutics are urgently required. In this study, the authors sought to explore the kinomic landscape of GBM from a previously underutilized approach (i.e., spatial heterogeneity), followed by validation of Bruton's tyrosine kinase (BTK) targeting according to this stepwise kinomic-based novel approach. METHODS Twelve GBM tumor samples were obtained and characterized histopathologically from 2 patients with GBM. PamStation peptide-array analysis of these tissues was performed to measure the kinomic activity of each sample. The Ivy GBM database was then utilized to determine the intratumoral spatial localization of BTK activity by investigating the expression of BTK-related transcription factors (TFs) within tumors. Genetic inhibition of BTK family members through lentiviral short hairpin RNA (shRNA) knockdown was performed to determine their function in the core-like and edge-like GBM neurosphere models. Finally, the small-molecule inhibitor of BTK, ONO/GS-4059, which is currently under clinical investigation in nonbrain cancers, was applied for pharmacological inhibition of regionally specified newly established GBM edge and core neurosphere models. RESULTS Kinomic investigation identified two major subclusters of GBM tissues from both patients exhibiting distinct profiles of kinase activity. Comparatively, in these spatially defined subgroups, BTK was the centric kinase differentially expressed. According to the Ivy GBM database, BTK-related TFs were highly expressed in the tumor core, but not in edge counterparts. Short hairpin RNA-mediated gene silencing of BTK in previously established edge- and core-like GBM neurospheres demonstrated increased apoptotic activity with predominance of the sub-G1 phase of core-like neurospheres compared to edge-like neurospheres. Lastly, pharmacological inhibition of BTK by ONO/GS-4059 resulted in growth inhibition of regionally derived GBM core cells and, to a lesser extent, their edge counterparts. CONCLUSIONS This study identifies significant heterogeneity in kinase activity both within and across distinct GBM tumors. The study findings indicate that BTK activity is elevated in the classically therapy-resistant GBM tumor core. Given these findings, targeting GBM's resistant core through BTK may potentially provide therapeutic benefit for patients with GBM.
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Affiliation(s)
- Ahmed N. Ibrahim
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
| | - Daisuke Yamashita
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
| | - Joshua C. Anderson
- Department of Radiation Oncology, University of Alabama at Birmingham, Alabama
| | - Moaaz Abdelrashid
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
| | - Amr Alwakeal
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
| | | | - Svetlana Komarova
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
| | - James M. Markert
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
| | - Violaine Goidts
- Brain Tumor Translational Targets, German Cancer Research Center, Heidelberg, Germany
| | | | - Ichiro Nakano
- Department of Neurosurgery, University of Alabama at Birmingham, Alabama
- Comprehensive Cancer Center, University of Alabama at Birmingham, Alabama
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4
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Moreira J, Noé G, Rangarajan S, Courtin C, Etain B, Geoffroy PA, Laplanche JL, Vidal M, Bellivier F, Marie-Claire C. Lithium effects on serine-threonine kinases activity: High throughput kinomic profiling of lymphoblastoid cell lines from excellent-responders and non-responders bipolar patients. World J Biol Psychiatry 2020; 21:317-324. [PMID: 29893160 DOI: 10.1080/15622975.2018.1487078] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
Objectives: Lithium is the leading mood stabiliser for maintenance treatment in bipolar disorder (BD). However, response to lithium is heterogeneous with more than 60% of patients experiencing partial or no response. In vitro and in vivo molecular studies have reported the implication of kinases in the pathophysiology of BD.Methods: Since kinases are putative targets for lithium therapeutic action, we conducted the first pilot study using kinase array technology to evaluate the global serine/threonine kinases (STK) profiles in cell lines from BD I subtype patients classified as lithium excellent-responders (ER) and non-responder (NR) to lithium treatment.Results: We found significant differences in the basal STK profiles between ER and NR to lithium. We also tested lithium influence on the global STK profile and found no significant difference between ER vs NR cell lines.Conclusions: The results obtained in this exploratory study suggest that multiplex kinase activity profiling could provide a complementary approach in the study of biomarkers of therapeutic response in BD.
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Affiliation(s)
- Jeverson Moreira
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Gaëlle Noé
- AP-HP, Hôpital Cochin, Biologie du medicament-Toxicologie, Université Paris Descartes, Paris, France.,UMR8638 CNRS, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | | | - Cindie Courtin
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Bruno Etain
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,AP-HP, GH Saint-Louis - Lariboisière - F. Widal, Pôle de Psychiatrie et de Médecine Addictologique, Paris, France.,Fondation FondaMental, Créteil, France
| | - Pierre A Geoffroy
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,AP-HP, GH Saint-Louis - Lariboisière - F. Widal, Pôle de Psychiatrie et de Médecine Addictologique, Paris, France.,Fondation FondaMental, Créteil, France
| | - Jean-Louis Laplanche
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Département de Biochimie and Biologie moléculaire, AP-HP, GH Saint-Louis - Lariboisière - F. Widal, Paris, France
| | - Michel Vidal
- AP-HP, Hôpital Cochin, Biologie du medicament-Toxicologie, Université Paris Descartes, Paris, France.,UMR8638 CNRS, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Frank Bellivier
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,AP-HP, GH Saint-Louis - Lariboisière - F. Widal, Pôle de Psychiatrie et de Médecine Addictologique, Paris, France.,Fondation FondaMental, Créteil, France
| | - Cynthia Marie-Claire
- Variabilité de réponse aux psychotropes, INSERM U1144/Faculté de Pharmacie de Paris, Université Paris Descartes, Université Paris Diderot, Sorbonne Paris Cité, Paris, France
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5
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Abstract
With the advent of lung cancer screening, and the increasingly frequent use of computed tomography (CT) scanning for investigating non-pulmonary pathology (for example CT coronary angiogram), the number of pulmonary nodules requiring further investigation has risen significantly. Most of these nodules are found in the lung periphery, which presents challenges to biopsy, and many centers rely on trans-thoracic needle biopsy performed under image guidance by radiologists. However, the desire to minimize complications is driving the development of increasingly accurate navigation bronchoscopy platforms, something that will be crucial in the new era of bronchoscopic therapeutics for lung cancer. This review describes these platforms, summarizes the current evidence for their use, and takes a look at future developments.
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Affiliation(s)
- Samuel Victor Kemp
- Royal Brompton and Harefield NHS Foundation Trust, London, United Kingdom, .,National Heart and Lung Institute, Imperial College, London, United Kingdom,
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6
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Differential Kinase Activation in Peripheral Blood Mononuclear Cells from Non-Small-Cell Lung Cancer Patients Treated with Nivolumab. Cancers (Basel) 2019; 11:cancers11060762. [PMID: 31159331 PMCID: PMC6628172 DOI: 10.3390/cancers11060762] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Revised: 05/22/2019] [Accepted: 05/25/2019] [Indexed: 12/24/2022] Open
Abstract
In the era of precision medicine, research of biomarkers for identification of responders to nivolumab therapy is a major challenge. Peripheral blood mononuclear cells (PBMC) could be an interesting surrogate tissue for identifying pharmacodynamic biomarkers. The aim of this exploratory study was to investigate the global serine/threonine kinase (STK) activity in PBMC from non-small-cell lung cancer (NSCLC) patients using a high throughput kinomic profiling method. PamChip® microarrays were used to explore the STK kinomic profile in PBMC from 28 NSCLC patients before nivolumab initiation (D0) and on day 14 (D14) of the first administration. Two clusters of patients (A and B) were identified at D0, median overall survival (OS) tended to be longer in cluster A than in B (402 vs. 112.5 days, respectively; p = 0.15). Interestingly, the PD-L1 tumor cell score (p = 0.045), the count of CD8+ cells (p = 0.023) and the total body weight (p = 0.038) were statistically different between the clusters. On D14, clusters C and D were identified. Greater activity of most STK, especially those of the PI3K/Akt signaling pathway, was noticed among cluster C. No significant difference between C and D was observed regarding OS. Considering the small number of patients, results from this preliminary study are not conclusive. However, the 4-fold longer median OS in cluster A paves the way to further investigate, in a larger cohort of NSCLC patients, the benefit of basal STK kinomic profile in PBMC to identify responders to nivolumab therapy.
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7
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Weiss A, Neubauer MC, Yerabolu D, Kojonazarov B, Schlueter BC, Neubert L, Jonigk D, Baal N, Ruppert C, Dorfmuller P, Pullamsetti SS, Weissmann N, Ghofrani HA, Grimminger F, Seeger W, Schermuly RT. Targeting cyclin-dependent kinases for the treatment of pulmonary arterial hypertension. Nat Commun 2019; 10:2204. [PMID: 31101827 PMCID: PMC6525202 DOI: 10.1038/s41467-019-10135-x] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Accepted: 04/15/2019] [Indexed: 12/21/2022] Open
Abstract
Pulmonary arterial hypertension (PAH) is a devastating disease with poor prognosis and limited therapeutic options. We screened for pathways that may be responsible for the abnormal phenotype of pulmonary arterial smooth muscle cells (PASMCs), a major contributor of PAH pathobiology, and identified cyclin-dependent kinases (CDKs) as overactivated kinases in specimens derived from patients with idiopathic PAH. This increased CDK activity is confirmed at the level of mRNA and protein expression in human and experimental PAH, respectively. Specific CDK inhibition by dinaciclib and palbociclib decreases PASMC proliferation via cell cycle arrest and interference with the downstream CDK-Rb (retinoblastoma protein)-E2F signaling pathway. In two experimental models of PAH (i.e., monocrotaline and Su5416/hypoxia treated rats) palbociclib reverses the elevated right ventricular systolic pressure, reduces right heart hypertrophy, restores the cardiac index, and reduces pulmonary vascular remodeling. These results demonstrate that inhibition of CDKs by palbociclib may be a therapeutic strategy in PAH. Cells of the pulmonary vasculature show a hyperproliferative phenotype in pulmonary arterial hypertension (PAH), thus contributing to the disease pathogenesis. Here the authors show that cyclin-dependent kinases are overactivated in PAH, and that their pharmacological inhibition attenuates the disease in two independent rodent models
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Affiliation(s)
- Astrid Weiss
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Moritz Christian Neubauer
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Dinesh Yerabolu
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Baktybek Kojonazarov
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Beate Christiane Schlueter
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Lavinia Neubert
- Member of the German Center for Lung Research (DZL), Giessen, Germany.,Institute of Pathology, Hannover Medical School (MHH), Carl-Neuberg-Strasse 1, Hannover, 30625, Germany
| | - Danny Jonigk
- Member of the German Center for Lung Research (DZL), Giessen, Germany.,Institute of Pathology, Hannover Medical School (MHH), Carl-Neuberg-Strasse 1, Hannover, 30625, Germany
| | - Nelli Baal
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany.,Institute for Clinical Immunology and Transfusion Medicine, University Hospital Giessen and Marburg (UKGM), Aulweg 128, Giessen, 35392, Germany
| | - Clemens Ruppert
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Peter Dorfmuller
- Member of the German Center for Lung Research (DZL), Giessen, Germany.,Department of Pathology, University Hospital of Giessen and Marburg (UKGM), Langhansstrasse 10, Giessen, 35392, Germany
| | - Soni Savai Pullamsetti
- Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany.,Max Planck Institute (MPI) for Heart and Lung Research, Parkstrasse 1, Bad Nauheim, 61231, Germany
| | - Norbert Weissmann
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany
| | - Hossein-Ardeschir Ghofrani
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany.,Department of Medicine, Imperial College London, London, UK
| | - Friedrich Grimminger
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany.,University Hospital Giessen and Marburg (UKGM), Giessen, Germany
| | - Werner Seeger
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany.,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany.,Member of the German Center for Lung Research (DZL), Giessen, Germany.,Max Planck Institute (MPI) for Heart and Lung Research, Parkstrasse 1, Bad Nauheim, 61231, Germany.,University Hospital Giessen and Marburg (UKGM), Giessen, Germany
| | - Ralph Theo Schermuly
- Justus-Liebig-University Giessen (JLU), Aulweg 130, Giessen, 35392, Germany. .,Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany. .,Cardio-Pulmonary Institute (CPI), EXC 2026, Project ID: 390649896, Giessen, Germany. .,Member of the German Center for Lung Research (DZL), Giessen, Germany.
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8
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Mehta AC, Hood KL, Schwarz Y, Solomon SB. The Evolutional History of Electromagnetic Navigation Bronchoscopy. Chest 2018; 154:935-947. [DOI: 10.1016/j.chest.2018.04.029] [Citation(s) in RCA: 60] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Revised: 04/09/2018] [Accepted: 04/18/2018] [Indexed: 01/05/2023] Open
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9
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Dussaq AM, Kennell T, Eustace NJ, Anderson JC, Almeida JS, Willey CD. Kinomics toolbox-A web platform for analysis and viewing of kinomic peptide array data. PLoS One 2018; 13:e0202139. [PMID: 30130366 PMCID: PMC6103510 DOI: 10.1371/journal.pone.0202139] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2018] [Accepted: 07/27/2018] [Indexed: 12/14/2022] Open
Abstract
Kinomics is an emerging field of science that involves the study of global kinase activity. As kinases are essential players in virtually all cellular activities, kinomic testing can directly examine protein function, distinguishing kinomics from more remote, upstream components of the central dogma, such as genomics and transcriptomics. While there exist several different approaches for kinomic research, peptide microarrays are the most widely used and involve kinase activity assessment through measurement of phosphorylation of peptide substrates on the array. Unfortunately, bioinformatic tools for analyzing kinomic data are quite limited necessitating the development of accessible open access software in order to facilitate standardization and dissemination of kinomic data for scientific use. Here, we examine and present tools for data analysis for the popular PamChip® (PamGene International) kinomic peptide microarray. As a result, we propose (1) a procedural optimization of kinetic curve data capture, (2) new methods for background normalization, (3) guidelines for the detection of outliers during parameterization, and (4) a standardized data model to store array data at various analytical points. In order to utilize the new data model, we developed a series of tools to implement the new methods and to visualize the various data models. In the interest of accessibility, we developed this new toolbox as a series of JavaScript procedures that can be utilized as either server side resources (easily packaged as web services) or as client side scripts (web applications running in the browser). The aggregation of these tools within a Kinomics Toolbox provides an extensible web based analytic platform that researchers can engage directly and web programmers can extend. As a proof of concept, we developed three analytical tools, a technical reproducibility visualizer, an ANOVA based detector of differentially phosphorylated peptides, and a heatmap display with hierarchical clustering.
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Affiliation(s)
- Alex M. Dussaq
- Department of Radiation Oncology, The University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Timothy Kennell
- Informatics Institute, Department of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Nicholas J. Eustace
- Department of Radiation Oncology, The University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Joshua C. Anderson
- Department of Radiation Oncology, The University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Jonas S. Almeida
- Department of Biomedical Informatics, Stony Brook University School of Medicine, Stony Brook, New York, United States of America
| | - Christopher D. Willey
- Department of Radiation Oncology, The University of Alabama at Birmingham, Birmingham, Alabama, United States of America
- * E-mail:
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10
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Noé G, Bellesoeur A, Thomas-Schoemann A, Rangarajan S, Naji F, Puszkiel A, Huillard O, Saidu N, Golmard L, Alexandre J, Goldwasser F, Blanchet B, Vidal M. Clinical and kinomic analysis identifies peripheral blood mononuclear cells as a potential pharmacodynamic biomarker in metastatic renal cell carcinoma patients treated with sunitinib. Oncotarget 2018; 7:67507-67520. [PMID: 27589830 PMCID: PMC5341893 DOI: 10.18632/oncotarget.11686] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Accepted: 07/10/2016] [Indexed: 12/31/2022] Open
Abstract
Background Sunitinib is a protein tyrosine kinase (PTK) inhibitor that has immune-modulating properties. In this context, peripheral blood mononuclear cells (PBMC), mainly constituted by lymphocytes, could be a perfect surrogate tissue for identifying and assaying pharmacodynamic biomarkers of sunitinib. In this study, we investigated the changes in lymphocytes count as pharmacodynamic biomarker in metastatic renal cell carcinoma (mRCC) patients under sunitinib therapy. Thereafter, we studied the ex vivo effect of sunitinib and SU12262 (active metabolite) on PBMC from naïve mRCC patients using a high throughput kinomic profiling method. Methods The prognostic value of total lymphocytes count between Day 0 and Day 21 (expressed as a ratio D21/D0) was retrospectively investigated in 88 mRCC patients under sunitinib therapy. PTK PamChip® microarrays were used to explore prospectively the ex vivo effect of sunitinib and SU12662 on PTK activity in PBMC from 21 naïve mRCC patients. Results In this retrospective study, D21/D0 lymphocytes ratio (Hazard Ratio, 1.83; CI95%, 1.24-2.71; p=0.0023) was independently associated with PFS. Interestingly, kinomic analysis showed that D21/D0 lymphocytes ratio and Heng prognostic model was statistically associated with the ex vivo sunitinib and SU12662 effect in PBMC. Conclusion The present study highlights that D21/D0 total lymphocytes ratio could be a promising pharmacodynamic biomarker in mRCC patients treated with sunitinib. Additionally, it paves the way to investigate the kinomic profile in PBMC as a prognostic factor in a larger cohort of mRCC patients under sunitinib therapy.
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Affiliation(s)
- Gaёlle Noé
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, UF Pharmacocinétique et Pharmacochimie, Paris, France.,UMR8638 CNRS, Faculté de Pharmacie, Université Paris Descartes, PRES Sorbonne Paris Cité, Paris, France
| | - Audrey Bellesoeur
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, UF Pharmacocinétique et Pharmacochimie, Paris, France.,UMR8638 CNRS, Faculté de Pharmacie, Université Paris Descartes, PRES Sorbonne Paris Cité, Paris, France.,Assistance Publique Hôpitaux de Paris, Hôpital Cochin, Service de Cancérologie Médicale, Paris, France
| | - Audrey Thomas-Schoemann
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, UF Pharmacocinétique et Pharmacochimie, Paris, France.,UMR8638 CNRS, Faculté de Pharmacie, Université Paris Descartes, PRES Sorbonne Paris Cité, Paris, France
| | | | - Faris Naji
- PamGene International BV, 's-Hertogenbosch, The Netherlands
| | - Alicja Puszkiel
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, UF Pharmacocinétique et Pharmacochimie, Paris, France
| | - Olivier Huillard
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, Service de Cancérologie Médicale, Paris, France
| | - Nathaniel Saidu
- U1016 INSERM, UMR 8104 CNRS, UMR-S1016, CARPEM, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Lisa Golmard
- Institut Curie, Département de Biopathologie, Paris, France
| | - Jerome Alexandre
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, Service de Cancérologie Médicale, Paris, France.,U1016 INSERM, UMR 8104 CNRS, UMR-S1016, CARPEM, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Francois Goldwasser
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, Service de Cancérologie Médicale, Paris, France.,U1016 INSERM, UMR 8104 CNRS, UMR-S1016, CARPEM, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Benoit Blanchet
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, UF Pharmacocinétique et Pharmacochimie, Paris, France
| | - Michel Vidal
- Assistance Publique Hôpitaux de Paris, Hôpital Cochin, UF Pharmacocinétique et Pharmacochimie, Paris, France.,UMR8638 CNRS, Faculté de Pharmacie, Université Paris Descartes, PRES Sorbonne Paris Cité, Paris, France
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11
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Arni S, Le THN, de Wijn R, Garcia-Villegas R, Dankers M, Weder W, Hillinger S. Ex vivo multiplex profiling of protein tyrosine kinase activities in early stages of human lung adenocarcinoma. Oncotarget 2017; 8:68599-68613. [PMID: 28978141 PMCID: PMC5620281 DOI: 10.18632/oncotarget.19803] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2017] [Accepted: 07/17/2017] [Indexed: 11/25/2022] Open
Abstract
Despite constant improvement in existing therapeutic efforts, the overall survival rate of lung cancer patients remains low. Enzyme activities may identify new therapeutically targetable biomarkers and overcome the marked lack of correlation between cellular abundance of translated proteins and corresponding mRNA expression levels. We analysed tyrosine kinase activities to classify lung adenocarcinoma (LuAdCa) resection specimens based on their underlying changes in cellular processes and pathways that are agents of or result from malignant transformation. We characterised 71 same-patient pairs of early-stage LuAdCa and non-neoplastic LuAdCa resection specimen lysates in the presence or absence of a tyrosine kinase inhibitor. We performed ex vivo multiplex tyrosine phosphorylation assays using 144 selected microarrayed kinase substrates. The obtained 76 selected phosphotyrosine signature peptides were subsequently analysed in terms of follow-up treatments and outcomes recorded in the patient files. For tumour, node, metastasis (TNM) stage 1 LuAdCa patients, we noticed a larger tyrosine kinase inhibitor-induced decrease in tyrosine phosphorylation for long-term as opposed to short-term disease survivors, for which 26 of 76 selected peptides were significantly (p < 0.01, FDR < 3%) more inhibited in the long-term survivors. Using statistical class prediction analysis, we obtained a 'prognostic-signature' for long- versus short-term disease survivors and correctly predicted the survival status of 73% of our patients. Our translational approach may assist clinical disease management after surgical resection and may help to direct patients for an optimal treatment strategy.
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Affiliation(s)
- Stephan Arni
- Department of Thoracic Surgery, University Hospital Zürich, Zürich, Switzerland
| | - Thi Hong Nhung Le
- Department of Thoracic Surgery, University Hospital Zürich, Zürich, Switzerland
| | - Rik de Wijn
- PamGene International B.V., 's-Hertogenbosch, The Netherlands
| | - Refugio Garcia-Villegas
- Department of Physiology, Biophysics and Neuroscience, Centro de Investigación y de Estudios Avanzados del IPN, Mexico City, Mexico
| | - Martjin Dankers
- PamGene International B.V., 's-Hertogenbosch, The Netherlands
| | - Walter Weder
- Department of Thoracic Surgery, University Hospital Zürich, Zürich, Switzerland
| | - Sven Hillinger
- Department of Thoracic Surgery, University Hospital Zürich, Zürich, Switzerland
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12
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Technological advances for interrogating the human kinome. Biochem Soc Trans 2017; 45:65-77. [PMID: 28202660 DOI: 10.1042/bst20160163] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Revised: 10/20/2016] [Accepted: 10/25/2016] [Indexed: 12/12/2022]
Abstract
There is increasing appreciation among researchers and clinicians of the value of investigating biology and pathobiology at the level of cellular kinase (kinome) activity. Kinome analysis provides valuable opportunity to gain insights into complex biology (including disease pathology), identify biomarkers of critical phenotypes (including disease prognosis and evaluation of therapeutic efficacy), and identify targets for therapeutic intervention through kinase inhibitors. The growing interest in kinome analysis has fueled efforts to develop and optimize technologies that enable characterization of phosphorylation-mediated signaling events in a cost-effective, high-throughput manner. In this review, we highlight recent advances to the central technologies currently available for kinome profiling and offer our perspectives on the key challenges remaining to be addressed.
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13
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Anderson JC, Minnich DJ, Dobelbower MC, Denton AJ, Dussaq AM, Gilbert AN, Rohrbach TD, Arafat W, Welaya K, Bonner JA, Willey CD. Correction: Kinomic Profiling of Electromagnetic Navigational Bronchoscopy Specimens: A New Approach for Personalized Medicine. PLoS One 2016; 11:e0161986. [PMID: 27557095 PMCID: PMC4996500 DOI: 10.1371/journal.pone.0161986] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
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14
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Gilbert AN, Shevin RS, Anderson JC, Langford CP, Eustace N, Gillespie GY, Singh R, Willey CD. Generation of Microtumors Using 3D Human Biogel Culture System and Patient-derived Glioblastoma Cells for Kinomic Profiling and Drug Response Testing. J Vis Exp 2016. [PMID: 27341166 DOI: 10.3791/54026] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
The use of patient-derived xenografts for modeling cancers has provided important insight into cancer biology and drug responsiveness. However, they are time consuming, expensive, and labor intensive. To overcome these obstacles, many research groups have turned to spheroid cultures of cancer cells. While useful, tumor spheroids or aggregates do not replicate cell-matrix interactions as found in vivo. As such, three-dimensional (3D) culture approaches utilizing an extracellular matrix scaffold provide a more realistic model system for investigation. Starting from subcutaneous or intracranial xenografts, tumor tissue is dissociated into a single cell suspension akin to cancer stem cell neurospheres. These cells are then embedded into a human-derived extracellular matrix, 3D human biogel, to generate a large number of microtumors. Interestingly, microtumors can be cultured for about a month with high viability and can be used for drug response testing using standard cytotoxicity assays such as 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) and live cell imaging using Calcein-AM. Moreover, they can be analyzed via immunohistochemistry or harvested for molecular profiling, such as array-based high-throughput kinomic profiling, which is detailed here as well. 3D microtumors, thus, represent a versatile high-throughput model system that can more closely replicate in vivo tumor biology than traditional approaches.
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15
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Dussaq A, Anderson JC, Willey CD, Almeida JS. Mechanistic Parameterization of the Kinomic Signal in Peptide Arrays. ACTA ACUST UNITED AC 2016; 9:151-157. [PMID: 27601856 PMCID: PMC5010871 DOI: 10.4172/jpb.1000401] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Kinases play a role in every cellular process involved in tumorigenesis ranging from proliferation, migration, and protein synthesis to DNA repair. While genetic sequencing has identified most kinases in the human genome, it does not describe the ‘kinome’ at the level of activity of kinases against their substrate targets. An attempt to address that limitation and give researchers a more direct view of cellular kinase activity is found in the PamGene PamChip® system, which records and compares the phosphorylation of 144 tyrosine or serine/threonine peptides as they are phosphorylated by cellular kinases. Accordingly, the kinetics of this time dependent kinomic signal needs to be well understood in order to transduce a parameter set into an accurate and meaningful mathematical model. Here we report the analysis and mathematical modeling of kinomic time series, which achieves a more accurate description of the accumulation of phosphorylated product than the current model, which assumes first order enzyme-substrate kinetics. Reproducibility of the proposed solution was of particular attention. Specifically, the non-linear parameterization procedure is delivered as a public open source web application where kinomic time series can be accurately decomposed into the model’s two parameter values measuring phosphorylation rate and capacity. The ability to deliver model parameterization entirely as a client side web application is an important result on its own given increasing scientific preoccupation with reproducibility. There is also no need for a potentially transitory and opaque server-side component maintained by the authors, nor of exchanging potentially sensitive data as part of the model parameterization process since the code is transferred to the browser client where it can be inspected and executed.
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Affiliation(s)
| | | | | | - Jonas S Almeida
- Biomedical Informatics Department, Stony Brook University, USA
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16
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Anderson JC, Taylor RB, Fiveash JB, de Wijn R, Gillespie GY, Willey CD. KINOMIC ALTERATIONS IN ATYPICAL MENINGIOMA. ACTA ACUST UNITED AC 2015; 2015. [PMID: 27158663 DOI: 10.18103/mra.v0i3.104] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
BACKGROUND We sought to profile Atypical Meningioma in a high-throughput manner to better understand the altered signaling within these tumors and specifically the kinases altered in recurrent atypical meningioma. Kinomic Profiles could be used to identify prognostic biomarkers for responders/non-responders to classify future patients that are unlikely to benefit from current therapies. Directly these results could be used to identify drug-actionable kinase targets as well. METHODS Peptide-substrate microarray kinase activity analysis was conducted with a PamStation®12 analyzing the tyrosine kinome in each tumor kinetically against ~144 target peptides. These data were then analyzed relative to clinical outcome (e.g., tumor recurrence). RESULTS 3 major clusters of atypical meningiomas were identified with highly variant peptides primarily being targets of EGFR family, ABL, BRK and BMX kinases. Kinomic analysis of recurrent atypical meningiomas indicated patterns of increased phosphorylation of BMX, TYRO3 and FAK substrates as compared to non-recurrent tumors. CONCLUSION The atypical meningiomas profiled here exhibited molecular sub-clustering that may have phenotypic corollaries predictive of outcome. Recurrent tumors had increases in kinase activity that may predict resistance to current therapies, and may guide selection of directed therapies. Taken together these data further the understanding of kinomic alteration in atypical meningioma, and the processes that may not only mediate recurrence, but additionally may identify kinase targets for intervention.
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Affiliation(s)
- Joshua C Anderson
- University of Alabama at Birmingham, Department of Radiation Oncology
| | - Robert B Taylor
- University of Alabama at Birmingham, Department of Radiation Oncology
| | - John B Fiveash
- University of Alabama at Birmingham, Department of Radiation Oncology
| | - Rik de Wijn
- PamGene International B.V., 's-Hertogenbosch, The Netherlands
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