1
|
Küçükosmanoglu A, van der Borden CL, de Boer LEA, Verhaak R, Noske D, Wurdinger T, Radonic T, Westerman BA. Oncogenic composite mutations can be predicted by co-mutations and their chromosomal location. Mol Oncol 2024. [PMID: 38757376 DOI: 10.1002/1878-0261.13636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 06/23/2023] [Accepted: 03/12/2024] [Indexed: 05/18/2024] Open
Abstract
Genetic heterogeneity in tumors can show a remarkable selectivity when two or more independent genetic events occur in the same gene. This phenomenon, called composite mutation, points toward a selective pressure, which frequently causes therapy resistance to mutation-specific drugs. Since composite mutations have been described to occur in sub-clonal populations, they are not always captured through biopsy sampling. Here, we provide a proof of concept to predict composite mutations to anticipate which patients might be at risk for sub-clonally driven therapy resistance. We found that composite mutations occur in 5% of cancer patients, mostly affecting the PIK3CA, EGFR, BRAF, and KRAS genes, which are common precision medicine targets. Furthermore, we found a strong and significant relationship between the frequencies of composite mutations with commonly co-occurring mutations in a non-composite context. We also found that co-mutations are significantly enriched on the same chromosome. These observations were independently confirmed using cell line data. Finally, we show the feasibility of predicting compositive mutations based on their co-mutations (AUC 0.62, 0.81, 0.82, and 0.91 for EGFR, PIK3CA, KRAS, and BRAF, respectively). This prediction model could help to stratify patients who are at risk of developing therapy resistance-causing mutations.
Collapse
Affiliation(s)
- Asli Küçükosmanoglu
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| | - Carolien L van der Borden
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| | - Lisanne E A de Boer
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| | - Roel Verhaak
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
- Department of Computational Biology, The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - David Noske
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| | - Tom Wurdinger
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| | - Teodora Radonic
- Department of Pathology, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, The Netherlands
| |
Collapse
|
2
|
Küçükosmanoglu A, Scoarta S, Houweling M, Spinu N, Wijnands T, Geerdink N, Meskers C, Kanev GK, Kiewiet B, Kouwenhoven M, Noske D, Wurdinger T, Pouwer M, Wolff M, Westerman BA. A Real-world Toxicity Atlas Shows that Adverse Events of Combination Therapies Commonly Result in Additive Interactions. Clin Cancer Res 2024; 30:1685-1695. [PMID: 38597991 PMCID: PMC11016889 DOI: 10.1158/1078-0432.ccr-23-0914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 08/09/2023] [Accepted: 01/10/2024] [Indexed: 04/11/2024]
Abstract
PURPOSE Combination therapies are a promising approach for improving cancer treatment, but it is challenging to predict their resulting adverse events in a real-world setting. EXPERIMENTAL DESIGN We provide here a proof-of-concept study using 15 million patient records from the FDA Adverse Event Reporting System (FAERS). Complex adverse event frequencies of drugs or their combinations were visualized as heat maps onto a two-dimensional grid. Adverse event frequencies were shown as colors to assess the ratio between individual and combined drug effects. To capture these patterns, we trained a convolutional neural network (CNN) autoencoder using 7,300 single-drug heat maps. In addition, statistical synergy analyses were performed on the basis of BLISS independence or χ2 testing. RESULTS The trained CNN model was able to decode patterns, showing that adverse events occur in global rather than isolated and unique patterns. Patterns were not likely to be attributed to disease symptoms given their relatively limited contribution to drug-associated adverse events. Pattern recognition was validated using trial data from ClinicalTrials.gov and drug combination data. We examined the adverse event interactions of 140 drug combinations known to be avoided in the clinic and found that near all of them showed additive rather than synergistic interactions, also when assessed statistically. CONCLUSIONS Our study provides a framework for analyzing adverse events and suggests that adverse drug interactions commonly result in additive effects with a high level of overlap of adverse event patterns. These real-world insights may advance the implementation of new combination therapies in clinical practice.
Collapse
Affiliation(s)
- Asli Küçükosmanoglu
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Silvia Scoarta
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Megan Houweling
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Nicoleta Spinu
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Thomas Wijnands
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Niek Geerdink
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Carolien Meskers
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Georgi K. Kanev
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Bert Kiewiet
- SAS, Cary, North Carolina
- ITsPeople, Zaltbommel, the Netherlands
| | - Mathilde Kouwenhoven
- Department of Neurology, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - David Noske
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Tom Wurdinger
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | | | | | - Bart A. Westerman
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| |
Collapse
|
3
|
Malta TM, Sabedot TS, Morosini NS, Datta I, Garofano L, Vallentgoed W, Varn FS, Aldape K, D'Angelo F, Bakas S, Barnholtz-Sloan JS, Gan HK, Hasanain M, Hau AC, Johnson KC, Cazacu S, deCarvalho AC, Khasraw M, Kocakavuk E, Kouwenhoven MC, Migliozzi S, Niclou SP, Niers JM, Ormond DR, Paek SH, Reifenberger G, Sillevis Smitt PA, Smits M, Stead LF, van den Bent MJ, Van Meir EG, Walenkamp A, Weiss T, Weller M, Westerman BA, Ylstra B, Wesseling P, Lasorella A, French PJ, Poisson LM, Verhaak RG, Iavarone A, Noushmehr H. The Epigenetic Evolution of Glioma Is Determined by the IDH1 Mutation Status and Treatment Regimen. Cancer Res 2024; 84:741-756. [PMID: 38117484 PMCID: PMC10911804 DOI: 10.1158/0008-5472.can-23-2093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 09/15/2023] [Accepted: 12/13/2023] [Indexed: 12/21/2023]
Abstract
Tumor adaptation or selection is thought to underlie therapy resistance in glioma. To investigate longitudinal epigenetic evolution of gliomas in response to therapeutic pressure, we performed an epigenomic analysis of 132 matched initial and recurrent tumors from patients with IDH-wildtype (IDHwt) and IDH-mutant (IDHmut) glioma. IDHwt gliomas showed a stable epigenome over time with relatively low levels of global methylation. The epigenome of IDHmut gliomas showed initial high levels of genome-wide DNA methylation that was progressively reduced to levels similar to those of IDHwt tumors. Integration of epigenomics, gene expression, and functional genomics identified HOXD13 as a master regulator of IDHmut astrocytoma evolution. Furthermore, relapse of IDHmut tumors was accompanied by histologic progression that was associated with survival, as validated in an independent cohort. Finally, the initial cell composition of the tumor microenvironment varied between IDHwt and IDHmut tumors and changed differentially following treatment, suggesting increased neoangiogenesis and T-cell infiltration upon treatment of IDHmut gliomas. This study provides one of the largest cohorts of paired longitudinal glioma samples with epigenomic, transcriptomic, and genomic profiling and suggests that treatment of IDHmut glioma is associated with epigenomic evolution toward an IDHwt-like phenotype. SIGNIFICANCE Standard treatments are related to loss of DNA methylation in IDHmut glioma, resulting in epigenetic activation of genes associated with tumor progression and alterations in the microenvironment that resemble treatment-naïve IDHwt glioma.
Collapse
Affiliation(s)
- Tathiane M. Malta
- School of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Thais S. Sabedot
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | | | - Indrani Datta
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | - Luciano Garofano
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
| | - Wies Vallentgoed
- Neurology Department, The Brain Tumour Center, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Frederick S. Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut
| | | | - Fulvio D'Angelo
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
- Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, Florida
| | - Spyridon Bakas
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, Pennsylvania
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | | | - Hui K. Gan
- Olivia Newton-John Cancer Research Institute, Austin Health, Heidelberg, Melbourne, Australia
| | - Mohammad Hasanain
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
| | | | - Kevin C. Johnson
- Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut
| | - Simona Cazacu
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | - Ana C. deCarvalho
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | | | - Emre Kocakavuk
- Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center (WTZ), National Center for Tumor Diseases (NCT) West, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Mathilde C.M. Kouwenhoven
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Simona Migliozzi
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
| | | | - Johanna M. Niers
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - D. Ryan Ormond
- University of Colorado School of Medicine, Department of Neurosurgery, Aurora, Colorado
| | - Sun Ha Paek
- Department of Neurosurgery, Cancer Research Institute, Hypoxia Ischemia Disease Institute, Seoul National University, Seoul, Republic of Korea (South)
| | - Guido Reifenberger
- Institute of Neuropathology, Heinrich Heine University, Dusseldorf, Germany
| | - Peter A. Sillevis Smitt
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- The Brain Tumour Centre, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Marion Smits
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Lucy F. Stead
- Leeds Institute of Medical Research, University of Leeds, Leeds, United Kingdom
| | - Martin J. van den Bent
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- The Brain Tumour Centre, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Erwin G. Van Meir
- Department of Neurosurgery and O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama
| | | | - Tobias Weiss
- Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland
| | - Michael Weller
- Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland
| | - Bart A. Westerman
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Bauke Ylstra
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Pieter Wesseling
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Brain Tumor Center Amsterdam, Cancer Center Amsterdam, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
- Laboratory for Childhood Cancer Pathology, Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Anna Lasorella
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
- Department of Biochemistry and Molecular Biology, University of Miami Miller School of Medicine, Miami, Florida
| | - Pim J. French
- Neurology Department, The Brain Tumour Center, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Laila M. Poisson
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | - Roel G.W. Verhaak
- Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut
- Department of Neurosurgery, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Antonio Iavarone
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
- Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, Florida
| | - Houtan Noushmehr
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| |
Collapse
|
4
|
Kanev GK, Zhang Y, Kooistra AJ, Bender A, Leurs R, Bailey D, Würdinger T, de Graaf C, de Esch IJP, Westerman BA. Predicting the target landscape of kinase inhibitors using 3D convolutional neural networks. PLoS Comput Biol 2023; 19:e1011301. [PMID: 37669273 PMCID: PMC10508635 DOI: 10.1371/journal.pcbi.1011301] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 09/19/2023] [Accepted: 06/25/2023] [Indexed: 09/07/2023] Open
Abstract
Many therapies in clinical trials are based on single drug-single target relationships. To further extend this concept to multi-target approaches using multi-targeted drugs, we developed a machine learning pipeline to unravel the target landscape of kinase inhibitors. This pipeline, which we call 3D-KINEssence, uses a new type of protein fingerprints (3D FP) based on the structure of kinases generated through a 3D convolutional neural network (3D-CNN). These 3D-CNN kinase fingerprints were matched to molecular Morgan fingerprints to predict the targets of each respective kinase inhibitor based on available bioactivity data. The performance of the pipeline was evaluated on two test sets: a sparse drug-target set where each drug is matched in most cases to a single target and also on a densely-covered drug-target set where each drug is matched to most if not all targets. This latter set is more challenging to train, given its non-exclusive character. Our model's root-mean-square error (RMSE) based on the two datasets was 0.68 and 0.8, respectively. These results indicate that 3D FP can predict the target landscape of kinase inhibitors at around 0.8 log units of bioactivity. Our strategy can be utilized in proteochemometric or chemogenomic workflows by consolidating the target landscape of kinase inhibitors.
Collapse
Affiliation(s)
- Georgi K. Kanev
- Division of Medicinal Chemistry, Amsterdam Institute of Molecular and Life Sciences (AIMMS), Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - Yaran Zhang
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - Albert J. Kooistra
- Division of Medicinal Chemistry, Amsterdam Institute of Molecular and Life Sciences (AIMMS), Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
| | - Andreas Bender
- Centre for Molecular Science Informatics, Department of Chemistry, University of Cambridge, Cambridge, United Kingdom
| | - Rob Leurs
- Division of Medicinal Chemistry, Amsterdam Institute of Molecular and Life Sciences (AIMMS), Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - David Bailey
- The WINDOW consortium, www.window-consortium.org
- IOTA Pharmaceuticals Ltd, St Johns Innovation Centre, Cambridge, United Kingdom
| | - Thomas Würdinger
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
- The WINDOW consortium, www.window-consortium.org
| | - Chris de Graaf
- Division of Medicinal Chemistry, Amsterdam Institute of Molecular and Life Sciences (AIMMS), Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Iwan J. P. de Esch
- Division of Medicinal Chemistry, Amsterdam Institute of Molecular and Life Sciences (AIMMS), Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Bart A. Westerman
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
- The WINDOW consortium, www.window-consortium.org
| |
Collapse
|
5
|
Cornelissen F, Markert G, Deutsch G, Antonara M, Faaij N, Bartelink I, Noske D, Vandertop WP, Bender A, Westerman BA. Explaining Blood-Brain Barrier Permeability of Small Molecules by Integrated Analysis of Different Transport Mechanisms. J Med Chem 2023; 66:7253-7267. [PMID: 37217193 PMCID: PMC10259449 DOI: 10.1021/acs.jmedchem.2c01824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Indexed: 05/24/2023]
Abstract
The blood-brain barrier (BBB) represents a major obstacle to delivering drugs to the central nervous system (CNS), resulting in the lack of effective treatment for many CNS diseases including brain cancer. To accelerate CNS drug development, computational prediction models could save the time and effort needed for experimental evaluation. Here, we studied BBB permeability focusing on active transport (influx and efflux) as well as passive diffusion using previously published and self-curated data sets. We created prediction models based on physicochemical properties, molecular substructures, or their combination to understand which mechanisms contribute to BBB permeability. Our results show that features that predicted passive diffusion over membranes overlap with features that explain endothelial permeation of approved CNS-active drugs. We also identified physical properties and molecular substructures that positively or negatively predicted BBB transport. These findings provide guidance toward identifying BBB-permeable compounds by optimally matching physicochemical and molecular properties to BBB transport mechanisms.
Collapse
Affiliation(s)
- Fleur
M.G. Cornelissen
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
| | - Greta Markert
- Yusuf
Hamied Department of Chemistry, University
of Cambridge, Lensfield Rd, Cambridge CB2 1EW, U.K.
| | - Ghislaine Deutsch
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
- Yusuf
Hamied Department of Chemistry, University
of Cambridge, Lensfield Rd, Cambridge CB2 1EW, U.K.
| | - Maria Antonara
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
- Yusuf
Hamied Department of Chemistry, University
of Cambridge, Lensfield Rd, Cambridge CB2 1EW, U.K.
| | - Noa Faaij
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
| | - Imke Bartelink
- Department
of Pharmacy, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
| | - David Noske
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
| | - W. Peter Vandertop
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
| | - Andreas Bender
- Yusuf
Hamied Department of Chemistry, University
of Cambridge, Lensfield Rd, Cambridge CB2 1EW, U.K.
| | - Bart A. Westerman
- Department
of Neurosurgery, Amsterdam UMC, location VUMC, Cancer Center, Amsterdam 1105, AZ, the Netherlands
- Window
Consortium (www.window-consortium.org)
| |
Collapse
|
6
|
Scoarta S, Küçükosmanoglu A, Bindt F, Pouwer M, Westerman BA. Review: A Roadmap to Use Nonstructured Data to Discover Multitarget Cancer Therapies. JCO Clin Cancer Inform 2023; 7:e2200096. [PMID: 37116097 PMCID: PMC10281332 DOI: 10.1200/cci.22.00096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 12/29/2022] [Accepted: 03/01/2023] [Indexed: 04/30/2023] Open
Abstract
Therapy resistance to single agents has led to the realization that combination therapies could become the cornerstone of cancer treatment. To operationalize the selection of effective and safe multitarget therapies, we propose to integrate chemical and preclinical therapeutic information with clinical efficacy and toxicity data, allowing a new perspective on the drug target landscape. To assess the feasibility of this approach, we evaluated the publicly available chemical, preclinical, and clinical therapeutic data, and we addressed some potential limitations while integrating the data. First, by mapping available structured data from the main biomedical resources, we noticed that there is only a 1.7% overlap between drugs in chemical, preclinical, or clinical databases. Especially, the limited amount of structured data in the clinical domain hinders linking drugs to clinical aspects such as efficacy and side effects. Second, to overcome the abovementioned knowledge gap between the chemical, preclinical, and clinical domain, we suggest information extraction from scientific literature and other unstructured resources through natural language processing models, where BioBERT and PubMedBERT are the current state-of-the-art approaches. Finally, we propose that knowledge graphs can be used to link structured data, scientific literature, and electronic health records, to come to meaningful interpretations. Together, we expect this richer knowledge will lower barriers toward clinical application of personalized combination therapies with high efficacy and limited adverse events.
Collapse
Affiliation(s)
- Silvia Scoarta
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
- The WINDOW Consortium, a collaboration between Amsterdam UMC, University of Birmingham, Birmingham, UK, and IOTA Pharmaceuticals, St Johns Innovation Centre, Cambridge, UK
| | - Asli Küçükosmanoglu
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
- The Toxicity-Atlas Consortium, a collaboration between Amsterdam UMC and Medstone, supported by the IKNL (Integrative Cancer-Center the Netherlands), Eindhoven, the Netherlands
| | - Felix Bindt
- Department of Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, the Netherlands
| | - Marianne Pouwer
- The WINDOW Consortium, a collaboration between Amsterdam UMC, University of Birmingham, Birmingham, UK, and IOTA Pharmaceuticals, St Johns Innovation Centre, Cambridge, UK
- Medstone Science, Almere, the Netherlands
| | - Bart A. Westerman
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
- The WINDOW Consortium, a collaboration between Amsterdam UMC, University of Birmingham, Birmingham, UK, and IOTA Pharmaceuticals, St Johns Innovation Centre, Cambridge, UK
| |
Collapse
|
7
|
Houweling M, Abdul UK, Brahm C, Lagerweij T, Heukelom S, Koken PW, Honeywell R, Wedekind LE, Peters GJ, Verheul H, Sminia P, Noske D, Wurdinger T, Westerman BA. Radio-sensitizing effect of MEK inhibition in glioblastoma in vitro and in vivo. J Cancer Res Clin Oncol 2023; 149:297-305. [PMID: 36451044 DOI: 10.1007/s00432-022-04483-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 11/14/2022] [Indexed: 12/04/2022]
Abstract
INTRODUCTION Glioblastoma (GBM) is an incurable cancer type. New therapeutic options are investigated, including targeting the mitogen-activated protein kinase (MAPK) pathway using MEK inhibitors as radio-sensitizers. In this study, we investigated whether MEK inhibition via PD0325901 leads to radio-sensitization in experimental in vitro and in vivo models of GBM. MATERIALS AND METHODS In vitro, GBM8 multicellular spheroids were irradiated with 3 fractions of 2 Gy, during 5 consecutive days of incubation with either PD0325901 or MEK-162. In vivo, we combined PD0325901 with radiotherapy in the GBM8 orthotopic mouse model, tumor growth was measured weekly by bioluminescence imaging and overall survival and toxicity were assessed. RESULTS Regrowth and viability of spheroids monitored until day 18, showed that both MEK inhibitors had an in vitro radio-sensitizing effect. In vivo, PD0325901 concentrations were relatively constant throughout multiple brain areas and temporal PD0325901-related adverse events such as dermatitis were observed in 4 out of 14 mice (29%). Mice that were treated with radiation alone or combined with PD0325901 had significantly better survival compared to vehicle (both P < 0.005), however, no significant interaction between PD0325901 MEK inhibition and irradiation was observed. CONCLUSION The difference between the radiotherapy-enhancing effect of PD0325901 in vitro and in vivo urges further pharmacodynamic/pharmacokinetic investigation of PD0325901 and possibly other candidate MEK inhibitors.
Collapse
Affiliation(s)
- M Houweling
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - U K Abdul
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - C Brahm
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - T Lagerweij
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - S Heukelom
- Department of Radiation Oncology, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - P W Koken
- Department of Radiation Oncology, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - R Honeywell
- Department Clinical Pharmacology and Pharmacy, Amsterdam University Medical Centers, Location AMC, Amsterdam, The Netherlands
| | - L E Wedekind
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - G J Peters
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Department of Biochemistry, Medical University of Gdansk, Gdansk, Poland
| | - H Verheul
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - P Sminia
- Department of Radiation Oncology, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - D Noske
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - T Wurdinger
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
| | - B A Westerman
- Department of Neurosurgery, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands.
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam, The Netherlands.
| |
Collapse
|
8
|
Giczewska A, Pastuszak K, Houweling M, Abdul KU, Faaij N, Wedekind L, Noske D, Wurdinger T, Supernat A, Westerman BA. Longitudinal drug synergy assessment using convolutional neural network image-decoding of glioblastoma single-spheroid cultures. Neurooncol Adv 2023; 5:vdad134. [PMID: 38047207 PMCID: PMC10691443 DOI: 10.1093/noajnl/vdad134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2023] Open
Abstract
Background In recent years, drug combinations have become increasingly popular to improve therapeutic outcomes in various diseases, including difficult to cure cancers such as the brain cancer glioblastoma. Assessing the interaction between drugs over time is critical for predicting drug combination effectiveness and minimizing the risk of therapy resistance. However, as viability readouts of drug combination experiments are commonly performed as an endpoint where cells are lysed, longitudinal drug-interaction monitoring is currently only possible through combined endpoint assays. Methods We provide a method for massive parallel monitoring of drug interactions for 16 drug combinations in 3 glioblastoma models over a time frame of 18 days. In our assay, viabilities of single neurospheres are to be estimated based on image information taken at different time points. Neurosphere images taken on the final day (day 18) were matched to the respective viability measured by CellTiter-Glo 3D on the same day. This allowed to use of machine learning to decode image information to viability values on day 18 as well as for the earlier time points (on days 8, 11, and 15). Results Our study shows that neurosphere images allow us to predict cell viability from extrapolated viabilities. This enables to assess of the drug interactions in a time window of 18 days. Our results show a clear and persistent synergistic interaction for several drug combinations over time. Conclusions Our method facilitates longitudinal drug-interaction assessment, providing new insights into the temporal-dynamic effects of drug combinations in 3D neurospheres which can help to identify more effective therapies against glioblastoma.
Collapse
Affiliation(s)
- Anna Giczewska
- Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, University of Gdańsk and Medical University of Gdańsk, Gdańsk, Poland
| | - Krzysztof Pastuszak
- Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, University of Gdańsk and Medical University of Gdańsk, Gdańsk, Poland
- Center of Biostatistics and Bioinformatics, Medical University of Gdańsk, Gdańsk, Poland
- Department of Algorithms and System Modeling, Gdansk University of Technology, Gdańsk, Poland
| | - Megan Houweling
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- The WINDOW Consortium (www.window-consortium.org)
| | - Kulsoom U Abdul
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- The WINDOW Consortium (www.window-consortium.org)
| | - Noa Faaij
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Laurine Wedekind
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - David Noske
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Thomas Wurdinger
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- The WINDOW Consortium (www.window-consortium.org)
| | - Anna Supernat
- Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, University of Gdańsk and Medical University of Gdańsk, Gdańsk, Poland
- Center of Biostatistics and Bioinformatics, Medical University of Gdańsk, Gdańsk, Poland
| | - Bart A Westerman
- Department of Neurosurgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- The WINDOW Consortium (www.window-consortium.org)
| |
Collapse
|
9
|
Houweling M, Giczewska A, Abdul K, Nieuwenhuis N, Küçükosmanoglu A, Pastuszak K, Buijsman RC, Wesseling P, Wedekind L, Noske D, Supernat A, Bailey D, Watts C, Wurdinger T, Westerman BA. Screening of predicted synergistic multi-target therapies in glioblastoma identifies new treatment strategies. Neurooncol Adv 2023; 5:vdad073. [PMID: 37455945 PMCID: PMC10347974 DOI: 10.1093/noajnl/vdad073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2023] Open
Abstract
Background IDH-wildtype glioblastoma (GBM) is a highly malignant primary brain tumor with a median survival of 15 months after standard of care, which highlights the need for improved therapy. Personalized combination therapy has shown to be successful in many other tumor types and could be beneficial for GBM patients. Methods We performed the largest drug combination screen to date in GBM, using a high-throughput effort where we selected 90 drug combinations for their activity onto 25 patient-derived GBM cultures. 43 drug combinations were selected for interaction analysis based on their monotherapy efficacy and were tested in a short-term (3 days) as well as long-term (18 days) assay. Synergy was assessed using dose-equivalence and multiplicative survival metrics. Results We observed a consistent synergistic interaction for 15 out of 43 drug combinations on patient-derived GBM cultures. From these combinations, 11 out of 15 drug combinations showed a longitudinal synergistic effect on GBM cultures. The highest synergies were observed in the drug combinations Lapatinib with Thapsigargin and Lapatinib with Obatoclax Mesylate, both targeting epidermal growth factor receptor and affecting the apoptosis pathway. To further elaborate on the apoptosis cascade, we investigated other, more clinically relevant, apoptosis inducers and observed a strong synergistic effect while combining Venetoclax (BCL targeting) and AZD5991 (MCL1 targeting). Conclusions Overall, we have identified via a high-throughput drug screening several new treatment strategies for GBM. Moreover, an exceptionally strong synergistic interaction was discovered between kinase targeting and apoptosis induction which is suitable for further clinical evaluation as multi-targeted combination therapy.
Collapse
Affiliation(s)
- Megan Houweling
- Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain tumor center Amsterdam, Amsterdam, The Netherlands
- WINDOW consortium, Amsterdam, The Netherlands (www.window-consortium.org)
| | | | | | - Ninke Nieuwenhuis
- Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain tumor center Amsterdam, Amsterdam, The Netherlands
| | - Asli Küçükosmanoglu
- Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain tumor center Amsterdam, Amsterdam, The Netherlands
- WINDOW consortium, Amsterdam, The Netherlands (www.window-consortium.org)
| | - Krzysztof Pastuszak
- Medical University of Gdańsk, Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, 80-211 Gdańsk, Poland
- Department of Algorithms and Systems Modelling, Faculty of Electronics, Telecommunication and Informatics, Gdańsk University of Technology, 80-233 Gdańsk, Poland
- Medical University of Gdańsk, Centre of Biostatistics and Bioinformatics Analysis, 80-211 Gdańsk, Poland
| | | | - Pieter Wesseling
- Department of Pathology, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Princess Maxima Center for Pediatric Oncology, Laboratory for Childhood Cancer Pathology, Utrecht, The Netherlands
| | - Laurine Wedekind
- Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain tumor center Amsterdam, Amsterdam, The Netherlands
- WINDOW consortium, Amsterdam, The Netherlands (www.window-consortium.org)
| | - David Noske
- Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain tumor center Amsterdam, Amsterdam, The Netherlands
| | - Anna Supernat
- Medical University of Gdańsk, Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, 80-211 Gdańsk, Poland
- Medical University of Gdańsk, Centre of Biostatistics and Bioinformatics Analysis, 80-211 Gdańsk, Poland
| | - David Bailey
- IOTA Pharmaceuticals Ltd, St Johns Innovation Centre, Cowley Road, Cambridge, CB4 0WS, UK
- WINDOW consortium, Amsterdam, The Netherlands (www.window-consortium.org)
| | - Colin Watts
- Institute of Cancer and Genomic Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
- WINDOW consortium, Amsterdam, The Netherlands (www.window-consortium.org)
| | - Thomas Wurdinger
- Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Brain tumor center Amsterdam, Amsterdam, The Netherlands
- WINDOW consortium, Amsterdam, The Netherlands (www.window-consortium.org)
| | - Bart A Westerman
- Corresponding Author: Dr. Bart A. Westerman, Department of Neurosurgery, Amsterdam UMC location Vrije Universiteit Amsterdam, Boelelaan 1117, Amsterdam, The Netherlands ()
| |
Collapse
|
10
|
van Garderen KA, Vallentgoed WR, Lavrova A, Niers JM, de Leng WWJ, Hoogstrate Y, de Heer I, Ylstra B, van Dijk E, Klein S, Draaisma K, Robe PAJT, Verhaak RGW, Westerman BA, French PJ, van den Bent MJ, Kouwenhoven MCM, Kros JM, Wesseling P, Smits M. Longitudinal characteristics of T2-FLAIR mismatch in IDH-mutant astrocytomas: Relation to grade, histopathology, and overall survival in the GLASS-NL cohort. Neurooncol Adv 2023; 5:vdad149. [PMID: 38024241 PMCID: PMC10681663 DOI: 10.1093/noajnl/vdad149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2023] Open
Abstract
Background The T2-FLAIR mismatch sign is defined by signal loss of the T2-weighted hyperintense area with Fluid-Attenuated Inversion Recovery (FLAIR) on magnetic resonance imaging, causing a hypointense region on FLAIR. It is a highly specific diagnostic marker for IDH-mutant astrocytoma and is postulated to be caused by intercellular microcystic change in the tumor tissue. However, not all IDH-mutant astrocytomas show this mismatch sign and some show the phenomenon in only part of the lesion. The aim of the study is to determine whether the T2-FLAIR mismatch phenomenon has any prognostic value beyond initial noninvasive molecular diagnosis. Methods Patients initially diagnosed with histologically lower-grade (2 or 3) IDH-mutant astrocytoma and with at least 2 surgical resections were included in the GLASS-NL cohort. T2-FLAIR mismatch was determined, and the growth pattern of the recurrent tumor immediately before the second resection was annotated as invasive or expansive. The relation between the T2-FLAIR mismatch sign and tumor grade, microcystic change, overall survival (OS), and other clinical parameters was investigated both at first and second resection. Results The T2-FLAIR mismatch sign was significantly related to Grade 2 (80% vs 51%), longer post-resection median OS (8.3 vs 5.2 years), expansive growth, and lower age at second resection. At first resection, no relation was found between the mismatch sign and OS. Microcystic change was associated with areas of T2-FLAIR mismatch. Conclusions T2-FLAIR mismatch in IDH-mutant astrocytomas is correlated with microcystic change in the tumor tissue, favorable prognosis, and Grade 2 tumors at the time of second resection.
Collapse
Affiliation(s)
- Karin A van Garderen
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Medical Delta, Delft, The Netherlands
| | - Wies R Vallentgoed
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Anna Lavrova
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Johanna M Niers
- Department of Neurology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | | | - Youri Hoogstrate
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Iris de Heer
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Bauke Ylstra
- Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Pathology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Erik van Dijk
- Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Pathology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Stefan Klein
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | | | | | - Roel G W Verhaak
- Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Department of Neurosurgery, Amsterdam UMC, Amsterdam, The Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Amsterdam UMC, Amsterdam, The Netherlands
| | - Pim J French
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Martin J van den Bent
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Mathilde C M Kouwenhoven
- Department of Neurology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Johan M Kros
- Department of Pathology, Erasmus MC, Rotterdam, The Netherlands
| | - Pieter Wesseling
- Department of Pathology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Marion Smits
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
- Brain Tumor Center, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Medical Delta, Delft, The Netherlands
| |
Collapse
|
11
|
In 't Veld SGJG, Arkani M, Post E, Antunes-Ferreira M, D'Ambrosi S, Vessies DCL, Vermunt L, Vancura A, Muller M, Niemeijer ALN, Tannous J, Meijer LL, Le Large TYS, Mantini G, Wondergem NE, Heinhuis KM, van Wilpe S, Smits AJ, Drees EEE, Roos E, Leurs CE, Tjon Kon Fat LA, van der Lelij EJ, Dwarshuis G, Kamphuis MJ, Visser LE, Harting R, Gregory A, Schweiger MW, Wedekind LE, Ramaker J, Zwaan K, Verschueren H, Bahce I, de Langen AJ, Smit EF, van den Heuvel MM, Hartemink KJ, Kuijpers MJE, Oude Egbrink MGA, Griffioen AW, Rossel R, Hiltermann TJN, Lee-Lewandrowski E, Lewandrowski KB, De Witt Hamer PC, Kouwenhoven M, Reijneveld JC, Leenders WPJ, Hoeben A, Verdonck-de Leeuw IM, Leemans CR, Baatenburg de Jong RJ, Terhaard CHJ, Takes RP, Langendijk JA, de Jager SC, Kraaijeveld AO, Pasterkamp G, Smits M, Schalken JA, Łapińska-Szumczyk S, Łojkowska A, Żaczek AJ, Lokhorst H, van de Donk NWCJ, Nijhof I, Prins HJ, Zijlstra JM, Idema S, Baayen JC, Teunissen CE, Killestein J, Besselink MG, Brammen L, Bachleitner-Hofmann T, Mateen F, Plukker JTM, Heger M, de Mast Q, Lisman T, Pegtel DM, Bogaard HJ, Jassem J, Supernat A, Mehra N, Gerritsen W, de Kroon CD, Lok CAR, Piek JMJ, Steeghs N, van Houdt WJ, Brakenhoff RH, Sonke GS, Verheul HM, Giovannetti E, Kazemier G, Sabrkhany S, Schuuring E, Sistermans EA, Wolthuis R, Meijers-Heijboer H, Dorsman J, Oudejans C, Ylstra B, Westerman BA, van den Broek D, Koppers-Lalic D, Wesseling P, Nilsson RJA, Vandertop WP, Noske DP, Tannous BA, Sol N, Best MG, Wurdinger T. Detection and localization of early- and late-stage cancers using platelet RNA. Cancer Cell 2022; 40:999-1009.e6. [PMID: 36055228 DOI: 10.1016/j.ccell.2022.08.006] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 05/06/2022] [Accepted: 08/08/2022] [Indexed: 01/12/2023]
Abstract
Cancer patients benefit from early tumor detection since treatment outcomes are more favorable for less advanced cancers. Platelets are involved in cancer progression and are considered a promising biosource for cancer detection, as they alter their RNA content upon local and systemic cues. We show that tumor-educated platelet (TEP) RNA-based blood tests enable the detection of 18 cancer types. With 99% specificity in asymptomatic controls, thromboSeq correctly detected the presence of cancer in two-thirds of 1,096 blood samples from stage I-IV cancer patients and in half of 352 stage I-III tumors. Symptomatic controls, including inflammatory and cardiovascular diseases, and benign tumors had increased false-positive test results with an average specificity of 78%. Moreover, thromboSeq determined the tumor site of origin in five different tumor types correctly in over 80% of the cancer patients. These results highlight the potential properties of TEP-derived RNA panels to supplement current approaches for blood-based cancer screening.
Collapse
Affiliation(s)
- Sjors G J G In 't Veld
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Chemistry, Neurochemistry Lab, Boelelaan 1117, Amsterdam, the Netherlands; Neuroscience Campus Amsterdam, Amsterdam, the Netherlands
| | - Mohammad Arkani
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pulmonary Medicine, Boelelaan 1117, Amsterdam, the Netherlands
| | - Edward Post
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Mafalda Antunes-Ferreira
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Silvia D'Ambrosi
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Daan C L Vessies
- Department of Laboratory Medicine, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Lisa Vermunt
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Chemistry, Neurochemistry Lab, Boelelaan 1117, Amsterdam, the Netherlands; Neuroscience Campus Amsterdam, Amsterdam, the Netherlands
| | - Adrienne Vancura
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Mirte Muller
- Department of Thoracic Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Anna-Larissa N Niemeijer
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pulmonary Medicine, Boelelaan 1117, Amsterdam, the Netherlands
| | - Jihane Tannous
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Neuroscience Program, Harvard Medical School, Boston, MA, USA
| | - Laura L Meijer
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Tessa Y S Le Large
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Giulia Mantini
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Medical Oncology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Niels E Wondergem
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Otolaryngology and Head and Neck Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Kimberley M Heinhuis
- Department of Medical Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands; Department of Clinical Pharmacology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Sandra van Wilpe
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - A Josien Smits
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pulmonary Medicine, Boelelaan 1117, Amsterdam, the Netherlands
| | - Esther E E Drees
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pathology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Eva Roos
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Cyra E Leurs
- Neuroscience Campus Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurology, Boelelaan 1117, Amsterdam, the Netherlands; MS Center Amsterdam, Amsterdam, the Netherlands
| | | | - Ewoud J van der Lelij
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Govert Dwarshuis
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Maarten J Kamphuis
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Lisanne E Visser
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Romee Harting
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Annemijn Gregory
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Markus W Schweiger
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Neuroscience Program, Harvard Medical School, Boston, MA, USA
| | - Laurine E Wedekind
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Jip Ramaker
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Kenn Zwaan
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Heleen Verschueren
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Idris Bahce
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pulmonary Medicine, Boelelaan 1117, Amsterdam, the Netherlands
| | - Adrianus J de Langen
- Department of Thoracic Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Egbert F Smit
- Department of Thoracic Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Michel M van den Heuvel
- Department of Thoracic Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands; Department of Respiratory Diseases, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Koen J Hartemink
- Department of Thoracic Surgery, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Marijke J E Kuijpers
- Department of Biochemistry, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, the Netherlands; Thrombosis Expertise Centre, Heart and Vascular Centre, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Mirjam G A Oude Egbrink
- Department of Physiology, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, the Netherlands
| | - Arjan W Griffioen
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Medical Oncology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Rafael Rossel
- Translational Research Unit, Dr. Rosell Oncology Institute, Quirón Dexeus University Hospital, Barcelona, Spain; Pangaea Biotech SL, Barcelona, Spain; Catalan Institute of Oncology, Hospital Germans Trias i Pujol, Barcelona, Spain; Molecular Oncology Research (MORe) Foundation, Barcelona, Spain
| | - T Jeroen N Hiltermann
- University of Groningen, Department of Pulmonary Diseases, University Medical Center Groningen, Groningen, the Netherlands
| | | | - Kent B Lewandrowski
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Philip C De Witt Hamer
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Mathilde Kouwenhoven
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Jaap C Reijneveld
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurology, Boelelaan 1117, Amsterdam, the Netherlands; Department of Neurology, Stichting Epilepsie Instellingen Nederland (SEIN), Heemstede, the Netherlands
| | - William P J Leenders
- Department of Biochemistry, Radboud Institute for Molecular Life Sciences, Nijmegen, the Netherlands
| | - Ann Hoeben
- Department of Medical Oncology, School for Oncology and Developmental Biology (GROW), Maastricht University Medical Center, Maastricht, the Netherlands
| | - Irma M Verdonck-de Leeuw
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Otolaryngology and Head and Neck Surgery, Boelelaan 1117, Amsterdam, the Netherlands; Department of Clinical, Neuro- and Developmental Psychology, Faculty of Behavioral and Movement Sciences & Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - C René Leemans
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Otolaryngology and Head and Neck Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Robert J Baatenburg de Jong
- Department of Otolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Chris H J Terhaard
- Department of Radiotherapy, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Robert P Takes
- Department of Otorhinolaryngology and Head and Neck Surgery, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Johannes A Langendijk
- Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Saskia C de Jager
- Department of Experimental Cardiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Adriaan O Kraaijeveld
- Department of Cardiology, Division of Heart and Lungs, Utrecht University Medical Center, Utrecht, the Netherlands
| | - Gerard Pasterkamp
- Department of Experimental Cardiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Minke Smits
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Jack A Schalken
- Urological Research Laboratory, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Urology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Sylwia Łapińska-Szumczyk
- Department of Gynaecology, Gynaecological Oncology and Gynaecological Endocrinology, Medical University of Gdańsk, Gdańsk, Poland
| | - Anna Łojkowska
- Department of Gynaecology, Gynaecological Oncology and Gynaecological Endocrinology, Medical University of Gdańsk, Gdańsk, Poland
| | - Anna J Żaczek
- Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, University of Gdańsk and Medical University of Gdańsk, Gdańsk, Poland
| | - Henk Lokhorst
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Hematology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Niels W C J van de Donk
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Hematology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Inger Nijhof
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Hematology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Henk-Jan Prins
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Hematology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Josée M Zijlstra
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Hematology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Sander Idema
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Johannes C Baayen
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Charlotte E Teunissen
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Chemistry, Neurochemistry Lab, Boelelaan 1117, Amsterdam, the Netherlands; Neuroscience Campus Amsterdam, Amsterdam, the Netherlands
| | - Joep Killestein
- Neuroscience Campus Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurology, Boelelaan 1117, Amsterdam, the Netherlands; MS Center Amsterdam, Amsterdam, the Netherlands
| | - Marc G Besselink
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Lindsay Brammen
- Department of Surgery, Division of General Surgery, Medical University of Vienna, Vienna, Austria
| | | | - Farrah Mateen
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - John T M Plukker
- Department of Surgery, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Michal Heger
- Department of Pharmaceutics, Jiaxing Key Laboratory for Photonanomedicine and Experimental Therapeutics, College of Medicine, Jiaxing University, Jiaxing, Zhejiang, PR China; Department of Pathology, Laboratory Experimental Oncology, Erasmus MC, Rotterdam, the Netherlands
| | - Quirijn de Mast
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Ton Lisman
- Department of Surgery, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands; Surgical Research Laboratory, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - D Michiel Pegtel
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pathology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Harm-Jan Bogaard
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pulmonary Medicine, Boelelaan 1117, Amsterdam, the Netherlands
| | - Jacek Jassem
- Department of Oncology and Radiotherapy, Medical University of Gdańsk, Gdańsk, Poland
| | - Anna Supernat
- Laboratory of Translational Oncology, Intercollegiate Faculty of Biotechnology, University of Gdańsk and Medical University of Gdańsk, Gdańsk, Poland
| | - Niven Mehra
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Winald Gerritsen
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Cornelis D de Kroon
- Department of Obstetrics and Gynaecology, Leiden University Medical Center, Leiden, the Netherlands
| | - Christianne A R Lok
- Department of Gynaecological Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek, Amsterdam, the Netherlands; Center of Gynaecologic Oncology Amsterdam, the Netherlands Cancer Institute - Antoni van Leeuwenhoek, Amsterdam, the Netherlands
| | - Jurgen M J Piek
- Department of Obstetrics and Gynaecology and Catharina Cancer Institute, Catharina Hospital, Eindhoven, the Netherlands
| | - Neeltje Steeghs
- Department of Medical Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands; Department of Clinical Pharmacology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Winan J van Houdt
- Department of Surgical Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Ruud H Brakenhoff
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Otolaryngology and Head and Neck Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Gabe S Sonke
- Department of Medical Oncology, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Henk M Verheul
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Elisa Giovannetti
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Medical Oncology, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Pharmacology Lab, AIRC Start-Up Unit, Fondazione Pisana per La Scienza, Pisa, Italy
| | - Geert Kazemier
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Surgery, Boelelaan 1117, Amsterdam, the Netherlands
| | - Siamack Sabrkhany
- Department of Physiology, Maastricht University, Maastricht, the Netherlands
| | - Ed Schuuring
- Department of Pathology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Erik A Sistermans
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Genetics, Boelelaan 1117, Amsterdam, the Netherlands; Amsterdam Reproduction & Development Research Institute, Amsterdam, the Netherlands
| | - Rob Wolthuis
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Genetics, Boelelaan 1117, Amsterdam, the Netherlands
| | - Hanne Meijers-Heijboer
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Genetics, Boelelaan 1117, Amsterdam, the Netherlands
| | - Josephine Dorsman
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Genetics, Boelelaan 1117, Amsterdam, the Netherlands
| | - Cees Oudejans
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Clinical Chemistry, Boelelaan 1117, Amsterdam, the Netherlands
| | - Bauke Ylstra
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pathology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Bart A Westerman
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Daan van den Broek
- Department of Laboratory Medicine, the Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| | - Danijela Koppers-Lalic
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Pieter Wesseling
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Pathology, Boelelaan 1117, Amsterdam, the Netherlands; Department of Pathology, Princess Máxima Center for Pediatric Oncology and University Medical Center Utrecht, Utrecht, the Netherlands
| | - R Jonas A Nilsson
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - W Peter Vandertop
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - David P Noske
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands
| | - Bakhos A Tannous
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Neuroscience Program, Harvard Medical School, Boston, MA, USA
| | - Nik Sol
- Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands; Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurology, Boelelaan 1117, Amsterdam, the Netherlands
| | - Myron G Best
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands.
| | - Thomas Wurdinger
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Neurosurgery, Boelelaan 1117, Amsterdam, the Netherlands; Cancer Center Amsterdam and Liquid Biopsy Center, Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, Amsterdam, the Netherlands.
| |
Collapse
|
12
|
Jacobs SM, Wesseling P, de Keizer B, Tolboom N, Ververs FFT, Krijger GC, Westerman BA, Snijders TJ, Robe PA, van der Kolk AG. CXCR4 expression in glioblastoma tissue and the potential for PET imaging and treatment with [ 68Ga]Ga-Pentixafor /[ 177Lu]Lu-Pentixather. Eur J Nucl Med Mol Imaging 2021; 49:481-491. [PMID: 33550492 PMCID: PMC8803771 DOI: 10.1007/s00259-021-05196-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 01/06/2021] [Indexed: 01/12/2023]
Abstract
Purpose CXCR4 (over)expression is found in multiple human cancer types, while expression is low or absent in healthy tissue. In glioblastoma it is associated with a poor prognosis and more extensive infiltrative phenotype. CXCR4 can be targeted by the diagnostic PET agent [68Ga]Ga-Pentixafor and its therapeutic counterpart [177Lu]Lu-Pentixather. We aimed to investigate the expression of CXCR4 in glioblastoma tissue to further examine the potential of these PET agents. Methods CXCR4 mRNA expression was examined using the R2 genomics platform. Glioblastoma tissue cores were stained for CXCR4. CXCR4 staining in tumor cells was scored. Stained tissue components (cytoplasm and/or nuclei of the tumor cells and blood vessels) were documented. Clinical characteristics and information on IDH and MGMT promoter methylation status were collected. Seven pilot patients with recurrent glioblastoma underwent [68Ga]Ga-Pentixafor PET; residual resected tissue was stained for CXCR4. Results Two large mRNA datasets (N = 284; N = 540) were assesed. Of the 191 glioblastomas, 426 cores were analyzed using immunohistochemistry. Seventy-eight cores (23 tumors) were CXCR4 negative, while 18 cores (5 tumors) had both strong and extensive staining. The remaining 330 cores (163 tumors) showed a large inter- and intra-tumor variation for CXCR4 expression; also seen in the resected tissue of the seven pilot patients—not directly translatable to [68Ga]Ga-Pentixafor PET results. Both mRNA and immunohistochemical analysis showed CXCR4 negative normal brain tissue and no significant correlation between CXCR4 expression and IDH or MGMT status or survival. Conclusion Using immunohistochemistry, high CXCR4 expression was found in a subset of glioblastomas as well as a large inter- and intra-tumor variation. Caution should be exercised in directly translating ex vivo CXCR4 expression to PET agent uptake. However, when high CXCR4 expression can be identified with [68Ga]Ga-Pentixafor, these patients might be good candidates for targeted radionuclide therapy with [177Lu]Lu-Pentixather in the future. Supplementary Information The online version contains supplementary material available at 10.1007/s00259-021-05196-4.
Collapse
Affiliation(s)
- Sarah M Jacobs
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, the Netherlands.
| | - Pieter Wesseling
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Department of Pathology, Amsterdam University Medical Centers/VUmc, Amsterdam, the Netherlands
| | - Bart de Keizer
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Nelleke Tolboom
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - F F Tessa Ververs
- Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Gerard C Krijger
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Bart A Westerman
- Department of Pathology, Amsterdam University Medical Centers/VUmc, Amsterdam, the Netherlands
| | - Tom J Snijders
- UMC Utrecht Brain Center, Department of Neurology and Neurosurgery, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Pierre A Robe
- UMC Utrecht Brain Center, Department of Neurology and Neurosurgery, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Anja G van der Kolk
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, the Netherlands.,Department of Radiology, Netherlands Cancer Institute/Antoni van Leeuwenhoek Hospital, Amsterdam, the Netherlands
| |
Collapse
|
13
|
Kanev GK, de Graaf C, Westerman BA, de Esch IJP, Kooistra AJ. KLIFS: an overhaul after the first 5 years of supporting kinase research. Nucleic Acids Res 2021; 49:D562-D569. [PMID: 33084889 PMCID: PMC7778968 DOI: 10.1093/nar/gkaa895] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Accepted: 09/30/2020] [Indexed: 12/14/2022] Open
Abstract
Kinases are a prime target of drug development efforts with >60 drug approvals in the past two decades. Due to the research into this protein family, a wealth of data has been accumulated that keeps on growing. KLIFS-Kinase-Ligand Interaction Fingerprints and Structures-is a structural database focusing on how kinase inhibitors interact with their targets. The aim of KLIFS is to support (structure-based) kinase research through the systematic collection, annotation, and processing of kinase structures. Now, 5 years after releasing the initial KLIFS website, the database has undergone a complete overhaul with a new website, new logo, and new functionalities. In this article, we start by looking back at how KLIFS has been used by the research community, followed by a description of the renewed KLIFS, and conclude with showcasing the functionalities of KLIFS. Major changes include the integration of approved drugs and inhibitors in clinical trials, extension of the coverage to atypical kinases, and a RESTful API for programmatic access. KLIFS is available at the new domain https://klifs.net.
Collapse
Affiliation(s)
- Georgi K Kanev
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Chris de Graaf
- Sosei Heptares, Steinmetz Building, Granta Park, Great Abington, Cambridge, CB21 6DG, UK
| | - Bart A Westerman
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Iwan J P de Esch
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Albert J Kooistra
- Department of Drug Design and Pharmacology, University of Copenhagen, Universitetsparken 2, 2100 Copenhagen, Denmark
| |
Collapse
|
14
|
Brahm CG, Abdul UK, Houweling M, van Linde ME, Lagerweij T, Verheul HMW, Westerman BA, Walenkamp AME, Fehrmann RSN. Data-driven prioritization and preclinical evaluation of therapeutic targets in glioblastoma. Neurooncol Adv 2021; 2:vdaa151. [PMID: 33392504 PMCID: PMC7764503 DOI: 10.1093/noajnl/vdaa151] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Background Patients with glioblastoma (GBM) have a dismal prognosis, and there is an unmet need for new therapeutic options. This study aims to identify new therapeutic targets in GBM. Methods mRNA expression data of patient-derived GBM (n = 1279) and normal brain tissue (n = 46) samples were collected from Gene Expression Omnibus and The Cancer Genome Atlas. Functional genomic mRNA profiling was applied to capture the downstream effects of genomic alterations on gene expression levels. Next, a class comparison between GBM and normal brain tissue was performed. Significantly upregulated genes in GBM were further prioritized based on (1) known interactions with antineoplastic drugs, (2) current drug development status in humans, and (3) association with biologic pathways known to be involved in GBM. Antineoplastic agents against prioritized targets were validated in vitro and in vivo. Results We identified 712 significantly upregulated genes in GBM compared to normal brain tissue, of which 27 have a known interaction with antineoplastic agents. Seventeen of the 27 genes, including EGFR and VEGFA, have been clinically evaluated in GBM with limited efficacy. For the remaining 10 genes, RRM2, MAPK9 (JNK2, SAPK1a), and XIAP play a role in GBM development. We demonstrated for the MAPK9 inhibitor RGB-286638 a viability loss in multiple GBM cell culture models. Although no overall survival benefit was observed in vivo, there were indications that RGB-286638 may delay tumor growth. Conclusions The MAPK9 inhibitor RGB-286638 showed promising in vitro results. Furthermore, in vivo target engagement studies and combination therapies with this compound warrant further exploration.
Collapse
Affiliation(s)
- Cyrillo G Brahm
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.,Department of Medical Oncology, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - U Kulsoom Abdul
- Department of Neurosurgery, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - Megan Houweling
- Department of Neurosurgery, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - Myra E van Linde
- Department of Medical Oncology, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - Tonny Lagerweij
- Department of Neurosurgery, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - Henk M W Verheul
- Department of Medical Oncology, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands.,Department of Medical Oncology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands
| | - Annemiek M E Walenkamp
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rudolf S N Fehrmann
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| |
Collapse
|
15
|
Gritsenko PG, Atlasy N, Dieteren CEJ, Navis AC, Venhuizen JH, Veelken C, Schubert D, Acker-Palmer A, Westerman BA, Wurdinger T, Leenders W, Wesseling P, Stunnenberg HG, Friedl P. p120-catenin-dependent collective brain infiltration by glioma cell networks. Nat Cell Biol 2020; 22:97-107. [PMID: 31907411 PMCID: PMC6952556 DOI: 10.1038/s41556-019-0443-x] [Citation(s) in RCA: 70] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Accepted: 11/26/2019] [Indexed: 12/23/2022]
Abstract
Diffuse brain infiltration by glioma cells causes detrimental disease progression, but its multicellular coordination is poorly understood. We show here that glioma cells infiltrate the brain collectively as multicellular networks. Contacts between moving glioma cells are adaptive epithelial-like or filamentous junctions stabilized by N-cadherin, β-catenin and p120-catenin, which undergo kinetic turnover, transmit intercellular calcium transients and mediate directional persistence. Downregulation of p120-catenin compromises cell-cell interaction and communication, disrupts collective networks, and both the cadherin and RhoA binding domains of p120-catenin are required for network formation and migration. Deregulating p120-catenin further prevents diffuse glioma cell infiltration of the mouse brain with marginalized microlesions as the outcome. Transcriptomics analysis has identified p120-catenin as an upstream regulator of neurogenesis and cell cycle pathways and a predictor of poor clinical outcome in glioma patients. Collective glioma networks infiltrating the brain thus depend on adherens junctions dynamics, the targeting of which may offer an unanticipated strategy to halt glioma progression.
Collapse
Affiliation(s)
- Pavlo G Gritsenko
- Department of Cell Biology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Nader Atlasy
- Department of Molecular Biology, Radboud University, Nijmegen, The Netherlands
- Center for Molecular Medicine, University Medical Center, Utrecht, The Netherlands
| | - Cindy E J Dieteren
- Department of Cell Biology, Radboud University Medical Center, Nijmegen, The Netherlands
- Protinhi Therapeutics, Nijmegen, The Netherlands
| | - Anna C Navis
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Jan-Hendrik Venhuizen
- Department of Cell Biology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Cornelia Veelken
- Department of Cell Biology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Dirk Schubert
- Cognitive Neuroscience Department, Donders Institute, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Amparo Acker-Palmer
- Institute of Cell Biology and Neuroscience and BMLS, Goethe University Frankfurt, Frankfurt, Germany
- Max Planck Institute for Brain Research, Frankfurt, Germany
| | - Bart A Westerman
- Department of Neurosurgery, VU University Medical Center, Amsterdam, The Netherlands
| | - Thomas Wurdinger
- Department of Neurosurgery, VU University Medical Center, Amsterdam, The Netherlands
| | - William Leenders
- Department of Biochemistry, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Pieter Wesseling
- Department of Pathology, Amsterdam University Medical Centers/VUmc and Brain Tumor Center Amsterdam, Amsterdam, The Netherlands
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Hendrik G Stunnenberg
- Department of Molecular Biology, Radboud University, Nijmegen, The Netherlands
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Peter Friedl
- Department of Cell Biology, Radboud University Medical Center, Nijmegen, The Netherlands.
- The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
- Cancer Genomics Center, Utrecht, The Netherlands.
| |
Collapse
|
16
|
Barthel FP, Johnson KC, Varn FS, Moskalik AD, Tanner G, Kocakavuk E, Anderson KJ, Abiola O, Aldape K, Alfaro KD, Alpar D, Amin SB, Ashley DM, Bandopadhayay P, Barnholtz-Sloan JS, Beroukhim R, Bock C, Brastianos PK, Brat DJ, Brodbelt AR, Bruns AF, Bulsara KR, Chakrabarty A, Chakravarti A, Chuang JH, Claus EB, Cochran EJ, Connelly J, Costello JF, Finocchiaro G, Fletcher MN, French PJ, Gan HK, Gilbert MR, Gould PV, Grimmer MR, Iavarone A, Ismail A, Jenkinson MD, Khasraw M, Kim H, Kouwenhoven MCM, LaViolette PS, Li M, Lichter P, Ligon KL, Lowman AK, Malta TM, Mazor T, McDonald KL, Molinaro AM, Nam DH, Nayyar N, Ng HK, Ngan CY, Niclou SP, Niers JM, Noushmehr H, Noorbakhsh J, Ormond DR, Park CK, Poisson LM, Rabadan R, Radlwimmer B, Rao G, Reifenberger G, Sa JK, Schuster M, Shaw BL, Short SC, Smitt PAS, Sloan AE, Smits M, Suzuki H, Tabatabai G, Van Meir EG, Watts C, Weller M, Wesseling P, Westerman BA, Widhalm G, Woehrer A, Yung WKA, Zadeh G, Huse JT, De Groot JF, Stead LF, Verhaak RGW. Longitudinal molecular trajectories of diffuse glioma in adults. Nature 2019; 576:112-120. [PMID: 31748746 PMCID: PMC6897368 DOI: 10.1038/s41586-019-1775-1] [Citation(s) in RCA: 280] [Impact Index Per Article: 56.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 10/01/2019] [Indexed: 12/15/2022]
Abstract
The evolutionary processes that drive universal therapeutic resistance in adult patients with diffuse glioma remain unclear1,2. Here we analysed temporally separated DNA-sequencing data and matched clinical annotation from 222 adult patients with glioma. By analysing mutations and copy numbers across the three major subtypes of diffuse glioma, we found that driver genes detected at the initial stage of disease were retained at recurrence, whereas there was little evidence of recurrence-specific gene alterations. Treatment with alkylating agents resulted in a hypermutator phenotype at different rates across the glioma subtypes, and hypermutation was not associated with differences in overall survival. Acquired aneuploidy was frequently detected in recurrent gliomas and was characterized by IDH mutation but without co-deletion of chromosome arms 1p/19q, and further converged with acquired alterations in the cell cycle and poor outcomes. The clonal architecture of each tumour remained similar over time, but the presence of subclonal selection was associated with decreased survival. Finally, there were no differences in the levels of immunoediting between initial and recurrent gliomas. Collectively, our results suggest that the strongest selective pressures occur during early glioma development and that current therapies shape this evolution in a largely stochastic manner.
Collapse
Affiliation(s)
- Floris P Barthel
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Department of Pathology, Brain Tumor Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Kevin C Johnson
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Frederick S Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Georgette Tanner
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Emre Kocakavuk
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- DKFZ Division of Translational Neurooncology at the West German Cancer Center, German Cancer Consortium Partner Site, University Hospital Essen, Essen, Germany
- Department of Neurosurgery, University Hospital Essen, Essen, Germany
| | - Kevin J Anderson
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Olajide Abiola
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Kenneth Aldape
- Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Kristin D Alfaro
- Department of Neuro-Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Donat Alpar
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | | | - David M Ashley
- Preston Robert Tisch Brain Tumor Center at Duke, Duke University Medical Center, Durham, NC, USA
| | - Pratiti Bandopadhayay
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute, Cambridge, MA, USA
| | - Jill S Barnholtz-Sloan
- Department of Population and Quantitative Health Sciences, Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Rameen Beroukhim
- Broad Institute, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Christoph Bock
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | | | - Daniel J Brat
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Andrew R Brodbelt
- Department of Neurosurgery, University of Liverpool & Walton Centre NHS Trust, Liverpool, UK
| | - Alexander F Bruns
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Ketan R Bulsara
- Division of Neurosurgery, The University of Connecticut Health Center, Farmington, CT, USA
| | - Aruna Chakrabarty
- Department of Cellular and Molecular Pathology, Leeds Teaching Hospital NHS Trust, St James's University Hospital, Leeds, UK
| | - Arnab Chakravarti
- Department of Radiation Oncology, The Ohio State Comprehensive Cancer Center-Arthur G. James Cancer Hospital, Columbus, OH, USA
| | - Jeffrey H Chuang
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Department of Genetics and Genome Sciences, UConn Health, Farmington, CT, USA
| | - Elizabeth B Claus
- Yale University School of Public Health, New Haven, CT, USA
- Department of Neurosurgery, Brigham and Women's Hospital, Boston, MA, USA
| | - Elizabeth J Cochran
- Department of Pathology & Laboratory Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Jennifer Connelly
- Department of Neurology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Joseph F Costello
- Department of Neurosurgery, University of California San Francisco, San Francisco, CA, USA
| | | | - Michael N Fletcher
- Division of Molecular Genetics, Heidelberg Center for Personalized Oncology, German Cancer Research Consortium, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Pim J French
- Department of Neurology, Erasmus MC - University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Hui K Gan
- Olivia Newton-John Cancer Research Institute, Austin Health, Melbourne, Victoria, Australia
- La Trobe University School of Cancer Medicine, Heidelberg, Victoria, Australia
| | - Mark R Gilbert
- Neuro-Oncology Branch, National Institutes of Health, Bethesda, MD, USA
| | - Peter V Gould
- Anatomic Pathology Service, Hôpital de l'Enfant-Jésus, CHU de Québec-Université Laval, Quebec, Quebec, Canada
| | - Matthew R Grimmer
- Department of Neurosurgery, University of California San Francisco, San Francisco, CA, USA
| | - Antonio Iavarone
- Department of Neurology, Columbia University Medical Center, New York, NY, USA
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY, USA
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Azzam Ismail
- Department of Cellular and Molecular Pathology, Leeds Teaching Hospital NHS Trust, St James's University Hospital, Leeds, UK
| | - Michael D Jenkinson
- Department of Neurosurgery, University of Liverpool & Walton Centre NHS Trust, Liverpool, UK
| | - Mustafa Khasraw
- Cooperative Trials Group for Neuro-Oncology (COGNO) NHMRC Clinical Trials Centre, The University of Sydney, Sydney, New South Wales, Australia
| | - Hoon Kim
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Mathilde C M Kouwenhoven
- Department of Neurology, Brain Tumor Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Peter S LaViolette
- Department of Radiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Meihong Li
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Peter Lichter
- Division of Molecular Genetics, Heidelberg Center for Personalized Oncology, German Cancer Research Consortium, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Keith L Ligon
- Broad Institute, Cambridge, MA, USA
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Allison K Lowman
- Department of Radiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Tathiane M Malta
- Department of Neurosurgery, Henry Ford Health System, Henry Ford Cancer Institute, Detroit, MI, USA
| | - Tali Mazor
- Department of Neurosurgery, University of California San Francisco, San Francisco, CA, USA
| | - Kerrie L McDonald
- Cure Brain Cancer Biomarkers and Translational Research Group, Prince of Wales Clinical School, University of New South Wales, Sydney, New South Wales, Australia
| | - Annette M Molinaro
- Department of Neurosurgery, University of California San Francisco, San Francisco, CA, USA
| | - Do-Hyun Nam
- Department of Neurosurgery, Sungkyunkwan University School of Medicine, Samsung Medical Center, Seoul, South Korea
- Institute for Refractory Cancer Research, Samsung Medical Center, Seoul, South Korea
| | - Naema Nayyar
- Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Ho Keung Ng
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong
| | - Chew Yee Ngan
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Simone P Niclou
- Department of Oncology, Luxembourg Institute of Health, Luxembourg, Luxembourg
| | - Johanna M Niers
- Department of Neurology, Brain Tumor Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Houtan Noushmehr
- Department of Neurosurgery, Henry Ford Health System, Henry Ford Cancer Institute, Detroit, MI, USA
| | - Javad Noorbakhsh
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - D Ryan Ormond
- Department of Neurosurgery, University of Colorado School of Medicine, Aurora, CO, USA
| | - Chul-Kee Park
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Laila M Poisson
- Department of Public Health Sciences, Henry Ford Health System, Henry Ford Cancer Institute, Detroit, MI, USA
| | - Raul Rabadan
- Department of Biomedical Informatics, Columbia University Medical Center, New York, NY, USA
- Department of Systems Biology, Columbia University, New York, NY, USA
| | - Bernhard Radlwimmer
- Division of Molecular Genetics, Heidelberg Center for Personalized Oncology, German Cancer Research Consortium, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Ganesh Rao
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guido Reifenberger
- Institute of Neuropathology, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Jason K Sa
- Institute for Refractory Cancer Research, Samsung Medical Center, Seoul, South Korea
| | - Michael Schuster
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Brian L Shaw
- Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Susan C Short
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Peter A Sillevis Smitt
- Department of Neurology, Erasmus MC - University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Andrew E Sloan
- Department of Neurological Surgery, University Hospitals Cleveland Medical Center, Case Western Reserve University, Cleveland, OH, USA
- Department of Neurosurgery, Case Western Reserve University, Cleveland, OH, USA
- Seidman Cancer Center and Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH, USA
| | - Marion Smits
- Department of Radiology & Nuclear Medicine, Erasmus MC - University Medical Center Rotterdam, Rotterdam, The Netherlands
| | | | - Ghazaleh Tabatabai
- Interdiscplinary Division of Neuro-Oncology, Hertie Institute for Clinical Brain Research, DKTK Partner Site Tübingen, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Erwin G Van Meir
- Department of Neurosurgery, School of Medicine and Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Colin Watts
- Institute of Cancer Genome Sciences, Department of Neurosurgery, University of Birmingham, Birmingham, UK
| | - Michael Weller
- Department of Neurology, University Hospital Zurich, Zurich, Switzerland
| | - Pieter Wesseling
- Department of Pathology, Brain Tumor Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Georg Widhalm
- Department of Neurosurgery, Medical University of Vienna, Vienna, Austria
| | - Adelheid Woehrer
- Institute of Neurology, Medical University of Vienna, Vienna, Austria
| | - W K Alfred Yung
- Department of Neuro-Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Gelareh Zadeh
- Division of Neurosurgery, Department of Surgery, University Health Network, Toronto, Ontario, Canada
| | - Jason T Huse
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - John F De Groot
- Department of Neuro-Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Lucy F Stead
- Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
| | - Roel G W Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA.
| |
Collapse
|
17
|
Kanev GK, de Graaf C, de Esch IJP, Leurs R, Würdinger T, Westerman BA, Kooistra AJ. The Landscape of Atypical and Eukaryotic Protein Kinases. Trends Pharmacol Sci 2019; 40:818-832. [PMID: 31677919 DOI: 10.1016/j.tips.2019.09.002] [Citation(s) in RCA: 70] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2019] [Revised: 09/11/2019] [Accepted: 09/12/2019] [Indexed: 02/07/2023]
Abstract
Kinases are attractive anticancer targets due to their central role in the growth, survival, and therapy resistance of tumor cells. This review explores the two primary kinase classes, the eukaryotic protein kinases (ePKs) and the atypical protein kinases (aPKs), and provides a structure-centered comparison of their sequences, structures, hydrophobic spines, mutation and SNP hotspots, and inhibitor interaction patterns. Despite the limited sequence similarity between these two classes, atypical kinases commonly share the archetypical kinase fold but lack conserved eukaryotic kinase motifs and possess altered hydrophobic spines. Furthermore, atypical kinase inhibitors explore only a limited number of binding modes both inside and outside the orthosteric binding site. The distribution of genetic variations in both classes shows multiple ways they can interfere with kinase inhibitor binding. This multilayered review provides a research framework bridging the eukaryotic and atypical kinase classes.
Collapse
Affiliation(s)
- Georgi K Kanev
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands; Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Chris de Graaf
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Iwan J P de Esch
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Rob Leurs
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Thomas Würdinger
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Amsterdam University Medical Centers, Cancer Center Amsterdam, Brain Tumor Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands.
| | - Albert J Kooistra
- Division of Medicinal Chemistry, Amsterdam Institute for Molecules, Medicines and Systems (AIMMS), Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands.
| |
Collapse
|
18
|
Saleem H, Kulsoom Abdul U, Küçükosmanoglu A, Houweling M, Cornelissen FMG, Heiland DH, Hegi ME, Kouwenhoven MCM, Bailey D, Würdinger T, Westerman BA. The TICking clock of EGFR therapy resistance in glioblastoma: Target Independence or target Compensation. Drug Resist Updat 2019; 43:29-37. [PMID: 31054489 DOI: 10.1016/j.drup.2019.04.002] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Revised: 04/07/2019] [Accepted: 04/09/2019] [Indexed: 12/22/2022]
Abstract
Targeted therapy against driver mutations responsible for cancer progression has been shown to be effective in many tumor types. For glioblastoma (GBM), the epidermal growth factor receptor (EGFR) gene is the most frequently mutated oncogenic driver and has therefore been considered an attractive target for therapy. However, so far responses to EGFR-pathway inhibitors have been disappointing. We performed an exhaustive analysis of the mechanisms that might account for therapy resistance against EGFR inhibition. We define two major mechanisms of resistance and propose modalities to overcome them. The first resistance mechanism concerns target independence. In this case, cells have lost expression of the EGFR protein and experience no negative impact of EGFR targeting. Loss of extrachromosomally encoded EGFR as present in double minute DNA is a frequent mechanism for this type of drug resistance. The second mechanism concerns target compensation. In this case, cells will counteract EGFR inhibition by activation of compensatory pathways that render them independent of EGFR signaling. Compensatory pathway candidates are platelet-derived growth factor β (PDGFβ), Insulin-like growth factor 1 (IGFR1) and cMET and their downstream targets, all not commonly mutated at the time of diagnosis alongside EGFR mutation. Given that both mechanisms make cells independent of EGFR expression, other means have to be found to eradicate drug resistant cells. To this end we suggest rational strategies which include the use of multi-target therapies that hit truncation mutations (mechanism 1) or multi-target therapies to co-inhibit compensatory proteins (mechanism 2).
Collapse
Affiliation(s)
- Hamza Saleem
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands
| | - U Kulsoom Abdul
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands
| | - Asli Küçükosmanoglu
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands
| | - Megan Houweling
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands
| | - Fleur M G Cornelissen
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands; Division of Biology, Nature Science Building, 9500 Gilman Drive, CA, 92093-0377, United States
| | - Dieter H Heiland
- Department of Neurosurgery, Medical Center - University of Freiburg, Baden-Württemberg, Germany
| | - Monika E Hegi
- Department of Clinical Neurosciences, Lausanne University Hospital, Chemin des Boveresses 155, CH-1066 Epalinges, Switzerland
| | - Mathilde C M Kouwenhoven
- Department of Neurology, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands
| | - David Bailey
- IOTA Pharmaceuticals Ltd, St Johns Innovation Centre, Cowley Road, Cambridge, CB4 0WS, UK
| | - Tom Würdinger
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, the Netherlands.
| |
Collapse
|
19
|
Verhaak R, Consortium GLASS, Aldape K, Amin S, Ashley D, Barnholtz-Sloan J, Bates A, Beroukhim R, Bock C, Brat D, Claus E, Costello J, de Groot J, Finocchiaro G, French P, Gan H, Griffith B, Herold-Mende C, Horbinski C, Iavarone A, Kalkanis S, Karabatsou K, Kim H, Kouwenhoven M, McDonald K, Miletic H, Nam DH, Keung Ng H, Niclou S, Noushmehr H, Ormond D, Poisson L, Reifenberger G, Roncaroli F, K. Sa J, Sillevis Smitt P, Smits M, F. Souza C, Tabatabai G, Van Meir E, Watts C, Wesseling P, Woehrer A, Alfred Yung WK, Jungk C, van Dyck E, A. Westerman B, Abiola O, Zeps N, Grimmond S. DRES-05. MOLECULAR EVOLUTION OF DIFFUSE GLIOMAS AND THE GLIOMA LONGITUDINAL ANALYSIS CONSORTIUM. Neuro Oncol 2018. [DOI: 10.1093/neuonc/noy148.312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Roel Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Kenneth Aldape
- MacFeeters Hamilton Centre for Neuro-Oncology Research, Toronto, ON, Canada
| | - Samirkumar Amin
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Jill Barnholtz-Sloan
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | | | - Rameen Beroukhim
- Dana Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Christoph Bock
- Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | | | | | - Joseph Costello
- University of California, San Francisco, San Francisco, CA, USA
| | - John de Groot
- Department of Neuro-Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Pim French
- Dept. of Neurology, Brain Tumor Center, Erasmus Medical Center, Rotterdam, Netherlands
| | - Hui Gan
- Austin Hospital, Melbourne, VIC, Australia
| | | | - Christel Herold-Mende
- Division of Experimental Neurosurgery, Department of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Craig Horbinski
- Department of Neurological Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Steven Kalkanis
- Department of Neurosurgery, Henry Ford Health System, Detroit, MI, USA
| | | | - Hoon Kim
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | | | | | - Do-Hyun Nam
- Department of Neurosurgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | | | - Simone Niclou
- NorLux Neuro-Oncology Laboratory, Department of Oncology, Luxembourg Institute of Health, Luxembourg, Luxembourg
| | | | - David Ormond
- University of Colorado School of Medicine, Aurora, CO, USA
| | | | - Guido Reifenberger
- Heinrich Heine University Duesseldorf Medical Faculty, Duesseldorf, Germany
| | | | - Jason K. Sa
- Institute for Refractory Cancer Research, Research Institute for Future Medicine, Samsung Medical Center, Seoul Republic of Korea
| | | | - Marion Smits
- Erasmus MC Cancer Institute, Rotterdam, Netherlands
| | | | | | - Erwin Van Meir
- Laboratory of Molecular Neuro-Oncology, Departments of Neurosurgery and Hematology &Medical Oncology, School of Medicine and Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Colin Watts
- Cambridge University Hospitals, Cambridge, England, United Kingdom
| | - Pieter Wesseling
- Dept. of Pathology/Amsterdam Brain Tumor Center, VU University Medical Center, Amsterdam, Netherlands
| | - Adelheid Woehrer
- Institute of Neurology, Medical University of Vienna, Vienna, Austria
| | - W K Alfred Yung
- Department of Neuro-Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Christine Jungk
- Division of Experimental Neurosurgery, Department of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Eric van Dyck
- Luxembourg Institute of Health, Strassen, Luxembourg
| | | | - Olajide Abiola
- Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Nikolaj Zeps
- Monash University and Epworth Health, Melbourne, VIC, Australia
| | - Sean Grimmond
- University of Melbourne and Victorian Comprehensive Cancer Centre, Melbourne, VIC, Australia
| |
Collapse
|
20
|
Abdul KU, Houweling M, Svensson F, Narayan RS, Cornelissen FMG, Küçükosmanoglu A, Metzakopian E, Watts C, Bailey D, Wurdinger T, Westerman BA. WINDOW consortium: A path towards increased therapy efficacy against glioblastoma. Drug Resist Updat 2018; 40:17-24. [PMID: 30439622 DOI: 10.1016/j.drup.2018.10.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Revised: 10/19/2018] [Accepted: 10/27/2018] [Indexed: 02/04/2023]
Abstract
Glioblastoma is the most common and malignant form of brain cancer, for which the standard treatment is maximal surgical resection, radiotherapy and chemotherapy. Despite these interventions, mean overall survival remains less than 15 months, during which extensive tumor infiltration throughout the brain occurs. The resulting metastasized cells in the brain are characterized by chemotherapy resistance and extensive intratumoral heterogeneity. An orthogonal approach attacking both intracellular resistance mechanisms as well as intercellular heterogeneity is necessary to halt tumor progression. For this reason, we established the WINDOW Consortium (Window for Improvement for Newly Diagnosed patients by Overcoming disease Worsening), in which we are establishing a strategy for rational selection and development of effective therapies against glioblastoma. Here, we overview the many challenges posed in treating glioblastoma, including selection of drug combinations that prevent therapy resistance, the need for drugs that have improved blood brain barrier penetration and strategies to counter heterogeneous cell populations within patients. Together, this forms the backbone of our strategy to attack glioblastoma.
Collapse
Affiliation(s)
- Kulsoom U Abdul
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands
| | - Megan Houweling
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands
| | - Fredrik Svensson
- IOTA Pharmaceuticals Ltd, St Johns Innovation Centre, Cowley Road, Cambridge, CB4 0WS, United Kingdom
| | - Ravi S Narayan
- Department of Radiation Oncology, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands
| | - Fleur M G Cornelissen
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands
| | - Asli Küçükosmanoglu
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands
| | | | - Colin Watts
- Institute of Cancer and Genomic Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, United Kingdom
| | - David Bailey
- IOTA Pharmaceuticals Ltd, St Johns Innovation Centre, Cowley Road, Cambridge, CB4 0WS, United Kingdom
| | - Tom Wurdinger
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Brain Tumor Center Amsterdam, Amsterdam University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HZ, Amsterdam, Netherlands.
| |
Collapse
|
21
|
Brahm CG, Walenkamp AME, van Linde ME, Abdul UK, Westerman BA, Verheul HMW, Fehrmann RSN. P04.22 Data-driven prioritization and evaluation of novel therapeutic targets in glioblastoma. Neuro Oncol 2018. [DOI: 10.1093/neuonc/noy139.256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- C G Brahm
- VU University Medical Center, Cancer Center Amsterdam, Amsterdam, Netherlands
- University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - A M E Walenkamp
- University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - M E van Linde
- VU University Medical Center, Cancer Center Amsterdam, Amsterdam, Netherlands
| | - U K Abdul
- VU University Medical Center, Neuro-Oncology Research Group, Amsterdam, Netherlands
| | - B A Westerman
- VU University Medical Center, Neuro-Oncology Research Group, Amsterdam, Netherlands
| | - H M W Verheul
- VU University Medical Center, Cancer Center Amsterdam, Amsterdam, Netherlands
| | - R S N Fehrmann
- University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| |
Collapse
|
22
|
Bar-Ephraim YE, Cornelissen F, Papazian N, Konijn T, Hoogenboezem RM, Sanders MA, Westerman BA, Gönültas M, Kwekkeboom J, Den Haan JMM, Reijmers RM, Mebius RE, Cupedo T. Cross-Tissue Transcriptomic Analysis of Human Secondary Lymphoid Organ-Residing ILC3s Reveals a Quiescent State in the Absence of Inflammation. Cell Rep 2018; 21:823-833. [PMID: 29045847 DOI: 10.1016/j.celrep.2017.09.070] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2017] [Revised: 07/21/2017] [Accepted: 09/21/2017] [Indexed: 12/31/2022] Open
Abstract
A substantial number of human and mouse group 3 innate lymphoid cells (ILC3s) reside in secondary lymphoid organs, yet the phenotype and function of these ILC3s is incompletely understood. Here, we employed an unbiased cross-tissue transcriptomic approach to compare human ILC3s from non-inflamed lymph nodes and spleen to their phenotypic counterparts in inflamed tonsils and from circulation. These analyses revealed that, in the absence of inflammation, lymphoid organ-residing ILC3s lack transcription of cytokines associated with classical ILC3 functions. This was independent of expression of the natural cytotoxicity receptor NKp44. However, and in contrast to ILC3s from peripheral blood, lymphoid organ-residing ILC3s express activating cytokine receptors and have acquired the ability to be recruited into immune responses by inflammatory cytokines. This comprehensive cross-tissue dataset will allow for identification of functional changes in human lymphoid organ ILC3s associated with human disease.
Collapse
Affiliation(s)
- Yotam E Bar-Ephraim
- Department of Molecular Cell Biology and Immunology, VU University Medical Center, 1081 HZ Amsterdam, the Netherlands
| | - Ferry Cornelissen
- Department of Hematology, Erasmus University Medical Center, 3000 CA Rotterdam, the Netherlands
| | - Natalie Papazian
- Department of Hematology, Erasmus University Medical Center, 3000 CA Rotterdam, the Netherlands
| | - Tanja Konijn
- Department of Molecular Cell Biology and Immunology, VU University Medical Center, 1081 HZ Amsterdam, the Netherlands
| | - Remco M Hoogenboezem
- Department of Hematology, Erasmus University Medical Center, 3000 CA Rotterdam, the Netherlands
| | - Mathijs A Sanders
- Department of Hematology, Erasmus University Medical Center, 3000 CA Rotterdam, the Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, 1081 HV Amsterdam, the Netherlands
| | - Mehmet Gönültas
- Department of Otolaryngology, Slotervaart Hospital, 1066 EC Amsterdam, the Netherlands
| | - Jaap Kwekkeboom
- Department of Gastroenterology and Hepatology, Erasmus University Medical Center, 3000 CA Rotterdam, the Netherlands
| | - Joke M M Den Haan
- Department of Molecular Cell Biology and Immunology, VU University Medical Center, 1081 HZ Amsterdam, the Netherlands
| | - Rogier M Reijmers
- Department of Molecular Cell Biology and Immunology, VU University Medical Center, 1081 HZ Amsterdam, the Netherlands
| | - Reina E Mebius
- Department of Molecular Cell Biology and Immunology, VU University Medical Center, 1081 HZ Amsterdam, the Netherlands.
| | - Tom Cupedo
- Department of Hematology, Erasmus University Medical Center, 3000 CA Rotterdam, the Netherlands.
| |
Collapse
|
23
|
Westerman BA, Breuer RHJ, Poutsma A, Chhatta A, Noorduyn LA, Koolen MGJ, Postmus PE, Blankenstein MA, Oudejans CBM. Basic Helix-Loop-Helix Transcription Factor Profiling of Lung Tumors Shows Aberrant Expression of the Proneural Gene Atonal Homolog 1 (ATOH1, HATH1, MATH1) in Neuroendocrine Tumors. Int J Biol Markers 2018; 22:114-23. [PMID: 17549667 DOI: 10.1177/172460080702200205] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Microarray-based expression profiling studies of lung adenocarcinomas have defined neuroendocrine subclasses with poor prognosis. As neuroendocrine development is regulated by members of the achaetescute and atonal classes of basic helix-loop-helix (bHLH) transcription factors, we analyzed lung tumors for expression of these factors. Out of 13 bHLH genes tested, 4 genes, i.e., achaetescute complex-like 1 (ASCL1, HASH1, Mash1), atonal homolog 1 (ATOH1, HATH1, MATH1), NEUROD4 (ATH-3, Atoh3, MATH-3) and neurogenic differentiation factor 1 (NEUROD1, NEUROD, BE-TA2), showed differential expression among lung tumors and absent or low expression in normal lung. As expected, tumors that have high levels of ASCL1 also express neuroendocrine markers, and we found that this is accompanied by increased levels of NEUROD1. In addition, we found ATOH1 expression in 9 (16%) out of 56 analyzed adenocarcinomas and these tumors showed neuroendocrine features as shown by dopa decarboxylase mRNA expression and immunostaining for neuroendocrine markers. ATOH1 expression as well as NEUROD4 was observed in small cell lung carcinoma (SCLC), a known neuroendocrine tumor. Since ATOH1 is not known to be involved in normal lung development, our results suggest that aberrant activation of ATOH1 leads to a neuroendocrine phenotype similar to what is observed for ASCL1 activation during normal neuroendocrine development and in lung malignancies. Our preliminary data indicate that patients with ATOH1-expressing adenocarcinomas might have a worse prognosis.
Collapse
Affiliation(s)
- B A Westerman
- Department of Clinical Chemistry, VU University Medical Center, Amsterdam, The Netherlands
| | | | | | | | | | | | | | | | | |
Collapse
|
24
|
Narayan RS, Gasol A, Slangen PLG, Cornelissen FMG, Lagerweij T, Veldman HYYE, Dik R, van den Berg J, Slotman BJ, Würdinger T, Haas-Kogan DA, Stalpers LJA, Baumert BG, Westerman BA, Theys J, Sminia P. Identification of MEK162 as a Radiosensitizer for the Treatment of Glioblastoma. Mol Cancer Ther 2017; 17:347-354. [PMID: 28958992 DOI: 10.1158/1535-7163.mct-17-0480] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Revised: 08/11/2017] [Accepted: 09/08/2017] [Indexed: 11/16/2022]
Abstract
Glioblastoma (GBM) is a highly aggressive and lethal brain cancer type. PI3K and MAPK inhibitors have been studied preclinically in GBM as monotherapy, but not in combination with radiotherapy, which is a key component of the current standard treatment of GBM. In our study, GBM cell lines and patient representative primary cultures were grown as multicellular spheroids. Spheroids were treated with a panel of small-molecule drugs including MK2206, RAD001, BEZ235, MLN0128, and MEK162, alone and in combination with irradiation. Following treatment, spheroid growth parameters (growth rate, volume reduction, and time to regrow), cell-cycle distribution and expression of key target proteins were evaluated. In vivo, the effect of irradiation (3 × 2 Gy) without or with MEK162 (50 mg/kg) was studied in orthotopic GBM8 brain tumor xenografts with endpoints tumor growth and animal survival. The MAPK-targeting agent MEK162 was found to enhance the effect of irradiation as demonstrated by growth inhibition of spheroids. MEK162 downregulated and dephosphorylated the cell-cycle checkpoint proteins CDK1/CDK2/WEE1 and DNA damage response proteins p-ATM/p-CHK2. When combined with radiation, this led to a prolonged DNA damage signal. In vivo data on tumor-bearing animals demonstrated a significantly reduced growth rate, increased growth delay, and prolonged survival time. In addition, RNA expression of responsive cell cultures correlated to mesenchymal stratification of patient expression data. In conclusion, the MAPK inhibitor MEK162 was identified as a radiosensitizer in GBM spheroids in vitro and in orthotopic GBM xenografts in vivo The data are supportive for implementation of this targeted agent in an early-phase clinical study in GBM patients. Mol Cancer Ther; 17(2); 347-54. ©2017 AACRSee all articles in this MCT Focus section, "Developmental Therapeutics in Radiation Oncology."
Collapse
Affiliation(s)
- Ravi S Narayan
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands
| | - Ana Gasol
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands
| | - Paul L G Slangen
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands.,Department of Neurosurgery, Neuro-oncology Research Group, VU University Medical Center, Amsterdam, the Netherlands
| | - Fleur M G Cornelissen
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands.,Department of Neurosurgery, Neuro-oncology Research Group, VU University Medical Center, Amsterdam, the Netherlands
| | - Tonny Lagerweij
- Department of Neurosurgery, Neuro-oncology Research Group, VU University Medical Center, Amsterdam, the Netherlands
| | - Hou Y Y E Veldman
- Department of Neurosurgery, Neuro-oncology Research Group, VU University Medical Center, Amsterdam, the Netherlands
| | - Rogier Dik
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands
| | - Jaap van den Berg
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands
| | - Ben J Slotman
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands
| | - Tom Würdinger
- Department of Neurosurgery, Neuro-oncology Research Group, VU University Medical Center, Amsterdam, the Netherlands
| | - Daphne A Haas-Kogan
- Department or Radiation Oncology, Dana-Farber Cancer Institute, Brigham and Women's Hospital, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Lukas J A Stalpers
- Department of Radiation Oncology, Academic Medical Center, Amsterdam, the Netherlands
| | - Brigitta G Baumert
- Department of Radiation Oncology (MAASTRO), Maastricht University Medical Center (MUMC) and GROW (School for Oncology), Maastricht, the Netherlands
| | - Bart A Westerman
- Department of Neurosurgery, Neuro-oncology Research Group, VU University Medical Center, Amsterdam, the Netherlands
| | - Jan Theys
- Department of Radiation Oncology (MAASTRO), Maastricht University Medical Center (MUMC) and GROW (School for Oncology), Maastricht, the Netherlands
| | - Peter Sminia
- Department of Radiation Oncology, VU University Medical Center, Amsterdam, the Netherlands.
| |
Collapse
|
25
|
Nes JV, Groningen TV, Valentijn LJ, Zwijnenburg D, Molenaar JJ, Westerman BA, Westerhout EM, Hamdi M, Tytgat GA, Koster J, Versteeg R. Abstract 3876: Active enhancers delineate intra-tumor heterogeneity of developmental states in neuroblastoma. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-3876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Cellular heterogeneity within tumors is increasingly recognized as a source of therapeutic failure. However, the cis-regulatory landscapes driving transcriptional states of intra-tumor heterogeneity, drug-resistance and relapse remain elusive.
Results: Here, using H3K27Ac chromatin immunoprecipitation followed by sequencing (ChIP-seq) we characterized the active super-enhancer (SE) landscape in neuroblastoma, a pediatric cancer of the sympathetic nervous system. Analysis of differentially active SEs identified cis-regulatory modules associated with distinct transcriptional states in material derived from individual patients. These transcriptional states associated with two phenotypically divergent cellular subtypes.
One subtype is referred to as adrenergic (ADN) and expresses classic neuroblastoma markers from the peripheral sympathetic nervous system. In contrast, the other subtype referred to as mesenchymal (MES) has similarity to neural crest cells, expresses mesenchymal genes, is motile and lacks adrenergic markers. In contrast to ADN cells, MES-type cells are resistant to a wide variety of chemotherapeutics used in clinical management of neuroblastoma.
Computational reconstruction identified core transcription factor modules associated with ADN- and MES-type cells. DNA binding profiles of adrenergic TFs MAML3 and GATA3 suggest feed-forward activation of the adrenergic SE-associated TFs.
Interconversion of FACS-sorted MES- and ADN-type cells is observed in vitro. Induction experiments with the mesenchymal TF PRRX1 efficiently converted ADN-type cells to an induced-MES (iMES) state. These iMES cells acquired many features of MES-cells including motility, mesenchymal gene expression and -histone modifications as well as chemo-resistance.
Primary neuroblastoma biopsies included a small fraction of PRRX1-positive MES-type cells, as determined by immunohistochemistry. Importantly, the proportion of both cell types appears dynamic upon therapy and in relapse development, suggesting selective pressure of treatment.
Conclusions: Here we establish that intra-tumor heterogeneity in neuroblastoma follows a bi-phasic structure characterized by two different SE-associated TF programs that reflects stages of the normal developmental programs. The detailed understanding of core regulatory modules and pathways may redesign strategies for therapeutic intervention.
Citation Format: Johan van Nes, Tim van Groningen, Linda J. Valentijn, Danny Zwijnenburg, Jan J. Molenaar, Bart A. Westerman, Ellen M. Westerhout, Mohamed Hamdi, Godelieve A. Tytgat, Jan Koster, Rogier Versteeg. Active enhancers delineate intra-tumor heterogeneity of developmental states in neuroblastoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 3876. doi:10.1158/1538-7445.AM2017-3876
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | | | - Jan Koster
- Academic Medical Center, Amsterdam, Netherlands
| | | |
Collapse
|
26
|
van Groningen T, Koster J, Valentijn LJ, Zwijnenburg DA, Akogul N, Hasselt NE, Broekmans M, Haneveld F, Nowakowska NE, Bras J, van Noesel CJM, Jongejan A, van Kampen AH, Koster L, Baas F, van Dijk-Kerkhoven L, Huizer-Smit M, Lecca MC, Chan A, Lakeman A, Molenaar P, Volckmann R, Westerhout EM, Hamdi M, van Sluis PG, Ebus ME, Molenaar JJ, Tytgat GA, Westerman BA, van Nes J, Versteeg R. Neuroblastoma is composed of two super-enhancer-associated differentiation states. Nat Genet 2017. [PMID: 28650485 DOI: 10.1038/ng.3899] [Citation(s) in RCA: 290] [Impact Index Per Article: 41.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Neuroblastoma and other pediatric tumors show a paucity of gene mutations, which has sparked an interest in their epigenetic regulation. Several tumor types include phenotypically divergent cells, resembling cells from different lineage development stages. It has been proposed that super-enhancer-associated transcription factor (TF) networks underlie lineage identity, but the role of these enhancers in intratumoral heterogeneity is unknown. Here we show that most neuroblastomas include two types of tumor cells with divergent gene expression profiles. Undifferentiated mesenchymal cells and committed adrenergic cells can interconvert and resemble cells from different lineage differentiation stages. ChIP-seq analysis of isogenic pairs of mesenchymal and adrenergic cells identified a distinct super-enhancer landscape and super-enhancer-associated TF network for each cell type. Expression of the mesenchymal TF PRRX1 could reprogram the super-enhancer and mRNA landscapes of adrenergic cells toward a mesenchymal state. Mesenchymal cells were more chemoresistant in vitro and were enriched in post-therapy and relapse tumors. Two super-enhancer-associated TF networks, which probably mediate lineage control in normal development, thus dominate epigenetic control of neuroblastoma and shape intratumoral heterogeneity.
Collapse
Affiliation(s)
- Tim van Groningen
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Jan Koster
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Linda J Valentijn
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Danny A Zwijnenburg
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Nurdan Akogul
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Nancy E Hasselt
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Marloes Broekmans
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Franciska Haneveld
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | | | - Johannes Bras
- Department of Pathology, Academic Medical Center, Amsterdam, the Netherlands
| | | | - Aldo Jongejan
- Department of Bioinformatics, Academic Medical Center, Amsterdam, the Netherlands
| | - Antoine H van Kampen
- Department of Bioinformatics, Academic Medical Center, Amsterdam, the Netherlands
| | - Linda Koster
- Department of Genome Diagnostics, Academic Medical Center, Amsterdam, the Netherlands
| | - Frank Baas
- Department of Genome Diagnostics, Academic Medical Center, Amsterdam, the Netherlands
| | | | | | - Maria C Lecca
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Alvin Chan
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Arjan Lakeman
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Piet Molenaar
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Richard Volckmann
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Ellen M Westerhout
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Mohamed Hamdi
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Peter G van Sluis
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Marli E Ebus
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Jan J Molenaar
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Godelieve A Tytgat
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Department of Pediatric Oncology, Emma Children's Hospital, Academic Medical Center, Amsterdam, the Netherlands
| | - Bart A Westerman
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Johan van Nes
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands
| | - Rogier Versteeg
- Department of Oncogenomics, Academic Medical Center, Amsterdam, the Netherlands.,Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Department of Pediatric Oncology, Emma Children's Hospital, Academic Medical Center, Amsterdam, the Netherlands
| |
Collapse
|
27
|
Narayan RS, Fedrigo CA, Brands E, Dik R, Stalpers LJ, Baumert BG, Slotman BJ, Westerman BA, Peters GJ, Sminia P. The allosteric AKT inhibitor MK2206 shows a synergistic interaction with chemotherapy and radiotherapy in glioblastoma spheroid cultures. BMC Cancer 2017; 17:204. [PMID: 28320338 PMCID: PMC5359921 DOI: 10.1186/s12885-017-3193-9] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Accepted: 03/11/2017] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Glioblastoma multiforme (GBM) is the most common, invasive and deadly primary type of malignant brain tumor. The Phosphatidylinositol-3-Kinase/AKT (PI3K/AKT) pathway is highly active in GBM and has been associated with increased survival and resistance to therapy. The aim of this study is to investigate the effects of AKT inhibition in combination with the current standard of care which consists of irradiation and temozolomide (TMZ) on human malignant glioma cells growing adherent and as multicellular spheroids in vitro. METHODS The effects of the allosteric inhibitor MK2206 combined with irradiation and TMZ were assessed on glioma cells growing adherent and as multicellular 3D spheroids. The interaction was studied on proliferation, clonogenic cell survival, cell invasion, -migration and on expression of key proteins in the PI3K-AKT pathway by western blot. RESULTS A differential effect was found at low- (1 μM) and high dose (10 μM) MK2206. At 1 μM, the inhibitor reduced phosphorylation of Thr308 and Ser473 residues of AKT in both adherent cells and spheroids. Low dose MK2206 delayed spheroid growth and sensitized spheroids to both irradiation and TMZ in a synergistic way (Combination index <0.35). In contrast, neither low nor high dose MK2206 did enhance therapy sensitivity in adherent growing cells. Effective inhibition of invasion and migration was observed only at higher doses of MK2206 (>5 μM). CONCLUSIONS The data show that a 3D spheroid model show different sensitivity to irradiation when combined with AKT inhibition. Thereby we show that MK2206 has potential synergistic efficacy to the current standard of care for glioma patients.
Collapse
Affiliation(s)
- Ravi S. Narayan
- Department of Radiation Oncology, VU University Medical Center/Cancer Center Amsterdam, P.O. Box 7057, Amsterdam, 1007 MB The Netherlands
| | - Carlos A. Fedrigo
- Department of Radiation Oncology, VU University Medical Center/Cancer Center Amsterdam, P.O. Box 7057, Amsterdam, 1007 MB The Netherlands
| | - Eelke Brands
- Department of Radiation Oncology, VU University Medical Center/Cancer Center Amsterdam, P.O. Box 7057, Amsterdam, 1007 MB The Netherlands
| | - Rogier Dik
- Department of Radiation Oncology, VU University Medical Center/Cancer Center Amsterdam, P.O. Box 7057, Amsterdam, 1007 MB The Netherlands
| | - Lukas J.A. Stalpers
- Department of Radiation Oncology, Academic Medical Center, Amsterdam, The Netherlands
| | - Brigitta G. Baumert
- Clinical Cooperation Unit Neurooncology, MediClin Robert Janker Klinik & University of Bonn Medical Center, Bonn, Germany
- Department of Radiation Oncology, Maastro Clinic, Maastricht, The Netherlands
| | - Ben J. Slotman
- Department of Radiation Oncology, VU University Medical Center/Cancer Center Amsterdam, P.O. Box 7057, Amsterdam, 1007 MB The Netherlands
| | - Bart A. Westerman
- Department of Neurosurgery, Neuro Oncology Research Group, VU University Medical Center, Amsterdam, The Netherlands
| | - Godefridus J. Peters
- Department of Medical Oncology, VU University Medical Center, Amsterdam, The Netherlands
| | - Peter Sminia
- Department of Radiation Oncology, VU University Medical Center/Cancer Center Amsterdam, P.O. Box 7057, Amsterdam, 1007 MB The Netherlands
| |
Collapse
|
28
|
Versteeg R, Groningen TV, Valentijn LJ, Westerman BA, Molenaar JJ, Westerhout EM, Hamdi M, Tytgat GA, Koster J, Nes. JV. Abstract 2453: Neuroblastoma is bi-phasic and includes classical neuro-epithelial cells and chemo-resistant mesenchymal cells. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-2453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction
Most high stage neuroblastoma initially respond to chemotherapy, but ultimately relapse as therapy-resistant tumor. The mechanisms driving relapse and resistance remain elusive. We investigated whether neuroblastoma tumors include divergent cell types that may underlie this plasticity.
Experimental procedures
Fresh tumor cells cultured in neural stem cell medium were analyzed by FACS, whole genome sequencing, Chip-seq, mRNA profiling, and motility and chemo-sensitivity assays. Inducible transgenes were used to test state-transitions. Tumors were analyzed by immunohistochemistry.
Results
New neuroblastoma cell lines always included two cell types, which share the same genetic defects but have highly divergent phenotypes. One type has a neuro-epithelial (NE) phenotype and expresses all classical neuroblastoma markers. The other type has a mesenchymal (MES) character, is motile and lacks all neuroblastoma markers. Immunohistochemistry (IHC) detected a small fraction of MES cells in most primary neuroblastoma.
In four isogenic cell line pairs, we found that MES cells were more chemo-resistant than their NE-type counterparts. Indeed, comparison of primary neuroblastoma lesions before and after chemotherapy showed an accumulation of viable MES-type cells in post treatment samples. Moreover, comparison of primary, pre-treatment tumors with relapses emerging 4-5 years later in the same patients showed a strong enrichment for MES cells in the latter.
As these data suggest a role for MES-type cells in relapse development, we analyzed their key regulatory pathways. The isogenic MES-NE cell line pairs showed consistent mRNA expression differences between both phenotypes, activating major signaling routes and transcription factors. Chip-seq identified divergent histone modifications. MES cells had high NOTCH pathway activity and PRRX1 expression. Induced expression of NOTCH or PRRX1 converted multiple NE-type cell lines into MES-type cells, including chemo-resistance. Further analysis of these routes reconstructed molecular wiring of MES-type cells. This identified key-players like MEK and PDGFRβ, which were successfully targeted by small molecules to specifically kill MES cells in vitro.
Conclusions
Our data suggest that neuroblastoma is a bi-phasic tumor. MES and NE cells differ in many characteristics, but can transdifferentiate into each other. MES and NE cells may correspond to developmental stages, i.e. mesenchymal migratory cells delaminated from the neural crest and more differentiated cells of the adrenergic lineage. MES cells accumulate after chemo-therapy and in relapses. They may survive classical therapy and over time seed relapses, that ultimately become heterogeneous again. Elimination of MES cells with small molecule inhibitors shows how cells with a potential key role in relapse development are amenable to therapy.
Citation Format: Rogier Versteeg, Tim van Groningen, Linda J. Valentijn, Bart A. Westerman, Jan J. Molenaar, Ellen M. Westerhout, Mohamed Hamdi, Godelieve A. Tytgat, Jan Koster, Johan van Nes. Neuroblastoma is bi-phasic and includes classical neuro-epithelial cells and chemo-resistant mesenchymal cells. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 2453.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Jan Koster
- Academic Medical Center, Amsterdam, Netherlands
| | | |
Collapse
|
29
|
Versteeg R, Groningen TV, Westerman BA, Molenaar JJ, Westerhout EM, Hamdi M, Tytgat GA, Koster J, Nes JV. Abstract PR08: Neuroblastoma is biphasic and includes classical neuroepithelial cells and chemoresistant mesenchymal cells. Cancer Res 2016. [DOI: 10.1158/1538-7445.pedca15-pr08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Most high stage neuroblastoma initially respond to chemotherapy, but ultimately relapse as therapy-resistant tumor. The mechanisms driving relapse and resistance remain elusive. We investigated whether neuroblastoma tumors include phenotypically and functionally divergent subsets of tumor cells that may underlie its clinical plasticity.
Experimental Procedures: Fresh tumor cells were cultured in neural stem cell medium and analyzed by FACS, whole genome sequencing, mRNA profiling, motility assays and chemo-sensitivity assays. Lentivirally transduced inducible gene constructs were used to test state-transitions. Immunohistochemistry was used to define cellular subtypes in tumors.
Results: We observed that new neuroblastoma cell lines always include two phenotypically divergent cell types. Both types share the same genetic defects, but have highly divergent phenotypes. One cell type has a neuro-epithelial (NE) phenotype and expresses all classical and diagnostically used neuroblastoma markers. The other type has a mesenchymal (MES) character, lacks all neuroblastoma markers and is highly motile. At low frequency, both cell types can spontaneously transdifferentiate in vitro. Immunohistochemistry (IHC) of primary neuroblastoma detected a small fraction of MES cells in most tumors.
To analyze the clinical relevance of MES-type cells, we investigated their sensitivity to chemotherapeutics used in neuroblastoma treatment. In four isogenic pairs, MES cells were more resistant to the drugs than their NE-type counterparts. We investigated whether the chemo-resistance of MES cells may operate in vivo. We analyzed a series of primary neuroblastoma tumors surgically removed immediately after chemotherapy. The viable cells in the post-therapy samples were strongly enriched in MES-type cells as compared to the pre-treatment tumors of the same patients. We also compared primary, pre-treatment tumors with relapses emerging 4-5 years later in the same patients. Most strikingly, also the relapsed neuroblastoma tumors were highly enriched for MES-type cells.
As these data suggest a role for MES-type cells in development of therapy-resistant relapses, we analyzed their key regulatory pathways. mRNA profiling of isogenic MES-NE cell line pairs identified consistent mRNA expression differences between both phenotypes. Major signaling routes and transcription factors were highly differentially expressed. MES-type cells had high expression and activation of NOTCH pathway genes and expression of the homeobox gene PRRX1. Induced expression of NOTCH or PRRX1 transgenes in multiple NE-type cell lines converted them into MES-type cell lines, including chemo-resistance. Analysis of the changes in gene expression and activity downstream of NOTCH or PRRX1 allowed reconstruction of the molecular wiring of MES-type cells. This identified several drugable key-players, like MEK and PDGFRβ. Targeting of them with small-molecule inhibitors specifically killed MES cells in vitro.
Conclusions: Our data suggest that neuroblastoma is a bi-phasic tumor. MES and NE cells have very different characteristics, but can transdifferentiate into each other. It is tempting to speculate that the MES- and NE-phenotypes recapitulate two developmental stages of neuroblasts: MES cells may correspond to the migrating cell type that has delaminated from the neural crest, while NE cells could correspond to the more differentiated cell in the target organs expressing markers of the adrenalin synthesis route. MES cells strongly accumulate after chemo-therapy and in relapses. They may survive classical therapy and over time seed relapses, that ultimately become heterogeneous again. Targeted elimination of MES cells with small molecule inhibitors shows how cells with a potential key role in relapse development are amenable to therapy.
This abstract is also presented as Poster B30.
Citation Format: Rogier Versteeg, Tim van Groningen, Bart A. Westerman, Jan J. Molenaar, Ellen M. Westerhout, Mohamed Hamdi, Godelieve A. Tytgat, Jan Koster, Johan van Nes. Neuroblastoma is biphasic and includes classical neuroepithelial cells and chemoresistant mesenchymal cells. [abstract]. In: Proceedings of the AACR Special Conference on Advances in Pediatric Cancer Research: From Mechanisms and Models to Treatment and Survivorship; 2015 Nov 9-12; Fort Lauderdale, FL. Philadelphia (PA): AACR; Cancer Res 2016;76(5 Suppl):Abstract nr PR08.
Collapse
Affiliation(s)
- Rogier Versteeg
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| | - Tim van Groningen
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| | - Bart A. Westerman
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| | - Jan J. Molenaar
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| | | | - Mohamed Hamdi
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| | | | - Jan Koster
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| | - Johan van Nes
- 1Dept. Oncogenomics, Academic Medical Center, Amsterdam, The Netherlands,
| |
Collapse
|
30
|
Sminia P, Westerman BA. Blood-brain barrier crossing and breakthroughs in glioblastoma therapy. Br J Clin Pharmacol 2016; 81:1018-20. [PMID: 26744058 DOI: 10.1111/bcp.12881] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2015] [Revised: 12/23/2015] [Accepted: 01/01/2016] [Indexed: 10/22/2022] Open
Affiliation(s)
- P Sminia
- Department of Radiation Oncology, VU University Medical Center, Amsterdam
| | - B A Westerman
- Department of Neurosurgery, VU University Medical Center, Amsterdam, The Netherlands
| |
Collapse
|
31
|
Best MG, Sol N, Kooi I, Tannous J, Westerman BA, Rustenburg F, Schellen P, Verschueren H, Post E, Koster J, Ylstra B, Ameziane N, Dorsman J, Smit EF, Verheul HM, Noske DP, Reijneveld JC, Nilsson RJA, Tannous BA, Wesseling P, Wurdinger T. RNA-Seq of Tumor-Educated Platelets Enables Blood-Based Pan-Cancer, Multiclass, and Molecular Pathway Cancer Diagnostics. Cancer Cell 2015; 28:666-676. [PMID: 26525104 PMCID: PMC4644263 DOI: 10.1016/j.ccell.2015.09.018] [Citation(s) in RCA: 548] [Impact Index Per Article: 60.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2015] [Revised: 07/02/2015] [Accepted: 09/25/2015] [Indexed: 12/12/2022]
Abstract
Tumor-educated blood platelets (TEPs) are implicated as central players in the systemic and local responses to tumor growth, thereby altering their RNA profile. We determined the diagnostic potential of TEPs by mRNA sequencing of 283 platelet samples. We distinguished 228 patients with localized and metastasized tumors from 55 healthy individuals with 96% accuracy. Across six different tumor types, the location of the primary tumor was correctly identified with 71% accuracy. Also, MET or HER2-positive, and mutant KRAS, EGFR, or PIK3CA tumors were accurately distinguished using surrogate TEP mRNA profiles. Our results indicate that blood platelets provide a valuable platform for pan-cancer, multiclass cancer, and companion diagnostics, possibly enabling clinical advances in blood-based "liquid biopsies".
Collapse
Affiliation(s)
- Myron G Best
- Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Nik Sol
- Department of Neurology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Irsan Kooi
- Department of Clinical Genetics, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Jihane Tannous
- Department of Neurology, Massachusetts General Hospital and Neuroscience Program, Harvard Medical School, 149 13th Street, Charlestown, MA 02129, USA
| | - Bart A Westerman
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - François Rustenburg
- Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Pepijn Schellen
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; thromboDx B.V., 1098 EA Amsterdam, the Netherlands
| | - Heleen Verschueren
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; thromboDx B.V., 1098 EA Amsterdam, the Netherlands
| | - Edward Post
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; thromboDx B.V., 1098 EA Amsterdam, the Netherlands
| | - Jan Koster
- Department of Oncogenomics, Academic Medical Center, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands
| | - Bauke Ylstra
- Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Najim Ameziane
- Department of Clinical Genetics, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Josephine Dorsman
- Department of Clinical Genetics, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Egbert F Smit
- Department of Pulmonary Diseases, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Henk M Verheul
- Department of Medical Oncology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - David P Noske
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Jaap C Reijneveld
- Department of Neurology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - R Jonas A Nilsson
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; thromboDx B.V., 1098 EA Amsterdam, the Netherlands; Department of Radiation Sciences, Oncology, Umeå University, 90185 Umeå, Sweden
| | - Bakhos A Tannous
- Department of Neurology, Massachusetts General Hospital and Neuroscience Program, Harvard Medical School, 149 13th Street, Charlestown, MA 02129, USA
| | - Pieter Wesseling
- Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Pathology, Radboud University Medical Center, 6500 HB Nijmegen, the Netherlands
| | - Thomas Wurdinger
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Neurology, Massachusetts General Hospital and Neuroscience Program, Harvard Medical School, 149 13th Street, Charlestown, MA 02129, USA; thromboDx B.V., 1098 EA Amsterdam, the Netherlands.
| |
Collapse
|
32
|
Molenaar JJ, Koster J, Zwijnenburg DA, van Sluis P, Valentijn LJ, van der Ploeg I, Hamdi M, van Nes J, Westerman BA, van Arkel J, Ebus ME, Haneveld F, Lakeman A, Schild L, Molenaar P, Stroeken P, van Noesel MM, Ora I, Santo EE, Caron HN, Westerhout EM, Versteeg R. Sequencing of neuroblastoma identifies chromothripsis and defects in neuritogenesis genes. Nature 2012; 483:589-93. [PMID: 22367537 DOI: 10.1038/nature10910] [Citation(s) in RCA: 653] [Impact Index Per Article: 54.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2011] [Accepted: 02/03/2012] [Indexed: 01/17/2023]
Abstract
Neuroblastoma is a childhood tumour of the peripheral sympathetic nervous system. The pathogenesis has for a long time been quite enigmatic, as only very few gene defects were identified in this often lethal tumour. Frequently detected gene alterations are limited to MYCN amplification (20%) and ALK activations (7%). Here we present a whole-genome sequence analysis of 87 neuroblastoma of all stages. Few recurrent amino-acid-changing mutations were found. In contrast, analysis of structural defects identified a local shredding of chromosomes, known as chromothripsis, in 18% of high-stage neuroblastoma. These tumours are associated with a poor outcome. Structural alterations recurrently affected ODZ3, PTPRD and CSMD1, which are involved in neuronal growth cone stabilization. In addition, ATRX, TIAM1 and a series of regulators of the Rac/Rho pathway were mutated, further implicating defects in neuritogenesis in neuroblastoma. Most tumours with defects in these genes were aggressive high-stage neuroblastomas, but did not carry MYCN amplifications. The genomic landscape of neuroblastoma therefore reveals two novel molecular defects, chromothripsis and neuritogenesis gene alterations, which frequently occur in high-risk tumours.
Collapse
Affiliation(s)
- Jan J Molenaar
- Department of Oncogenomics, Academic Medical Center, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
33
|
Westerman BA, Braat AK, Taub N, Potman M, Vissers JH, Blom M, Verhoeven E, Stoop H, Gillis A, Velds A, Nijkamp W, Beijersbergen R, Huber LA, Looijenga LH, van Lohuizen M. A genome-wide RNAi screen in mouse embryonic stem cells identifies Mp1 as a key mediator of differentiation. J Biophys Biochem Cytol 2011. [DOI: 10.1083/jcb1956oia9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
|
34
|
Westerman BA, Braat AK, Taub N, Potman M, Vissers JHA, Blom M, Verhoeven E, Stoop H, Gillis A, Velds A, Nijkamp W, Beijersbergen R, Huber LA, Looijenga LHJ, van Lohuizen M. A genome-wide RNAi screen in mouse embryonic stem cells identifies Mp1 as a key mediator of differentiation. ACTA ACUST UNITED AC 2011; 208:2675-89. [PMID: 22143885 PMCID: PMC3244037 DOI: 10.1084/jem.20102037] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Despite intense investigation of intrinsic and extrinsic factors that regulate pluripotency, the process of initial fate commitment of embryonic stem (ES) cells is still poorly understood. We used a genome-wide short hairpin RNA screen in mouse ES cells to identify genes that are essential for initiation of differentiation. Knockdown of the scaffolding protein Mek binding protein 1 (Mp1, also known as Lamtor3 or Map2k1ip1) stimulated self-renewal of ES cells, blocked differentiation, and promoted proliferation. Fibroblast growth factor 4 (FGF4) signaling is required for initial fate commitment of ES cells. Knockdown of Mp1 inhibited FGF4-induced differentiation but did not alter FGF4-driven proliferation. This uncoupling of differentiation and proliferation was also observed when oncogenic Ras isoforms were overexpressed in ES cells. Knockdown of Mp1 redirected FGF4 signaling from differentiation toward pluripotency and up-regulated the pluripotency-related genes Esrrb, Rex1, Tcl1, and Sox2. We also found that human germ cell tumors (GCTs) express low amounts of Mp1 in the invasive embryonic carcinoma and seminoma histologies and higher amounts of Mp1 in the noninvasive carcinoma in situ precursor and differentiated components. Knockdown of Mp1 in invasive GCT cells resulted in resistance to differentiation, thereby showing a functional role for Mp1 both in normal differentiation of ES cells and in germ cell cancer.
Collapse
Affiliation(s)
- Bart A Westerman
- Division of Molecular Genetics, the Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
35
|
Westerman BA, Lecca MC, Dokter I, Versteeg R. Neuroblastoma tumors have a hierarchy of tumor initiating cells reflecting neural crest development. FASEB J 2011. [DOI: 10.1096/fasebj.25.1_supplement.11.4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Bart A. Westerman
- Human GeneticsAcademic Medical CenterUniversity of AmsterdamAmsterdamNetherlands
| | - Maria Carmela Lecca
- Human GeneticsAcademic Medical CenterUniversity of AmsterdamAmsterdamNetherlands
| | - Inge Dokter
- Human GeneticsAcademic Medical CenterUniversity of AmsterdamAmsterdamNetherlands
| | - Rogier Versteeg
- Human GeneticsAcademic Medical CenterUniversity of AmsterdamAmsterdamNetherlands
| |
Collapse
|
36
|
Huang S, Laoukili J, Epping MT, Koster J, Hölzel M, Westerman BA, Nijkamp W, Hata A, Asgharzadeh S, Seeger RC, Versteeg R, Beijersbergen RL, Bernards R. ZNF423 is critically required for retinoic acid-induced differentiation and is a marker of neuroblastoma outcome. Cancer Cell 2009; 15:328-40. [PMID: 19345331 PMCID: PMC2693316 DOI: 10.1016/j.ccr.2009.02.023] [Citation(s) in RCA: 102] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2008] [Revised: 01/20/2009] [Accepted: 02/25/2009] [Indexed: 02/03/2023]
Abstract
Retinoids play key roles in differentiation, growth arrest, and apoptosis and are increasingly being used in the clinic for the treatment of a variety of cancers, including neuroblastoma. Here, using a large-scale RNA interference-based genetic screen, we identify ZNF423 (also known as Ebfaz, OAZ, or Zfp423) as a component critically required for retinoic acid (RA)-induced differentiation. ZNF423 associates with the RARalpha/RXRalpha nuclear receptor complex and is essential for transactivation in response to retinoids. Downregulation of ZNF423 expression by RNA interference in neuroblastoma cells results in a growth advantage and resistance to RA-induced differentiation, whereas overexpression of ZNF423 leads to growth inhibition and enhanced differentiation. Finally, we show that low ZNF423 expression is associated with poor disease outcome in neuroblastoma patients.
Collapse
Affiliation(s)
- Sidong Huang
- Division of Molecular Carcinogenesis, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
| | - Jamila Laoukili
- Department of Human Genetics, Academic Medical Center, University of Amsterdam, 1100 DE Amsterdam, The Netherlands
| | - Mirjam T. Epping
- Division of Molecular Carcinogenesis, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
| | - Jan Koster
- Department of Human Genetics, Academic Medical Center, University of Amsterdam, 1100 DE Amsterdam, The Netherlands
| | - Michael Hölzel
- Division of Molecular Carcinogenesis, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
| | - Bart A. Westerman
- Division of Molecular Genetics, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
| | - Wouter Nijkamp
- Division of Molecular Carcinogenesis, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
| | - Akiko Hata
- Molecular Cardiology Research Institute, Tufts Medical Center, Tufts University School of Medicine, Boston, MA 02111, USA
| | - Shahab Asgharzadeh
- Department of Pediatrics, Division of Hematology-Oncology, Childrens Hospital Los Angeles and Saban Research Institute, University of Southern California, Los Angeles, CA 90027, USA
| | - Robert C. Seeger
- Department of Pediatrics, Division of Hematology-Oncology, Childrens Hospital Los Angeles and Saban Research Institute, University of Southern California, Los Angeles, CA 90027, USA
| | - Rogier Versteeg
- Department of Human Genetics, Academic Medical Center, University of Amsterdam, 1100 DE Amsterdam, The Netherlands
| | - Roderick L. Beijersbergen
- Division of Molecular Carcinogenesis, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
| | - René Bernards
- Division of Molecular Carcinogenesis, Center for Biomedical Genetics and Cancer Genomics Center, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands, telephone: +31 20 512 1952, fax: +31 20 512 1954
- Corresponding author;
| |
Collapse
|
37
|
Oudejans CBM, Mulders J, Lachmeijer AMA, van Dijk M, Könst AAM, Westerman BA, van Wijk IJ, Leegwater PAJ, Kato HD, Matsuda T, Wake N, Dekker GA, Pals G, ten Kate LP, Blankenstein MA. The parent-of-origin effect of 10q22 in pre-eclamptic females coincides with two regions clustered for genes with down-regulated expression in androgenetic placentas. Mol Hum Reprod 2004; 10:589-98. [PMID: 15208369 DOI: 10.1093/molehr/gah080] [Citation(s) in RCA: 79] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
By affected sib-pair linkage analysis of 24 families with pre-eclampsia, we confirm a susceptibility locus on chromosome 10q22.1 in Dutch females: a multipoint non-parametric linkage score of 3.6 near marker D10S1432 was obtained. Haplotype analysis showed a parent-of-origin effect: maximal allele sharing in the affected sibs was found for maternally derived alleles in all families, but not for the paternally derived alleles. As matrilineal inheritance suggests the presence of maternally expressed imprinted genes, while imprinting operates predominantly in (extra)embryonic tissues, all genes (n=132) known on 10q22 between GATA121A08 and D10S580 were screened for seven sequence-related features associated with imprinting and subsequently tested for expression in first trimester placenta. Placental expression of genes selected in this way (n=55) was compared with expression in androgenetic placentas of identical gestational age. Two regions on 10q22 were identified with developmentally co-repressed genes with non-random chromosomal distribution. Interestingly, these two clusters, near CTNNA3 and KCNMA1 and each containing five genes with down-regulated expression in androgenetic placentas, coincided with the regions with maximal maternal allele sharing seen in the pre-eclamptic sisters. Our linkage and expression data are compatible with the concept that pre-eclampsia involves maternally expressed imprinted genes that operate in the first trimester placenta.
Collapse
Affiliation(s)
- Cees B M Oudejans
- Departments of Clinical Chemistry and Clinical Genetics and Human Genetics, VU University Medical Center, 1081 HV Amsterdam.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
38
|
Westerman BA, Poutsma A, Steegers EAP, Oudejans CBM. C2360, a nuclear protein expressed in human proliferative cytotrophoblasts, is a representative member of a novel protein family with a conserved coiled coil–helix–coiled coil–helix domain. Genomics 2004; 83:1094-104. [PMID: 15177562 DOI: 10.1016/j.ygeno.2003.12.006] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2003] [Accepted: 12/11/2003] [Indexed: 11/24/2022]
Abstract
In this study, we describe the identification of nine novel genes isolated from a unique human first-trimester cDNA library generated from the placental bed. One of these clones, called C2360 and located on chromosome 10q22, was selected as it showed restricted expression in placental bed tissue as well as in JEG3 choriocarcinoma cells with absent expression in adult tissues. We show that the expression is restricted to first-trimester proliferative trophoblasts of the proximal column and show that C2360 is a nuclear protein. No detectable transactivation potential was observed for different domains of the protein. Secondary structure prediction showed that C2360 is a representative member of a eukaryotic family of proteins with a low conservation at the amino acid level, but with strong conservation at the structural level, sharing the general domain (coiled coil 1)-(helix 1)-(coiled coil 2)-(helix 2), or CHCH domain. Each alpha-helix within this domain contains two cysteine amino acids, and these intrahelical cysteines are separated by nine amino acids (C-X(9)-C motif). The fixed position within each helix indicated that both helices could form a hairpin structure stabilized by two interhelical disulfide bonds. Other proteins belonging to the family include estrogen-induced gene 2 and the ethanol-induced 6 protein. The conserved motif was found in yeast, plant, Drosophila, Caenorhabditis elegans, mouse, and human proteins, indicating that the ancestor of this protein family is of eukaryotic origin. These results indicate that C2360 is a representative member of a multifamily of proteins, sharing a protein domain that is conserved in eukaryotes.
Collapse
Affiliation(s)
- Bart A Westerman
- Molecular Biology Laboratory, Department of Clinical Chemistry, VU University Medical Center, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | | | | | | |
Collapse
|
39
|
Westerman BA, Chhatta A, Poutsma A, van Vegchel T, Oudejans CBM. NEUROD1 acts in vitro as an upstream regulator of NEUROD2 in trophoblast cells. ACTA ACUST UNITED AC 2004; 1676:96-103. [PMID: 14732494 DOI: 10.1016/j.bbaexp.2003.10.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
The basic helix-loop-helix (bHLH) transcription factors NEUROD1, NEUROD2 and ATH2 are expressed during first trimester human placental development. We determined the transactivation potential of each of these factors in trophoblasts by measuring changes in the endogenous gene activity using absolute quantification by real-time quantitative reverse transcriptase-polymerase chain reaction (RT-PCR) after transient transfection. In these assays, NEUROD1 was found to transiently transactivate NEUROD2 in trophoblast cells. Promotor truncation assays, using luciferase constructs, showed the presence of two domains in the NEUROD2 promotor, which showed increased activity after NeuroD1 transfection. Each of these NeuroD1-responsive domains contains an E-box sequence. The NEUROD2 transactivation data fit with the spatial expression pattern of NEUROD1 and NEUROD2, since they are expressed in endovascular trophoblasts. This expression pattern, as well as the present transactivation results, might suggest the presence of a NEUROD differentiation cascade during first trimester human placental development.
Collapse
Affiliation(s)
- Bart A Westerman
- Molecular Biology Laboratory, Department of Clinical Chemistry, VU University Medical Center, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | | | | | | | | |
Collapse
|
40
|
Abstract
Basic helix-loop-helix (bHLH) transcription factors are important regulators of lineage determination during embryogenesis. Initial experiments in Drosophila showed that early neural selection and specification are dependent on atonal (ato) and members of the achaete-scute complex (as-c). In mammals, transcription factors homologous to as-c and ato are causally involved during development of organs throughout the body. Development of subsets of lineages in intestine, stomach, pancreas, lung, thyroid and placenta have been shown to be regulated by members of the as-c and ato families. These functional studies show that an individual bHLH transcription factor can regulate multiple developmental processes throughout the mammalian body, which implicates that extant as-c and ato transcription factors play a distinct function dependent on their cellular context. Based on the synergistic activation of the insulin, POMC and Pax4 promotors by bHLH and homeobox (Hox) protein complexes, we hypothesize that the underlying cellular function-modulating factors include members of the Hox and paired box (Pax) multigene families. These examples indicate that unique combinations of bHLH and Hox proteins, mediated by protein-protein interactions, might be responsible for activating cell-specific sets of target genes.
Collapse
Affiliation(s)
- Bart A Westerman
- Department of Clinical Chemistry, VU University Medical Center, de Boelelaan 1117, PO Box 7057, 1081 HV 1007 MB, Amsterdam, The Netherlands.
| | | | | |
Collapse
|
41
|
Oudejans CBM, Go ATJJ, Visser A, Mulders MAM, Westerman BA, Blankenstein MA, van Vugt JMG. Detection of chromosome 21-encoded mRNA of placental origin in maternal plasma. Clin Chem 2003; 49:1445-9. [PMID: 12928224 DOI: 10.1373/49.9.1445] [Citation(s) in RCA: 56] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND mRNA of placental origin (i.e., human placental lactogen and beta-human chorionic gonadotropin) has been demonstrated to be easily detectable in maternal plasma. We tested whether detection of chromosome 21-encoded mRNA of placental origin is possible in maternal plasma obtained during the first trimester. METHODS Plasma samples were obtained from pregnant women between weeks 9-13 of pregnancy. RNA was isolated from 800 or 1600 microL of plasma by silica-based affinity isolation and, after on-column DNase treatment, was subjected to two-step, one-tube reverse transcription-PCR with gene specific primers. RESULTS Three chromosome 21-encoded genes located within the Down syndrome critical region with overexpression in trisomy 21 placentas were screened for expression in early placental tissue to select their potential use for RNA based plasma screening. One of the chromosome 21-encoded genes (LOC90625) showed strong expression in first trimester placenta similar to CSH1 (human placental lactogen) and was selected for plasma analysis. The RNA isolation assay was validated with CSH1 mRNA, which could be detected in the plasma of all women tested in weeks 9-13 of pregnancy. RNA from the chromosome 21-encoded, placentally expressed gene, LOC90625, was present in maternal first-trimester plasma and could be detected in 60% of maternal plasma samples when 800 microL of plasma was used and in 100% of samples when 1600 microL of plasma was used. CONCLUSION The detection of chromosome 21-encoded mRNA of placental origin in maternal plasma during the first trimester may allow development of plasma-RNA-based strategies for prenatal prediction of Down syndrome. LOC90625 is a candidate gene for this purpose.
Collapse
Affiliation(s)
- Cees B M Oudejans
- Department of Clinical Chemistry, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | | | | | | | | | | | | |
Collapse
|
42
|
Abstract
This review describes the status of circulating trophoblast, but is considered in the perspective that only a specific subset of trophoblast cells circulates in the maternal blood. The consequences for isolation, identification and clinical potential are described.
Collapse
Affiliation(s)
- Cees B M Oudejans
- Department of Clinical Chemistry, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands.
| | | | | | | | | | | |
Collapse
|
43
|
Westerman BA, Neijenhuis S, Poutsma A, Steenbergen RDM, Breuer RHJ, Egging M, van Wijk IJ, Oudejans CBM. Quantitative reverse transcription-polymerase chain reaction measurement of HASH1 (ASCL1), a marker for small cell lung carcinomas with neuroendocrine features. Clin Cancer Res 2002; 8:1082-6. [PMID: 11948117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
Abstract
PURPOSE The Human Achaete-Scute homologue 1 (HASH1, ASCL1), a lineage-specific basic helix-loop-helix member of the achaete-scute family, is essential for the generation of pulmonary neuroendocrine (NE) cells during lung development. In small cell lung cancer (SCLC), the most lethal form of lung cancer, the gene is highly expressed and the expression of HASH1 correlates with NE features found in SCLCs. Here we describe a highly sensitive reverse transcription-PCR method for quantifying HASH1 mRNA in clinical samples, using real-time fluorescence resonance energy transfer technology (LightCycler). EXPERIMENTAL DESIGN The HASH1-positive NE cell line NCI-H187 was compared with the non-NE cell line NCI-N417 by quantitative reverse transcription-PCR. Signals were normalized using the housekeeping gene PBGD, which is pseudogene free. Subsequently, HASH1 expression in RNA isolated from biopsies from SCLC patients (n = 4) was compared with biopsies from non-SCLC (NSCLC) patients (n = 2) or normal bronchus (n = 2). RESULTS The HASH1-positive NE cell line NCI-H187 showed 50,000-fold higher normalized expression of HASH1 than did the non-NE cell line NCI-N417, indicating that the method is applicable over a wide dynamic range. Normalized average mRNA expression levels in SCLC clinical samples were 1,000-fold higher than in the NSCLC samples. Expression in normal bronchus was comparable to the expression levels in the NSCLC. CONCLUSIONS These results show that marked and measurable differences exist between SCLCs and other lung tissues (either NSCLC or normal bronchus). We show that the method is applicable to small biopsy samples and can discriminate SCLC from NSCLC. This method could contribute to diagnosis based on molecular profiling of tumors.
Collapse
MESH Headings
- Basic Helix-Loop-Helix Transcription Factors
- Biomarkers, Tumor/genetics
- Carcinoma, Neuroendocrine/genetics
- Carcinoma, Neuroendocrine/pathology
- Carcinoma, Non-Small-Cell Lung/genetics
- Carcinoma, Small Cell/genetics
- Carcinoma, Small Cell/pathology
- DNA-Binding Proteins/genetics
- Gene Expression Regulation, Neoplastic
- Humans
- Hydroxymethylbilane Synthase/genetics
- Lung Neoplasms/genetics
- Lung Neoplasms/pathology
- RNA, Complementary/genetics
- RNA, Complementary/metabolism
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Neoplasm/genetics
- RNA, Neoplasm/metabolism
- Reverse Transcriptase Polymerase Chain Reaction
- Transcription Factors/genetics
- Tumor Cells, Cultured
- Up-Regulation
Collapse
Affiliation(s)
- Bart A Westerman
- Molecular Biology Laboratory, Department of Clinical Chemistry, VU University Medical Center, 1081 HV Amsterdam, the Netherlands
| | | | | | | | | | | | | | | |
Collapse
|
44
|
Westerman BA, Poutsma A, Maruyama K, Schrijnemakers HFJ, van Wijk IJ, Oudejans CBM. The proneural genes NEUROD1 and NEUROD2 are expressed during human trophoblast invasion. Mech Dev 2002; 113:85-90. [PMID: 11900979 DOI: 10.1016/s0925-4773(01)00665-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
During early human pregnancy, extravillous trophoblast cells invade the maternal tissue of the uterus in a way similar to invasion by cancer cells. However, the process of trophoblast invasion is regulated in a time and place restricted way, in contrast to cancer invasion. We screened first trimester placental tissue enriched by extravillous invasive trophoblasts for the expression of proneural basic helix-loop-helix (bHLH) transcription factors, which are important controllers of cell fate. Surprisingly, the presence of NEUROD1, NEUROD2 and ATH2 transcripts was found by reverse transcriptase polymerase chain reaction (RT-PCR) analysis in first trimester placentabed. Of these genes, the proneural genes NEUROD1 and NEUROD2 are expressed in different subsets of invasive trophoblasts. NEUROD1 expression is found in interstitial and endovascular invasive cells, while NEUROD2 expression is observed mainly in endovascular invasive cells, respectively. These data suggest that in addition to the involvement of proneural genes in neuron, neurendocrine and pancreas differentiation, these genes are involved in trophoblast differentation during progression of invasion.
Collapse
Affiliation(s)
- Bart A Westerman
- Molecular Biology Laboratory, Department of Clinical Chemistry, VU University Medical Center, de Boelelaan 1117, 1081 HV, Amsterdam, The Netherlands
| | | | | | | | | | | |
Collapse
|
45
|
Westerman BA, Poutsma A, Looijenga LH, Wouters D, van Wijk IJ, Oudejans CB. The Human Achaete Scute Homolog 2 gene contains two promotors, generating overlapping transcripts and encoding two proteins with different nuclear localization. Placenta 2001; 22:511-8. [PMID: 11440538 DOI: 10.1053/plac.2001.0695] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Placental development involves control by the basic helix-loop-helix transcription factor Mash2. Transcript analysis of the Human Achaete Scute Homolog 2 (HASH2) mRNA revealed the presence of two overlapping transcripts in first trimester placentae. The two transcripts (2.6 and 1.5 kb) are generated by two promotors which are separated by 1.1 kb, generating transcripts 1 and 2, respectively. Surprisingly, in transcript 1 which shows a broad expression, a second potential coding region, tentatively called Human Achaete Scute Associated Protein (HASAP) was present. Transcript 2 contains the HASH2 encoding region only. Analysis of protein expression from both transcripts by transfection studies with eGFP fusion proteins, revealed that both coding regions are translated from their endogenous translation initiation site and showed that both proteins are transported to the nucleus. HASH2 is distributed throughout the nucleus but the HASAP protein is transported into nuclear compartments, the nucleoli. In addition, the HASAP protein lacks the bHLH domain and bears no homology to known proteins. Moreover, allele-specific RT-PCR showed the human gene not to be subject to imprinting, possibly reflecting the biallelic expression of one of both transcripts. Our data indicate a species-specific difference between mouse and human expression of the Achaete Scute Homolog 2 and suggests a dual function of the human homologue.
Collapse
Affiliation(s)
- B A Westerman
- Molecular Biology Laboratory, Department of Clinical Chemistry, University Hospital Vrije Universiteit, de Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
| | | | | | | | | | | |
Collapse
|