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Potdar S, Ianevski F, Ianevski A, Tanoli Z, Wennerberg K, Seashore-Ludlow B, Kallioniemi O, Östling P, Aittokallio T, Saarela J. Breeze 2.0: an interactive web-tool for visual analysis and comparison of drug response data. Nucleic Acids Res 2023:7161532. [PMID: 37178002 DOI: 10.1093/nar/gkad390] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 04/28/2023] [Accepted: 05/11/2023] [Indexed: 05/15/2023] Open
Abstract
Functional precision medicine (fPM) offers an exciting, simplified approach to finding the right applications for existing molecules and enhancing therapeutic potential. Integrative and robust tools ensuring high accuracy and reliability of the results are critical. In response to this need, we previously developed Breeze, a drug screening data analysis pipeline, designed to facilitate quality control, dose-response curve fitting, and data visualization in a user-friendly manner. Here, we describe the latest version of Breeze (release 2.0), which implements an array of advanced data exploration capabilities, providing users with comprehensive post-analysis and interactive visualization options that are essential for minimizing false positive/negative outcomes and ensuring accurate interpretation of drug sensitivity and resistance data. The Breeze 2.0 web-tool also enables integrative analysis and cross-comparison of user-uploaded data with publicly available drug response datasets. The updated version incorporates new drug quantification metrics, supports analysis of both multi-dose and single-dose drug screening data and introduces a redesigned, intuitive user interface. With these enhancements, Breeze 2.0 is anticipated to substantially broaden its potential applications in diverse domains of fPM.
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Affiliation(s)
- Swapnil Potdar
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Filipp Ianevski
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Aleksandr Ianevski
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Ziaurrehman Tanoli
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Krister Wennerberg
- Biotech Research & Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Brinton Seashore-Ludlow
- Department of Medical Biochemistry and Biophysics, Chemical Biology Consortium Sweden (CBCS), Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
- Department of Oncology-Pathology, Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Olli Kallioniemi
- Department of Oncology-Pathology, Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Päivi Östling
- Department of Oncology-Pathology, Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Tero Aittokallio
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Norway
- Centre for Biostatistics and Epidemiology (OCBE), Faculty of Medicine, University of Oslo, Norway
| | - Jani Saarela
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
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2
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Lähdeniemi IAK, Devlin JR, Nagaraj AS, Talwelkar SS, Bao J, Linnavirta N, Şeref Vujaklija C, Kiss EA, Hemmes A, Verschuren EW. Development of an adenosquamous carcinoma histopathology - selective lung metastasis model. Biol Open 2022; 11:281292. [PMID: 36355420 PMCID: PMC9770245 DOI: 10.1242/bio.059623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Accepted: 11/02/2022] [Indexed: 11/12/2022] Open
Abstract
Preclinical tumor models with native tissue microenvironments provide essential tools to understand how heterogeneous tumor phenotypes relate to drug response. Here we present syngeneic graft models of aggressive, metastasis-prone histopathology-specific NSCLC tumor types driven by KRAS mutation and loss of LKB1 (KL): adenosquamous carcinoma (ASC) and adenocarcinoma (AC). We show that subcutaneous injection of primary KL; ASC cells results in squamous cell carcinoma (SCC) tumors with high levels of stromal infiltrates, lacking the source heterogeneous histotype. Despite forming subcutaneous tumors, intravenously injected KL;AC cells were unable to form lung tumors. In contrast, intravenous injection of KL;ASC cells leads to their lung re-colonization and lesions recapitulating the mixed AC and SCC histopathology, tumor immune suppressive microenvironment and oncogenic signaling profile of source tumors, demonstrating histopathology-selective phenotypic dominance over genetic drivers. Pan-ERBB inhibition increased survival, while selective ERBB1/EGFR inhibition did not, suggesting a role of the ERBB network crosstalk in resistance to ERBB1/EGFR. This immunocompetent NSCLC lung colonization model hence phenocopies key properties of the metastasis-prone ASC histopathology, and serves as a preclinical model to dissect therapy responses and metastasis-associated processes.
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Affiliation(s)
- Iris A. K. Lähdeniemi
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Jennifer R. Devlin
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Ashwini S. Nagaraj
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Sarang S. Talwelkar
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Jie Bao
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Nora Linnavirta
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Ceren Şeref Vujaklija
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Elina A. Kiss
- University of Helsinki and Wihuri Research Institute, Helsinki, Finland
| | - Annabrita Hemmes
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Emmy W. Verschuren
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland,Author for correspondence ()
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Talwelkar SS, Mäyränpää MI, Schüler J, Linnavirta N, Hemmes A, Adinolfi S, Kankainen M, Sommergruber W, Levonen AL, Räsänen J, Knuuttila A, Verschuren EW, Wennerberg K. PI3Kβ inhibition enhances ALK-inhibitor sensitivity in ALK-rearranged lung cancer. Mol Oncol 2022; 17:747-764. [PMID: 36423211 PMCID: PMC10158778 DOI: 10.1002/1878-0261.13342] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 09/13/2022] [Accepted: 10/28/2022] [Indexed: 11/25/2022] Open
Abstract
Treatment with anaplastic lymphoma kinase (ALK) inhibitors significantly improves outcome for non-small-cell lung cancer (NSCLC) patients with ALK-rearranged tumors. However, clinical resistance typically develops over time and, in the majority of cases, resistance mechanisms are ALK-independent. We generated tumor cell cultures from multiple regions of an ALK-rearranged clinical tumor specimen and deployed functional drug screens to identify modulators of ALK-inhibitor response. This identified a role for PI3Kβ and EGFR inhibition in sensitizing the response regulating resistance to ALK inhibition. Inhibition of ALK elicited activation of EGFR, and subsequent MAPK and PI3K-AKT pathway reactivation. Sensitivity to ALK targeting was enhanced by inhibition or knockdown of PI3Kβ. In ALK-rearranged primary cultures, the combined inhibition of ALK and PI3Kβ prevented the EGFR-mediated ALK-inhibitor resistance, and selectively targeted the cancer cells. The combinatorial effect was seen also in the background of TP53 mutations and in epithelial-to-mesenchymal transformed cells. In conclusion, combinatorial ALK- and PI3Kβ-inhibitor treatment carries promise as a treatment for ALK-rearranged NSCLC.
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Affiliation(s)
- Sarang S Talwelkar
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland.,Institute of Biomedicine and MediCity Research Laboratories, University of Turku, Finland
| | - Mikko I Mäyränpää
- Department of Pathology, Helsinki University Hospital and University of Helsinki, Finland
| | - Julia Schüler
- Charles River Research Services, Germany GmbH, Freiburg im Breisgau, Germany
| | - Nora Linnavirta
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Annabrita Hemmes
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Simone Adinolfi
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Matti Kankainen
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland
| | - Wolfgang Sommergruber
- Cancer Cell Signalling, Boehringer Ingelheim RCV GmbH & Co KG, Vienna, Austria.,Department of Biotechnology, University of Applied Sciences, Vienna, Austria
| | - Anna-Liisa Levonen
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Jari Räsänen
- Department of Thoracic Surgery, Heart and Lung Center, Helsinki University Hospital, Finland
| | - Aija Knuuttila
- Department of Pulmonary Medicine, Heart and Lung Center and Cancer Center, Helsinki University Hospital, Finland
| | - Emmy W Verschuren
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland.,iCAN Digital Precision Cancer Medicine Flagship, Finland.,Translational Cancer Medicine Research Program, Faculty of Medicine, University of Helsinki and Helsinki University Hospital, Finland
| | - Krister Wennerberg
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Finland.,Biotech Research & Innovation Centre (BRIC) and Novo Nordisk Foundation Center for Stem Cell Biology (DanStem), University of Copenhagen, Denmark
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4
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Talwelkar SS, Lähdeniemi IA, Mäyränpää MI, Hemmes A, Linnavirta N, Räsänen J, Knuuttila A, Wennerberg K, Verschuren EW. Protocol to utilize fresh uncultured human lung tumor cells for personalized functional diagnostics. STAR Protoc 2022; 3:101720. [PMID: 36170112 PMCID: PMC9520273 DOI: 10.1016/j.xpro.2022.101720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 08/02/2022] [Accepted: 08/29/2022] [Indexed: 01/26/2023] Open
Abstract
Drug sensitivity data acquired from solid tumor-derived cultures are often unsuitable for personalized treatment guidance due to the lengthy turnaround time. Here, we present a protocol for determining ex vivo drug sensitivities using fresh uncultured human lung tumor-derived EpCAM+ epithelial cells (FUTCs). We describe steps for drug testing in FUTCs to identify tumor cell-selective single or combination therapy in 72 h of sample processing. The FUTC-based approach can also be used to predict in vivo resistance to known targeted therapies. For complete details on the use and execution of this protocol, please refer to Talwelkar et al. (2021).
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Affiliation(s)
- Sarang S. Talwelkar
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, 00014 Helsinki, Finland,Institute of Biomedicine and MediCity Research Laboratories, University of Turku, Turku 20520, Finland
| | - Iris A.K. Lähdeniemi
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Mikko I. Mäyränpää
- Department of Pathology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Annabrita Hemmes
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Nora Linnavirta
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Jari Räsänen
- Department of Thoracic Surgery, Heart and Lung Center, Helsinki University Hospital, Helsinki, Finland
| | - Aija Knuuttila
- Department of Pulmonary Medicine, Heart and Lung Center and Cancer Center, Helsinki University Hospital, Helsinki, Finland
| | - Krister Wennerberg
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, 00014 Helsinki, Finland,BRIC - Biotech Research & Innovation Centre, University of Copenhagen, 2200 Copenhagen, Denmark,Corresponding author
| | - Emmy W. Verschuren
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, 00014 Helsinki, Finland,Corresponding author
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