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Mathieu M, Isomursu A, Ivaska J. Positive and negative durotaxis - mechanisms and emerging concepts. J Cell Sci 2024; 137:jcs261919. [PMID: 38647525 DOI: 10.1242/jcs.261919] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/25/2024] Open
Abstract
Cell migration is controlled by the coordinated action of cell adhesion, cytoskeletal dynamics, contractility and cell extrinsic cues. Integrins are the main adhesion receptors to ligands of the extracellular matrix (ECM), linking the actin cytoskeleton to the ECM and enabling cells to sense matrix rigidity and mount a directional cell migration response to stiffness gradients. Most models studied show preferred migration of single cells or cell clusters towards increasing rigidity. This is referred to as durotaxis, and since its initial discovery in 2000, technical advances and elegant computational models have provided molecular level details of stiffness sensing in cell migration. However, modeling has long predicted that, depending on cell intrinsic factors, such as the balance of cell adhesion molecules (clutches) and the motor proteins pulling on them, cells might also prefer adhesion to intermediate rigidity. Recently, experimental evidence has supported this notion and demonstrated the ability of cells to migrate towards lower rigidity, in a process called negative durotaxis. In this Review, we discuss the significant conceptual advances that have been made in our appreciation of cell plasticity and context dependency in stiffness-guided directional cell migration.
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Affiliation(s)
- Mathilde Mathieu
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, FI-20520 Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, FI-20520 Turku, Finland
| | - Aleksi Isomursu
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, FI-20520 Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, FI-20520 Turku, Finland
| | - Johanna Ivaska
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, FI-20520 Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, FI-20520 Turku, Finland
- Department of Life Technologies, University of Turku, FI-20520 Turku, Finland
- Western Finnish Cancer Center (FICAN West), University of Turku, FI-20520 Turku, Finland
- Foundation for the Finnish Cancer Institute, Tukholmankatu 8, FI-00014 Helsinki, Finland
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2
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Turpin R, Liu R, Munne PM, Peura A, Rannikko JH, Philips G, Boeckx B, Salmelin N, Hurskainen E, Suleymanova I, Aung J, Vuorinen EM, Lehtinen L, Mutka M, Kovanen PE, Niinikoski L, Meretoja TJ, Mattson J, Mustjoki S, Saavalainen P, Goga A, Lambrechts D, Pouwels J, Hollmén M, Klefström J. Respiratory complex I regulates dendritic cell maturation in explant model of human tumor immune microenvironment. J Immunother Cancer 2024; 12:e008053. [PMID: 38604809 PMCID: PMC11015234 DOI: 10.1136/jitc-2023-008053] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/04/2024] [Indexed: 04/13/2024] Open
Abstract
BACKGROUND Combining cytotoxic chemotherapy or novel anticancer drugs with T-cell modulators holds great promise in treating advanced cancers. However, the response varies depending on the tumor immune microenvironment (TIME). Therefore, there is a clear need for pharmacologically tractable models of the TIME to dissect its influence on mono- and combination treatment response at the individual level. METHODS Here we establish a patient-derived explant culture (PDEC) model of breast cancer, which retains the immune contexture of the primary tumor, recapitulating cytokine profiles and CD8+T cell cytotoxic activity. RESULTS We explored the immunomodulatory action of a synthetic lethal BCL2 inhibitor venetoclax+metformin drug combination ex vivo, discovering metformin cannot overcome the lymphocyte-depleting action of venetoclax. Instead, metformin promotes dendritic cell maturation through inhibition of mitochondrial complex I, increasing their capacity to co-stimulate CD4+T cells and thus facilitating antitumor immunity. CONCLUSIONS Our results establish PDECs as a feasible model to identify immunomodulatory functions of anticancer drugs in the context of patient-specific TIME.
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Affiliation(s)
- Rita Turpin
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | - Ruixian Liu
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | - Pauliina M Munne
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | - Aino Peura
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | | | | | - Bram Boeckx
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Natasha Salmelin
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | - Elina Hurskainen
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | - Ilida Suleymanova
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | - July Aung
- University of Helsinki Faculty of Medicine, Helsinki, Finland
| | | | | | - Minna Mutka
- Department of Pathology, Helsinki University Central Hospital, Helsinki, Finland
| | - Panu E Kovanen
- Department of Pathology, HUSLAB, Helsinki University Central Hospital, Helsinki, Finland
| | - Laura Niinikoski
- Breast Surgery Unit, Helsinki University Central Hospital Comprehensive Cancer Center, Helsinki, Finland
| | - Tuomo J Meretoja
- Breast Surgery Unit, Helsinki University Central Hospital Comprehensive Cancer Center, Helsinki, Finland
| | - Johanna Mattson
- Department of oncology, Helsinki University Central Hospital, Helsinki, Finland
| | - Satu Mustjoki
- TRIMM, Translational Immunology Research Program, University of Helsinki, Helsinki, Finland
- University of Helsinki Helsinki Institute of Life Sciences, Helsinki, Finland
| | | | - Andrei Goga
- Department of Cell & Tissue Biology, UCSF, San Francisco, California, USA
| | | | - Jeroen Pouwels
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
| | | | - Juha Klefström
- Translational Cancer Medicine, University of Helsinki, Helsinki, Finland
- Finnish Cancer Institute, Helsinki, Finland
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3
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Cruz SP, Zhang Q, Devarajan R, Paia C, Luo B, Zhang K, Koivusalo S, Qin L, Xia J, Ahtikoski A, Vaarala M, Wenta T, Wei G, Manninen A. Dampened Regulatory Circuitry of TEAD1/ITGA1/ITGA2 Promotes TGFβ1 Signaling to Orchestrate Prostate Cancer Progression. Adv Sci (Weinh) 2024; 11:e2305547. [PMID: 38169150 PMCID: PMC10953553 DOI: 10.1002/advs.202305547] [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] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 12/18/2023] [Indexed: 01/05/2024]
Abstract
The extracellular matrix (ECM) undergoes substantial changes during prostate cancer (PCa) progression, thereby regulating PCa growth and invasion. Herein, a meta-analysis of multiple PCa cohorts is performed which revealed that downregulation or genomic loss of ITGA1 and ITGA2 integrin genes is associated with tumor progression and worse prognosis. Genomic deletion of both ITGA1 and ITGA2 activated epithelial-to-mesenchymal transition (EMT) in benign prostate epithelial cells, thereby enhancing their invasive potential in vitro and converting them into tumorigenic cells in vivo. Mechanistically, EMT is induced by enhanced secretion and autocrine activation of TGFβ1 and nuclear targeting of YAP1. An unbiased genome-wide co-expression analysis of large PCa cohort datasets identified the transcription factor TEAD1 as a key regulator of ITGA1 and ITGA2 expression in PCa cells while TEAD1 loss phenocopied the dual loss of α1- and α2-integrins in vitro and in vivo. Remarkably, clinical data analysis revealed that TEAD1 downregulation or genomic loss is associated with aggressive PCa and together with low ITGA1 and ITGA2 expression synergistically impacted PCa prognosis and progression. This study thus demonstrated that loss of α1- and α2-integrins, either via deletion/inactivation of the ITGA1/ITGA2 locus or via loss of TEAD1, contributes to PCa progression by inducing TGFβ1-driven EMT.
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Affiliation(s)
- Sara P. Cruz
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Qin Zhang
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Raman Devarajan
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Christos Paia
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Binjie Luo
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Kai Zhang
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Saara Koivusalo
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Longguang Qin
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Jihan Xia
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
| | - Anne Ahtikoski
- Departments of Urology, Pathology and Radiology, and Medical Research Center OuluOulu University Hospital and University of OuluAapistie 5aOulu90220Finland
| | - Markku Vaarala
- Departments of Urology, Pathology and Radiology, and Medical Research Center OuluOulu University Hospital and University of OuluAapistie 5aOulu90220Finland
| | - Tomasz Wenta
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
- Department of General and Medical Biochemistry, Faculty of BiologyUniversity of GdanskJana Bażyńskiego 8Gdańsk80–309Poland
| | - Gong‐Hong Wei
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
- Fudan University Shanghai Cancer Center & MOE Key Laboratory of Metabolism and Molecular Medicine and Department of Biochemistry and Molecular Biology of School of Basic Medical SciencesShanghai Medical College of Fudan University138 Yi Xue Yuan RoadShanghai200032China
| | - Aki Manninen
- Disease Networks Research Unit, Faculty of Biochemistry and Molecular Medicine, Biocenter OuluUniversity of OuluAapistie 5aOulu90220Finland
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Isomursu A, Alanko J, Hernández-Pérez S, Saukkonen K, Saari M, Mattila PK, Ivaska J. Dynamic Micropatterning Reveals Substrate-Dependent Differences in the Geometric Control of Cell Polarization and Migration. Small Methods 2024; 8:e2300719. [PMID: 37926786 DOI: 10.1002/smtd.202300719] [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] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 10/03/2023] [Indexed: 11/07/2023]
Abstract
Cells are highly dynamic and adopt variable shapes and sizes. These variations are biologically important but challenging to investigate in a spatiotemporally controlled manner. Micropatterning, confining cells on microfabricated substrates with defined geometries and molecular compositions, is a powerful tool for controlling cell shape and interactions. However, conventional binary micropatterns are static and fail to address dynamic changes in cell polarity, spreading, and migration. Here, a method for dynamic micropatterning is reported, where the non-adhesive surface surrounding adhesive micropatterns is rapidly converted to support specific cell-matrix interactions while allowing simultaneous imaging of the cells. The technique is based on ultraviolet photopatterning of biotinylated polyethylene glycol-grafted poly-L-lysine, and it is simple, inexpensive, and compatible with a wide range of streptavidin-conjugated ligands. Experiments using biotinylation-based dynamic micropatterns reveal that distinct extracellular matrix ligands and bivalent integrin-clustering antibodies support different degrees of front-rear polarity in human glioblastoma cells, which correlates to altered directionality and persistence upon release and migration on fibronectin. Unexpectedly, however, neither an asymmetric cell shape nor centrosome orientation can fully predict the future direction of migration. Taken together, biotinylation-based dynamic micropatterns allow easily accessible and highly customizable control over cell morphology and motility.
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Affiliation(s)
- Aleksi Isomursu
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
| | - Jonna Alanko
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
| | - Sara Hernández-Pérez
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
- Institute of Biomedicine and MediCity Research Laboratories, University of Turku, Turku, 20014, Finland
- Department of Life Technologies, University of Turku, Turku, 20520, Finland
| | - Karla Saukkonen
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
| | - Markku Saari
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
| | - Pieta K Mattila
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
- Institute of Biomedicine and MediCity Research Laboratories, University of Turku, Turku, 20014, Finland
- Department of Life Technologies, University of Turku, Turku, 20520, Finland
| | - Johanna Ivaska
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland
- Department of Life Technologies, University of Turku, Turku, 20520, Finland
- InFLAMES Research Flagship Center, University of Turku, Turku, 20520, Finland
- Western Finnish Cancer Center (FICAN West), University of Turku, Turku, 20520, Finland
- Foundation for the Finnish Cancer Institute, Helsinki, 00014, Finland
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5
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Rautajoki KJ, Jaatinen S, Hartewig A, Tiihonen AM, Annala M, Salonen I, Valkonen M, Simola V, Vuorinen EM, Kivinen A, Rauhala MJ, Nurminen R, Maass KK, Lahtela SL, Jukkola A, Yli-Harja O, Helén P, Pajtler KW, Ruusuvuori P, Haapasalo J, Zhang W, Haapasalo H, Nykter M. Genomic characterization of IDH-mutant astrocytoma progression to grade 4 in the treatment setting. Acta Neuropathol Commun 2023; 11:176. [PMID: 37932833 PMCID: PMC10629206 DOI: 10.1186/s40478-023-01669-9] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 10/17/2023] [Indexed: 11/08/2023] Open
Abstract
As the progression of low-grade diffuse astrocytomas into grade 4 tumors significantly impacts patient prognosis, a better understanding of this process is of paramount importance for improved patient care. In this project, we analyzed matched IDH-mutant astrocytomas before and after progression to grade 4 from six patients (discovery cohort) with genome-wide sequencing, 21 additional patients with targeted sequencing, and 33 patients from Glioma Longitudinal AnalySiS cohort for validation. The Cancer Genome Atlas data from 595 diffuse gliomas provided supportive information. All patients in our discovery cohort received radiation, all but one underwent chemotherapy, and no patient received temozolomide (TMZ) before progression to grade 4 disease. One case in the discovery cohort exhibited a hypermutation signature associated with the inactivation of the MSH2 and DNMT3A genes. In other patients, the number of chromosomal rearrangements and deletions increased in grade 4 tumors. The cell cycle checkpoint gene CDKN2A, or less frequently RB1, was most commonly inactivated after receiving both chemo- and radiotherapy when compared to other treatment groups. Concomitant activating PDGFRA/MET alterations were detected in tumors that acquired a homozygous CDKN2A deletion. NRG3 gene was significantly downregulated and recurrently altered in progressed tumors. Its decreased expression was associated with poorer overall survival in both univariate and multivariate analysis. We also detected progression-related alterations in RAD51B and other DNA repair pathway genes associated with the promotion of error-prone DNA repair, potentially facilitating tumor progression. In our retrospective analysis of patient treatment and survival timelines (n = 75), the combination of postoperative radiation and chemotherapy (mainly TMZ) outperformed radiation, especially in the grade 3 tumor cohort, in which it was typically given after primary surgery. Our results provide further insight into the contribution of treatment and genetic alterations in cell cycle, growth factor signaling, and DNA repair-related genes to tumor evolution and progression.
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Affiliation(s)
- Kirsi J Rautajoki
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland.
- Tampere Institute for Advanced Study, Tampere University, Tampere, Finland.
| | - Serafiina Jaatinen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Anja Hartewig
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Aliisa M Tiihonen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Matti Annala
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Iida Salonen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Masi Valkonen
- Institute of Biomedicine, University of Turku, Turku, Finland
| | - Vili Simola
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Elisa M Vuorinen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Anni Kivinen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Minna J Rauhala
- Department of Neurosurgery, Tampere University Hospital and Tampere University, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland
| | - Riikka Nurminen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
| | - Kendra K Maass
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neuro Oncology, German Cancer Research Center, German Cancer Consortium (DKTK), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany
| | - Sirpa-Liisa Lahtela
- Department of Oncology, Tampere University Hospital and Tays Cancer Centre, Tampere, Finland
| | - Arja Jukkola
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland
- Department of Oncology, Tampere University Hospital and Tays Cancer Centre, Tampere, Finland
| | - Olli Yli-Harja
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland
- Institute for Systems Biology, Seattle, WA, USA
| | - Pauli Helén
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland
| | - Kristian W Pajtler
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neuro Oncology, German Cancer Research Center, German Cancer Consortium (DKTK), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, Immunology and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany
| | - Pekka Ruusuvuori
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
- Institute of Biomedicine, University of Turku, Turku, Finland
| | - Joonas Haapasalo
- Department of Neurosurgery, Tampere University Hospital and Tampere University, Tampere, Finland
- Fimlab Laboratories Ltd., Tampere University Hospital, Tampere, Finland
| | - Wei Zhang
- Cancer Genomics and Precision Oncology, Wake Forest Baptist Comprehensive Cancer Center, Winston-Salem, NC, USA
| | - Hannu Haapasalo
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland
- Fimlab Laboratories Ltd., Tampere University Hospital, Tampere, Finland
| | - Matti Nykter
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital, Tampere, Finland
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Petrov PB, Considine JM, Izzi V, Naba A. Matrisome AnalyzeR - a suite of tools to annotate and quantify ECM molecules in big datasets across organisms. J Cell Sci 2023; 136:jcs261255. [PMID: 37555624 PMCID: PMC10499032 DOI: 10.1242/jcs.261255] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 08/01/2023] [Indexed: 08/10/2023] Open
Abstract
The extracellular matrix (ECM) is a complex meshwork of proteins that forms the scaffold of all tissues in multicellular organisms. It plays crucial roles in all aspects of life - from orchestrating cell migration during development, to supporting tissue repair. It also plays critical roles in the etiology or progression of diseases. To study this compartment, we have previously defined the compendium of all genes encoding ECM and ECM-associated proteins for multiple organisms. We termed this compendium the 'matrisome' and further classified matrisome components into different structural or functional categories. This nomenclature is now largely adopted by the research community to annotate '-omics' datasets and has contributed to advance both fundamental and translational ECM research. Here, we report the development of Matrisome AnalyzeR, a suite of tools including a web-based application and an R package. The web application can be used by anyone interested in annotating, classifying and tabulating matrisome molecules in large datasets without requiring programming knowledge. The companion R package is available to more experienced users, interested in processing larger datasets or in additional data visualization options.
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Affiliation(s)
- Petar B. Petrov
- Infotech Institute, University of Oulu, FI-90014 Oulu, Finland
| | - James M. Considine
- Department of Physiology and Biophysics, University of Illinois Chicago, Chicago, IL 60612, USA
| | - Valerio Izzi
- Faculty of Biochemistry and Molecular Medicine & Faculty of Medicine, BioIM Unit, University of Oulu, FI-90014 Oulu, Finland
- Foundation for the Finnish Cancer Institute, Tukholmankatu 8, Fl-00290 Helsinki, Finland
| | - Alexandra Naba
- Department of Physiology and Biophysics, University of Illinois Chicago, Chicago, IL 60612, USA
- University of Illinois Cancer Center, Chicago, IL 60612, USA
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Shetty A, Bhosale SD, Tripathi SK, Buchacher T, Biradar R, Rasool O, Moulder R, Galande S, Lahesmaa R. Interactome Networks of FOSL1 and FOSL2 in Human Th17 Cells. ACS Omega 2021; 6:24834-24847. [PMID: 34604665 PMCID: PMC8482465 DOI: 10.1021/acsomega.1c03681] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Indexed: 05/10/2023]
Abstract
Dysregulated function of Th17 cells has implications in immunodeficiencies and autoimmune disorders. Th17 cell differentiation is orchestrated by a complex network of transcription factors, including several members of the activator protein (AP-1) family. Among the latter, FOSL1 and FOSL2 modulate the effector functions of Th17 cells. However, the molecular mechanisms underlying these effects are unclear, owing to the poorly characterized protein interaction networks of FOSL factors. Here, we establish the first interactomes of FOSL1 and FOSL2 in human Th17 cells, using affinity purification-mass spectrometry analysis. In addition to the known JUN proteins, we identified several novel binding partners of FOSL1 and FOSL2. Gene ontology analysis found a significant fraction of these interactors to be associated with RNA-binding activity, which suggests new mechanistic links. Intriguingly, 29 proteins were found to share interactions with FOSL1 and FOSL2, and these included key regulators of Th17 fate. We further validated the binding partners identified in this study by using parallel reaction monitoring targeted mass spectrometry and other methods. Our study provides key insights into the interaction-based signaling mechanisms of FOSL proteins that potentially govern Th17 cell differentiation and associated pathologies.
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Affiliation(s)
- Ankitha Shetty
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- InFLAMES
Research Flagship Center, University of
Turku, Turku 20520, Finland
- Centre
of Excellence in Epigenetics, Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 411008, India
| | - Santosh D. Bhosale
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- Protein
Research Group, Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense M 5230, Denmark
| | - Subhash Kumar Tripathi
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
| | - Tanja Buchacher
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- InFLAMES
Research Flagship Center, University of
Turku, Turku 20520, Finland
| | - Rahul Biradar
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- InFLAMES
Research Flagship Center, University of
Turku, Turku 20520, Finland
| | - Omid Rasool
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- InFLAMES
Research Flagship Center, University of
Turku, Turku 20520, Finland
| | - Robert Moulder
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- InFLAMES
Research Flagship Center, University of
Turku, Turku 20520, Finland
| | - Sanjeev Galande
- Centre
of Excellence in Epigenetics, Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 411008, India
| | - Riitta Lahesmaa
- Turku
Bioscience Centre, University of Turku and
Åbo Akademi University, Turku 20520, Finland
- InFLAMES
Research Flagship Center, University of
Turku, Turku 20520, Finland
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8
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Holstein E, Dittmann A, Kääriäinen A, Pesola V, Koivunen J, Pihlajaniemi T, Naba A, Izzi V. The Burden of Post-Translational Modification (PTM)-Disrupting Mutations in the Tumor Matrisome. Cancers (Basel) 2021; 13:1081. [PMID: 33802493 PMCID: PMC7959462 DOI: 10.3390/cancers13051081] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [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] [Received: 02/03/2021] [Revised: 02/25/2021] [Accepted: 02/26/2021] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND To evaluate the occurrence of mutations affecting post-translational modification (PTM) sites in matrisome genes across different tumor types, in light of their genomic and functional contexts and in comparison with the rest of the genome. METHODS This study spans 9075 tumor samples and 32 tumor types from The Cancer Genome Atlas (TCGA) Pan-Cancer cohort and identifies 151,088 non-silent mutations in the coding regions of the matrisome, of which 1811 affecting known sites of hydroxylation, phosphorylation, N- and O-glycosylation, acetylation, ubiquitylation, sumoylation and methylation PTM. RESULTS PTM-disruptive mutations (PTMmut) in the matrisome are less frequent than in the rest of the genome, seem independent of cell-of-origin patterns but show dependence on the nature of the matrisome protein affected and the background PTM types it generally harbors. Also, matrisome PTMmut are often found among structural and functional protein regions and in proteins involved in homo- and heterotypic interactions, suggesting potential disruption of matrisome functions. CONCLUSIONS Though quantitatively minoritarian in the spectrum of matrisome mutations, PTMmut show distinctive features and damaging potential which might concur to deregulated structural, functional, and signaling networks in the tumor microenvironment.
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Affiliation(s)
- Elisa Holstein
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
| | - Annalena Dittmann
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
| | - Anni Kääriäinen
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
| | - Vilma Pesola
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
| | - Jarkko Koivunen
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
| | - Taina Pihlajaniemi
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
| | - Alexandra Naba
- Department of Physiology and Biophysics, University of Illinois at Chicago, Chicago, IL 60612, USA;
- University of Illinois Cancer Center, Chicago, IL 60612, USA
| | - Valerio Izzi
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, FI-90014 Oulu, Finland; (E.H.); (A.D.); (A.K.); (V.P.); (J.K.); (T.P.)
- Faculty of Medicine, University of Oulu, FI-90014 Oulu, Finland
- Finnish Cancer Institute, 00130 Helsinki, Finland
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Kääriäinen A, Pesola V, Dittmann A, Kontio J, Koivunen J, Pihlajaniemi T, Izzi V. Machine Learning Identifies Robust Matrisome Markers and Regulatory Mechanisms in Cancer. Int J Mol Sci 2020; 21:E8837. [PMID: 33266472 PMCID: PMC7700160 DOI: 10.3390/ijms21228837] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [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: 10/27/2020] [Revised: 11/20/2020] [Accepted: 11/20/2020] [Indexed: 12/12/2022] Open
Abstract
The expression and regulation of matrisome genes-the ensemble of extracellular matrix, ECM, ECM-associated proteins and regulators as well as cytokines, chemokines and growth factors-is of paramount importance for many biological processes and signals within the tumor microenvironment. The availability of large and diverse multi-omics data enables mapping and understanding of the regulatory circuitry governing the tumor matrisome to an unprecedented level, though such a volume of information requires robust approaches to data analysis and integration. In this study, we show that combining Pan-Cancer expression data from The Cancer Genome Atlas (TCGA) with genomics, epigenomics and microenvironmental features from TCGA and other sources enables the identification of "landmark" matrisome genes and machine learning-based reconstruction of their regulatory networks in 74 clinical and molecular subtypes of human cancers and approx. 6700 patients. These results, enriched for prognostic genes and cross-validated markers at the protein level, unravel the role of genetic and epigenetic programs in governing the tumor matrisome and allow the prioritization of tumor-specific matrisome genes (and their regulators) for the development of novel therapeutic approaches.
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Affiliation(s)
- Anni Kääriäinen
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
| | - Vilma Pesola
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
| | - Annalena Dittmann
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
| | - Juho Kontio
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
| | - Jarkko Koivunen
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
| | - Taina Pihlajaniemi
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
| | - Valerio Izzi
- Faculty of Biochemistry and Molecular Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland; (A.K.); (V.P.); (A.D.); (J.K.); (J.K.); (T.P.)
- Faculty of Medicine, University of Oulu, P.O. BOX 8000, FI-90014 Oulu, Finland
- Finnish Cancer Institute, 00130 Helsinki, Finland
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