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Ravi VM, Will P, Kueckelhaus J, Sun N, Joseph K, Salié H, Vollmer L, Kuliesiute U, von Ehr J, Benotmane JK, Neidert N, Follo M, Scherer F, Goeldner JM, Behringer SP, Franco P, Khiat M, Zhang J, Hofmann UG, Fung C, Ricklefs FL, Lamszus K, Boerries M, Ku M, Beck J, Sankowski R, Schwabenland M, Prinz M, Schüller U, Killmer S, Bengsch B, Walch AK, Delev D, Schnell O, Heiland DH. Spatially resolved multi-omics deciphers bidirectional tumor-host interdependence in glioblastoma. Cancer Cell 2022; 40:639-655.e13. [PMID: 35700707 DOI: 10.1016/j.ccell.2022.05.009] [Citation(s) in RCA: 162] [Impact Index Per Article: 81.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 09/30/2021] [Accepted: 05/13/2022] [Indexed: 12/11/2022]
Abstract
Glioblastomas are malignant tumors of the central nervous system hallmarked by subclonal diversity and dynamic adaptation amid developmental hierarchies. The source of dynamic reorganization within the spatial context of these tumors remains elusive. Here, we characterized glioblastomas by spatially resolved transcriptomics, metabolomics, and proteomics. By deciphering regionally shared transcriptional programs across patients, we infer that glioblastoma is organized by spatial segregation of lineage states and adapts to inflammatory and/or metabolic stimuli, reminiscent of the reactive transformation in mature astrocytes. Integration of metabolic imaging and imaging mass cytometry uncovered locoregional tumor-host interdependence, resulting in spatially exclusive adaptive transcriptional programs. Inferring copy-number alterations emphasizes a spatially cohesive organization of subclones associated with reactive transcriptional programs, confirming that environmental stress gives rise to selection pressure. A model of glioblastoma stem cells implanted into human and rodent neocortical tissue mimicking various environments confirmed that transcriptional states originate from dynamic adaptation to various environments.
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Affiliation(s)
- Vidhya M Ravi
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany; Freiburg Institute for Advanced Studies (FRIAS), University of Freiburg, Freiburg, Germany; Center of Advanced Surgical Tissue Analysis (CAST), University of Freiburg, Freiburg, Germany
| | - Paulina Will
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Jan Kueckelhaus
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany; Neurosurgical Artificial Intelligence Laboratory Aachen (NAILA), Department of Neurosurgery, RWTH University of Aachen, Aachen, Germany
| | - Na Sun
- Research Unit Analytical Pathology, Helmholtz Zentrum München, Neuherberg, Germany
| | - Kevin Joseph
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany; Center of Advanced Surgical Tissue Analysis (CAST), University of Freiburg, Freiburg, Germany
| | - Henrike Salié
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Medicine II: Gastroenterology, Hepatology, Endocrinology, and Infectious Disease, Medical Center - University of Freiburg, Freiburg, Germany
| | - Lea Vollmer
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Ugne Kuliesiute
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany; The Institute of Biosciences, Life Sciences Center, Vilnius University, Vilnius, Lithuania
| | - Jasmin von Ehr
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Jasim K Benotmane
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Nicolas Neidert
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Marie Follo
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Medicine I, Medical Center - University of Freiburg, Freiburg, Germany
| | - Florian Scherer
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Medicine I, Medical Center - University of Freiburg, Freiburg, Germany
| | - Jonathan M Goeldner
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Simon P Behringer
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Pamela Franco
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Mohammed Khiat
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Junyi Zhang
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany
| | - Ulrich G Hofmann
- Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Neuroelectronic Systems, Medical Center - University of Freiburg, Freiburg, Germany
| | - Christian Fung
- Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Franz L Ricklefs
- Department of Neurosurgery, University Hospital Eppendorf, Hamburg, Germany; Laboratory for Brain Tumor Biology, University Hospital Eppendorf, Hamburg, Germany
| | - Katrin Lamszus
- Department of Neurosurgery, University Hospital Eppendorf, Hamburg, Germany; Laboratory for Brain Tumor Biology, University Hospital Eppendorf, Hamburg, Germany
| | - Melanie Boerries
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Institute of Medical Bioinformatics and Systems Medicine, Medical Center-University of Freiburg, Freiburg, Germany; Comprehensive Cancer Center Freiburg (CCCF), Medical Center - University of Freiburg, Freiburg, Germany; German Cancer Consortium (DKTK), partner site Freiburg, Freiburg, Germany
| | - Manching Ku
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Pediatrics and Adolescent Medicine, Division of Pediatric Hematology and Oncology, Medical Center - University of Freiburg, Freiburg, Germany
| | - Jürgen Beck
- Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Center for NeuroModulation (NeuroModul), University of Freiburg, Freiburg, Germany; Center of Advanced Surgical Tissue Analysis (CAST), University of Freiburg, Freiburg, Germany
| | - Roman Sankowski
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Institute of Neuropathology, Medical Center - University of Freiburg, Freiburg, German
| | - Marius Schwabenland
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Institute of Neuropathology, Medical Center - University of Freiburg, Freiburg, German
| | - Marco Prinz
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Center for NeuroModulation (NeuroModul), University of Freiburg, Freiburg, Germany; Institute of Neuropathology, Medical Center - University of Freiburg, Freiburg, German; Signalling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
| | - Ulrich Schüller
- Institute of Neuropathology, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany; Research Institute Children's Cancer Center, Hamburg, Germany; Department of Pediatric Hematology and Oncology, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Saskia Killmer
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Medicine II: Gastroenterology, Hepatology, Endocrinology, and Infectious Disease, Medical Center - University of Freiburg, Freiburg, Germany
| | - Bertram Bengsch
- Faculty of Medicine, University of Freiburg, Freiburg, Germany; Department of Medicine II: Gastroenterology, Hepatology, Endocrinology, and Infectious Disease, Medical Center - University of Freiburg, Freiburg, Germany; Signalling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
| | - Axel K Walch
- Research Unit Analytical Pathology, Helmholtz Zentrum München, Neuherberg, Germany
| | - Daniel Delev
- Neurosurgical Artificial Intelligence Laboratory Aachen (NAILA), Department of Neurosurgery, RWTH University of Aachen, Aachen, Germany; Department of Neurosurgery, RWTH University of Aachen, Aachen, Germany
| | - Oliver Schnell
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Translational NeuroOncology Research Group, Medical Center - University of Freiburg, Freiburg, Germany; Center of Advanced Surgical Tissue Analysis (CAST), University of Freiburg, Freiburg, Germany
| | - Dieter Henrik Heiland
- Microenvironment and Immunology Research Laboratory, Medical Center - University of Freiburg, Freiburg, Germany; Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, Freiburg, Germany; Comprehensive Cancer Center Freiburg (CCCF), Medical Center - University of Freiburg, Freiburg, Germany; German Cancer Consortium (DKTK), partner site Freiburg, Freiburg, Germany; Center of Advanced Surgical Tissue Analysis (CAST), University of Freiburg, Freiburg, Germany.
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Zhang H, Yi JK, Huang H, Park S, Park S, Kwon W, Kim E, Jang S, Kim SY, Choi SK, Kim SH, Liu K, Dong Z, Ryoo ZY, Kim MO. Rhein Suppresses Colorectal Cancer Cell Growth by Inhibiting the mTOR Pathway In Vitro and In Vivo. Cancers (Basel) 2021; 13:cancers13092176. [PMID: 33946531 PMCID: PMC8125196 DOI: 10.3390/cancers13092176] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 04/16/2021] [Accepted: 04/27/2021] [Indexed: 01/05/2023] Open
Abstract
Colorectal cancer (CRC) is one of the leading causes of mortality and morbidity in the world. Rhein has demonstrated therapeutic effects in various cancer models. However, its effects and underlying mechanisms of action in CRC remain poorly understood. We investigated the potential anticancer activity and underlying mechanisms of rhein in CRC in vitro and in vivo. Cell viability and anchorage-independent colony formation assays were performed to examine the antigrowth effects of rhein on CRC cells. Wound-healing and Transwell assays were conducted to assess cell migration and invasion capacity. Cell cycle and apoptosis were investigated by flow cytometry and verified by immunoblotting. A tissue microarray was used to detect mTOR expression in CRC patient tissues. Gene overexpression and knockdown were done to analyze the function of mTOR in CRC. The anticancer effect of rhein in vivo was assessed in a CRC xenograft mouse model. The results show that rhein significantly inhibited CRC cell growth by inducing S-phase cell cycle arrest and apoptosis. Rhein inhibited CRC cell migration and invasion through the epithelial-mesenchymal transition (EMT) process. mTOR was highly expressed in CRC cancer tissues and cells. Overexpression of mTOR promoted cell growth, migration, and invasion, whereas mTOR knockdown diminished these phenomena in CRC cells in vitro. In addition, rhein directly targeted mTOR and inhibited the mTOR signaling pathway in CRC cells. Rhein promoted mTOR degradation through the ubiquitin-proteasome pathway. Intraperitoneal administration of rhein inhibited HCT116 xenograft tumor growth through the mTOR pathway. In conclusion, rhein exerts anticancer activity in vitro and in vivo by targeting mTOR and inhibiting the mTOR signaling pathway in CRC. Our results indicate that rhein is a potent anticancer agent that may be useful for the prevention and treatment of CRC.
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Affiliation(s)
- Haibo Zhang
- Department of Animal Science and Biotechnology, ITRD, Kyungpook National University, Sangju 37224, Korea; (H.Z.); (H.H.); (E.K.)
| | - Jun-Koo Yi
- Gyeongbuk Livestock Research Institute, Yeongju 36052, Korea;
| | - Hai Huang
- Department of Animal Science and Biotechnology, ITRD, Kyungpook National University, Sangju 37224, Korea; (H.Z.); (H.H.); (E.K.)
| | - Song Park
- Core Protein Resources Center, DGIST, Daegu 41566, Korea; (S.P.); (S.-K.C.)
- Department of Brain and Cognitive Science, DGIST, Daegu 41566, Korea
| | - Sijun Park
- School of Life Sciences, BK21 FOUR KNU Creative Bioresearch, Kyungpook National University, Daegu 41566, Korea; (S.P.); (S.J.); (S.-Y.K.)
| | - Wookbong Kwon
- Division of Biotechnology, DGIST, Daegu 41566, Korea;
| | - Eungyung Kim
- Department of Animal Science and Biotechnology, ITRD, Kyungpook National University, Sangju 37224, Korea; (H.Z.); (H.H.); (E.K.)
| | - Soyoung Jang
- School of Life Sciences, BK21 FOUR KNU Creative Bioresearch, Kyungpook National University, Daegu 41566, Korea; (S.P.); (S.J.); (S.-Y.K.)
| | - Si-Yong Kim
- School of Life Sciences, BK21 FOUR KNU Creative Bioresearch, Kyungpook National University, Daegu 41566, Korea; (S.P.); (S.J.); (S.-Y.K.)
| | - Seong-Kyoon Choi
- Core Protein Resources Center, DGIST, Daegu 41566, Korea; (S.P.); (S.-K.C.)
- Division of Biotechnology, DGIST, Daegu 41566, Korea;
| | - Sung-Hyun Kim
- Department of Bio-Medical Analysis, Korea Polytechnic College, Chungnam 34134, Korea;
| | - Kangdong Liu
- China-US (Henan) Hormel Cancer Institute, Zhengzhou 450008, China; (K.L.); (Z.D.)
| | - Zigang Dong
- China-US (Henan) Hormel Cancer Institute, Zhengzhou 450008, China; (K.L.); (Z.D.)
| | - Zae Young Ryoo
- School of Life Sciences, BK21 FOUR KNU Creative Bioresearch, Kyungpook National University, Daegu 41566, Korea; (S.P.); (S.J.); (S.-Y.K.)
- Correspondence: (Z.Y.R.); (M.O.K.); Tel.: +82-53-950-7361 (Z.Y.R.); +82-54-530-1234 (M.O.K.)
| | - Myoung Ok Kim
- Department of Animal Science and Biotechnology, ITRD, Kyungpook National University, Sangju 37224, Korea; (H.Z.); (H.H.); (E.K.)
- Correspondence: (Z.Y.R.); (M.O.K.); Tel.: +82-53-950-7361 (Z.Y.R.); +82-54-530-1234 (M.O.K.)
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