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May JN, Moss JI, Mueller F, Golombek SK, Biancacci I, Rizzo L, Elshafei AS, Gremse F, Pola R, Pechar M, Etrych T, Becker S, Trautwein C, Bülow RD, Boor P, Knuechel R, von Stillfried S, Storm G, Puri S, Barry ST, Schulz V, Kiessling F, Ashford MB, Lammers T. Histopathological biomarkers for predicting the tumour accumulation of nanomedicines. Nat Biomed Eng 2024; 8:1366-1378. [PMID: 38589466 PMCID: PMC7616664 DOI: 10.1038/s41551-024-01197-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 02/08/2024] [Indexed: 04/10/2024]
Abstract
The clinical prospects of cancer nanomedicines depend on effective patient stratification. Here we report the identification of predictive biomarkers of the accumulation of nanomedicines in tumour tissue. By using supervised machine learning on data of the accumulation of nanomedicines in tumour models in mice, we identified the densities of blood vessels and of tumour-associated macrophages as key predictive features. On the basis of these two features, we derived a biomarker score correlating with the concentration of liposomal doxorubicin in tumours and validated it in three syngeneic tumour models in immunocompetent mice and in four cell-line-derived and six patient-derived tumour xenografts in mice. The score effectively discriminated tumours according to the accumulation of nanomedicines (high versus low), with an area under the receiver operating characteristic curve of 0.91. Histopathological assessment of 30 tumour specimens from patients and of 28 corresponding primary tumour biopsies confirmed the score's effectiveness in predicting the tumour accumulation of liposomal doxorubicin. Biomarkers of the tumour accumulation of nanomedicines may aid the stratification of patients in clinical trials of cancer nanomedicines.
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Affiliation(s)
- Jan-Niklas May
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
| | - Jennifer I Moss
- Early TDE Discovery, Oncology R&D, AstraZeneca, Cambridge, UK
| | - Florian Mueller
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
| | - Susanne K Golombek
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
| | - Ilaria Biancacci
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
| | - Larissa Rizzo
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
| | - Asmaa Said Elshafei
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
| | - Felix Gremse
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
- Gremse-IT GmbH, Aachen, Germany
| | - Robert Pola
- Institute of Macromolecular Chemistry, Czech Academy of Sciences, Prague, Czech Republic
| | - Michal Pechar
- Institute of Macromolecular Chemistry, Czech Academy of Sciences, Prague, Czech Republic
| | - Tomáš Etrych
- Institute of Macromolecular Chemistry, Czech Academy of Sciences, Prague, Czech Republic
| | - Svea Becker
- Clinic for Gastroenterology, Metabolic Disorders, and Internal Intensive Medicine, University Hospital RWTH Aachen, Aachen, Germany
| | - Christian Trautwein
- Clinic for Gastroenterology, Metabolic Disorders, and Internal Intensive Medicine, University Hospital RWTH Aachen, Aachen, Germany
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany
| | - Roman D Bülow
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
| | - Peter Boor
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
| | - Ruth Knuechel
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
| | - Saskia von Stillfried
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany
- Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
| | - Gert Storm
- Department of Pharmaceutics, Utrecht University, Utrecht, the Netherlands
- Department of Biomaterials, Science and Technology, University of Twente, Enschede, the Netherlands
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Sanyogitta Puri
- Advanced Drug Delivery, Pharmaceutical Sciences, R&D, AstraZeneca, Macclesfield, UK
| | - Simon T Barry
- Early TDE Discovery, Oncology R&D, AstraZeneca, Cambridge, UK
| | - Volkmar Schulz
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
- Fraunhofer Institute for Digital Medicine MEVIS, Aachen, Germany
- Physics Institute III B, RWTH Aachen University, Aachen, Germany
| | - Fabian Kiessling
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany
- Fraunhofer Institute for Digital Medicine MEVIS, Aachen, Germany
| | - Marianne B Ashford
- Advanced Drug Delivery, Pharmaceutical Sciences, R&D, AstraZeneca, Macclesfield, UK
| | - Twan Lammers
- Institute for Experimental Molecular Imaging, University Hospital RWTH Aachen, Aachen, Germany.
- Center for Integrated Oncology Aachen Bonn Cologne Duesseldorf, Aachen, Germany.
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Anchordoquy T, Artzi N, Balyasnikova IV, Barenholz Y, La-Beck NM, Brenner JS, Chan WCW, Decuzzi P, Exner AA, Gabizon A, Godin B, Lai SK, Lammers T, Mitchell MJ, Moghimi SM, Muzykantov VR, Peer D, Nguyen J, Popovtzer R, Ricco M, Serkova NJ, Singh R, Schroeder A, Schwendeman AA, Straehla JP, Teesalu T, Tilden S, Simberg D. Mechanisms and Barriers in Nanomedicine: Progress in the Field and Future Directions. ACS NANO 2024; 18:13983-13999. [PMID: 38767983 PMCID: PMC11214758 DOI: 10.1021/acsnano.4c00182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
In recent years, steady progress has been made in synthesizing and characterizing engineered nanoparticles, resulting in several approved drugs and multiple promising candidates in clinical trials. Regulatory agencies such as the Food and Drug Administration and the European Medicines Agency released important guidance documents facilitating nanoparticle-based drug product development, particularly in the context of liposomes and lipid-based carriers. Even with the progress achieved, it is clear that many barriers must still be overcome to accelerate translation into the clinic. At the recent conference workshop "Mechanisms and Barriers in Nanomedicine" in May 2023 in Colorado, U.S.A., leading experts discussed the formulation, physiological, immunological, regulatory, clinical, and educational barriers. This position paper invites open, unrestricted, nonproprietary discussion among senior faculty, young investigators, and students to trigger ideas and concepts to move the field forward.
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Affiliation(s)
- Thomas Anchordoquy
- Department of Pharmaceutical Sciences, The Skaggs School of Pharmacy and Pharmaceutical Sciences, the University of Colorado Anschutz Medical Campus, Aurora, Colorado 80045, United States
| | - Natalie Artzi
- Brigham and Woman's Hospital, Department of Medicine, Division of Engineering in Medicine, Harvard Medical School, Boston, Massachusetts 02215, United States
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02215, United States
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, Massachusetts 02215, United States
| | - Irina V Balyasnikova
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University; Northwestern Medicine Malnati Brain Tumor Institute of the Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois 60611, United States
| | - Yechezkel Barenholz
- Membrane and Liposome Research Lab, IMRIC, Hebrew University Hadassah Medical School, Jerusalem 9112102, Israel
| | - Ninh M La-Beck
- Department of Immunotherapeutics and Biotechnology, Jerry H. Hodge School of Pharmacy, Texas Tech University Health Sciences Center, Abilene, Texas 79601, United States
| | - Jacob S Brenner
- Departments of Medicine and Pharmacology, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Warren C W Chan
- Institute of Biomedical Engineering, University of Toronto, Rosebrugh Building, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | - Paolo Decuzzi
- Laboratory of Nanotechnology for Precision Medicine, Italian Institute of Technology, 16163 Genova, Italy
| | - Agata A Exner
- Departments of Radiology and Biomedical Engineering, Case Western Reserve University School of Medicine, Cleveland, Ohio 44106, United States
| | - Alberto Gabizon
- The Helmsley Cancer Center, Shaare Zedek Medical Center and The Hebrew University of Jerusalem-Faculty of Medicine, Jerusalem, 9103102, Israel
| | - Biana Godin
- Department of Nanomedicine, Houston Methodist Research Institute, Houston, Texas 77030, United States
- Department of Obstetrics and Gynecology, Houston Methodist Hospital, Houston, Texas 77030, United States
- Department of Obstetrics and Gynecology, Weill Cornell Medicine College (WCMC), New York, New York 10065, United States
- Department of Biomedical Engineering, Texas A&M, College Station, Texas 7784,3 United States
| | - Samuel K Lai
- Division of Pharmacoengineering and Molecular Pharmaceutics, Eshelman School of Pharmacy, University of North Carolina-Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Twan Lammers
- Department of Nanomedicine and Theranostics, Institute for Experimental Molecular Imaging, Center for Biohybrid Medical Systems, University Hospital RWTH Aachen, 52074 Aachen, Germany
| | - Michael J Mitchell
- Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- Penn Institute for RNA Innovation, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - S Moein Moghimi
- School of Pharmacy, Newcastle University, Newcastle upon Tyne NE1 7RU, U.K
- Translational and Clinical Research Institute, Faculty of Health and Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, U.K
- Colorado Center for Nanomedicine and Nanosafety, University of Colorado Anschutz Medical Center, Aurora, Colorado 80045, United States
| | - Vladimir R Muzykantov
- Department of Systems Pharmacology and Translational Therapeutics, The Perelman School of Medicine, The University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Dan Peer
- Laboratory of Precision Nanomedicine, Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, 69978, Israel
- Department of Materials Sciences and Engineering, Iby and Aladar Fleischman Faculty of Engineering, Tel Aviv University, Tel Aviv, 69978, Israel
- Center for Nanoscience and Nanotechnology, Tel Aviv University, Tel Aviv, 69978, Israel
- Cancer Biology Research Center, Tel Aviv University, Tel Aviv, 69978, Israel
| | - Juliane Nguyen
- Division of Pharmacoengineering and Molecular Pharmaceutics, Eshelman School of Pharmacy, University of North Carolina-Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Rachela Popovtzer
- Faculty of Engineering and the Institute of Nanotechnology & Advanced Materials, Bar-Ilan University, 5290002 Ramat Gan, Israel
| | - Madison Ricco
- Department of Pharmaceutical Sciences, The Skaggs School of Pharmacy and Pharmaceutical Sciences, the University of Colorado Anschutz Medical Campus, Aurora, Colorado 80045, United States
| | - Natalie J Serkova
- Department of Radiology, University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, Colorado 80045, United States
| | - Ravi Singh
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina 27101, United States
- Atrium Health Wake Forest Baptist Comprehensive Cancer Center, Winston-Salem, North Carolina 27101, United States
| | - Avi Schroeder
- Department of Chemical Engineering, Technion, Israel Institute of Technology, Haifa 32000, Israel
| | - Anna A Schwendeman
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Michigan, Ann Arbor, Michigan 48108; Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan 48108, United States
| | - Joelle P Straehla
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts 02115 United States
- Koch Institute for Integrative Cancer Research at MIT, Cambridge Massachusetts 02139 United States
| | - Tambet Teesalu
- Laboratory of Precision and Nanomedicine, Institute of Biomedicine and Translational Medicine, University of Tartu, 50411 Tartu, Estonia
| | - Scott Tilden
- Department of Pharmaceutical Sciences, The Skaggs School of Pharmacy and Pharmaceutical Sciences, the University of Colorado Anschutz Medical Campus, Aurora, Colorado 80045, United States
| | - Dmitri Simberg
- Department of Pharmaceutical Sciences, The Skaggs School of Pharmacy and Pharmaceutical Sciences, the University of Colorado Anschutz Medical Campus, Aurora, Colorado 80045, United States
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Gawne PJ, Ferreira M, Papaluca M, Grimm J, Decuzzi P. New Opportunities and Old Challenges in the Clinical translation of Nanotheranostics. NATURE REVIEWS. MATERIALS 2023; 8:783-798. [PMID: 39022623 PMCID: PMC11251001 DOI: 10.1038/s41578-023-00581-x] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/27/2023] [Indexed: 07/20/2024]
Abstract
Nanoparticle-based systems imbued with both diagnostic and therapeutic functions, known as nanotheranostics, have enabled remarkable progress in guiding focal therapy, inducing active responses to endogenous and exogenous biophysical stimuli, and stratifying patients for optimal treatment. However, although in recent years more nanotechnological platforms and techniques have been implemented in the clinic, several important challenges remain that are specific to nanotheranostics. In this Review, we first discuss some of the many ways of 'constructing' nanotheranostics, focusing on the different imaging modalities and therapeutic strategies. We then outline nanotheranostics that are currently used in humans at different stages of clinical development, identifying specific advantages and opportunities. Finally, we define critical steps along the winding road of preclinical and clinical development and suggest actions to overcome technical, manufacturing, regulatory and economical challenges for the safe and effective clinical translation of nanotheranostics.
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Affiliation(s)
- Peter J. Gawne
- UCL Cancer Institute, University College London, London, UK
- Centre for Cancer Biomarkers and Biotherapeutics, Barts Cancer Institute, Queen Mary, University of London, London, UK
- School of Biomedical Engineering and Imaging Sciences, King’s College London, London, UK
| | - Miguel Ferreira
- Department of Radiology, Harvard Medical School, Massachusetts General Hospital, Boston, MA, USA
| | - Marisa Papaluca
- School of Public Health, Imperial College of London, South Kensington CampusLondon, UK
| | - Jan Grimm
- Molecular Pharmacology Program and Department of Radiology, Memorial Sloan-Kettering Cancer, Center, New York, NY, USA
| | - Paolo Decuzzi
- Laboratory of Nanotechnology for Precision Medicine, Fondazione Istituto Italiano di Tecnologia, Via, Morego 30, 16163, Genoa, IT
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