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Garmany A, Terzic A. Artificial intelligence powers regenerative medicine into predictive realm. Regen Med 2024; 19:611-616. [PMID: 39660914 PMCID: PMC11703382 DOI: 10.1080/17460751.2024.2437281] [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: 09/25/2024] [Accepted: 11/29/2024] [Indexed: 12/12/2024] Open
Abstract
The expanding regenerative medicine toolkit is reaching a record number of lives. There is a pressing need to enhance the precision, efficiency, and effectiveness of regenerative approaches and achieve reliable outcomes. While regenerative medicine has relied on an empiric paradigm, availability of big data along with advances in informatics and artificial intelligence offer the opportunity to inform the next generation of regenerative sciences along the discovery, translation, and application pathway. Artificial intelligence can streamline discovery and development of optimized biotherapeutics by aiding in the interpretation of readouts associated with optimal repair outcomes. In advanced biomanufacturing, artificial intelligence holds potential in ensuring quality control and assuring scalability through automated monitoring of process-critical variables mandatory for product consistency. In practice application, artificial intelligence can guide clinical trial design, patient selection, delivery strategies, and outcome assessment. As artificial intelligence transforms the regenerative horizon, caution is necessary to reduce bias, ensure generalizability, and mitigate ethical concerns with the goal of equitable access for patients and populations.
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Affiliation(s)
- Armin Garmany
- Marriott Heart Disease Research Program, Department of Cardiovascular Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
- Mayo Clinic Alix School of Medicine, Regenerative Sciences Track, Mayo Clinic Graduate School of Biomedical Sciences, Mayo Clinic, Rochester, MN, USA
| | - Andre Terzic
- Marriott Heart Disease Research Program, Department of Cardiovascular Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
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Terzic A. Modern regenerative medicine dictionary: an augmented guide to biotherapy. Regen Med 2023; 18:885-889. [PMID: 37961818 PMCID: PMC10782411 DOI: 10.2217/rme-2023-0200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Accepted: 10/16/2023] [Indexed: 11/15/2023] Open
Affiliation(s)
- Andre Terzic
- Marriott Heart Disease Research Program, Department of Cardiovascular Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
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Yamada S, Bartunek J, Behfar A, Terzic A. Mass Customized Outlook for Regenerative Heart Failure Care. Int J Mol Sci 2021; 22:11394. [PMID: 34768825 PMCID: PMC8583673 DOI: 10.3390/ijms222111394] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 10/01/2021] [Accepted: 10/18/2021] [Indexed: 11/16/2022] Open
Abstract
Heart failure pathobiology is permissive to reparative intent. Regenerative therapies exemplify an emerging disruptive innovation aimed at achieving structural and functional organ restitution. However, mixed outcomes, complexity in use, and unsustainable cost have curtailed broader adoption, mandating the development of novel cardio-regenerative approaches. Lineage guidance offers a standardized path to customize stem cell fitness for therapy. A case in point is the molecular induction of the cardiopoiesis program in adult stem cells to yield cardiopoietic cell derivatives designed for heart failure treatment. Tested in early and advanced clinical trials in patients with ischemic heart failure, clinical grade cardiopoietic cells were safe and revealed therapeutic improvement within a window of treatment intensity and pre-treatment disease severity. With the prospect of mass customization, cardiopoietic guidance has been streamlined from the demanding, recombinant protein cocktail-based to a protein-free, messenger RNA-based single gene protocol to engineer affordable cardiac repair competent cells. Clinical trial biobanked stem cells enabled a systems biology deconvolution of the cardiopoietic cell secretome linked to therapeutic benefit, exposing a paracrine mode of action. Collectively, this new knowledge informs next generation regenerative therapeutics manufactured as engineered cellular or secretome mimicking cell-free platforms. Launching biotherapeutics tailored for optimal outcome and offered at mass production cost would contribute to advancing equitable regenerative care that addresses population health needs.
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Affiliation(s)
- Satsuki Yamada
- Center for Regenerative Medicine, Marriott Family Comprehensive Cardiac Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN 55905, USA; (S.Y.); (A.B.)
- Division of Geriatric Medicine and Gerontology, Department of Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Jozef Bartunek
- Cardiovascular Center, OLV Hospital, 9300 Aalst, Belgium
| | - Atta Behfar
- Center for Regenerative Medicine, Marriott Family Comprehensive Cardiac Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN 55905, USA; (S.Y.); (A.B.)
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN 55905, USA
| | - Andre Terzic
- Center for Regenerative Medicine, Marriott Family Comprehensive Cardiac Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN 55905, USA; (S.Y.); (A.B.)
- Department of Molecular Pharmacology and Experimental Therapeutics, Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
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Yamada S, Jeon R, Garmany A, Behfar A, Terzic A. Screening for regenerative therapy responders in heart failure. Biomark Med 2021; 15:775-783. [PMID: 34169733 PMCID: PMC8252977 DOI: 10.2217/bmm-2020-0683] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 03/23/2021] [Indexed: 12/20/2022] Open
Abstract
Risk of outcome variability challenges therapeutic innovation. Selection of the most suitable candidates is predicated on reliable response indicators. Especially for emergent regenerative biotherapies, determinants separating success from failure in achieving disease rescue remain largely unknown. Accordingly, (pre)clinical development programs have placed increased emphasis on the multi-dimensional decoding of repair capacity and disease resolution, attributes defining responsiveness. To attain regenerative goals for each individual, phenotype-based patient selection is poised for an upgrade guided by new insights into disease biology, translated into refined surveillance of response regulators and deep learning-amplified clinical decision support.
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Affiliation(s)
- Satsuki Yamada
- Department of Cardiovascular Medicine, Mayo Clinic, Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Rochester, MN 55905, USA
- Department of Medicine, Division of Geriatric Medicine & Gerontology, Mayo Clinic, Rochester, MN 55905, USA
| | - Ryounghoon Jeon
- Department of Cardiovascular Medicine, Mayo Clinic, Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Rochester, MN 55905, USA
| | - Armin Garmany
- Department of Cardiovascular Medicine, Mayo Clinic, Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Rochester, MN 55905, USA
- Mayo Clinic Graduate School of Biomedical Sciences, Mayo Clinic Alix School of Medicine, Regenerative Sciences Track, Rochester, MN 55905, USA
| | - Atta Behfar
- Department of Cardiovascular Medicine, Mayo Clinic, Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Rochester, MN 55905, USA
- Department of Physiology & Biomedical Engineering, Mayo Clinic, Rochester, MN 55905, USA
| | - Andre Terzic
- Department of Cardiovascular Medicine, Mayo Clinic, Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Rochester, MN 55905, USA
- Department of Molecular Pharmacology & Experimental Therapeutics, Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
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Affiliation(s)
- Andrew Webster
- Science & Technology Studies Unit, University of York, York, YO10 5DD, UK
| | - Andre Terzic
- Mayo Clinic, Center for Regenerative Medicine, 200 First Street SW, Rochester, 55905-0002 MN , USA
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Yamada S, Behfar A, Terzic A. Regenerative medicine clinical readiness. Regen Med 2021; 16:309-322. [PMID: 33622049 PMCID: PMC8050983 DOI: 10.2217/rme-2020-0178] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 02/05/2021] [Indexed: 02/06/2023] Open
Abstract
Regenerative medicine, poised to transform 21st century healthcare, has aspired to enrich care options by bringing cures to patients in need. Science-driven responsible and regulated translation of innovative technology has enabled the launch of previously unimaginable care pathways adopted prudently for select serious diseases and disabilities. The collective resolve to advance the design, manufacture and validity of affordable regenerative solutions aims to democratize such health benefits for all. The objective of this Review is to outline the framework and prerequisites that underpin clinical readiness of regenerative care. Integrated research and development, specialized workforce education and accessible evidence-based practice implementation are at the core of realizing an equitable regenerative medicine vision.
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Affiliation(s)
- Satsuki Yamada
- Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, 55905 MN, USA
- Division of Geriatric Medicine & Gerontology, Department of Medicine, Mayo Clinic, Rochester, 55905 MN, USA
| | - Atta Behfar
- Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, 55905 MN, USA
- Department of Physiology & Biomedical Engineering, Mayo Clinic, Rochester, 55905 MN, USA
| | - Andre Terzic
- Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, 55905 MN, USA
- Department of Molecular Pharmacology & Experimental Therapeutics, Department of Clinical Genomics, Mayo Clinic, Rochester, 55905 MN, USA
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Affiliation(s)
- Andre Terzic
- Department of Cardiovascular Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Department of Clinical Genomics, Center for Regenerative Medicine, Marriott Heart Disease Research Program, Van Cleve Cardiac Regenerative Medicine Program, Mayo Clinic, Rochester, MN 55905, USA
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