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Wu Y, Ding X, Wang Y, Ouyang D. Harnessing the power of machine learning into tissue engineering: current progress and future prospects. BURNS & TRAUMA 2024; 12:tkae053. [PMID: 39659561 PMCID: PMC11630859 DOI: 10.1093/burnst/tkae053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 06/17/2024] [Accepted: 08/07/2024] [Indexed: 12/12/2024]
Abstract
Tissue engineering is a discipline based on cell biology and materials science with the primary goal of rebuilding and regenerating lost and damaged tissues and organs. Tissue engineering has developed rapidly in recent years, while scaffolds, growth factors, and stem cells have been successfully used for the reconstruction of various tissues and organs. However, time-consuming production, high cost, and unpredictable tissue growth still need to be addressed. Machine learning is an emerging interdisciplinary discipline that combines computer science and powerful data sets, with great potential to accelerate scientific discovery and enhance clinical practice. The convergence of machine learning and tissue engineering, while in its infancy, promises transformative progress. This paper will review the latest progress in the application of machine learning to tissue engineering, summarize the latest applications in biomaterials design, scaffold fabrication, tissue regeneration, and organ transplantation, and discuss the challenges and future prospects of interdisciplinary collaboration, with a view to providing scientific references for researchers to make greater progress in tissue engineering and machine learning.
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Affiliation(s)
- Yiyang Wu
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences (ICMS), University of Macau, Avenida da Universidade, Taipa, Macau SAR, 999078, China
| | - Xiaotong Ding
- Jiangsu Provincial Engineering Research Center of TCM External Medication Development and Application, Nanjing University of Chinese Medicine, 138 Xianlin Avenue, Nanjing, Jiangsu, 210023, PR China
- School of Pharmacy, Nanjing University of Chinese Medicine, 138 Xianlin Avenue, Nanjing, Jiangsu, 210023, PR China
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, Nanjing University of Chinese Medicine, 138 Xianlin Avenue, Nanjing, Jiangsu, 210023, PR China
| | - Yiwei Wang
- Jiangsu Provincial Engineering Research Center of TCM External Medication Development and Application, Nanjing University of Chinese Medicine, 138 Xianlin Avenue, Nanjing, Jiangsu, 210023, PR China
- School of Pharmacy, Nanjing University of Chinese Medicine, 138 Xianlin Avenue, Nanjing, Jiangsu, 210023, PR China
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, Nanjing University of Chinese Medicine, 138 Xianlin Avenue, Nanjing, Jiangsu, 210023, PR China
| | - Defang Ouyang
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences (ICMS), University of Macau, Avenida da Universidade, Taipa, Macau SAR, 999078, China
- DPM, Faculty of Health Sciences, University of Macau, Macao SAR, China
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Gonzaga A, Andreu E, Hernández-Blasco LM, Meseguer R, Al-Akioui-Sanz K, Soria-Juan B, Sanjuan-Gimenez JC, Ferreras C, Tejedo JR, Lopez-Lluch G, Goterris R, Maciá L, Sempere-Ortells JM, Hmadcha A, Borobia A, Vicario JL, Bonora A, Aguilar-Gallardo C, Poveda JL, Arbona C, Alenda C, Tarín F, Marco FM, Merino E, Jaime F, Ferreres J, Figueira JC, Cañada-Illana C, Querol S, Guerreiro M, Eguizabal C, Martín-Quirós A, Robles-Marhuenda Á, Pérez-Martínez A, Solano C, Soria B. Rationale for combined therapies in severe-to-critical COVID-19 patients. Front Immunol 2023; 14:1232472. [PMID: 37767093 PMCID: PMC10520558 DOI: 10.3389/fimmu.2023.1232472] [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: 05/31/2023] [Accepted: 08/22/2023] [Indexed: 09/29/2023] Open
Abstract
An unprecedented global social and economic impact as well as a significant number of fatalities have been brought on by the coronavirus disease 2019 (COVID-19), produced by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Acute SARS-CoV-2 infection can, in certain situations, cause immunological abnormalities, leading to an anomalous innate and adaptive immune response. While most patients only experience mild symptoms and recover without the need for mechanical ventilation, a substantial percentage of those who are affected develop severe respiratory illness, which can be fatal. The absence of effective therapies when disease progresses to a very severe condition coupled with the incomplete understanding of COVID-19's pathogenesis triggers the need to develop innovative therapeutic approaches for patients at high risk of mortality. As a result, we investigate the potential contribution of promising combinatorial cell therapy to prevent death in critical patients.
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Affiliation(s)
- Aitor Gonzaga
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Institute of Bioengineering, Miguel Hernández University, Elche, Spain
| | - Etelvina Andreu
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Applied Physics Department, Miguel Hernández University, Elche, Spain
| | | | - Rut Meseguer
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Clinic University Hospital, Fundación para la Investigación del Hospital Clínico de la Comunidad Valenciana (INCLIVA) Health Research Institute, Valencia, Spain
| | - Karima Al-Akioui-Sanz
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Hospital La Paz Institute for Health Research, IdiPAZ, University Hospital La Paz, Madrid, Spain
| | - Bárbara Soria-Juan
- Réseau Hospitalier Neuchâtelois, Hôpital Pourtalès, Neuchâtel, Switzerland
| | | | - Cristina Ferreras
- Hospital La Paz Institute for Health Research, IdiPAZ, University Hospital La Paz, Madrid, Spain
| | - Juan R. Tejedo
- Department of Molecular Biology and Biochemical Engineering, University Pablo de Olavide, Seville, Spain
- Biomedical Research Network for Diabetes and Related Metabolic Diseases-Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) of the Carlos III Health Institute (ISCIII), Madrid, Spain
| | - Guillermo Lopez-Lluch
- University Pablo de Olavide, Centro Andaluz de Biología del Desarrollo - Consejo Superior de Investigaciones Científicas (CABD-CSIC), Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Sevilla, Spain
| | - Rosa Goterris
- Clinic University Hospital, Fundación para la Investigación del Hospital Clínico de la Comunidad Valenciana (INCLIVA) Health Research Institute, Valencia, Spain
| | - Loreto Maciá
- Nursing Department, University of Alicante, Alicante, Spain
| | - Jose M. Sempere-Ortells
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Biotechnology Department, University of Alicante, Alicante, Spain
| | - Abdelkrim Hmadcha
- Department of Molecular Biology and Biochemical Engineering, University Pablo de Olavide, Seville, Spain
- Biosanitary Research Institute (IIB-VIU), Valencian International University (VIU), Valencia, Spain
| | - Alberto Borobia
- Clinical Pharmacology Department, La Paz University Hospital, School of Medicine, Universidad Autónoma de Madrid, IdiPAz, Madrid, Spain
| | - Jose L. Vicario
- Transfusion Center of the Autonomous Community of Madrid, Madrid, Spain
| | - Ana Bonora
- Health Research Institute Hospital La Fe, Valencia, Spain
| | | | - Jose L. Poveda
- Health Research Institute Hospital La Fe, Valencia, Spain
| | - Cristina Arbona
- Valencian Community Blood Transfusion Center, Valencia, Spain
| | - Cristina Alenda
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - Fabian Tarín
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - Francisco M. Marco
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Immunology Department, Dr. Balmis General University Hospital, Alicante, Spain
| | - Esperanza Merino
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Department of Clinical Medicine, Miguel Hernández University, Elche, Spain
- Infectious Diseases Unit, Dr. Balmis General University Hospital, Alicante, Spain
| | - Francisco Jaime
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - José Ferreres
- Intensive Care Service, Hospital Clinico Universitario, Fundación para la Investigación del Hospital Clínico de la Comunidad Valenciana (INCLIVA), Valencia, Spain
| | | | | | | | - Manuel Guerreiro
- Department of Hematology, Hospital Universitario y Politécnico La Fe, Valencia, Spain
| | - Cristina Eguizabal
- Research Unit, Basque Center for Blood Transfusion and Human Tissues, Galdakao, Spain
- Cell Therapy, Stem Cells and Tissues Group, Biocruces Bizkaia Health Research Institute, Barakaldo, Spain
| | | | | | - Antonio Pérez-Martínez
- Hospital La Paz Institute for Health Research, IdiPAZ, University Hospital La Paz, Madrid, Spain
- Department of Pediatrics, Faculty of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
| | - Carlos Solano
- Hematology Service, Hospital Clínico Universitario, Fundación para la Investigación del Hospital Clínico de la Comunidad Valenciana (INCLIVA), Valencia, Spain
| | - Bernat Soria
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Institute of Bioengineering, Miguel Hernández University, Elche, Spain
- Biomedical Research Network for Diabetes and Related Metabolic Diseases-Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) of the Carlos III Health Institute (ISCIII), Madrid, Spain
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Future regenerative medicine developments and their therapeutic applications. Biomed Pharmacother 2023; 158:114131. [PMID: 36538861 DOI: 10.1016/j.biopha.2022.114131] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 12/05/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022] Open
Abstract
Although the currently available pharmacological assays can cure most pathological disorders, they have limited therapeutic value in relieving certain disorders like myocardial infarct, peripheral vascular disease, amputated limbs, or organ failure (e.g. renal failure). Pilot studies to overcome such problems using regenerative medicine (RM) delivered promising data. Comprehensive investigations of RM in zebrafish or reptilians are necessary for better understanding. However, the precise mechanisms remain poorly understood despite the tremendous amount of data obtained using the zebrafish model investigating the exact mechanisms behind their regenerative capability. Indeed, understanding such mechanisms and their application to humans can save millions of lives from dying due to potentially life-threatening events. Recent studies have launched a revolution in replacing damaged human organs via different approaches in the last few decades. The newly established branch of medicine (known as Regenerative Medicine aims to enhance natural repair mechanisms. This can be done through the application of several advanced broad-spectrum technologies such as organ transplantation, tissue engineering, and application of Scaffolds technology (support vascularization using an extracellular matrix), stem cell therapy, miRNA treatment, development of 3D mini-organs (organoids), and the construction of artificial tissues using nanomedicine and 3D bio-printers. Moreover, in the next few decades, revolutionary approaches in regenerative medicine will be applied based on artificial intelligence and wireless data exchange, soft intelligence biomaterials, nanorobotics, and even living robotics capable of self-repair. The present work presents a comprehensive overview that summarizes the new and future advances in the field of RM.
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Eguizabal C, Herrera L, Inglés-Ferrándiz M, Belmonte JCI. Correction to: Treating primary immunodeficiencies with defects in NK cells: from stem cell therapy to gene editing. Stem Cell Res Ther 2021; 12:250. [PMID: 33906672 PMCID: PMC8080394 DOI: 10.1186/s13287-021-02281-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
An amendment to this paper has been published and can be accessed via the original article.
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Affiliation(s)
- C Eguizabal
- Cell Therapy, Stem Cells and Tissues Group, Biocruces Bizkaia Health Research Institute, Barakaldo, Spain. .,Research Unit, Basque Center for Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain.
| | - L Herrera
- Cell Therapy, Stem Cells and Tissues Group, Biocruces Bizkaia Health Research Institute, Barakaldo, Spain.,Research Unit, Basque Center for Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
| | - M Inglés-Ferrándiz
- Cell Therapy, Stem Cells and Tissues Group, Biocruces Bizkaia Health Research Institute, Barakaldo, Spain.,Research Unit, Basque Center for Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
| | - J C Izpisua Belmonte
- Gene Expression Laboratory, The Salk Institute for Biological Studies, 10010 North Torrey Pines Road, La Jolla, California, 93027, USA
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