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Ali M, Corridon PR. Integrated environmental and health economic assessments of novel xeno-keratografts addressing a growing public health crisis. Sci Rep 2024; 14:25600. [PMID: 39465317 PMCID: PMC11514208 DOI: 10.1038/s41598-024-77783-y] [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: 03/27/2024] [Accepted: 10/25/2024] [Indexed: 10/29/2024] Open
Abstract
Tissue scarcity poses global challenges for corneal transplantation and public health. Xeno-keratoplasty using animal-derived tissues offers a potential solution, but its environmental and economic implications remain unclear. This study evaluated two xeno-keratoplasty procedures at a single institution: (1) native corneas (Option 1) and (2) tissue-engineered corneal scaffolds derived from slaughterhouse waste (Option 2). Life cycle assessment (LCA) quantified environmental impacts across 18 midpoint indicators, while cost-effectiveness analysis (CEA) incorporated cost and environmental impact using two approaches. Option 1 exhibited significantly lower environmental impact than Option 2 across most indicators, primarily due to the energy and equipment demands of cell culture in Option 2. Both CEA approaches (carbon offset pricing and utility decrement) demonstrated cost-effectiveness dominance for Option 1. Xeno-keratoplasty using native corneas (Option 1) appears more environmentally and economically favorable than tissue-engineered scaffolds (Option 2) in the current analysis. Future studies could explore diverse xeno-keratoplasty techniques for optimizing sustainability.
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Affiliation(s)
- Mustafa Ali
- School of Management, University of Sheffield, South Yorkshire, S10 1FL, UK
| | - Peter R Corridon
- Department of Biomedical Engineering and Biotechnology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, United Arab Emirates.
- Healthcare Engineering Innovation Group, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, United Arab Emirates.
- Center for Biotechnology, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, United Arab Emirates.
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2
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Paunovic Pantic J, Vucevic D, Radosavljevic T, Corridon PR, Valjarevic S, Cumic J, Bojic L, Pantic I. Machine learning approaches to detect hepatocyte chromatin alterations from iron oxide nanoparticle exposure. Sci Rep 2024; 14:19595. [PMID: 39179629 PMCID: PMC11344034 DOI: 10.1038/s41598-024-70559-4] [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: 01/30/2024] [Accepted: 08/19/2024] [Indexed: 08/26/2024] Open
Abstract
This study focuses on developing machine learning models to detect subtle alterations in hepatocyte chromatin organization due to Iron (II, III) oxide nanoparticle exposure, hypothesizing that exposure will significantly alter chromatin texture. A total of 2000 hepatocyte nuclear regions of interest (ROIs) from mouse liver tissue were analyzed, and for each ROI, 5 different parameters were calculated: Long Run Emphasis, Short Run Emphasis, Run Length Nonuniformity, and 2 wavelet coefficient energies obtained after the discrete wavelet transform. These parameters served as input for supervised machine learning models, specifically random forest and gradient boosting classifiers. The models demonstrated relatively robust performance in distinguishing hepatocyte chromatin structures belonging to the group exposed to IONPs from the controls. The study's findings suggest that iron oxide nanoparticles induce substantial changes in hepatocyte chromatin distribution and underscore the potential of AI techniques in advancing hepatocyte evaluation in physiological and pathological conditions.
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Affiliation(s)
- Jovana Paunovic Pantic
- Department of Pathophysiology, Faculty of Medicine, University of Belgrade, Dr. Subotica 9, 11129, Belgrade, Serbia
| | - Danijela Vucevic
- Department of Pathophysiology, Faculty of Medicine, University of Belgrade, Dr. Subotica 9, 11129, Belgrade, Serbia
| | - Tatjana Radosavljevic
- Department of Pathophysiology, Faculty of Medicine, University of Belgrade, Dr. Subotica 9, 11129, Belgrade, Serbia
| | - Peter R Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
- Department of Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
- Center for Biotechnology, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
- Department of Biomedical Engineering and Biotechnology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
| | - Svetlana Valjarevic
- Faculty of Medicine, Clinical Hospital Center Zemun, University of Belgrade, Vukova 9, 11000, Belgrade, Serbia
| | - Jelena Cumic
- Faculty of Medicine, University of Belgrade, University Clinical Centre of Serbia, Dr. Koste Todorovića 8, 11129, Belgrade, Serbia
| | - Ljubisa Bojic
- Institute for Artificial Intelligence Research and Development of Serbia, Fruškogorska 1, 21000, Novi Sad, Serbia
| | - Igor Pantic
- Department of Medical Physiology, Faculty of Medicine, University of Belgrade, Visegradska 26/II, 11129, Belgrade, Serbia.
- University of Haifa, 199 Abba Hushi Blvd, Mount Carmel, 3498838, Haifa, Israel.
- Department of Physiology and Cell Biology, Faculty of Health Sciences, Ben-Gurion University of the Negev, 84105, Be'er Sheva, Israel.
- Department of Pharmacology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
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Ali ZM, Wang X, Shibru MG, Alhosani M, Alfadhli N, Alnuaimi A, Murtaza FF, Zaid A, Khaled R, Salih AE, Vurivi H, Daoud S, Butt H, Chan V, Pantic IV, Paunovic J, Corridon PR. A sustainable approach to derive sheep corneal scaffolds from stored slaughterhouse waste. Regen Med 2024; 19:303-315. [PMID: 39177571 PMCID: PMC11346552 DOI: 10.1080/17460751.2024.2357499] [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: 07/19/2023] [Accepted: 05/10/2024] [Indexed: 08/24/2024] Open
Abstract
Aim: The escalating demand for corneal transplants significantly surpasses the available supply. To bridge this gap, we concentrated on ethical and sustainable corneal grafting sources. Our objective was to create viable corneal scaffolds from preserved slaughterhouse waste.Materials & methods: Corneas were extracted and decellularized from eyeballs that had been refrigerated for several days. These scaffolds underwent evaluation through DNA quantification, histological analysis, surface tension measurement, light propagation testing, and tensile strength assessment.Results: Both the native and acellular corneas (with ~90% DNA removed using a cost-effective and environmentally friendly surfactant) maintained essential optical and biomechanical properties for potential clinical use.Conclusion: Our method of repurposing slaughterhouse waste, stored at 4°C for several days, to develop corneal scaffolds offers a sustainable and economical alternative xenograft model.
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Affiliation(s)
- Zehara M Ali
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Xinyu Wang
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
- Biomedical Engineering & Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, UAE
| | - Meklit G Shibru
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Maha Alhosani
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Nouf Alfadhli
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Aysha Alnuaimi
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Fiza F Murtaza
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Aisha Zaid
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Rodaina Khaled
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Ahmed E Salih
- Department of Mechanical Engineering, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Hema Vurivi
- Center for Biotechnology, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Sayel Daoud
- Anatomical Pathology Laboratory, Cleveland Clinic Abu Dhabi, Abu Dhabi,UAE
| | - Haider Butt
- Department of Mechanical Engineering, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Vincent Chan
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
- Biomedical Engineering & Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, UAE
| | - Igor V Pantic
- University of Belgrade, Faculty of Medicine, Department of Medical Physiology, Laboratory for Cellular Physiology, Visegradska 26/II, Belgrade, RS-11129, Serbia
- University of Haifa, 199 Abba Hushi Blvd, Mount Carmel, Haifa, 3498838,Israel
- Department of Pharmacology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
| | - Jovana Paunovic
- University of Belgrade, Faculty of Medicine, Department of Medical Physiology, Laboratory for Cellular Physiology, Visegradska 26/II, Belgrade, RS-11129, Serbia
| | - Peter R Corridon
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, UAE
- Biomedical Engineering & Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, UAE
- Center for Biotechnology, Khalifa University of Science & Technology, Abu Dhabi, UAE
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4
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Shibru MG, Ali ZM, Almansoori AS, Paunovic J, Pantic IV, Corridon PR. Slaughterhouse waste: a unique and sustainable source for dECM-based bioinks. Regen Med 2024; 19:113-118. [PMID: 38356397 DOI: 10.2217/rme-2023-0194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2024] Open
Affiliation(s)
- Meklit G Shibru
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Zehara M Ali
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Aliyaa S Almansoori
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Jovana Paunovic
- University of Belgrade, Faculty of Medicine, Department of Pathophysiology, Dr. Subotica 9, RS-11129, Belgrade, Serbia
| | - Igor V Pantic
- University of Belgrade, Faculty of Medicine, Department of Medical Physiology, Laboratory for Cellular Physiology, Visegradska 26/II, RS-11129, Belgrade, Serbia
- University of Haifa, 199 Abba Hushi Blvd, Mount Carmel, Haifa, IL, 3498838, Israel
- Department of Pharmacology, College of Medicine & Health Sciences, Khalifa University of Science & Technology
| | - Peter R Corridon
- Department of Biomedical Engineering & Biotechnology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
- Biomedical Engineering & Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
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5
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Maguraushe K, Ndlovu BM. The use of smart technologies for enhancing palliative care: A systematic review. Digit Health 2024; 10:20552076241271835. [PMID: 39493628 PMCID: PMC11528824 DOI: 10.1177/20552076241271835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Accepted: 07/02/2024] [Indexed: 11/05/2024] Open
Abstract
Introduction With the rapid advancement of technology, smart technologies have permeated various sectors, including palliative care in healthcare. Based on the available literature, similar studies have elucidated the application of individual and isolated smart technologies in palliative care, with their benefits, and limitations. This research, therefore, focuses on the conceptualisation of various smart technologies and makes holistic recommendations on the effective and efficient use of smart technologies in healthcare to enhance palliative care. Purpose The purpose of this study is to systematically review the existing literature to conceptualise the role of various key smart technologies in palliative care, and their benefits and make recommendations on how smart technologies can enhance healthcare in palliative care. Methodology The Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines were adopted in this study. Using the keywords: 'smart technologies', 'healthcare' and 'palliative care' (using Booleans AND/OR in different ways, including their synonyms), an exhaustive search was done on four major databases: MEDLINE, PubMed, Scopus and CINAHL. Resultantly, 19 articles met the inclusion criteria and were analysed. Findings The main results reveal that smart technologies enhance the quality of life and efficiency of palliative care, notably telemedicine, wearable devices, and mobile health apps. They reduce hospital visits and carer stress by improving patient-doctor communication, enabling remote monitoring, and forecasting health outcomes. However, there are challenges such as the digital divide, privacy issues, and the need for comprehensive integration and training into the current frameworks. Conclusion and implications The study emphasises the significant impact of smart technologies in improving palliative care. It emphasises the importance of considering technological, ethical, and practical factors to ensure that these advancements truly enhance palliative care. This research has important implications for healthcare professionals and policymakers, indicating a need for a patient-centred palliative care model that integrates technology more effectively.
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Affiliation(s)
- Kudakwashe Maguraushe
- Department of Information and Communication Technology, Mangosuthu University of Technology, Durban, South Africa
| | - Belinda Mutunhu Ndlovu
- Department of Informatics, National University of Science and Technology, Bulawayo, Zimbabwe
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6
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Shibru MG, Ali ZM, Alali S, Alkhoori H, Corridon PR. Keeping an eye on sustainable regeneration. Regen Med 2023; 18:891-895. [PMID: 37554104 DOI: 10.2217/rme-2023-0142] [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: 07/13/2023] [Accepted: 07/21/2023] [Indexed: 08/10/2023] Open
Affiliation(s)
- Meklit G Shibru
- Department of Immunology & Physiology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Zehara M Ali
- Department of Immunology & Physiology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Sumayya Alali
- Department of Immunology & Physiology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Hessa Alkhoori
- Department of Immunology & Physiology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
| | - Peter R Corridon
- Department of Immunology & Physiology, College of Medicine & Health Sciences, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates
- Biomedical Engineering & Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
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Wang X, Elbahrawi RT, Abdukadir AM, Ali ZM, Chan V, Corridon PR. A proposed model of xeno-keratoplasty using 3D printing and decellularization. Front Pharmacol 2023; 14:1193606. [PMID: 37799970 PMCID: PMC10548234 DOI: 10.3389/fphar.2023.1193606] [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: 03/25/2023] [Accepted: 09/06/2023] [Indexed: 10/07/2023] Open
Abstract
Corneal opacity is a leading cause of vision impairment and suffering worldwide. Transplantation can effectively restore vision and reduce chronic discomfort. However, there is a considerable shortage of viable corneal graft tissues. Tissue engineering may address this issue by advancing xeno-keratoplasty as a viable alternative to conventional keratoplasty. In particular, livestock decellularization strategies offer the potential to generate bioartificial ocular prosthetics in sufficient supply to match existing and projected needs. To this end, we have examined the best practices and characterizations that have supported the current state-of-the-art driving preclinical and clinical applications. Identifying the challenges that delimit activities to supplement the donor corneal pool derived from acellular scaffolds allowed us to hypothesize a model for keratoprosthesis applications derived from livestock combining 3D printing and decellularization.
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Affiliation(s)
- Xinyu Wang
- Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Rawdah Taha Elbahrawi
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Azhar Mohamud Abdukadir
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Zehara Mohammed Ali
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Vincent Chan
- Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Peter R. Corridon
- Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University, Abu Dhabi, United Arab Emirates
- Hleathcare, Engineering and Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
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8
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Valjarevic S, Jovanovic MB, Miladinovic N, Cumic J, Dugalic S, Corridon PR, Pantic I. Gray-Level Co-occurrence Matrix Analysis of Nuclear Textural Patterns in Laryngeal Squamous Cell Carcinoma: Focus on Artificial Intelligence Methods. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2023; 29:1220-1227. [PMID: 37749686 DOI: 10.1093/micmic/ozad042] [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] [Received: 02/16/2023] [Revised: 03/05/2023] [Accepted: 03/10/2023] [Indexed: 09/27/2023]
Abstract
Gray-level co-occurrence matrix (GLCM) and discrete wavelet transform (DWT) analyses are two contemporary computational methods that can identify discrete changes in cell and tissue textural features. Previous research has indicated that these methods may be applicable in the pathology for identification and classification of various types of cancers. In this study, we present findings that squamous epithelial cells in laryngeal carcinoma, which appear morphologically intact during conventional pathohistological evaluation, have distinct nuclear GLCM and DWT features. The average values of nuclear GLCM indicators of these cells, such as angular second moment, inverse difference moment, and textural contrast, substantially differ when compared to those in noncancerous tissue. In this work, we also propose machine learning models based on random forests and support vector machine that can be successfully trained to separate the cells using GLCM and DWT quantifiers as input data. We show that, based on a limited cell sample, these models have relatively good classification accuracy and discriminatory power, which makes them suitable candidates for future development of AI-based sensors potentially applicable in laryngeal carcinoma diagnostic protocols.
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Affiliation(s)
- Svetlana Valjarevic
- University of Belgrade, Faculty of Medicine, Clinical Hospital Center "Zemun", Vukova 9, RS-11080 Belgrade, Serbia
| | - Milan B Jovanovic
- University of Belgrade, Faculty of Medicine, Clinical Hospital Center "Zemun", Vukova 9, RS-11080 Belgrade, Serbia
| | - Nenad Miladinovic
- University of Belgrade, Faculty of Medicine, Clinical Hospital Center "Zemun", Vukova 9, RS-11080 Belgrade, Serbia
| | - Jelena Cumic
- University of Belgrade, Faculty of Medicine, University Clinical Centre of Serbia, Dr. Koste Todorovića 8, RS-11129, Belgrade, Serbia
| | - Stefan Dugalic
- University of Belgrade, Faculty of Medicine, University Clinical Centre of Serbia, Dr. Koste Todorovića 8, RS-11129, Belgrade, Serbia
| | - Peter R Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Shakhbout Bin Sultan St - Hadbat Al Za'faranah - Zone 1 - Abu Dhabi, UAE
- Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University of Science and Technology, Shakhbout Bin Sultan St - Hadbat Al Za'faranah - Zone 1 - Abu Dhabi, UAE
- Center for Biotechnology, Khalifa University of Science and Technology, Shakhbout Bin Sultan St - Hadbat Al Za'faranah - Zone 1 - Abu Dhabi, UAE
| | - Igor Pantic
- University of Belgrade, Faculty of Medicine, Department of Medical Physiology, Višegradska 26/2, RS-11129 Belgrade, Serbia
- Department of Pharmacology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Shakhbout Bin Sultan St - Hadbat Al Za'faranah - Zone 1 - Abu Dhabi, UAE
- University of Haifa, 199 Abba Hushi Blvd, Mount Carmel, Haifa IL-3498838, Israel
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9
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Pantic IV, Cumic J, Valjarevic S, Shakeel A, Wang X, Vurivi H, Daoud S, Chan V, Petroianu GA, Shibru MG, Ali ZM, Nesic D, Salih AE, Butt H, Corridon PR. Computational approaches for evaluating morphological changes in the corneal stroma associated with decellularization. Front Bioeng Biotechnol 2023; 11:1105377. [PMID: 37304146 PMCID: PMC10250676 DOI: 10.3389/fbioe.2023.1105377] [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: 11/22/2022] [Accepted: 04/11/2023] [Indexed: 06/13/2023] Open
Abstract
Decellularized corneas offer a promising and sustainable source of replacement grafts, mimicking native tissue and reducing the risk of immune rejection post-transplantation. Despite great success in achieving acellular scaffolds, little consensus exists regarding the quality of the decellularized extracellular matrix. Metrics used to evaluate extracellular matrix performance are study-specific, subjective, and semi-quantitative. Thus, this work focused on developing a computational method to examine the effectiveness of corneal decellularization. We combined conventional semi-quantitative histological assessments and automated scaffold evaluations based on textual image analyses to assess decellularization efficiency. Our study highlights that it is possible to develop contemporary machine learning (ML) models based on random forests and support vector machine algorithms, which can identify regions of interest in acellularized corneal stromal tissue with relatively high accuracy. These results provide a platform for developing machine learning biosensing systems for evaluating subtle morphological changes in decellularized scaffolds, which are crucial for assessing their functionality.
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Affiliation(s)
- Igor V. Pantic
- Department of Medical Physiology, Faculty of Medicine, Visegradska 26/II, University of Belgrade, Belgrade, Serbia
- University of Haifa, Haifa, Israel
- Department of Physiology and Cell Biology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Be’er Sheva, Israel
- Department of Pharmacology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Jelena Cumic
- Faculty of Medicine, University of Belgrade, University Clinical Center of Serbia, Belgrade, Serbia
| | - Svetlana Valjarevic
- Faculty of Medicine, Clinical Hospital Center Zemun, University of Belgrade, Belgrade, Serbia
| | - Adeeba Shakeel
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Xinyu Wang
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Hema Vurivi
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Sayel Daoud
- Anatomical Pathology Laboratory, Cleveland Clinic Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - Vincent Chan
- Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Georg A. Petroianu
- Department of Pharmacology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Meklit G. Shibru
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Zehara M. Ali
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Dejan Nesic
- Department of Medical Physiology, Faculty of Medicine, Visegradska 26/II, University of Belgrade, Belgrade, Serbia
| | - Ahmed E. Salih
- Department of Mechanical Engineering, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Haider Butt
- Department of Mechanical Engineering, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Peter R. Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
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10
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Wang X, Shakeel A, Salih AE, Vurivi H, Daoud S, Desidery L, Khan RL, Shibru MG, Ali ZM, Butt H, Chan V, Corridon PR. A scalable corneal xenograft platform: simultaneous opportunities for tissue engineering and circular economic sustainability by repurposing slaughterhouse waste. Front Bioeng Biotechnol 2023; 11:1133122. [PMID: 37180037 PMCID: PMC10168539 DOI: 10.3389/fbioe.2023.1133122] [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: 01/06/2023] [Accepted: 04/17/2023] [Indexed: 05/15/2023] Open
Abstract
Introduction: Corneal disease is a leading cause of blindness globally that stems from various etiologies. High-throughput platforms that can generate substantial quantities of corneal grafts will be invaluable in addressing the existing global demand for keratoplasty. Slaughterhouses generate substantial quantities of underutilized biological waste that can be repurposed to reduce current environmentally unfriendly practices. Such efforts to support sustainability can simultaneously drive the development of bioartificial keratoprostheses. Methods: Scores of discarded eyes from the prominent Arabian sheep breeds in our surrounding region of the United Arab Emirates (UAE) were repurposed to generate native and acellular corneal keratoprostheses. Acellular corneal scaffolds were created using a whole-eye immersion/agitation-based decellularization technique with a widely available, eco-friendly, and inexpensive 4% zwitterionic biosurfactant solution (Ecover, Malle, Belgium). Conventional approaches like DNA quantification, ECM fibril organization, scaffold dimensions, ocular transparency and transmittance, surface tension measurements, and Fourier-transform infrared (FTIR) spectroscopy were used to examine corneal scaffold composition. Results: Using this high-throughput system, we effectively removed over 95% of the native DNA from native corneas while retaining the innate microarchitecture that supported substantial light transmission (over 70%) after reversing opacity, a well-established hallmark of decellularization and long-term native corneal storage, with glycerol. FTIR data revealed the absence of spectral peaks in the frequency range 2849 cm-1 to 3075 cm-1, indicating the effective removal of the residual biosurfactant post-decellularization. Surface tension studies confirmed the FTIR data by capturing the surfactant's progressive and effectual removal through tension measurements ranging from approximately 35 mN/m for the 4% decellularizing agent to 70 mN/m for elutes highlighting the effective removal of the detergent. Discussion: To our knowledge, this is the first dataset to be generated outlining a platform that can produce dozens of ovine acellular corneal scaffolds that effectively preserve ocular transparency, transmittance, and ECM components using an eco-friendly surfactant. Analogously, decellularization technologies can support corneal regeneration with attributes comparable to native xenografts. Thus, this study presents a simplified, inexpensive, and scalable high-throughput corneal xenograft platform to support tissue engineering, regenerative medicine, and circular economic sustainability.
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Affiliation(s)
- Xinyu Wang
- Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Adeeba Shakeel
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Ahmed E. Salih
- Department of Mechanical Engineering, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Hema Vurivi
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Sayel Daoud
- Anatomical Pathology Laboratory, Cleveland Clinic Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - Luca Desidery
- Department of Civil Infrastructure and Environmental Engineering, College of Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Raheema L. Khan
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Meklit G. Shibru
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Zehara M. Ali
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Haider Butt
- Department of Mechanical Engineering, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Vincent Chan
- Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Peter R. Corridon
- Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
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11
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Corridon PR. Capturing effects of blood flow on the transplanted decellularized nephron with intravital microscopy. Sci Rep 2023; 13:5289. [PMID: 37002341 PMCID: PMC10066218 DOI: 10.1038/s41598-023-31747-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 03/16/2023] [Indexed: 04/04/2023] Open
Abstract
Organ decellularization creates cell-free, collagen-based extracellular matrices that can be used as scaffolds for tissue engineering applications. This technique has recently gained much attention, yet adequate scaffold repopulation and implantation remain a challenge. Specifically, there still needs to be a greater understanding of scaffold responses post-transplantation and ways we can improve scaffold durability to withstand the in vivo environment. Recent studies have outlined vascular events that limit organ decellularization/recellularization scaffold viability for long-term transplantation. However, these insights have relied on in vitro/in vivo approaches that need enhanced spatial and temporal resolutions to investigate such issues at the microvascular level. This study uses intravital microscopy to gain instant feedback on their structure, function, and deformation dynamics. Thus, the objective of this study was to capture the effects of in vivo blood flow on the decellularized glomerulus, peritubular capillaries, and tubules after autologous and allogeneic orthotopic transplantation into rats. Large molecular weight dextran molecules labeled the vasculature. They revealed substantial degrees of translocation from glomerular and peritubular capillary tracks to the decellularized tubular epithelium and lumen as early as 12 h after transplantation, providing real-time evidence of the increases in microvascular permeability. Macromolecular extravasation persisted for a week, during which the decellularized microarchitecture was significantly and comparably compromised and thrombosed in both autologous and allogeneic approaches. These results indicate that in vivo multiphoton microscopy is a powerful approach for studying scaffold viability and identifying ways to promote scaffold longevity and vasculogenesis in bioartificial organs.
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Affiliation(s)
- Peter R Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
- Healthcare Engineering Innovation Center, Biomedical Engineering, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
- Center for Biotechnology, Khalifa University of Science and Technology, PO Box 127788, Abu Dhabi, UAE.
- Wake Forest Institute for Regenerative Medicine, Medical Center Boulevard, Winston-Salem, NC, 27157-1083, USA.
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12
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Corridon PR. Enhancing the expression of a key mitochondrial enzyme at the inception of ischemia-reperfusion injury can boost recovery and halt the progression of acute kidney injury. Front Physiol 2023; 14:1024238. [PMID: 36846323 PMCID: PMC9945300 DOI: 10.3389/fphys.2023.1024238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Accepted: 01/30/2023] [Indexed: 02/10/2023] Open
Abstract
Hydrodynamic fluid delivery has shown promise in influencing renal function in disease models. This technique provided pre-conditioned protection in acute injury models by upregulating the mitochondrial adaptation, while hydrodynamic injections of saline alone have improved microvascular perfusion. Accordingly, hydrodynamic mitochondrial gene delivery was applied to investigate the ability to halt progressive or persistent renal function impairment following episodes of ischemia-reperfusion injuries known to induce acute kidney injury (AKI). The rate of transgene expression was approximately 33% and 30% in rats with prerenal AKI that received treatments 1 (T1hr) and 24 (T24hr) hours after the injury was established, respectively. The resulting mitochondrial adaptation via exogenous IDH2 (isocitrate dehydrogenase 2 (NADP+) and mitochondrial) significantly blunted the effects of injury within 24 h of administration: decreased serum creatinine (≈60%, p < 0.05 at T1hr; ≈50%, p < 0.05 at T24hr) and blood urea nitrogen (≈50%, p < 0.05 at T1hr; ≈35%, p < 0.05 at T24hr) levels, and increased urine output (≈40%, p < 0.05 at T1hr; ≈26%, p < 0.05 at T24hr) and mitochondrial membrane potential, Δψm, (≈ by a factor of 13, p < 0.001 at T1hr; ≈ by a factor of 11, p < 0.001 at T24hr), despite elevated histology injury score (26%, p < 0.05 at T1hr; 47%, p < 0.05 at T24hr). Therefore, this study identifies an approach that can boost recovery and halt the progression of AKI at its inception.
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Affiliation(s)
- Peter R. Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
- Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University, Abu Dhabi, United Arab Emirates
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13
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Khan RL, Khraibi AA, Dumée LF, Corridon PR. From waste to wealth: Repurposing slaughterhouse waste for xenotransplantation. Front Bioeng Biotechnol 2023; 11:1091554. [PMID: 36815880 PMCID: PMC9935833 DOI: 10.3389/fbioe.2023.1091554] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 01/23/2023] [Indexed: 02/05/2023] Open
Abstract
Slaughterhouses produce large quantities of biological waste, and most of these materials are underutilized. In many published reports, the possibility of repurposing this form of waste to create biomaterials, fertilizers, biogas, and feeds has been discussed. However, the employment of particular offal wastes in xenotransplantation has yet to be extensively uncovered. Overall, viable transplantable tissues and organs are scarce, and developing bioartificial components using such discarded materials may help increase their supply. This perspective manuscript explores the viability and sustainability of readily available and easily sourced slaughterhouse waste, such as blood vessels, eyes, kidneys, and tracheas, as starting materials in xenotransplantation derived from decellularization technologies. The manuscript also examines the innovative use of animal stem cells derived from the excreta to create a bioartificial tissue/organ platform that can be translated to humans. Institutional and governmental regulatory approaches will also be outlined to support this endeavor.
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Affiliation(s)
- Raheema L. Khan
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Ali A. Khraibi
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Ludovic F. Dumée
- Department of Chemical Engineering, College of Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Research and Innovation Center on CO2 and Hydrogen (RICH), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Peter R. Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Healthcare Engineering Innovation Center, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
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14
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Shakeel A, Corridon PR. Mitigating challenges and expanding the future of vascular tissue engineering-are we there yet? Front Physiol 2023; 13:1079421. [PMID: 36685187 PMCID: PMC9846051 DOI: 10.3389/fphys.2022.1079421] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 12/14/2022] [Indexed: 01/06/2023] Open
Affiliation(s)
- Adeeba Shakeel
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
| | - Peter R. Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
- Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University, Abu Dhabi, United Arab Emirates
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15
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Corridon PR. Still finding ways to augment the existing management of acute and chronic kidney diseases with targeted gene and cell therapies: Opportunities and hurdles. Front Med (Lausanne) 2023; 10:1143028. [PMID: 36960337 PMCID: PMC10028138 DOI: 10.3389/fmed.2023.1143028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 02/17/2023] [Indexed: 03/09/2023] Open
Abstract
The rising global incidence of acute and chronic kidney diseases has increased the demand for renal replacement therapy. This issue, compounded with the limited availability of viable kidneys for transplantation, has propelled the search for alternative strategies to address the growing health and economic burdens associated with these conditions. In the search for such alternatives, significant efforts have been devised to augment the current and primarily supportive management of renal injury with novel regenerative strategies. For example, gene- and cell-based approaches that utilize recombinant peptides/proteins, gene, cell, organoid, and RNAi technologies have shown promising outcomes primarily in experimental models. Supporting research has also been conducted to improve our understanding of the critical aspects that facilitate the development of efficient gene- and cell-based techniques that the complex structure of the kidney has traditionally limited. This manuscript is intended to communicate efforts that have driven the development of such therapies by identifying the vectors and delivery routes needed to drive exogenous transgene incorporation that may support the treatment of acute and chronic kidney diseases.
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Affiliation(s)
- Peter R. Corridon
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi, United Arab Emirates
- Biomedical Engineering, Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates
- Center for Biotechnology, Khalifa University, Abu Dhabi, United Arab Emirates
- *Correspondence: Peter R. Corridon,
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Wang X, Chan V, Corridon PR. Acellular Tissue-Engineered Vascular Grafts from Polymers: Methods, Achievements, Characterization, and Challenges. Polymers (Basel) 2022; 14:4825. [PMID: 36432950 PMCID: PMC9695055 DOI: 10.3390/polym14224825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/03/2022] [Accepted: 11/03/2022] [Indexed: 11/11/2022] Open
Abstract
Extensive and permanent damage to the vasculature leading to different pathogenesis calls for developing innovative therapeutics, including drugs, medical devices, and cell therapies. Innovative strategies to engineer bioartificial/biomimetic vessels have been extensively exploited as an effective replacement for vessels that have seriously malfunctioned. However, further studies in polymer chemistry, additive manufacturing, and rapid prototyping are required to generate highly engineered vascular segments that can be effectively integrated into the existing vasculature of patients. One recently developed approach involves designing and fabricating acellular vessel equivalents from novel polymeric materials. This review aims to assess the design criteria, engineering factors, and innovative approaches for the fabrication and characterization of biomimetic macro- and micro-scale vessels. At the same time, the engineering correlation between the physical properties of the polymer and biological functionalities of multiscale acellular vascular segments are thoroughly elucidated. Moreover, several emerging characterization techniques for probing the mechanical properties of tissue-engineered vascular grafts are revealed. Finally, significant challenges to the clinical transformation of the highly promising engineered vessels derived from polymers are identified, and unique perspectives on future research directions are presented.
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Affiliation(s)
- Xinyu Wang
- Department of Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi P.O. Box 127788, United Arab Emirates
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi P.O. Box 127788, United Arab Emirates
| | - Vincent Chan
- Department of Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi P.O. Box 127788, United Arab Emirates
| | - Peter R. Corridon
- Department of Biomedical Engineering and Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi P.O. Box 127788, United Arab Emirates
- Department of Immunology and Physiology, College of Medicine and Health Sciences, Khalifa University, Abu Dhabi P.O. Box 127788, United Arab Emirates
- Center for Biotechnology, Khalifa University, Abu Dhabi P.O. Box 127788, United Arab Emirates
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