This paper is in the following e-collection/theme issue:

Digital Health Reviews (1580) Reviews on Usage or other Formative Evaluation Metrics (53) Adoption and Change Management of eHealth Systems (827)

Published on in Vol 24, No 8 (2022): August

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/37641, first published .
Digital Twins for Managing Health Care Systems: Rapid Literature Review

Digital Twins for Managing Health Care Systems: Rapid Literature Review

Digital Twins for Managing Health Care Systems: Rapid Literature Review

Authors of this article:

Safa Elkefi1 Author Orcid Image ;   Onur Asan1 Author Orcid Image
Article Authors Cited by (77) Tweetations (7) Metrics

Journals

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  4. Cen S, Gebregziabher M, Moazami S, Azevedo C, Pelletier D. Toward precision medicine using a “digital twin” approach: modeling the onset of disease-specific brain atrophy in individuals with multiple sclerosis. Scientific Reports 2023;13(1) View
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  8. Vallée A. Digital twin for healthcare systems. Frontiers in Digital Health 2023;5 View
  9. Winter P, Chico T. Using the Non-Adoption, Abandonment, Scale-Up, Spread, and Sustainability (NASSS) Framework to Identify Barriers and Facilitators for the Implementation of Digital Twins in Cardiovascular Medicine. Sensors 2023;23(14):6333 View
  10. Cellina M, Cè M, Alì M, Irmici G, Ibba S, Caloro E, Fazzini D, Oliva G, Papa S. Digital Twins: The New Frontier for Personalized Medicine?. Applied Sciences 2023;13(13):7940 View
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  13. Xames M, Topcu T. A Systematic Literature Review of Digital Twin Research for Healthcare Systems: Research Trends, Gaps, and Realization Challenges. IEEE Access 2024;12:4099 View
  14. Wenk J, Voigt I, Inojosa H, Schlieter H, Ziemssen T. Building digital patient pathways for the management and treatment of multiple sclerosis. Frontiers in Immunology 2024;15 View
  15. Chen Z, Ruan J. Metaverse healthcare supply chain: Conceptual framework and barrier identification. Engineering Applications of Artificial Intelligence 2024;133:108113 View
  16. Jabin M, Yaroson E, Ilodibe A, Eldabi T. Ethical and Quality of Care-Related Challenges of Digital Health Twins in Older Care Settings: Protocol for a Scoping Review. JMIR Research Protocols 2024;13:e51153 View
  17. Katsoulakis E, Wang Q, Wu H, Shahriyari L, Fletcher R, Liu J, Achenie L, Liu H, Jackson P, Xiao Y, Syeda-Mahmood T, Tuli R, Deng J. Digital twins for health: a scoping review. npj Digital Medicine 2024;7(1) View
  18. Vallée A. Envisioning the Future of Personalized Medicine: Role and Realities of Digital Twins. Journal of Medical Internet Research 2024;26:e50204 View
  19. Shen M, Chen S, Ding X. The effectiveness of digital twins in promoting precision health across the entire population: a systematic review. npj Digital Medicine 2024;7(1) View
  20. Eumi E. A systematic review of Digital Twins in efficient pandemic management with challenges and emerging trends. Decision Analytics Journal 2024;12:100502 View
  21. Kuriakose S, Joseph J, A R, Kollinal R. The Rise of Digital Twins in Healthcare: A Mapping of the Research Landscape. Cureus 2024 View
  22. Alsalloum G, Al Sawaftah N, Percival K, Husseini G. Digital Twins of Biological Systems: A Narrative Review. IEEE Open Journal of Engineering in Medicine and Biology 2024;5:670 View
  23. Erwee H, Basson A, Kruger K. A holonic approach to clinical pathway data analysis. Computers in Biology and Medicine 2024;181:109073 View
  24. Ma Y, Li Y, Liu X, Gao J, Wang A, chen H, Liu Z, Jin Z. Future perspectives of digital twin technology in orthodontics. Displays 2024;85:102818 View
  25. Phua S, Borriraklert A, Mayakul T, Alhasani M. Integrating Digital Technology Into Marathon Race With a Technology‐Driven Service Design Approach to Enhance Marathoner Experiences. Human Behavior and Emerging Technologies 2024;2024(1) View
  26. Abd Elaziz M, Al‐qaness M, Dahou A, Al‐Betar M, Mohamed M, El‐Shinawi M, Ali A, Ewees A. Digital twins in healthcare: Applications, technologies, simulations, and future trends. WIREs Data Mining and Knowledge Discovery 2024;14(6) View
  27. El-Warrak L, de Farias C. The State of the Art of Digital Twins in Health—A Quick Review of the Literature. Computers 2024;13(9):228 View
  28. Pellegrino G, Gervasi M, Angelelli M, Corallo A. A Conceptual Framework for Digital Twin in Healthcare: Evidence from a Systematic Meta-Review. Information Systems Frontiers 2025;27(1):7 View
  29. Maïzi Y, Arcand A, Bendavid Y. Digital twin in healthcare: Classification and typology of models based on hierarchy, application, and maturity. Internet of Things 2024;28:101379 View
  30. Qoseem I, Ahmed M, Abdulraheem H, Hamzah M, Ahmed M, Ukoaka B, Okesanya O, Ogaya J, Adigun O, Ekpenyong A, Lucero-Prisno III D. Unlocking the potentials of digital twins for optimal healthcare delivery in Africa. Oxford Open Digital Health 2024;2 View
  31. Luo J, Liu P, Xu W, Zhao T, Biljecki F. A perception-powered urban digital twin to support human-centered urban planning and sustainable city development. Cities 2025;156:105473 View
  32. Roumeliotis C, Dasygenis M, Lazaridis V, Dossis M. Blockchain and Digital Twins in Smart Industry 4.0: The Use Case of Supply Chain-A Review of Integration Techniques and Applications. Designs 2024;8(6):105 View
  33. Riahi V, Diouf I, Khanna S, Boyle J, Hassanzadeh H. Digital Twins for Clinical and Operational Decision-Making: Scoping Review. Journal of Medical Internet Research 2025;27:e55015 View
  34. Papachristou K, Katsakiori P, Papadimitroulas P, Strigari L, Kagadis G. Digital Twins’ Advancements and Applications in Healthcare, Towards Precision Medicine. Journal of Personalized Medicine 2024;14(11):1101 View
  35. de Oliveira El-Warrak L, Miceli de Farias C. Could digital twins be the next revolution in healthcare?. European Journal of Public Health 2025;35(1):19 View
  36. Rahim M, Lalouani W, Toubal E, Emokpae L. A Digital Twin-Based Platform for Medical Cyber-Physical Systems. IEEE Access 2024;12:174591 View
  37. Ferré F, Allassonnière S, Chadebec C, Minville V. Generating Artificial Patients With Reliable Clinical Characteristics Using a Geometry-Based Variational Autoencoder: Proof-of-Concept Feasibility Study. Journal of Medical Internet Research 2025;27:e63130 View
  38. Kayhan B, Yeni F, Ozcelik G, Ayyildiz E. A fuzzy optimization-oriented decision support model to examine key industry 4.0 strategies for building resilience against disruptions in a healthcare supply chain. Annals of Operations Research 2024 View
  39. Seth I, Lim B, Lu P, Xie Y, Cuomo R, Ng S, Rozen W, Sofiadellis F. Digital Twins Use in Plastic Surgery: A Systematic Review. Journal of Clinical Medicine 2024;13(24):7861 View
  40. Penverne Y, Martinez C, Cellier N, Pehlivan C, Jenvrin J, Savary D, Debierre V, Deciron F, Bichri A, Lebastard Q, Montassier E, Leclere B, Fontanili F. A simulation based digital twin approach to assessing the organization of response to emergency calls. npj Digital Medicine 2024;7(1) View
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  43. Roopa M, Venugopal K. Digital Twins for Cyber-Physical Healthcare Systems: Architecture, Requirements, Systematic Analysis, and Future Prospects. IEEE Access 2025;13:44963 View
  44. Zheng R, Ng S, Shao Y, Li Z, Xing J. Leveraging digital twin for healthcare emergency management system: Recent advances, critical challenges, and future directions. Reliability Engineering & System Safety 2025;261:111079 View
  45. Xames M, Topcu T. How Can Digital Twins Support the Economic, Environmental, and Social Sustainability of Healthcare Systems: A Systematic Review Focused on the Triple Bottom Line. IEEE Access 2025;13:64390 View
  46. Razek A. From Open, Laparoscopic, or Computerized Surgical Interventions to the Prospects of Image-Guided Involvement. Applied Sciences 2025;15(9):4826 View
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  49. De Oliveira El-Warrak L, Miceli de Farias C. TWINVAX: conceptual model of a digital twin for immunisation services in primary health care. Frontiers in Public Health 2025;13 View
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Books/Policy Documents

  1. Barresi G, Gaggioli A, Sternini F, Ravizza A, Pacchierotti C, De Michieli L. mHealth and Human-Centered Design Towards Enhanced Health, Care, and Well-being. View
  2. Piedrahita A, Castellanos-Garzón J, Betancur J, Canizales M, Henao-Agudelo J, Martinez L, Lopez-Mejia S. Trends in Sustainable Smart Cities and Territories. View
  3. Vishwakarma L, Singh R. Industry 4.0 Technologies: Sustainable Manufacturing Supply Chains. View
  4. Jørgensen C, Shukla A, Katt B. Computer Security. ESORICS 2023 International Workshops. View
  5. Khan A, Jhanjhi N, Ray S. Digital Transformation for Improved Industry and Supply Chain Performance. View
  6. Thakur N, Chouskey P, Bansal N, Chopra M. Applied Assistive Technologies and Informatics for Students with Disabilities. View
  7. Jyothula C, C. K, Sithole T. Exploring the Advancements and Future Directions of Digital Twins in Healthcare 6.0. View
  8. Bondhopadhyay B, Bansal H, Aggarwal N, Tanwar A. Exploring the Advancements and Future Directions of Digital Twins in Healthcare 6.0. View
  9. Marwala T. Mechanism Design, Behavioral Science and Artificial Intelligence in International Relations. View
  10. Shah N, Nagar J, Desai K, Bhatt N, Bhatt N, Mewada H. Artificial Intelligence‐Enabled Blockchain Technology and Digital Twin for Smart Hospitals. View
  11. Kandan M, Naveen P, Nagarajan G, Janagiraman S. Artificial Intelligence‐Enabled Blockchain Technology and Digital Twin for Smart Hospitals. View
  12. Dong Y, Lal A, Niven A, Zhong X. Digital Twins, Simulation, and the Metaverse. View
  13. Elkefi S. Hospital Supply Chain. View
  14. Saeed F, Shaheen M, Umer T, Farooq M. Digital Twins for Wireless Networks. View
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Conference Proceedings

  1. Di Matteo A, Lozzi D, Mattei E, Mignosi F, Montagna S, Polsinelli M, Placidi G. 2024 IEEE 37th International Symposium on Computer-Based Medical Systems (CBMS). Calibration of the Double Digital Twin for the Hand Rehabilitation by the Virtual Glove View
  2. Narigina M, Romanovs A, Merkuryev Y. 2024 IEEE 65th International Scientific Conference on Information Technology and Management Science of Riga Technical University (ITMS). A Review of AI-Driven Digital Twin Frameworks for Cardiovascular Disease Diagnosis and Management View
  3. Di Matteo A, Lozzi D, Mattei E, Montagna S, Cipriani A, Mignosi F, Placidi G. 2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE). Proactive Hand Rehabilitation Through a Double Digital Twin Provided by the Virtual Glove View
  4. Kaliappan S, Logesh S. 2024 9th International Conference on Communication and Electronics Systems (ICCES). Digital Twin-Driven Augmented Vision System for Healthcare View