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Bridging the gap between human beings and digital twins in radiology

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  • 19 April 2024

    Source Line layout was corrected.

References

  1. Sun T, He X, Li Z (2023) Digital twin in healthcare: Recent updates and challenges. Digital Health. https://doi.org/10.1177/20552076221149651

    Article  PubMed  PubMed Central  Google Scholar 

  2. Acosta JN, Falcone GJ, Rajpurkar P, Topol EJ (2022) Multimodal biomedical AI. Nat Med 28:1773–1784. https://doi.org/10.1038/s41591-022-01981-2

    Article  CAS  PubMed  Google Scholar 

  3. Sun T, He X, Song X et al (2022) The digital twin in medicine: a key to the future of healthcare? Front Med. https://doi.org/10.3389/fmed.2022.907066

    Article  PubMed  PubMed Central  Google Scholar 

  4. Corral-Acero J, Margara F, Marciniak M et al (2020) The “Digital Twin” to enable the vision of precision cardiology. Eur Heart J 41:4556–4564. https://doi.org/10.1093/eurheartj/ehaa159

    Article  PubMed  PubMed Central  Google Scholar 

  5. Jung A, Gsell MAF, Augustin CM, Plank G (2022) An integrated workflow for building digital twins of cardiac electromechanics-a multi-fidelity approach for personalising active mechanics. Mathematics (Basel) 10:823. https://doi.org/10.3390/math10050823

    Article  PubMed  PubMed Central  Google Scholar 

  6. Chakshu NK, Sazonov I, Nithiarasu P (2021) Towards enabling a cardiovascular digital twin for human systemic circulation using inverse analysis. Biomech Model Mechanobiol 20:449–465. https://doi.org/10.1007/s10237-020-01393-6

    Article  PubMed  Google Scholar 

  7. de Lepper AGW, Buck CMA, van ’t Veer M et al (2022) From evidence-based medicine to digital twin technology for predicting ventricular tachycardia in ischaemic cardiomyopathy. J R Soc Interface 19:20220317. https://doi.org/10.1098/rsif.2022.0317

    Article  PubMed  PubMed Central  Google Scholar 

  8. Lloyd DG, Saxby DJ, Pizzolato C et al (2023) Maintaining soldier musculoskeletal health using personalised digital humans, wearables and/or computer vision. J Sci Med Sport 26:S30–S39. https://doi.org/10.1016/j.jsams.2023.04.001

    Article  PubMed  Google Scholar 

  9. European Commission Funding & tender opportunities. https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/opportunities/topic-details/horizon-hlth-2023-tool-05-03;callCode=null;freeTextSearchKeyword=;matchWholeText=true;typeCodes=1,2,8;statusCodes=31094501;programmePeriod=2021%20-%202027;programCcm2Id=43108390;programDivisionCode=null;focusAreaCode=null;destinationGroup=null;missionGroup=null;geographicalZonesCode=null;programmeDivisionProspect=null;startDateLte=null;startDateGte=null;crossCuttingPriorityCode=null;cpvCode=null;performanceOfDelivery=null;sortQuery=startDate;onlyTenders=false;topicListKey=topicSearchTablePageState. Accessed on 11 March 2024

  10. D3 4 Health website. https://sites.google.com/uniroma1.it/d3forhealth/home. Accessed on February 18

  11. Hernandez-Boussard T, Macklin P, Greenspan EJ et al (2021) Digital twins for predictive oncology will be a paradigm shift for precision cancer care. Nat Med 27:2065–2066. https://doi.org/10.1038/s41591-021-01558-5

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

The commentary has been supported by the Project PNC 0000001 D3 4 Health, - CUP B53C22006120001, The National Plan for Complementary Investments to the NRRP, Funded by the European Union - NextGenerationEU.

Funding

The commentary has been supported by the Project PNC 0000001 D3 4 Health, - CUP B53C22006120001, The National Plan for Complementary Investments to the NRRP, Funded by the European Union - NextGenerationEU.

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Correspondence to Valeria Panebianco.

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The scientific guarantor of this publication is Prof. Valeria Panebianco.

Conflict of interest

Prof. Valeria Panebianco is member of the European Radiology Scientific Editorial Board. She has not taken part in the review or selection process of this article. The author of this manuscript declares no relationships with any companies, whose products or services may be related to the subject matter of the article.

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Panebianco, V., Pecoraro, M., Novelli, S. et al. Bridging the gap between human beings and digital twins in radiology. Eur Radiol (2024). https://doi.org/10.1007/s00330-024-10766-9

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  • DOI: https://doi.org/10.1007/s00330-024-10766-9

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