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For: Moingeon P, Chenel M, Rousseau C, Voisin E, Guedj M. Virtual patients, digital twins and causal disease models: paving the ground for in silico clinical trials. Drug Discov Today 2023;28:103605. [PMID: 37146963 DOI: 10.1016/j.drudis.2023.103605] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Revised: 03/22/2023] [Accepted: 04/27/2023] [Indexed: 05/07/2023]
Number Cited by Other Article(s)
1
Yıldırım C, Ural B, Odemis E, Donmazov S, Pekkan K. Computer-generated Clinical Decision-making in the Treatment of Pulmonary Atresia with Intact Ventricular Septum. Cardiovasc Eng Technol 2025;16:222-237. [PMID: 39707136 DOI: 10.1007/s13239-024-00769-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 12/06/2024] [Indexed: 12/23/2024]
2
Adar O, Shakargy JD, Ilan Y. The Constrained Disorder Principle: Beyond Biological Allostasis. BIOLOGY 2025;14:339. [PMID: 40282204 PMCID: PMC12025142 DOI: 10.3390/biology14040339] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2025] [Revised: 03/24/2025] [Accepted: 03/24/2025] [Indexed: 04/29/2025]
3
Ocana A, Pandiella A, Privat C, Bravo I, Luengo-Oroz M, Amir E, Gyorffy B. Integrating artificial intelligence in drug discovery and early drug development: a transformative approach. Biomark Res 2025;13:45. [PMID: 40087789 PMCID: PMC11909971 DOI: 10.1186/s40364-025-00758-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Accepted: 03/05/2025] [Indexed: 03/17/2025]  Open
4
Laga Boul-Atarass I, Cepeda Franco C, Sanmartín Sierra JD, Castell Monsalve J, Padillo Ruiz J. Virtual 3D models, augmented reality systems and virtual laparoscopic simulations in complicated pancreatic surgeries: state of art, future perspectives, and challenges. Int J Surg 2025;111:2613-2623. [PMID: 39869381 DOI: 10.1097/js9.0000000000002231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Accepted: 12/07/2024] [Indexed: 01/28/2025]
5
Hurez V, Gauderat G, Soret P, Myers R, Dasika K, Sheehan R, Friedrich C, Reed M, Laigle L, Riquelme MA, Aussy A, Chadli L, Hubert S, Desvaux E, Fouliard S, Moingeon P, the PRECISESADS Clinical Consortium. Virtual patients inspired by multiomics predict the efficacy of an anti-IFNα mAb in cutaneous lupus. iScience 2025;28:111754. [PMID: 39925417 PMCID: PMC11804754 DOI: 10.1016/j.isci.2025.111754] [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: 04/12/2024] [Revised: 09/26/2024] [Accepted: 01/03/2025] [Indexed: 02/11/2025]  Open
6
Ringeval M, Etindele Sosso FA, Cousineau M, Paré G. Advancing Health Care With Digital Twins: Meta-Review of Applications and Implementation Challenges. J Med Internet Res 2025;27:e69544. [PMID: 39969978 PMCID: PMC11888003 DOI: 10.2196/69544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2024] [Revised: 01/20/2025] [Accepted: 01/24/2025] [Indexed: 02/20/2025]  Open
7
Li X, Loscalzo J, Mahmud AKMF, Aly DM, Rzhetsky A, Zitnik M, Benson M. Digital twins as global learning health and disease models for preventive and personalized medicine. Genome Med 2025;17:11. [PMID: 39920778 PMCID: PMC11806862 DOI: 10.1186/s13073-025-01435-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Accepted: 01/29/2025] [Indexed: 02/09/2025]  Open
8
Li L, Camps J, Rodriguez B, Grau V. Solving the Inverse Problem of Electrocardiography for Cardiac Digital Twins: A Survey. IEEE Rev Biomed Eng 2025;18:316-336. [PMID: 39453795 DOI: 10.1109/rbme.2024.3486439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2024]
9
Leivaditis V, Beltsios E, Papatriantafyllou A, Grapatsas K, Mulita F, Kontodimopoulos N, Baikoussis NG, Tchabashvili L, Tasios K, Maroulis I, Dahm M, Koletsis E. Artificial Intelligence in Cardiac Surgery: Transforming Outcomes and Shaping the Future. Clin Pract 2025;15:17. [PMID: 39851800 PMCID: PMC11763739 DOI: 10.3390/clinpract15010017] [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: 12/18/2024] [Revised: 01/06/2025] [Accepted: 01/08/2025] [Indexed: 01/26/2025]  Open
10
Primiero CA, Janda M, Soyer HP. Skin 2.0: How Cutaneous Digital Twins Could Reshape Dermatology. J Invest Dermatol 2025;145:18-21. [PMID: 39230536 DOI: 10.1016/j.jid.2024.07.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 07/01/2024] [Accepted: 07/12/2024] [Indexed: 09/05/2024]
11
Berenbaum F, Buyse M. Bridging the gap: tackling the challenge of limited progressors in clinical trials aimed at slowing the transition from early preradiographic to established osteoarthritis. Ann Rheum Dis 2025;84:5-8. [PMID: 39874234 DOI: 10.1016/j.ard.2025.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2025]
12
Wu J, Koelzer VH. Towards generative digital twins in biomedical research. Comput Struct Biotechnol J 2024;23:3481-3488. [PMID: 39435342 PMCID: PMC11491725 DOI: 10.1016/j.csbj.2024.09.030] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Revised: 09/30/2024] [Accepted: 09/30/2024] [Indexed: 10/23/2024]  Open
13
Niarakis A, Laubenbacher R, An G, Ilan Y, Fisher J, Flobak Å, Reiche K, Rodríguez Martínez M, Geris L, Ladeira L, Veschini L, Blinov ML, Messina F, Fonseca LL, Ferreira S, Montagud A, Noël V, Marku M, Tsirvouli E, Torres MM, Harris LA, Sego TJ, Cockrell C, Shick AE, Balci H, Salazar A, Rian K, Hemedan AA, Esteban-Medina M, Staumont B, Hernandez-Vargas E, Martis B S, Madrid-Valiente A, Karampelesis P, Sordo Vieira L, Harlapur P, Kulesza A, Nikaein N, Garira W, Malik Sheriff RS, Thakar J, Tran VDT, Carbonell-Caballero J, Safaei S, Valencia A, Zinovyev A, Glazier JA. Immune digital twins for complex human pathologies: applications, limitations, and challenges. NPJ Syst Biol Appl 2024;10:141. [PMID: 39616158 PMCID: PMC11608242 DOI: 10.1038/s41540-024-00450-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 09/27/2024] [Indexed: 12/06/2024]  Open
14
D’Orsi L, Capasso B, Lamacchia G, Pizzichini P, Ferranti S, Liverani A, Fontana C, Panunzi S, De Gaetano A, Lo Presti E. Recent Advances in Artificial Intelligence to Improve Immunotherapy and the Use of Digital Twins to Identify Prognosis of Patients with Solid Tumors. Int J Mol Sci 2024;25:11588. [PMID: 39519142 PMCID: PMC11546512 DOI: 10.3390/ijms252111588] [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: 08/08/2024] [Revised: 10/21/2024] [Accepted: 10/23/2024] [Indexed: 11/16/2024]  Open
15
Visioli G, Romaniello A, Spinoglio L, Albanese GM, Iannetti L, Gagliardi OM, Lambiase A, Gharbiya M. Proliferative Vitreoretinopathy in Retinal Detachment: Perspectives on Building a Digital Twin Model Using Nintedanib. Int J Mol Sci 2024;25:11074. [PMID: 39456855 PMCID: PMC11507981 DOI: 10.3390/ijms252011074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 10/13/2024] [Accepted: 10/14/2024] [Indexed: 10/28/2024]  Open
16
Moingeon P. Harnessing the power of AI-based models to accelerate drug discovery against immune diseases. Expert Rev Clin Immunol 2024;20:1135-1138. [PMID: 38932714 DOI: 10.1080/1744666x.2024.2373915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Accepted: 06/25/2024] [Indexed: 06/28/2024]
17
Trevena W, Zhong X, Lal A, Rovati L, Cubro E, Dong Y, Schulte P, Gajic O. Model-driven engineering for digital twins: a graph model-based patient simulation application. Front Physiol 2024;15:1424931. [PMID: 39189027 PMCID: PMC11345177 DOI: 10.3389/fphys.2024.1424931] [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: 04/28/2024] [Accepted: 07/19/2024] [Indexed: 08/28/2024]  Open
18
Wang H, Arulraj T, Ippolito A, Popel AS. From virtual patients to digital twins in immuno-oncology: lessons learned from mechanistic quantitative systems pharmacology modeling. NPJ Digit Med 2024;7:189. [PMID: 39014005 PMCID: PMC11252162 DOI: 10.1038/s41746-024-01188-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 07/03/2024] [Indexed: 07/18/2024]  Open
19
Ma C, Gurkan-Cavusoglu E. A comprehensive review of computational cell cycle models in guiding cancer treatment strategies. NPJ Syst Biol Appl 2024;10:71. [PMID: 38969664 PMCID: PMC11226463 DOI: 10.1038/s41540-024-00397-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 06/24/2024] [Indexed: 07/07/2024]  Open
20
Vallée A. Envisioning the Future of Personalized Medicine: Role and Realities of Digital Twins. J Med Internet Res 2024;26:e50204. [PMID: 38739913 PMCID: PMC11130780 DOI: 10.2196/50204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Revised: 10/01/2023] [Accepted: 12/29/2023] [Indexed: 05/16/2024]  Open
21
Moingeon P. [Artificial intelligence-driven drug development against autoimmune diseases]. Med Sci (Paris) 2024;40:414-416. [PMID: 38819275 DOI: 10.1051/medsci/2024055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024]  Open
22
Moingeon P, Garbay C, Dahan M, Fermont I, Benmakhlouf A, Gouyette A, Poitou P, Saint-Pierre A. [The revolution of AI in drug development]. Med Sci (Paris) 2024;40:369-376. [PMID: 38651962 DOI: 10.1051/medsci/2024028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/25/2024]  Open
23
Laubenbacher R, Mehrad B, Shmulevich I, Trayanova N. Digital twins in medicine. NATURE COMPUTATIONAL SCIENCE 2024;4:184-191. [PMID: 38532133 PMCID: PMC11102043 DOI: 10.1038/s43588-024-00607-6] [Citation(s) in RCA: 32] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 02/12/2024] [Indexed: 03/28/2024]
24
Boverhof BJ, Redekop WK, Bos D, Starmans MPA, Birch J, Rockall A, Visser JJ. Radiology AI Deployment and Assessment Rubric (RADAR) to bring value-based AI into radiological practice. Insights Imaging 2024;15:34. [PMID: 38315288 PMCID: PMC10844175 DOI: 10.1186/s13244-023-01599-z] [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: 08/31/2023] [Accepted: 11/14/2023] [Indexed: 02/07/2024]  Open
25
Blaudin de Thé FX, Baudier C, Andrade Pereira R, Lefebvre C, Moingeon P. Transforming drug discovery with a high-throughput AI-powered platform: A 5-year experience with Patrimony. Drug Discov Today 2023;28:103772. [PMID: 37717933 DOI: 10.1016/j.drudis.2023.103772] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 09/01/2023] [Accepted: 09/12/2023] [Indexed: 09/19/2023]
26
Sigawi T, Ilan Y. Using Constrained-Disorder Principle-Based Systems to Improve the Performance of Digital Twins in Biological Systems. Biomimetics (Basel) 2023;8:359. [PMID: 37622964 PMCID: PMC10452845 DOI: 10.3390/biomimetics8040359] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 08/04/2023] [Accepted: 08/07/2023] [Indexed: 08/26/2023]  Open
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