The Era of Preemptive Medicine: Developing Medical Digital Twins through Omics, IoT, and AI Integration.

Tadao Ooka
Author Information
  1. Tadao Ooka: Department of Health Sciences, University of Yamanashi, Chuo, Japan.

Abstract

Preemptive medicine represents a paradigm shift from reactive treatment to proactive disease prevention. The integration of omics technologies, the Internet of Things (IoT), and artificial intelligence (AI) has facilitated the development of personalized, predictive, and preemptive healthcare strategies. Omic technologies, such as genomics, proteomics, and metabolomics, provide comprehensive insights into molecular profile of an individual, revealing potential disease predispositions and health trajectories. IoT devices, such as wearables and smartphones, enable continuous and periodic monitoring of physiological parameters, thus providing a dynamic view of an individual's health status. AI algorithms analyze comprehensive and complex data from omics and IoT technologies to identify patterns and correlations that inform predictive models of disease risk, progression, and response to interventions. Medical digital twins, or virtual replicas of an individual's biological processes, have emerged as the cornerstone of preemptive medicine. The integration of omics, IoT, and AI enables the development of medical digital twins, which in turn allows for precise simulation of human physiological profiles, prediction of future health outcomes, and virtual individual clinical trials, facilitating personalized proactive interventions and preemptive disease control. This review demonstrates the convergence of omics, IoT, and AI in preemptive medicine, highlighting their potential to revolutionize healthcare by enabling early disease detection, personalized treatment strategies, and chronic disease prevention. We show how AI leverages omics and IoT in preemptive medicine through several case studies while also discussing the necessary data for developing medical digital twins and addressing ethical and social aspects that warrant consideration. Medical digital twins signify a fundamental transformation in health management, shifting from treating diseases after their occurrence to controlling them before their occurrence. This approach enhances the effectiveness of medical interventions and improves overall health outcomes, preparing for a healthier future.

Keywords

References

  1. Eur Heart J. 2020 Dec 21;41(48):4556-4564 [PMID: 32128588]
  2. J Med Internet Res. 2017 Jan 13;19(1):e19 [PMID: 28087496]
  3. Nat Med. 2022 Jan;28(1):31-38 [PMID: 35058619]
  4. Commun Med (Lond). 2023 Apr 6;3(1):49 [PMID: 37024668]
  5. Future Healthc J. 2019 Jun;6(2):94-98 [PMID: 31363513]
  6. Genet Med. 2017 Jul;19(7):743-750 [PMID: 27929525]
  7. Nature. 2020 Jan;577(7789):179-189 [PMID: 31915397]
  8. Metabolites. 2019 Apr 18;9(4): [PMID: 31003499]
  9. Front Med (Lausanne). 2022 Jul 01;9:911861 [PMID: 35860739]
  10. Prog Cardiovasc Dis. 2017 Mar - Apr;59(5):506-521 [PMID: 27546358]
  11. Nat Rev Genet. 2018 Sep;19(9):581-590 [PMID: 29789686]
  12. Nat Comput Sci. 2024 Mar;4(3):184-191 [PMID: 38532133]
  13. Nat Commun. 2021 Jun 8;12(1):3445 [PMID: 34103512]
  14. Genome Biol. 2017 May 5;18(1):83 [PMID: 28476144]
  15. Patterns (N Y). 2024 Apr 18;5(6):100970 [PMID: 39005489]
  16. Nat Rev Genet. 2016 May;17(5):257-71 [PMID: 26996076]
  17. J Hum Genet. 2024 Oct;69(10):487-497 [PMID: 38424184]
  18. Mol Cell Proteomics. 2023 Jun;22(6):100561 [PMID: 37119971]
  19. J Hum Genet. 2021 Jan;66(1):93-102 [PMID: 32385339]
  20. J Pers Med. 2023 Oct 23;13(10): [PMID: 37888133]
  21. Nat Rev Clin Oncol. 2011 Mar;8(3):184-7 [PMID: 21364692]
  22. NPJ Digit Med. 2024 Mar 22;7(1):77 [PMID: 38519626]
  23. IEEE Rev Biomed Eng. 2024;17:80-97 [PMID: 37824325]
  24. EJIFCC. 2021 Jun 29;32(2):224-243 [PMID: 34421492]
  25. J Clin Sleep Med. 2015 Mar 20;: [PMID: 25902822]
  26. Nat Med. 2019 May;25(5):792-804 [PMID: 31068711]
  27. Nat Rev Genet. 2018 May;19(5):299-310 [PMID: 29479082]
  28. Nat Genet. 2023 Feb;55(2):178-186 [PMID: 36658435]
  29. Science. 2003 Apr 11;300(5617):286-90 [PMID: 12690187]
  30. Front Genet. 2018 Feb 13;9:31 [PMID: 29487613]
  31. Nature. 2019 May;569(7758):655-662 [PMID: 31142855]
  32. J Med Internet Res. 2022 Jan 31;24(1):e33081 [PMID: 35099399]
  33. Diabetes Technol Ther. 2016 Feb;18 Suppl 2:S3-S13 [PMID: 26784127]
  34. Front Public Health. 2023 Jun 16;11:1188304 [PMID: 37397724]
  35. NPJ Digit Med. 2023 Nov 25;6(1):216 [PMID: 38001287]
  36. Allergy. 2022 Nov;77(11):3350-3361 [PMID: 35620861]
  37. Front Med (Lausanne). 2023 Jul 20;10:1178912 [PMID: 37547605]
  38. Nature. 2019 Jul;571(7766):489-499 [PMID: 31341302]
  39. Chin Med J (Engl). 2021 Jun 16;134(13):1546-1548 [PMID: 34133349]
  40. NPJ Digit Med. 2018 Jan 15;1:20172 [PMID: 31304346]
  41. Diabetes Technol Ther. 2024 Mar;26(S1):S68-S89 [PMID: 38441444]
  42. Nat Commun. 2023 Sep 2;14(1):5359 [PMID: 37660105]
  43. Front Med (Lausanne). 2022 Jan 25;8:784455 [PMID: 35145977]
  44. Front Med (Lausanne). 2019 Mar 01;6:34 [PMID: 30881956]
  45. NPJ Digit Med. 2022 Aug 26;5(1):126 [PMID: 36028526]
  46. Genome Med. 2019 Dec 31;12(1):4 [PMID: 31892363]
  47. Fertil Steril. 2018 Jun;109(6):952-963 [PMID: 29935653]
  48. Cold Spring Harb Mol Case Stud. 2015 Oct;1(1):a000588 [PMID: 27148576]
  49. Nat Commun. 2021 Jun 14;12(1):3601 [PMID: 34127671]
  50. Glob Chall. 2023 Nov 20;8(1):2300163 [PMID: 38223896]
  51. Bioinform Biol Insights. 2020 Jan 31;14:1177932219899051 [PMID: 32076369]
  52. Nat Med. 2024 May;30(5):1461-1470 [PMID: 38684860]
  53. Healthc Inform Res. 2017 Jan;23(1):4-15 [PMID: 28261526]
  54. Camb Q Healthc Ethics. 2018 Apr;27(2):333-347 [PMID: 29509122]
  55. Proc Jpn Acad Ser B Phys Biol Sci. 2013;89(10):462-73 [PMID: 24334510]
  56. Healthc Inform Res. 2017 Oct;23(4):343-348 [PMID: 29181246]
  57. Nat Commun. 2024 Feb 23;15(1):1657 [PMID: 38395893]
  58. Nat Rev Cardiol. 2021 Dec;18(12):803-804 [PMID: 34642446]
  59. Cell. 2012 Mar 16;148(6):1293-307 [PMID: 22424236]
  60. Sensors (Basel). 2017 Oct 31;17(11): [PMID: 29088123]
  61. N Engl J Med. 2018 Oct 11;379(15):1452-1462 [PMID: 30304648]
  62. Cell Syst. 2016 Mar 23;2(3):185-95 [PMID: 27135364]
  63. NPJ Digit Med. 2018 May 8;1:18 [PMID: 31304302]

Word Cloud

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