Innovative applications of artificial intelligence in zoonotic disease management.

Wenqiang Guo, Chenrui Lv, Meng Guo, Qiwei Zhao, Xinyi Yin, Li Zhang
Author Information
  1. Wenqiang Guo: Department of Animal Nutrition and Feed Science, College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.
  2. Chenrui Lv: Department of Animal Nutrition and Feed Science, College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.
  3. Meng Guo: College of Veterinary Medicine, Henan Agricultural University, Zhengzhou 450046, China.
  4. Qiwei Zhao: Department of Animal Nutrition and Feed Science, College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.
  5. Xinyi Yin: Department of Animal Nutrition and Feed Science, College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.
  6. Li Zhang: Department of Animal Nutrition and Feed Science, College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.

Abstract

Zoonotic diseases, transmitted between humans and animals, pose a substantial threat to global public health. In recent years, artificial intelligence (AI) has emerged as a transformative tool in the fight against diseases. This comprehensive review discusses the innovative applications of AI in the management of zoonotic diseases, including disease prediction, early diagnosis, drug development, and future prospects. AI-driven predictive models leverage extensive datasets to predict disease outbreaks and transmission patterns, thereby facilitating proactive public health responses. Early diagnosis benefits from AI-powered diagnostic tools that expedite pathogen identification and containment. Furthermore, AI technologies have accelerated drug discovery by identifying potential drug targets and optimizing candidate drugs. This review addresses these advancements, while also examining the promising future of AI in zoonotic disease control. We emphasize the pivotal role of AI in revolutionizing our approach to managing zoonotic diseases and highlight its potential to safeguard the health of both humans and animals on a global scale.

Keywords

References

  1. NPJ Digit Med. 2023 Jul 6;6(1):120 [PMID: 37414860]
  2. Comput Biol Med. 2023 Jan;152:106383 [PMID: 36481764]
  3. J Indian Inst Sci. 2020;100(4):717-723 [PMID: 33046950]
  4. IEEE Trans Cybern. 2020 Sep;50(9):3826-3839 [PMID: 32203045]
  5. Lancet Public Health. 2022 Mar;7(3):e259-e273 [PMID: 35180434]
  6. JMIR Med Inform. 2019 Aug 16;7(3):e10010 [PMID: 31420959]
  7. Sci Eng Ethics. 2020 Aug;26(4):2141-2168 [PMID: 31828533]
  8. IEEE Rev Biomed Eng. 2023;16:38-52 [PMID: 36331632]
  9. Future Med Chem. 2022 May;14(10):701-715 [PMID: 35393862]
  10. Science. 2021 Feb 19;371(6531): [PMID: 33323424]
  11. Nat Mach Intell. 2019 May;1(5):206-215 [PMID: 35603010]
  12. Annu Rev Virol. 2022 Sep 29;9(1):437-450 [PMID: 36173701]
  13. Med Drug Discov. 2021 Mar;9:100077 [PMID: 33521623]
  14. NPJ Digit Med. 2021 Oct 8;4(1):146 [PMID: 34625656]
  15. Environ Sci Pollut Res Int. 2021 Aug;28(30):40515-40532 [PMID: 34036497]
  16. Int J Environ Res Public Health. 2020 May 02;17(9): [PMID: 32370204]
  17. JAMA. 2018 Apr 3;319(13):1317-1318 [PMID: 29532063]
  18. Microorganisms. 2020 Sep 12;8(9): [PMID: 32932606]
  19. BMC Infect Dis. 2019 Nov 13;19(1):971 [PMID: 31722676]
  20. Acta Trop. 2019 Jun;194:189-194 [PMID: 30958991]
  21. Micromachines (Basel). 2022 Oct 10;13(10): [PMID: 36296055]
  22. J Chem Inf Model. 2021 Feb 22;61(2):621-630 [PMID: 33491455]
  23. J Ambient Intell Humaniz Comput. 2023;14(6):7381-7398 [PMID: 36281429]
  24. Stroke Vasc Neurol. 2017 Jun 21;2(4):230-243 [PMID: 29507784]
  25. Science. 2020 May 8;368(6491): [PMID: 32234805]
  26. Microorganisms. 2022 Sep 27;10(10): [PMID: 36296187]
  27. ACS Cent Sci. 2020 Jun 24;6(6):939-949 [PMID: 32607441]
  28. Lancet Digit Health. 2019 Oct;1(6):e271-e297 [PMID: 33323251]
  29. Pharmaceuticals (Basel). 2023 Feb 21;16(3): [PMID: 36986432]
  30. Inform Med Unlocked. 2021;25:100691 [PMID: 34395821]
  31. One Health. 2022 Oct 01;15:100439 [PMID: 36277100]
  32. Biomed Res Int. 2021 Nov 13;2021:1896762 [PMID: 34782860]
  33. J Med Virol. 2023 Jan;95(1):e28232 [PMID: 36254095]
  34. N Engl J Med. 2018 Mar 15;378(11):981-983 [PMID: 29539284]
  35. Comput Biol Med. 2021 Jun;133:104359 [PMID: 33845270]
  36. Nat Biomed Eng. 2021 Jun;5(6):613-623 [PMID: 33707779]
  37. Int J Disaster Risk Reduct. 2021 Nov;65:102547 [PMID: 34497742]
  38. IEEE Trans Neural Netw Learn Syst. 2021 Nov;32(11):4793-4813 [PMID: 33079674]
  39. Microorganisms. 2022 Aug 24;10(9): [PMID: 36144304]
  40. Dis Markers. 2022 Jul 23;2022:2461055 [PMID: 35915735]
  41. IEEE Comput Graph Appl. 2022 Nov-Dec;42(6):11-23 [PMID: 36094981]
  42. Curr Pharm Des. 2018;24(28):3347-3358 [PMID: 29879881]
  43. IEEE Trans Neural Netw Learn Syst. 2022 Dec;33(12):6999-7019 [PMID: 34111009]
  44. Proc Biol Sci. 2020 Feb 12;287(1920):20192882 [PMID: 32019444]
  45. IEEE Rev Biomed Eng. 2021;14:4-15 [PMID: 32305937]
  46. Br J Radiol. 2023 Oct;96(1150):20230023 [PMID: 37698583]
  47. Lancet Public Health. 2020 Aug;5(8):e452-e459 [PMID: 32682487]
  48. Heliyon. 2022 Nov 07;8(11):e11331 [PMID: 36406675]
  49. BMC Med. 2020 May 25;18(1):152 [PMID: 32448247]
  50. J Int Med Res. 2021 Mar;49(3):300060521993980 [PMID: 33787392]
  51. Infect Dis Health. 2019 Feb;24(1):44-48 [PMID: 30541697]
  52. BMJ. 2020 Sep 9;370:m3164 [PMID: 32909959]
  53. IEEE J Biomed Health Inform. 2022 Oct;26(10):5067-5074 [PMID: 34822333]
  54. Comput Struct Biotechnol J. 2023 Jan 31;21:1372-1382 [PMID: 36817954]
  55. J Biophotonics. 2021 Nov;14(11):e202100141 [PMID: 34423902]
  56. Comput Biol Med. 2022 Oct;149:106020 [PMID: 36088715]
  57. Diagnostics (Basel). 2023 May 28;13(11): [PMID: 37296738]
  58. Nat Med. 2019 Jan;25(1):30-36 [PMID: 30617336]
  59. Cochrane Database Syst Rev. 2020 Aug 18;8:CD013699 [PMID: 33502000]
  60. Stud Health Technol Inform. 2022 May 25;294:674-678 [PMID: 35612174]
  61. Int J Mol Sci. 2021 Feb 04;22(4): [PMID: 33557253]
  62. Cancer Lett. 2020 Feb 28;471:61-71 [PMID: 31830558]
  63. Comput Biol Med. 2021 Dec;139:104967 [PMID: 34739968]
  64. Mol Divers. 2021 Aug;25(3):1315-1360 [PMID: 33844136]
  65. Pathogens. 2022 Jun 16;11(6): [PMID: 35745544]
  66. Brief Bioinform. 2021 Jan 18;22(1):247-269 [PMID: 31950972]
  67. Sensors (Basel). 2018 Aug 02;18(8): [PMID: 30072607]
  68. JMIR Mhealth Uhealth. 2020 Oct 29;8(10):e23148 [PMID: 33006944]
  69. J Vet Diagn Invest. 2022 Jul;34(4):612-621 [PMID: 35603565]
  70. Int J Environ Res Public Health. 2020 Jun 12;17(12): [PMID: 32545581]
  71. J Chem Inf Model. 2020 Dec 28;60(12):5832-5852 [PMID: 33326239]
  72. Front Genet. 2023 Jul 27;14:1145166 [PMID: 37576548]
  73. Front Artif Intell. 2022 Aug 01;5:733345 [PMID: 35978651]
  74. Front Genet. 2017 Jun 16;8:84 [PMID: 28670325]
  75. IEEE Trans Big Data. 2020 Oct 21;7(1):45-55 [PMID: 37981990]
  76. J Clin Med. 2021 Mar 30;10(7): [PMID: 33808513]
  77. Infection. 2022 Dec;50(6):1425-1430 [PMID: 36192607]
  78. BMJ Qual Saf. 2018 Apr;27(4):261-270 [PMID: 28993441]
  79. PLoS Negl Trop Dis. 2015 Sep 14;9(9):e0004043 [PMID: 26366874]
  80. Bioinformatics. 2022 Jan 3;38(2):325-334 [PMID: 34613360]
  81. Future Med Chem. 2021 Mar;13(6):575-585 [PMID: 33590764]
  82. N Engl J Med. 2021 Jul 15;385(3):283-286 [PMID: 34260843]
  83. Science. 2020 Apr 24;368(6489):395-400 [PMID: 32144116]
  84. Molecules. 2020 Nov 12;25(22): [PMID: 33198233]
  85. IEEE Trans Neural Netw Learn Syst. 2022 Jan;33(1):3-11 [PMID: 34669582]

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