Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • News & Views
  • Published:

Drug delivery

Lipid discovery for mRNA delivery guided by machine learning

Combining machine learning with high-throughput synthesis expedites ionizable cationic lipid development for nanoparticle-based messenger RNA delivery.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Integrating machine learning with advanced combinatorial chemistry to accelerate ionizable cationic lipid development.

References

  1. Kulkarni, J. A. et al. Nat. Nanotechnol. 16, 630–643 (2021).

    Article  CAS  PubMed  Google Scholar 

  2. Akinc, A. et al. Nat. Biotechnol. 26, 561–569 (2008).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Semple, S. C. et al. Nat. Biotechnol. 28, 172–176 (2010).

    Article  CAS  PubMed  Google Scholar 

  4. Jayaraman, M. et al. Angew. Chem. Int. Ed. 51, 8529–8533 (2012).

    Article  CAS  Google Scholar 

  5. Akinc, A. et al. Nat. Nanotechnol. 14, 1084–1087 (2019).

    Article  CAS  PubMed  Google Scholar 

  6. Hou, X., Zaks, T., Langer, R. & Dong, Y. Nat. Rev. Mater. 6, 1078–1094 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Li, B. et al. Nat. Mater. https://doi.org/10.1038/s41563-024-01867-3 (2024).

    Article  PubMed  PubMed Central  Google Scholar 

  8. Cheng, Q. et al. Nat. Nanotechnol. 15, 313–320 (2020).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Yamankurt, G. et al. Nat. Biomed. Eng. 3, 318–327 (2019).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. Reker, D. et al. Nat. Nanotechnol. 16, 725–733 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Roy van der Meel.

Ethics declarations

Competing interests

The authors declare no competing interests.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

van der Meel, R., Grisoni, F. & Mulder, W.J.M. Lipid discovery for mRNA delivery guided by machine learning. Nat. Mater. 23, 880–881 (2024). https://doi.org/10.1038/s41563-024-01934-9

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/s41563-024-01934-9

Search

Quick links

Nature Briefing: Translational Research

Sign up for the Nature Briefing: Translational Research newsletter — top stories in biotechnology, drug discovery and pharma.

Get what matters in translational research, free to your inbox weekly. Sign up for Nature Briefing: Translational Research