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Unlocking the power of spatial omics with AI

Spatial omics technologies have transformed biomedical research by offering detailed, spatially resolved molecular profiles that elucidate tissue structure and function at unprecedented levels. AI can potentially unlock the full power of spatial omics, facilitating the integration of complex datasets and discovery of novel biomedical insights.

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Fig. 1: Schematic representation of AI integration with diverse levels and types of biomedical data for enhanced insights and clinical applications.

References

  1. Chen, A. et al. Cell 185, 1777–1792.e1721 (2022).

    Article  CAS  PubMed  Google Scholar 

  2. Chen, K. H., Boettiger, A. N., Moffitt, J. R., Wang, S. & Zhuang, X. Science 348, aaa6090 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  3. He, S. et al. Nat. Biotechnol. 40, 1794–1806 (2022).

    Article  CAS  PubMed  Google Scholar 

  4. Zhang, Q. et al. Nat. Commun. 14, 4050 (2023).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Haviv, D. et al. Nat. Biotechnol. https://doi.org/10.1038/s41587-024-02193-4 (2024).

    Article  PubMed  Google Scholar 

  6. Zhang, D. et al. Nature 616, 113–122 (2023).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Liu, Y. et al. Nat. Biotechnol. 41, 1405–1409 (2023).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Vicari, M. et al. Nat. Biotechnol. https://doi.org/10.1038/s41587-023-01937-y (2023).

    Article  PubMed  PubMed Central  Google Scholar 

  9. Zhang, D. et al. Nat. Biotechnol. https://doi.org/10.1038/s41587-023-02019-9 (2024).

    Article  PubMed  Google Scholar 

  10. Wang, L., Li, M. & Hwang, T. H. Cancer Discov. 14, 625–629 (2024).

    Article  CAS  PubMed  Google Scholar 

  11. Huang, Z., Bianchi, F., Yuksekgonul, M., Montine, T. J. & Zou, J. Nat. Med. 29, 2307–2316 (2023).

    Article  CAS  PubMed  Google Scholar 

  12. Lu, M. Y. et al. Nat. Med. 30, 863–874 (2024).

    Article  CAS  PubMed  Google Scholar 

  13. Yang, F. et al. Nat. Mach. Intell. 4, 852–866 (2022).

    Article  Google Scholar 

  14. Cui, H. et al. Nat. Methods https://doi.org/10.1038/s41592-024-02201-0 (2024).

    Article  PubMed  Google Scholar 

  15. Schaar, A. C. et al. Preprint at bioRxiv https://doi.org/10.1101/2024.04.15.589472 (2024).

Download references

Acknowledgements

M.L. was partly supported by the following US National Institutes of Health grants: R01GM125301, R01HG013185, R01EY030192, R01HL150359, U19NS135582 and P01AG066597.

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K.C. wrote the manuscript with guidance from M.L. M.L. edited the original draft. A.S. created the figure with input from K.C. and M.L. All authors edited and gave final approval to the manuscript.

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Correspondence to Mingyao Li.

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Competing financial interests

M.L. receives research funding from Biogen Inc. M.L. is a co-founder of OmicPath AI LLC. The other authors declare no competing financial interests.

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Coleman, K., Schroeder, A. & Li, M. Unlocking the power of spatial omics with AI. Nat Methods 21, 1378–1381 (2024). https://doi.org/10.1038/s41592-024-02363-x

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