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Augmented reality microscopes for cancer histopathology

A microscope equipped with augmented display and accurate deep-learning models for real-time detection and highlighting of cancerous cells enables detection of breast cancer lymph node metastasis and prostate cancer.

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Fig. 1: The augmented reality microscope.

References

  1. 1.

    Coudray, N. et al. Nat. Med. 24, 1559–1567 (2018).

    CAS  Article  Google Scholar 

  2. 2.

    Khosravi, P., Kazemi, E., Imielinski, M., Elemento, O. & Hajirasouliha, I. EBioMedicine 27, 317–328 (2018).

    Article  Google Scholar 

  3. 3.

    Campanella, G., et al. Nat. Med. https://doi.org/10.1038/s41591-019-0508-1 (2019).

    CAS  Article  Google Scholar 

  4. 4.

    Liu, Y., et al. https://arxiv.org/abs/1703.02442 (2017).

  5. 5.

    Bilaloglu, S., et al. Preprint at bioRxiv https://doi.org/10.1101/633123 (2019).

  6. 6.

    Wang, D., et al. https://arxiv.org/abs/1606.05718 (2016).

  7. 7.

    Ehteshami Bejnordi, B. et al. J. Am. Med. Assoc. 318, 2199–2210 (2017).

    Article  Google Scholar 

  8. 8.

    Hekler, A. et al. Eur. J. Cancer 115, 79–83 (2019).

    Article  Google Scholar 

  9. 9.

    Chen, P.-H. C. et al. Nat. Med. https://doi.org/10.1038/s41591-019-0539-7 (2019).

  10. 10.

    Bray, F. et al. CA Cancer J. Clin. 68, 394–424 (2018).

    Article  Google Scholar 

  11. 11.

    Bui, M. M. et al. J. Pathol. Inform. 10, 10 (2019).

    PubMed Central  Google Scholar 

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Correspondence to Narges Razavian.

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Razavian, N. Augmented reality microscopes for cancer histopathology. Nat Med 25, 1334–1336 (2019). https://doi.org/10.1038/s41591-019-0574-4

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