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PICASSO allows ultra-multiplexed fluorescence imaging of spatially overlapping proteins without reference spectra measurements

Author

Listed:
  • Junyoung Seo

    (Korea Advanced Institute of Science and Technology)

  • Yeonbo Sim

    (Sungkyunkwan University)

  • Jeewon Kim

    (Korea Advanced Institute of Science and Technology)

  • Hyunwoo Kim

    (Korea Advanced Institute of Science and Technology)

  • In Cho

    (Korea Advanced Institute of Science and Technology)

  • Hoyeon Nam

    (Korea Advanced Institute of Science and Technology)

  • Young-Gyu Yoon

    (Korea Advanced Institute of Science and Technology)

  • Jae-Byum Chang

    (Korea Advanced Institute of Science and Technology)

Abstract

Ultra-multiplexed fluorescence imaging requires the use of spectrally overlapping fluorophores to label proteins and then to unmix the images of the fluorophores. However, doing this remains a challenge, especially in highly heterogeneous specimens, such as the brain, owing to the high degree of variation in the emission spectra of fluorophores in such specimens. Here, we propose PICASSO, which enables more than 15-color imaging of spatially overlapping proteins in a single imaging round without using any reference emission spectra. PICASSO requires an equal number of images and fluorophores, which enables such advanced multiplexed imaging, even with bandpass filter-based microscopy. We show that PICASSO can be used to achieve strong multiplexing capability in diverse applications. By combining PICASSO with cyclic immunofluorescence staining, we achieve 45-color imaging of the mouse brain in three cycles. PICASSO provides a tool for multiplexed imaging with high accessibility and accuracy for a broad range of researchers.

Suggested Citation

  • Junyoung Seo & Yeonbo Sim & Jeewon Kim & Hyunwoo Kim & In Cho & Hoyeon Nam & Young-Gyu Yoon & Jae-Byum Chang, 2022. "PICASSO allows ultra-multiplexed fluorescence imaging of spatially overlapping proteins without reference spectra measurements," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30168-z
    DOI: 10.1038/s41467-022-30168-z
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    1. Tingying Peng & Kurt Thorn & Timm Schroeder & Lichao Wang & Fabian J. Theis & Carsten Marr & Nassir Navab, 2017. "A BaSiC tool for background and shading correction of optical microscopy images," Nature Communications, Nature, vol. 8(1), pages 1-7, August.
    2. Kwanghun Chung & Jenelle Wallace & Sung-Yon Kim & Sandhiya Kalyanasundaram & Aaron S. Andalman & Thomas J. Davidson & Julie J. Mirzabekov & Kelly A. Zalocusky & Joanna Mattis & Aleksandra K. Denisin &, 2013. "Structural and molecular interrogation of intact biological systems," Nature, Nature, vol. 497(7449), pages 332-337, May.
    3. Alex M. Valm & Sarah Cohen & Wesley R. Legant & Justin Melunis & Uri Hershberg & Eric Wait & Andrew R. Cohen & Michael W. Davidson & Eric Betzig & Jennifer Lippincott-Schwartz, 2017. "Applying systems-level spectral imaging and analysis to reveal the organelle interactome," Nature, Nature, vol. 546(7656), pages 162-167, June.
    4. Pavel Zrazhevskiy & Xiaohu Gao, 2013. "Quantum dot imaging platform for single-cell molecular profiling," Nature Communications, Nature, vol. 4(1), pages 1-12, June.
    5. Jia-Ren Lin & Mohammad Fallahi-Sichani & Peter K. Sorger, 2015. "Highly multiplexed imaging of single cells using a high-throughput cyclic immunofluorescence method," Nature Communications, Nature, vol. 6(1), pages 1-7, December.
    6. Hartland W. Jackson & Jana R. Fischer & Vito R. T. Zanotelli & H. Raza Ali & Robert Mechera & Savas D. Soysal & Holger Moch & Simone Muenst & Zsuzsanna Varga & Walter P. Weber & Bernd Bodenmiller, 2020. "The single-cell pathology landscape of breast cancer," Nature, Nature, vol. 578(7796), pages 615-620, February.
    7. Hao Shi & Qiaojuan Shi & Benjamin Grodner & Joan Sesing Lenz & Warren R. Zipfel & Ilana Lauren Brito & Iwijn De Vlaminck, 2020. "Highly multiplexed spatial mapping of microbial communities," Nature, Nature, vol. 588(7839), pages 676-681, December.
    8. Alex M Valm & Rudolf Oldenbourg & Gary G Borisy, 2016. "Multiplexed Spectral Imaging of 120 Different Fluorescent Labels," PLOS ONE, Public Library of Science, vol. 11(7), pages 1-17, July.
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