Abstract
High-resolution optical imaging deep in tissues is challenging because of optical aberrations and scattering of light caused by the complex structure of living matter. Here we present an adaptive optics three-photon microscope based on analog lock-in phase detection for focus sensing and shaping (ALPHA-FSS). ALPHA-FSS accurately measures and effectively compensates for both aberrations and scattering induced by specimens and recovers subcellular resolution at depth. A conjugate adaptive optics configuration with remote focusing enables in vivo imaging of fine neuronal structures in the mouse cortex through the intact skull up to a depth of 750 µm below the pia, enabling near-non-invasive high-resolution microscopy in cortex. Functional calcium imaging with high sensitivity and high-precision laser-mediated microsurgery through the intact skull were also demonstrated. Moreover, we achieved in vivo high-resolution imaging of the deep cortex and subcortical hippocampus up to 1.1 mm below the pia within the intact brain.
This is a preview of subscription content, access via your institution
Access options
Access Nature and 54 other Nature Portfolio journals
Get Nature+, our best-value online-access subscription
$29.99 / 30 days
cancel any time
Subscribe to this journal
Receive 12 print issues and online access
$209.00 per year
only $17.42 per issue
Buy this article
- Purchase on SpringerLink
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Data availability
The authors declare that the main data supporting the findings of this study are available within the paper, its extended data and Supplementary Information files. The source data files for all data presented within the figures can be found at https://github.com/QuLabHKUST/QuLabAO.
Code availability
The custom codes for image processing are available online at https://github.com/QuLabHKUST/QuLabAO.
References
Helmchen, F. & Denk, W. Deep tissue two-photon microscopy. Nat. Methods 2, 932–940 (2005).
Theer, P. & Denk, W. T. On the fundamental imaging-depth limit in two-photon microscopy. Proc. SPIE 5463, Femtosecond Laser Applications in Biology. https://doi.org/10.1117/12.548057 (2004).
Horton, N. G. et al. In vivo three-photon microscopy of subcortical structures within an intact mouse brain. Nat. Photonics 7, 205–209 (2013).
Ouzounov, D. G. et al. In vivo three-photon imaging of activity of GCaMP6-labeled neurons deep in intact mouse brain. Nat. Methods 14, 388–390 (2017).
Kubby, J. A. Adaptive Optics for Biological Imaging (CRC Press, 2013).
Booth, M. J. Adaptive optical microscopy: the ongoing quest for a perfect image. Light Sci. Appl. 3, e165 (2014).
Ji, N. Adaptive optical fluorescence microscopy. Nat. Methods 14, 374–380 (2017).
Wang, K. et al. Rapid adaptive optical recovery of optimal resolution over large volumes. Nat. Methods 11, 625–628 (2014).
Wang, K. et al. Direct wavefront sensing for high-resolution in vivo imaging in scattering tissue. Nat. Commun. 6, 7276 (2015).
Liu, R., Li, Z., Marvin, J. S. & Kleinfeld, D. Direct wavefront sensing enables functional imaging of infragranular axons and spines. Nat. Methods 16, 615–618 (2019).
Débarre, D. et al. Image-based adaptive optics for two-photon microscopy. Opt. Lett. 34, 2495 (2009).
Ji, N., Milkie, D. E. & Betzig, E. Adaptive optics via pupil segmentation for high-resolution imaging in biological tissues. Nat. Methods 7, 141–147 (2010).
Tang, J., Germain, R. N. & Cui, M. Superpenetration optical microscopy by iterative multiphoton adaptive compensation technique. Proc. Natl Acad. Sci. USA 109, 8434–8439 (2012).
Wang, C. et al. Multiplexed aberration measurement for deep tissue imaging in vivo. Nat. Methods 11, 1037–1040 (2014).
Papadopoulos, I. N., Jouhanneau, J.-S., Poulet, J. F. A. & Judkewitz, B. Scattering compensation by focus scanning holographic aberration probing (F-SHARP). Nat. Photonics 11, 116–123 (2017).
Papadopoulos, I. N. et al. Dynamic conjugate F-SHARP microscopy. Light Sci. Appl. 9, 110 (2020).
Yaqoob, Z., Psaltis, D., Feld, M. S. & Yang, C. Optical phase conjugation for turbidity suppression in biological samples. Nat. Photonics 2, 110–115 (2008).
Xu, H.-T., Pan, F., Yang, G. & Gan, W.-B. Choice of cranial window type for in vivo imaging affects dendritic spine turnover in the cortex. Nat. Neurosci. 10, 549–551 (2007).
Nimmerjahn, A. Optical window preparation for two-photon imaging of microglia in mice. Cold Spring Harb. Protoc. 2012, pdb.prot069286 (2012).
Park, J.-H., Sun, W. & Cui, M. High-resolution in vivo imaging of mouse brain through the intact skull. Proc. Natl Acad. Sci. USA 112, 9236–9241 (2015).
Tao, X. et al. Three-dimensional focusing through scattering media using conjugate adaptive optics with remote focusing (CAORF). Opt. Express 25, 10368–10383 (2017).
Hontani, Y., Xia, F. & Xu, C. Multicolor three-photon fluorescence imaging with single-wavelength excitation deep in mouse brain. Sci. Adv. 7, eabf3531 (2021).
Wang, T. et al. Three-photon imaging of mouse brain structure and function through the intact skull. Nat. Methods 15, 789–792 (2018).
Streich, L. et al. High-resolution structural and functional deep brain imaging using adaptive optics three-photon microscopy. Nat. Methods 18, 1253–1258 (2021).
Rodríguez, C. et al. An adaptive optics module for deep tissue multiphoton imaging in vivo. Nat. Methods 18, 1259–1264 (2021).
Göbel, W. & Helmchen, F. In vivo calcium imaging of neural network function. Physiology Bethesda 22, 358–365 (2007).
Parkhurst, C. N. & Gan, W.-B. Microglia dynamics and function in the CNS. Curr. Opin. Neurobiol. 20, 595–600 (2010).
Canty, A. J. et al. In-vivo single neuron axotomy triggers axon regeneration to restore synaptic density in specific cortical circuits. Nat. Commun. 4, 2038 (2013).
Nishimura, N. et al. Targeted insult to subsurface cortical blood vessels using ultrashort laser pulses: three models of stroke. Nat. Methods 3, 99–108 (2006).
Karran, E., Mercken, M. & De Strooper, B. The amyloid cascade hypothesis for Alzheimer’s disease: an appraisal for the development of therapeutics. Nat. Rev. Drug Discov. 10, 698–712 (2011).
Lau, S.-F. et al. IL-33-PU.1 transcriptome reprogramming drives functional state transition and clearance activity of microglia in Alzheimer’s disease. Cell Rep. 31, 107530 (2020).
Chen, C. et al. High-resolution two-photon transcranial imaging of brain using direct wavefront sensing. Photonics Res. 9, 1144–1156 (2021).
Chen, C. et al. In vivo near-infrared two-photon imaging of amyloid plaques in deep brain of Alzheimer’s disease mouse model. ACS Chem. Neurosci. 9, 3128–3136 (2018).
Holtmaat, A. et al. Long-term, high-resolution imaging in the mouse neocortex through a chronic cranial window. Nat. Protoc. 4, 1128–1144 (2009).
Kim, T. H. et al. Long-term optical access to an estimated one million neurons in the live mouse cortex. Cell Rep. 17, 3385–3394 (2016).
Barretto, R. P. J., Messerschmidt, B. & Schnitzer, M. J. In vivo fluorescence imaging with high-resolution microlenses. Nat. Methods 6, 511–512 (2009).
Qin, Z. et al. Adaptive optics two-photon endomicroscopy enables deep-brain imaging at synaptic resolution over large volumes. Sci. Adv. 6, eabc6521 (2020).
Dombeck, D. A., Harvey, C. D., Tian, L., Looger, L. L. & Tank, D. W. Functional imaging of hippocampal place cells at cellular resolution during virtual navigation. Nat. Neurosci. 13, 1433–1440 (2010).
Wang, T. & Xu, C. Three-photon neuronal imaging in deep mouse brain. Optica 7, 947–960 (2020).
Liu, H. et al. In vivo deep-brain structural and hemodynamic multiphoton microscopy enabled by quantum dots. Nano Lett. 19, 5260–5265 (2019).
Akturk, S., Gu, X., Kimmel, M. & Trebino, R. Extremely simple single-prism ultrashort-pulse compressor. Opt. Express 14, 10101–10108 (2006).
Park, J.-H., Kong, L., Zhou, Y. & Cui, M. Large-field-of-view imaging by multi-pupil adaptive optics. Nat. Methods 14, 581–583 (2017).
Pologruto, T. A., Sabatini, B. L. & Svoboda, K. ScanImage: flexible software for operating laser scanning microscopes. Biomed. Eng. Online 2, 13 (2003).
Oppenheim, A. V., Willsky, A. S. & Nawab, S. H. Signals & Systems (Prentice-Hall International, 1997).
Yang, Y., Chen, W., Fan, J. L. & Ji, N. Adaptive optics enables aberration-free single-objective remote focusing for two-photon fluorescence microscopy. Biomed. Opt. Express 12, 354–366 (2021).
Feng, G. et al. Imaging neuronal subsets in transgenic mice expressing multiple spectral variants of GFP. Neuron 28, 41–51 (2000).
Jung, S. et al. Analysis of fractalkine receptor CX3CR1 function by targeted deletion and green fluorescent protein reporter gene insertion. Mol. Cell. Biol. 20, 4106–4114 (2000).
Yang, G., Pan, F., Parkhurst, C. N., Grutzendler, J. & Gan, W.-B. Thinned-skull cranial window technique for long-term imaging of the cortex in live mice. Nat. Protoc. 5, 201–208 (2010).
Sun, Q. et al. In vivo imaging-guided microsurgery based on femtosecond laser produced new fluorescent compounds in biological tissues. Biomed. Opt. Express 9, 581–590 (2018).
Schindelin, J. et al. Fiji: an open-source platform for biological-image analysis. Nat. Methods 9, 676–682 (2012).
Thévenaz, P., Ruttimann, U. E. & Unser, M. A pyramid approach to subpixel registration based on intensity. IEEE Trans. Image Process. 7, 27–41 (1998).
Acknowledgements
This work was supported by the Hong Kong Research Grants Council through grants 16103215, 16148816, 16102518, 16102920, T13-607/12R, T13-605/18W, C6002-17GF, C6001-19E and N_HKUST603/19 (to J.Y.Q.), the Innovation and Technology Commission (ITCPD/17-9 to N.Y.I.), the Area of Excellence Scheme of the University Grants Committee (AoE/M-604/16 to N.Y.I. and J.Y.Q.), the National Key R&D Program of China (2018YFE0203600 to N.Y.I.) and the Guangdong Provincial Fund for Basic and Applied Basic Research (2019B1515130004 to N.Y.I.). We thank J. He, M. M. Hossian and M. Chen from City University of Hong Kong for providing the CCK-GCaMP6s transgenic mice and preparing the open skull window.
Author information
Authors and Affiliations
Contributions
Z.Q. and J.Y.Q. conceived of the research idea. Z.Q. built the AO 3P imaging system and created the control software. Z.Q., Z.S. and C.C. designed and conducted the experiments and data analysis. Z.S. carried out the surgery, with the assistance of C.C., Z.Q., W.W. and J.L. N.Y.I. and J.Y.Q. supervised the project. C.C. and Z.Q. took the lead in writing the manuscript, with input from all other authors.
Corresponding author
Ethics declarations
Competing interests
Z.Q. and J.Y.Q. have submitted a patent application on part of the described work. The remaining authors declare no competing interests.
Peer review
Peer review information
Nature Biotechnology thanks Xi Chen and the other, anonymous, reviewer(s) for their contribution to the peer review of this work.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Supplementary Information
Supplementary Discussion, Supplementary Figs. 1–23 and Supplementary Table 1
Supplementary Video 1
Video 1: Conjugate AO with remote focusing enables effective improvement of imaging resolution over large imaging depths ranged from 100 µm to 500 µm, with a single corrective wavefront at 300 µm
Supplementary Video 2
Video 2: Near-simultaneous multi-plane calcium imaging of neuronal and dendritic activities from different cortical layers through the intact skull
Supplementary Video 3
Video 3: Time-lapse imaging at multiple depths revealed that the highly-localized lesion activated only a few adjacent microglia (within a distance of 50 µm)
Rights and permissions
About this article
Cite this article
Qin, Z., She, Z., Chen, C. et al. Deep tissue multi-photon imaging using adaptive optics with direct focus sensing and shaping. Nat Biotechnol 40, 1663–1671 (2022). https://doi.org/10.1038/s41587-022-01343-w
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41587-022-01343-w
This article is cited by
-
Unlocking multi-photon excited luminescence in pyrazolate trinuclear gold clusters for dynamic cell imaging
Nature Communications (2024)
-
Geometric transformation adaptive optics (GTAO) for volumetric deep brain imaging through gradient-index lenses
Nature Communications (2024)
-
Nonlinear absorption with Hermite-Gaussian beams
Journal of Optics (2024)
-
A Through-Intact-Skull (TIS) chronic window technique for cortical structure and function observation in mice
eLight (2022)
-
Large-volume and deep brain imaging in rabbits and monkeys using COMPACT two-photon microscopy
Scientific Reports (2022)