Optimization of cell morphology measurement via single-molecule tracking PALM
Open accessAbstract
In neurons, the shape of dendritic spines relates to synapse function, which is rapidly altered during experience-dependent neural plasticity. The small size of spines makes detailed measurement of their morphology in living cells best suited to super-resolution imaging techniques. The distribution of molecular positions mapped via live-cell Photoactivated Localization Microscopy (PALM) is a powerful approach, but molecular motion complicates this analysis and can degrade overall resolution of the morphological reconstruction. Nevertheless, the motion is of additional interest because tracking single molecules provides diffusion coefficients, bound fraction, and other key functional parameters. We used Monte Carlo simulations to examine features of single-molecule tracking of practical utility for the simultaneous determination of cell morphology. We find that the accuracy of determining both distance and angle of motion depend heavily on the precision with which molecules are localized. Strikingly, diffusion within a bounded region resulted in an inward bias of localizations away from the edges, inaccurately reflecting the region structure. This inward bias additionally resulted in a counterintuitive reduction of measured diffusion coefficient for fast-moving molecules; this effect was accentuated by the long camera exposures typically used in single-molecule tracking. Thus, accurate determination of cell morphology from rapidly moving molecules requires the use of short integration times within each image to minimize artifacts caused by motion during image acquisition. Sequential imaging of neuronal processes using excitation pulses of either 2 ms or 10 ms within imaging frames confirmed this: processes appeared erroneously thinner when imaged using the longer excitation pulse. Using this pulsed excitation approach, we show that PALM can be used to image spine and spine neck morphology in living neurons. These results clarify a number of issues involved in interpretation of single-molecule data in living cells and provide a method to minimize artifacts in single-molecule experiments.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Live super-resolution microscopy requires some thoughtful compromises between temporal and spatial resolution.
“In all cases, live super-resolution microscopy requires some thoughtful compromises between temporal and spatial resolution (Frost et al., 2012).”
From Barriers in the brain: resolving dendritic spine morphology and compartmentalization (2014) · cites this paper as Frost et al., 2012
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Imaging Intracellular Fluorescent Proteins at Nanometer Resolution
Betzig, E., Patterson, G. H., Sougrat, R., Lindwasser, O. W., Olenych, S. G., Bonifacino, J. S., Davidson, M. W., Lippincott‐Schwartz, J., & Hess, H. F. (2006) · Science · doi:10.1126/science.1127344 · Cited by 8,802 · see citing works
Ultra-High Resolution Imaging by Fluorescence Photoactivation Localization Microscopy
Hess, S. T., Girirajan, T. P. K., & Mason, M. D. (2006) · Biophysical Journal · doi:10.1529/biophysj.106.091116 · Cited by 3,624 · see citing works
Precise Nanometer Localization Analysis for Individual Fluorescent Probes
Thompson, R. E., Larson, D. R., & Webb, W. W. (2002) · Biophysical Journal · doi:10.1016/s0006-3495(02)75618-x · Cited by 2,320 · see citing works
Myosin V Walks Hand-Over-Hand: Single Fluorophore Imaging with 1.5-nm Localization
Yildiz, A., Forkey, J., McKinney, S., Ha, T., Goldman, Y., & Selvin, P. (2003) · Science · doi:10.1126/science.1084398 · Cited by 1,870 · see citing works
Dendritic spine pathology in neuropsychiatric disorders
Penzes, P., Cahill, M. E., Jones, K. A., VanLeeuwen, J.-E., & Woolfrey, K. M. (2011) · Nature Neuroscience · doi:10.1038/nn.2741 · Cited by 1,523 · see citing works
Fluorescent probes for super-resolution imaging in living cells
Fernández-Suárez, M., & Ting, A. Y. (2008) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm2531 · Cited by 1,306 · see citing works
Structure and function of dendritic spines
Nimchinsky, E. A., Sabatini, B. L., & Svoboda, K. (2002) · Annual Review of Physiology · doi:10.1146/annurev.physiol.64.081501.160008 · Cited by 1,208 · see citing works
High-density mapping of single-molecule trajectories with photoactivated localization microscopy
Manley, S., Gillette, J. M., Patterson, G. H., Shroff, H., Hess, H. F., Betzig, E., & Lippincott‐Schwartz, J. (2008) · Nature Methods · doi:10.1038/nmeth.1176 · Cited by 1,203 · see citing works
Breaking the Diffraction Barrier: Super-Resolution Imaging of Cells
Huang, B., Babcock, H. P., & Zhuang, X. (2010) · Cell · doi:10.1016/j.cell.2010.12.002 · Cited by 1,159 · see citing works
Harris, K., & Stevens, J. (1989) · The Journal of Neuroscience · doi:10.1523/jneurosci.09-08-02982.1989 · Cited by 1,073 · see citing works
Harris, K. M., Jensen, F. E., & Tsao, B. (1992) · Journal of Neuroscience · doi:10.1523/jneurosci.12-07-02685.1992 · Cited by 990 · see citing works
Ridley, A. J. (2011) · Cell · doi:10.1016/j.cell.2011.06.010 · Cited by 960 · see citing works
Balancing Structure and Function at Hippocampal Dendritic Spines
Bourne, J. N., & Harris, K. M. (2008) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.31.060407.125646 · Cited by 916 · see citing works
Live-cell photoactivated localization microscopy of nanoscale adhesion dynamics
Shroff, H., Galbraith, C. G., Galbraith, J. A., & Betzig, E. (2008) · Nature Methods · doi:10.1038/nmeth.1202 · Cited by 874 · see citing works
Fast, three-dimensional super-resolution imaging of live cells
Jones, S. A., Shim, S., He, J., & Zhuang, X. (2011) · Nature Methods · doi:10.1038/nmeth.1605 · Cited by 752 · see citing works
Engineering of a monomeric green-to-red photoactivatable fluorescent protein induced by blue light
Gurskaya, N. G., Verkhusha, V. V., Shcheglov, A. S., Staroverov, D. B., Chepurnykh, T. V., Fradkov, A. F., Lukyanov, S., & Lukyanov, K. A. (2006) · Nature Biotechnology · doi:10.1038/nbt1191 · Cited by 725 · see citing works
Dynamic multiple-target tracing to probe spatiotemporal cartography of cell membranes
Sergé, A., Bertaux, N., Rigneault, H., & Marguet, D. (2008) · Nature Methods · doi:10.1038/nmeth.1233 · Cited by 633 · see citing works
Analysis of Binding Reactions by Fluorescence Recovery after Photobleaching
Sprague, B. L., Pego, R. L., Stavreva, D. A., & McNally, J. G. (2004) · Biophysical Journal · doi:10.1529/biophysj.103.026765 · Cited by 617 · see citing works
Localization Accuracy in Single-Molecule Microscopy
Ober, R. J., Ram, S., & Ward, E. S. (2004) · Biophysical Journal · doi:10.1016/s0006-3495(04)74193-4 · Cited by 587 · see citing works
A bright and photostable photoconvertible fluorescent protein
McKinney, S., Murphy, C. S., Hazelwood, K. L., Davidson, M. W., & Looger, L. L. (2009) · Nature Methods · doi:10.1038/nmeth.1296 · Cited by 550 · see citing works
Shroff, H., Galbraith, C. G., Galbraith, J. A., White, H., Gillette, J. M., Olenych, S. G., Davidson, M. W., & Betzig, E. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0710517105 · Cited by 498 · see citing works
Ultrafine Membrane Compartments for Molecular Diffusion as Revealed by Single Molecule Techniques
Murase, K., Fujiwara, T. K., Umemura, Y. M., Suzuki, K. G. N., Iino, R., Yamashita, H., Saito, M., Murakoshi, H., Ritchie, K. P., & Kusumi, A. (2004) · Biophysical Journal · doi:10.1529/biophysj.103.035717 · Cited by 431 · see citing works
Dynamic Superresolution Imaging of Endogenous Proteins on Living Cells at Ultra-High Density
Giannone, G., Hosy, E., Levet, F., Constals, A., Schulze, K., Sobolevsky, A. I., Rosconi, M. P., Gouaux, E., Tampé, R., Choquet, D., et al. (2010) · Biophysical Journal · doi:10.1016/j.bpj.2010.06.005 · Cited by 415 · see citing works
The role of receptor diffusion in the organization of the postsynaptic membrane
Choquet, D., & Triller, A. (2003) · Nature reviews. Neuroscience · doi:10.1038/nrn1077 · Cited by 410 · see citing works
Hess, S. T., Gould, T. J., Gudheti, M. V., Maas, S. A., Mills, K. D., & Zimmerberg, J. J. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0708066104 · Cited by 373 · see citing works
Dynamics and Regulation of Clathrin Coats at Specialized Endocytic Zones of Dendrites and Spines
Blanpied, T. A., Scott, D. B., & Ehlers, M. (2002) · Neuron · doi:10.1016/s0896-6273(02)00979-0 · Cited by 366 · see citing works
Self-citationOne at a time, live tracking of NGF axonal transport using quantum dots
Cui, B., Wu, C., Chen, L., Ramı́rez, A., Bearer, E. L., Li, W., Mobley, W. C., & Chu, S. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0706192104 · Cited by 364 · see citing works
Subnanometre single-molecule localization, registration and distance measurements
Pertsinidis, A., Zhang, Y., & Chu, S. (2010) · Nature · doi:10.1038/nature09163 · Cited by 346 · see citing works
Harris, K., & Stevens, J. (1988) · The Journal of Neuroscience · doi:10.1523/jneurosci.08-12-04455.1988 · Cited by 318 · see citing works
STED Nanoscopy of Actin Dynamics in Synapses Deep Inside Living Brain Slices
Urban, N. T., Willig, K. I., Hell, S. W., & Nägerl, U. V. (2011) · Biophysical Journal · doi:10.1016/j.bpj.2011.07.027 · Cited by 295 · see citing works
Frost, N. A., Shroff, H., Kong, H., Betzig, E., & Blanpied, T. A. (2010) · Neuron · doi:10.1016/j.neuron.2010.05.026 · Cited by 263 · see citing works
Self-citationBeyond Rayleigh's criterion: A resolution measure with application to single-molecule microscopy
Ram, S., Ward, E. S., & Ober, R. J. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0508047103 · Cited by 262 · see citing works
Ram, S., Prabhat, P., Chao, J. W., Ward, E. S., & Ober, R. J. (2008) · Biophysical Journal · doi:10.1529/biophysj.108.140392 · Cited by 259 · see citing works
Single-particle tracking: effects of corrals
Saxton, M. J. (1995) · Biophysical Journal · doi:10.1016/s0006-3495(95)79911-8 · Cited by 198 · see citing works
Imaging biological structures with fluorescence photoactivation localization microscopy
Gould, T. J., Verkhusha, V. V., & Hess, S. T. (2009) · Nature Protocols · doi:10.1038/nprot.2008.246 · Cited by 195 · see citing works
Putting super-resolution fluorescence microscopy to work
Lippincott‐Schwartz, J., & Manley, S. (2008) · Nature Methods · doi:10.1038/nmeth.f.233 · Cited by 184 · see citing works
Spine neck plasticity controls postsynaptic calcium signals through electrical compartmentalization
Grunditz, Å., Holbro, N., Tian, L., Zuo, Y., & Oertner, T. G. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.2702-08.2008 · Cited by 157 · see citing works
Spine microdomains for postsynaptic signaling and plasticity
Newpher, T. M., & Ehlers, M. D. (2009) · Trends in Cell Biology · doi:10.1016/j.tcb.2009.02.004 · Cited by 140 · see citing works
Izeddin, I., Specht, C. G., Lelek, M., Darzacq, X., Triller, A., Zimmer, C., & Dahan, M. (2011) · PLoS ONE · doi:10.1371/journal.pone.0015611 · Cited by 139 · see citing works
A network of networks: cytoskeletal control of compartmentalized function within dendritic spines
Frost, N. A., Kerr, J. M., Lu, H. E., & Blanpied, T. A. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.06.009 · Cited by 65 · see citing works
Self-citationLateral Diffusion on Tubular Membranes: Quantification of Measurements Bias
Renner, M. L., Domanov, Y. A., Sandrin, F., Izeddin, I., Bassereau, P. M., & Triller, A. (2011) · PLoS ONE · doi:10.1371/journal.pone.0025731 · Cited by 48 · see citing works
On the Limits of the Optical Capacity of the Microscope
Helmholtz, & Fripp, H. E. (1876) · The Monthly Microscopical Journal · doi:10.1111/j.1365-2818.1876.tb05606.x · Cited by 35 · see citing works
Flagged first, then by citations
1 of the 43 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [35]Abbe E 1874 A Contribution to the Theory of the Microscope and the nature of Microscopic Vision. Proceedings of the Bristol Naturalists' Society 1 200 261
Cited by
Sorted by citations
Robust model-based analysis of single-particle tracking experiments with Spot-On
Hansen, A. S., Woringer, M., Grimm, J. B., Lavis, L. D., Tjian, R., & Darzacq, X. (2018) · eLife · doi:10.7554/elife.33125 · Cited by 283 · see citing works
Developments in preclinical cancer imaging: innovating the discovery of therapeutics
Conway, J. R. W., Carragher, N. O., & Timpson, P. (2014) · Nature reviews. Cancer · doi:10.1038/nrc3724 · Cited by 164 · see citing works
FALCON: fast and unbiased reconstruction of high-density super-resolution microscopy data
Min, J., Vonesch, C., Kirshner, H., Carlini, L., Olivier, N., Holden, S. J., Manley, S., Ye, J. C., & Unser, M. A. (2014) · Scientific Reports · doi:10.1038/srep04577 · Cited by 153 · see citing works
Nanoscopic compartmentalization of membrane protein motion at the axon initial segment
Albrecht, D., Winterflood, C. M., Sadeghi, M., Tschager, T., Noé, F., & Ewers, H. (2016) · The Journal of Cell Biology · doi:10.1083/jcb.201603108 · Cited by 115 · see citing works
Challenges in quantitative single molecule localization microscopy
Shivanandan, A., Deschout, H. G., Scarselli, M., & Rađenović, A. (2014) · FEBS Letters · doi:10.1016/j.febslet.2014.06.014 · Cited by 82 · see citing works
Lu, H. E., MacGillavry, H. D., Frost, N. A., & Blanpied, T. A. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.4364-13.2014 · Cited by 78 · see citing works
Self-citationBarriers in the brain: resolving dendritic spine morphology and compartmentalization
Adrian, M., Kusters, R., Wierenga, C. J., Storm, C., Hoogenraad, C. C., & Kapitein, L. C. (2014) · Frontiers in Neuroanatomy · doi:10.3389/fnana.2014.00142 · Cited by 62 · see citing works
“In all cases, live super-resolution microscopy requires some thoughtful compromises between temporal and spatial resolution (Frost et al., 2012).”
MacGillavry, H. D., Kerr, J. M., Kassner, J. D., Frost, N. A., & Blanpied, T. A. (2015) · European Journal of Neuroscience · doi:10.1111/ejn.13129 · Cited by 60 · see citing works
Self-citationDiffraction-unlimited imaging: from pretty pictures to hard numbers
Vandenberg, W., Leutenegger, M., Lasser, T., Hofkens, J., & Dedecker, P. (2015) · Cell and Tissue Research · doi:10.1007/s00441-014-2109-0 · Cited by 49 · see citing works
MacGillavry, H. D., & Hoogenraad, C. C. (2015) · Experimental Cell Research · doi:10.1016/j.yexcr.2015.02.024 · Cited by 31 · see citing works
Valenzuela, J. I., Jaureguiberry-Bravo, M., Salas, D. A., Ramírez, O. A., Cornejo, V. H., Lu, H. E., Blanpied, T. A., & Couve, A. (2014) · Journal of Cell Science · doi:10.1242/jcs.151092 · Cited by 32 · see citing works
Self-citationCell-surface translational dynamics of nicotinic acetylcholine receptors
Barrantes, F. J. (2014) · Frontiers in Synaptic Neuroscience · doi:10.3389/fnsyn.2014.00025 · Cited by 24 · see citing works
Phototransformable fluorescent proteins: which one for which application?
Adam, V. (2014) · Histochemistry and Cell Biology · doi:10.1007/s00418-014-1190-5 · Cited by 21 · see citing works
Xie, X., Cheng, Y., Wen, M., Calindi, A., Yang, K., Chiu, C.-W., & Chen, T. (2018) · The Journal of Physical Chemistry B · doi:10.1021/acs.jpcb.8b10402 · Cited by 15 · see citing works
MacGillavry, H. D., & Blanpied, T. A. (2013) · Current Protocols in Neuroscience · doi:10.1002/0471142301.ns0220s65 · Cited by 11 · see citing works
Self-citationTran, P. D., Blanpied, T. A., & Atzberger, P. J. (2022) · Physical review. E · doi:10.1103/physreve.106.044402 · Cited by 6 · see citing works
Self-citationLive-Cell PALM of Intracellular Proteins in Neurons
Frost, N. A., MacGillavry, H. D., Lu, H. E., & Blanpied, T. A. (2014) · Neuromethods · doi:10.1007/978-1-4614-9179-8_6 · Cited by 3 · see citing works
Self-citationA Bayesian framework for the detection of diffusive heterogeneity
Cass, J. A., Williams, C. D., & Theriot, J. A. (2020) · PLoS ONE · doi:10.1371/journal.pone.0221841 · Cited by 2 · see citing works
Single-molecule Tracking and Kinetic Analysis in Living Cells and Multicellular Organisms
Gebhardt, J. C. M. (2025) · Journal of Molecular Biology · doi:10.1016/j.jmb.2025.169308 · Cited by 2 · see citing works
The Evolution of Immunocytochemistry in the Dissection of Neural Complexity
Merighi, A., & Lossi, L. (2015) · Neuromethods · doi:10.1007/978-1-4939-2313-7_1 · Cited by 1 · see citing works
Satler, J. D., Carstens, B. C., & Hedin, M. C. (2015) · DRYAD · doi:10.5061/dryad.68s40.2/3.2
- Authors
- Frost, N. A., Lu, H. E., & Blanpied, T. A.
- Affiliations
- University of Maryland, Baltimore (US)
- Corresponding author
- Blanpied, Thomas A.
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2012-05-03
- Volume
- 7
- Issue
- 5
- Pages
- e36751
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3343014
- OpenAlex
- W2010021375
- Cited by
- 22
- References
- 43
- Citations by year
- 2025: 1 · 2022: 1 · 2020: 1 · 2019: 1 · 2018: 2 · 2016: 1 · 2015: 5 · 2014: 9 · 2013: 1
- FWCI
- 2.20
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Dana Foundation
- National Institutes of Health (MH080046)
- National Institute of Mental Health (F30MH086185, R01MH080046, MH080046, F32-MH086185, MH096376, R01MH096376, R37MH080046)
- National Center for Research Resources (S10RR024548)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Biophysics › Advanced Fluorescence Microscopy Techniques
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Biophysics › Cell Image Analysis Techniques
- Keywords
- dendritic spines, dendritic spine morphology, single-molecule tracking, photoactivated localization microscopy, Monte Carlo simulation, diffusion coefficient, localization bias, camera exposure time, pulsed excitation, neural processes, synaptic function
- MeSH terms
- Animals, Cells, Cultured, Computer Simulation, Image Processing, Computer-Assisted, Microscopy, Fluorescence, Monte Carlo Method, Neurons, Rats, Molecular Imaging, Time-Lapse Imaging
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review