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Investigating cellular metabolism with the 3D Cell Explorer
Nanolive SA
Chemin de la Dent d‘Oche 1a | 1024 Ecublens | Switzerland
Application Note by Nanolive SA
Application Note by Nanolive SA
1
Abstract
Nanolive’s 3D Cell Explorer together with Nanolive’s top stage incubator allows for the creation
of powerful 3D images and 4D time-lapses of living cells up to weeks with high spatio-temporal
resolution (x,y:180nm; z:400nm; t:1.7sec). These properties allow for unprecedented live imaging
of subcellular organelles such as the nuclear membrane, nucleus, nucleoli, chromosomes, plasma
membrane, lysosomes, mitochondria, lipid droplets, etc. These last two - mitochondria and lipid
droplets - are two key structures known to be the cellular metabolic hubs. In this application note
we will discuss new research possibilities offered by the 3D Cell Explorer for the study of organelle
biology with a focus on mitochondria and lipid droplets biology in both qualitative and quantitative
approaches in perturbed or unperturbed conditions.
1. Introduction
Long-term imaging of fine dynamics of cellular organelles is today’s biggest challenge in cell biology
(Frechin et al., 2015; Kruse & Jülicher, 2005; Kueh, Champhekhar, Nutt, Elowitz, & Rothenberg, 2013;
Skylaki,Hilsenbeck,&Schroeder,2016).Thegoalistoacquirenotonlysnapshotsofdynamicbiological
systems, but to actually see processes unfolding over time in term of spatial and morphological
changes and biological outcome (Muzzey, Gómez-Uribe, Mettetal, & van Oudenaarden, 2009).
Imaging over time is of utmost importance in the study of key organelles implicated in cellular
metabolism: mitochondria and lipid droplets. The current method of choice in high-content live
imaging approaches is fluorescence microscopy. However, fluorescence microscopy induces
phototoxicity when the sample is stimulated at various wavelengths. This stress induces cellular
damages via radical-induced cellular structure alterations, which limits live imaging possibilities.
Therefore, with the current live cell imaging strategies a tradeoff must be found between short
live cell imaging with high-frequency acquisition or long-term live cell imaging with low-frequency
acquisition.
On one hand, high-frequency acquisition induces a lot of phototoxic stress and, if successful, a
researcher might observe fine dynamics but cannot be sure that they have not been perturbed
by the imaging process. On the other hand, low-frequency acquisition might be more sustainable,
however, fine dynamics are lost, while the observed phenomenon, to a lesser extent, could likewise
be perturbed by the imaging process.
2. Prerequisites
First, you will need glass bottom dishes compatible with the 3D Cell Explorer (http://nanolive.ch/
wp-content/uploads/nanolive-ibidi-labware.pdf) for performing typical cell culture. All animal cells
grown in our recommended dishes, preferentially in monolayers, can be observed live with the
3D Cell Explorer. For proper mammalian cell culture compatible with the 3D Cell Explorer, please
read our application note number 4 (Best Experimental Practices for Live Cell Imaging with the 3D
Cell Explorer, https://nanolive.ch/wp-content/uploads/nanolive-application-note-live-cell-imaging-08-
web.pdf) that can also be adapted to any other cell culture (e.g. bacteria, yeasts).
Application Note by Nanolive SA
2
3. Observing the fundamental interplay between mitochondria and
lipid droplets
The 3D Cell Explorer allows to observe a vast range of cellular structures that can vary as a function of
the cell type. A non-exhaustive list includes the nucleus, the nuclear membrane, nucleoli, vacuoles,
the plasma membrane, chromosomes, mitochondria and lipid droplets that interest us more
particularly for this application note. Mitochondria, which are made of an external and internal lipid
bilayer or lipid droplets that are mostly composed of lipids, possess a very specific refractive index
signature, as you can observe in Figure 1.
Second, you will need Nanolive’s top stage incubator equipment. This includes the top stage
incubation chamber, a controller pad, and a humidity system. We recommend using our CO2
mixer
and air pump that will ensure a proper control of CO2
proportions and will help you save some
money on compressed air.
Important note: the usage of phenol-red free medium is preferred for best live cell imaging
performances. Your favorite supplier certainly makes buffers optimized for live cell imaging.
You will finally need a 3D Cell Explorer microscope and its controlling software STEVE installed on
the controlling computer.
Figure 1: The 3D Cell Explorer allows unique imaging of mitochondrial networks shape and dynamics
(watch full movie here: https://vimeo.com/279995094)
Application Note by Nanolive SA
This signal is finely recorded by the 3D Cell Explorer, to such extent that it opens a new set of
possibilities for biological investigations. The objects are observed with great contrast and resolution
both in space and time. The conditions for capturing unique biological events such as fine cellular
movements, rapid fusions and fissions, appearance and growth, are met like never before. Moreover,
the absence of phototoxic stress allows to observe unperturbed cells for long periods of time. To
fully appreciate the live cell imaging capabilities proper to the 3D Cell Explorer applied on mouse
pre-adipocytes, please observe this movie.
Figure 2: Unique imaging of the interaction between mitochondria and lipid droplets
(watch full movie here: https://vimeo.com/279995694)
Contacts between lipid droplets and mitochondria are more than ever in the spotlight (Ulman et al.,
2017), since this elusive relationship is thought to be key for both organelle growth and function, to
store, process and release lipids at the heart of lipid metabolism and by extension at the heart of
cell life and death.
Figure 2 and its related movie illustrate the impact of the 3D Cell Explorer in the field of organelles
and metabolism. The movie shows how contacts between lipid droplets and mitochondria and their
relative dynamics can be observed.
The capacity of observing multiple biological structures, fine contrast and high temporal resolution
over very long periods of time cannot be achieved by any other microscope, giving access to a new
domain of subcellular dynamics that were inaccessible before because of the necessity of labeling
and phototoxicity.
3
Application Note by Nanolive SA
4. Perturbing the mitochondrial network
Figure 3: Perturbing and rescuing the mitochondrial network structure and function of mouse pre-adipocytes with buthionine
sulfoximine and Khondrion’s lead drug candidate KH176 (watch full movie here: https://vimeo.com/288348604)
The 3D Cell Explorer allows to observe and compare mitochondrial network perturbation with a
normal healthy state: pre-adipocyte cells were treated with buthionine sulfoximine (BSO) that leads
to cell death due to the failure of mitochondrial oxidative stress management. On the left BSO +
vehicle was applied while on the right the rescuing drug KH176 was added to counter the effect of
BSO and maintain perfect mitochondrial function. This experiment shows how the 3D Cell Explorer
can efficiently help monitoring drug effects at the sub cellular scale.
5. Tracking lipid droplets
Besides morphological monitoring of intracellular organelles, the 3D Cell Explorer also allows for
quantitative analysis of the dynamics of biological objects, such as lipid droplets. To do so, our
software STEVE allows for image segmentation through digital staining. In the illustrated case
in Figure 4, we performed a digital stain of the lipid droplets that are nicely distributed within
pre-adipocyte cells. A guide on how to achieve a good digital stain can be found in our second
4
Application Note by Nanolive SA
5
application note (3D object detection and segmentation inside an RI map, https://nanolive.ch/wp-
content/uploads/nanolive-application-note-3D-object-detection-web-2.pdf). Finally, you will need
an external software such as Cell Profiler or FIJI, or published algorithms that are freely available in
order to perform particle tracking (Ulman et al., 2017) on exported objects mask.
Figure 4: The digital stain of lipid droplets (LD) can be exported for further object tracking with external solutions
Figure 5: Example of features plotting as a function of time after tracking of many lipid droplets
Within this application note we developed our own tracking tool for demonstration purposes.
Lipid droplets are very sensitive to the invasive processes of chemical labelling and to phototoxicity
(Nan, Potma, & Xie, 2006). Despite the great number of researchers studying metabolism, lipid
storage, and diseases, no satisfying movies of lipid droplets exist (Please find a list of the best time
lapse imaging of mammalian lipid droplets recently published: (Dou, Zhang, Jung, Cheng, & Umulis,
2012; Gong et al., 2011; Jüngst, Klein, & Zumbusch, 2013; Jüngst, Winterhalder, & Zumbusch, 2011;
Nan et al., 2006; Pfisterer et al., 2017) ). To mitigate the labelling and phototoxicity problems, such
movies are either relatively long but with very low frequency (Jüngst et al., 2013, 2011) (typically one
image per hour), or taken at high frequency, but for a very short period (few seconds) and with very
low image quality (Gong et al., 2011; Nan et al., 2006; Pfisterer et al., 2017). Consequently, a whole
Application Note by Nanolive SA
6
scale of lipid droplet dynamics is simply missing. For the purpose of this application note we produced
a unique lipid droplet movie in terms of length, temporal and spatial resolution and image quality,
that shows yet unknown dynamics. Such movies could generate new research in the boiling field of
metabolism. In Figure 5 the evolution over time of volume and mean refractive index of 20 different
tracked lipid droplets is represented. This analysis is just a small example of the large possibilities
offered by the 3D Cell Explorer label-free imaging, we hope that you will find in it a good source of
inspiration for your own research.
6. General Hardware & Software Requirements
3D Cell Explorer models:
	 3D Cell Explorer
Incubation system:
	 Nanolive Top Stage Incubator
Microscope stage:
	 Normal 3D Cell Explorer stage
	 High grade 3D Cell Explorer stage
Software:
	 STEVE – version 1.6 and higher
	FIJI
	 Cell Profiler 3
A p p N o t e 2 0 1 8 - 7
7. References
Dou, W., Zhang, D., Jung, Y., Cheng, J. X., & Umulis, D. M. (2012). Label-free imaging of lipid-droplet
intracellular motion in early Drosophila embryos using femtosecond-stimulated Raman loss
microscopy. Biophysical Journal, 102(7), 1666–1675. https://doi.org/10.1016/j.bpj.2012.01.057
Frechin, M., Stoeger, T., Daetwyler, S., Gehin, C., Battich, N., Damm, E.-M., ... Pelkmans, L. (2015).
Cell-intrinsic adaptation of lipid composition to local crowding drives social behaviour. Nature,
523(7558), 88–91. https://doi.org/10.1038/nature14429
Gong, J., Sun, Z., Wu, L., Xu, W., Schieber, N., Xu, D., ... Li, P. (2011). Fsp27 promotes lipid droplet
growth by lipid exchange and transfer at lipid droplet contact sites. Journal of Cell Biology, 195(6),
953–963. https://doi.org/10.1083/jcb.201104142
Jüngst, C., Klein, M., & Zumbusch, A. (2013). Long-term live cell microscopy studies of lipid droplet
fusion dynamics in adipocytes. Journal of Lipid Research, 54(12), 3419–3429. https://doi.org/10.1194/
jlr.M042515
Jüngst, C., Winterhalder, M. J., & Zumbusch, A. (2011). Fast and long term lipid droplet tracking with
CARS microscopy. Journal of Biophotonics, 4(6), 435–441. https://doi.org/10.1002/jbio.201000120
Kruse, K., & Jülicher, F. (2005). Oscillations in cell biology. Current Opinion in Cell Biology, 17(1),
20–26. https://doi.org/10.1016/j.ceb.2004.12.007
Kueh, H. Y., Champhekhar, A., Nutt, S. L., Elowitz, M. B., & Rothenberg, E. V. (2013). Positive Feedback
Between PU.1 and the Cell Cycle Controls Myeloid Differentiation. Science (New York, N.Y.), 670.
https://doi.org/10.1126/science.1240831
Muzzey, D., Gómez-Uribe, C. a., Mettetal, J. T., & van Oudenaarden, A. (2009). A Systems-Level Analysis
of Perfect Adaptation in Yeast Osmoregulation. Cell, 138(1), 160–171. https://doi.org/10.1016/j.
cell.2009.04.047
Nan, X., Potma, E. O., & Xie, X. S. (2006). Nonperturbative chemical imaging of organelle transport
in living cells with coherent anti-Stokes Raman scattering microscopy. Biophysical Journal, 91(2),
728–735. https://doi.org/10.1529/biophysj.105.074534
Pfisterer, S. G., Gateva, G., Horvath, P., Pirhonen, J., Salo, V. T., Karhinen, L., ... Ikonen, E. (2017).
Role for formin-like 1-dependent acto-myosin assembly in lipid droplet dynamics and lipid storage.
Nature Communications, 8. https://doi.org/10.1038/ncomms14858
Skylaki, S., Hilsenbeck, O., & Schroeder, T. (2016). Challenges in long-term imaging and quantification
of single-cell dynamics. Nature Biotechnology, 34(11), 1137–1144. https://doi.org/10.1038/nbt.3713
Ulman, V., Maska, M., Magnusson, K. E. G., Ronneberger, O., Haubold, C., Harder, N., ... Ortiz-de-
Solorzano, C. (2017). An objective comparison of cell-tracking algorithms. Nature Methods, 14(12),
1141–1152. https://doi.org/10.1038/nmeth.4473
Application Note by Nanolive SA

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Investigating cellular metabolism with the 3D Cell Explorer

  • 1. Investigating cellular metabolism with the 3D Cell Explorer Nanolive SA Chemin de la Dent d‘Oche 1a | 1024 Ecublens | Switzerland Application Note by Nanolive SA
  • 2. Application Note by Nanolive SA 1 Abstract Nanolive’s 3D Cell Explorer together with Nanolive’s top stage incubator allows for the creation of powerful 3D images and 4D time-lapses of living cells up to weeks with high spatio-temporal resolution (x,y:180nm; z:400nm; t:1.7sec). These properties allow for unprecedented live imaging of subcellular organelles such as the nuclear membrane, nucleus, nucleoli, chromosomes, plasma membrane, lysosomes, mitochondria, lipid droplets, etc. These last two - mitochondria and lipid droplets - are two key structures known to be the cellular metabolic hubs. In this application note we will discuss new research possibilities offered by the 3D Cell Explorer for the study of organelle biology with a focus on mitochondria and lipid droplets biology in both qualitative and quantitative approaches in perturbed or unperturbed conditions. 1. Introduction Long-term imaging of fine dynamics of cellular organelles is today’s biggest challenge in cell biology (Frechin et al., 2015; Kruse & Jülicher, 2005; Kueh, Champhekhar, Nutt, Elowitz, & Rothenberg, 2013; Skylaki,Hilsenbeck,&Schroeder,2016).Thegoalistoacquirenotonlysnapshotsofdynamicbiological systems, but to actually see processes unfolding over time in term of spatial and morphological changes and biological outcome (Muzzey, Gómez-Uribe, Mettetal, & van Oudenaarden, 2009). Imaging over time is of utmost importance in the study of key organelles implicated in cellular metabolism: mitochondria and lipid droplets. The current method of choice in high-content live imaging approaches is fluorescence microscopy. However, fluorescence microscopy induces phototoxicity when the sample is stimulated at various wavelengths. This stress induces cellular damages via radical-induced cellular structure alterations, which limits live imaging possibilities. Therefore, with the current live cell imaging strategies a tradeoff must be found between short live cell imaging with high-frequency acquisition or long-term live cell imaging with low-frequency acquisition. On one hand, high-frequency acquisition induces a lot of phototoxic stress and, if successful, a researcher might observe fine dynamics but cannot be sure that they have not been perturbed by the imaging process. On the other hand, low-frequency acquisition might be more sustainable, however, fine dynamics are lost, while the observed phenomenon, to a lesser extent, could likewise be perturbed by the imaging process. 2. Prerequisites First, you will need glass bottom dishes compatible with the 3D Cell Explorer (http://nanolive.ch/ wp-content/uploads/nanolive-ibidi-labware.pdf) for performing typical cell culture. All animal cells grown in our recommended dishes, preferentially in monolayers, can be observed live with the 3D Cell Explorer. For proper mammalian cell culture compatible with the 3D Cell Explorer, please read our application note number 4 (Best Experimental Practices for Live Cell Imaging with the 3D Cell Explorer, https://nanolive.ch/wp-content/uploads/nanolive-application-note-live-cell-imaging-08- web.pdf) that can also be adapted to any other cell culture (e.g. bacteria, yeasts).
  • 3. Application Note by Nanolive SA 2 3. Observing the fundamental interplay between mitochondria and lipid droplets The 3D Cell Explorer allows to observe a vast range of cellular structures that can vary as a function of the cell type. A non-exhaustive list includes the nucleus, the nuclear membrane, nucleoli, vacuoles, the plasma membrane, chromosomes, mitochondria and lipid droplets that interest us more particularly for this application note. Mitochondria, which are made of an external and internal lipid bilayer or lipid droplets that are mostly composed of lipids, possess a very specific refractive index signature, as you can observe in Figure 1. Second, you will need Nanolive’s top stage incubator equipment. This includes the top stage incubation chamber, a controller pad, and a humidity system. We recommend using our CO2 mixer and air pump that will ensure a proper control of CO2 proportions and will help you save some money on compressed air. Important note: the usage of phenol-red free medium is preferred for best live cell imaging performances. Your favorite supplier certainly makes buffers optimized for live cell imaging. You will finally need a 3D Cell Explorer microscope and its controlling software STEVE installed on the controlling computer. Figure 1: The 3D Cell Explorer allows unique imaging of mitochondrial networks shape and dynamics (watch full movie here: https://vimeo.com/279995094)
  • 4. Application Note by Nanolive SA This signal is finely recorded by the 3D Cell Explorer, to such extent that it opens a new set of possibilities for biological investigations. The objects are observed with great contrast and resolution both in space and time. The conditions for capturing unique biological events such as fine cellular movements, rapid fusions and fissions, appearance and growth, are met like never before. Moreover, the absence of phototoxic stress allows to observe unperturbed cells for long periods of time. To fully appreciate the live cell imaging capabilities proper to the 3D Cell Explorer applied on mouse pre-adipocytes, please observe this movie. Figure 2: Unique imaging of the interaction between mitochondria and lipid droplets (watch full movie here: https://vimeo.com/279995694) Contacts between lipid droplets and mitochondria are more than ever in the spotlight (Ulman et al., 2017), since this elusive relationship is thought to be key for both organelle growth and function, to store, process and release lipids at the heart of lipid metabolism and by extension at the heart of cell life and death. Figure 2 and its related movie illustrate the impact of the 3D Cell Explorer in the field of organelles and metabolism. The movie shows how contacts between lipid droplets and mitochondria and their relative dynamics can be observed. The capacity of observing multiple biological structures, fine contrast and high temporal resolution over very long periods of time cannot be achieved by any other microscope, giving access to a new domain of subcellular dynamics that were inaccessible before because of the necessity of labeling and phototoxicity. 3
  • 5. Application Note by Nanolive SA 4. Perturbing the mitochondrial network Figure 3: Perturbing and rescuing the mitochondrial network structure and function of mouse pre-adipocytes with buthionine sulfoximine and Khondrion’s lead drug candidate KH176 (watch full movie here: https://vimeo.com/288348604) The 3D Cell Explorer allows to observe and compare mitochondrial network perturbation with a normal healthy state: pre-adipocyte cells were treated with buthionine sulfoximine (BSO) that leads to cell death due to the failure of mitochondrial oxidative stress management. On the left BSO + vehicle was applied while on the right the rescuing drug KH176 was added to counter the effect of BSO and maintain perfect mitochondrial function. This experiment shows how the 3D Cell Explorer can efficiently help monitoring drug effects at the sub cellular scale. 5. Tracking lipid droplets Besides morphological monitoring of intracellular organelles, the 3D Cell Explorer also allows for quantitative analysis of the dynamics of biological objects, such as lipid droplets. To do so, our software STEVE allows for image segmentation through digital staining. In the illustrated case in Figure 4, we performed a digital stain of the lipid droplets that are nicely distributed within pre-adipocyte cells. A guide on how to achieve a good digital stain can be found in our second 4
  • 6. Application Note by Nanolive SA 5 application note (3D object detection and segmentation inside an RI map, https://nanolive.ch/wp- content/uploads/nanolive-application-note-3D-object-detection-web-2.pdf). Finally, you will need an external software such as Cell Profiler or FIJI, or published algorithms that are freely available in order to perform particle tracking (Ulman et al., 2017) on exported objects mask. Figure 4: The digital stain of lipid droplets (LD) can be exported for further object tracking with external solutions Figure 5: Example of features plotting as a function of time after tracking of many lipid droplets Within this application note we developed our own tracking tool for demonstration purposes. Lipid droplets are very sensitive to the invasive processes of chemical labelling and to phototoxicity (Nan, Potma, & Xie, 2006). Despite the great number of researchers studying metabolism, lipid storage, and diseases, no satisfying movies of lipid droplets exist (Please find a list of the best time lapse imaging of mammalian lipid droplets recently published: (Dou, Zhang, Jung, Cheng, & Umulis, 2012; Gong et al., 2011; Jüngst, Klein, & Zumbusch, 2013; Jüngst, Winterhalder, & Zumbusch, 2011; Nan et al., 2006; Pfisterer et al., 2017) ). To mitigate the labelling and phototoxicity problems, such movies are either relatively long but with very low frequency (Jüngst et al., 2013, 2011) (typically one image per hour), or taken at high frequency, but for a very short period (few seconds) and with very low image quality (Gong et al., 2011; Nan et al., 2006; Pfisterer et al., 2017). Consequently, a whole
  • 7. Application Note by Nanolive SA 6 scale of lipid droplet dynamics is simply missing. For the purpose of this application note we produced a unique lipid droplet movie in terms of length, temporal and spatial resolution and image quality, that shows yet unknown dynamics. Such movies could generate new research in the boiling field of metabolism. In Figure 5 the evolution over time of volume and mean refractive index of 20 different tracked lipid droplets is represented. This analysis is just a small example of the large possibilities offered by the 3D Cell Explorer label-free imaging, we hope that you will find in it a good source of inspiration for your own research. 6. General Hardware & Software Requirements 3D Cell Explorer models: 3D Cell Explorer Incubation system: Nanolive Top Stage Incubator Microscope stage: Normal 3D Cell Explorer stage High grade 3D Cell Explorer stage Software: STEVE – version 1.6 and higher FIJI Cell Profiler 3
  • 8. A p p N o t e 2 0 1 8 - 7 7. References Dou, W., Zhang, D., Jung, Y., Cheng, J. X., & Umulis, D. M. (2012). Label-free imaging of lipid-droplet intracellular motion in early Drosophila embryos using femtosecond-stimulated Raman loss microscopy. Biophysical Journal, 102(7), 1666–1675. https://doi.org/10.1016/j.bpj.2012.01.057 Frechin, M., Stoeger, T., Daetwyler, S., Gehin, C., Battich, N., Damm, E.-M., ... Pelkmans, L. (2015). Cell-intrinsic adaptation of lipid composition to local crowding drives social behaviour. Nature, 523(7558), 88–91. https://doi.org/10.1038/nature14429 Gong, J., Sun, Z., Wu, L., Xu, W., Schieber, N., Xu, D., ... Li, P. (2011). Fsp27 promotes lipid droplet growth by lipid exchange and transfer at lipid droplet contact sites. Journal of Cell Biology, 195(6), 953–963. https://doi.org/10.1083/jcb.201104142 Jüngst, C., Klein, M., & Zumbusch, A. (2013). Long-term live cell microscopy studies of lipid droplet fusion dynamics in adipocytes. Journal of Lipid Research, 54(12), 3419–3429. https://doi.org/10.1194/ jlr.M042515 Jüngst, C., Winterhalder, M. J., & Zumbusch, A. (2011). Fast and long term lipid droplet tracking with CARS microscopy. Journal of Biophotonics, 4(6), 435–441. https://doi.org/10.1002/jbio.201000120 Kruse, K., & Jülicher, F. (2005). Oscillations in cell biology. Current Opinion in Cell Biology, 17(1), 20–26. https://doi.org/10.1016/j.ceb.2004.12.007 Kueh, H. Y., Champhekhar, A., Nutt, S. L., Elowitz, M. B., & Rothenberg, E. V. (2013). Positive Feedback Between PU.1 and the Cell Cycle Controls Myeloid Differentiation. Science (New York, N.Y.), 670. https://doi.org/10.1126/science.1240831 Muzzey, D., Gómez-Uribe, C. a., Mettetal, J. T., & van Oudenaarden, A. (2009). A Systems-Level Analysis of Perfect Adaptation in Yeast Osmoregulation. Cell, 138(1), 160–171. https://doi.org/10.1016/j. cell.2009.04.047 Nan, X., Potma, E. O., & Xie, X. S. (2006). Nonperturbative chemical imaging of organelle transport in living cells with coherent anti-Stokes Raman scattering microscopy. Biophysical Journal, 91(2), 728–735. https://doi.org/10.1529/biophysj.105.074534 Pfisterer, S. G., Gateva, G., Horvath, P., Pirhonen, J., Salo, V. T., Karhinen, L., ... Ikonen, E. (2017). Role for formin-like 1-dependent acto-myosin assembly in lipid droplet dynamics and lipid storage. Nature Communications, 8. https://doi.org/10.1038/ncomms14858 Skylaki, S., Hilsenbeck, O., & Schroeder, T. (2016). Challenges in long-term imaging and quantification of single-cell dynamics. Nature Biotechnology, 34(11), 1137–1144. https://doi.org/10.1038/nbt.3713 Ulman, V., Maska, M., Magnusson, K. E. G., Ronneberger, O., Haubold, C., Harder, N., ... Ortiz-de- Solorzano, C. (2017). An objective comparison of cell-tracking algorithms. Nature Methods, 14(12), 1141–1152. https://doi.org/10.1038/nmeth.4473 Application Note by Nanolive SA