@article {69622, title = {A modular chemigenetic calcium indicator for multiplexed in vivo functional imaging.}, journal = {Nat Methods}, year = {2024}, month = {2024 Sep 20}, abstract = {

Genetically encoded fluorescent calcium indicators allow cellular-resolution recording of physiology. However, bright, genetically targetable indicators that can be multiplexed with existing tools in vivo are needed for simultaneous imaging of multiple signals. Here we describe WHaloCaMP, a modular chemigenetic calcium indicator built from bright dye-ligands and protein sensor domains. Fluorescence change in WHaloCaMP results from reversible quenching of the bound dye via a strategically placed tryptophan. WHaloCaMP is compatible with rhodamine dye-ligands that fluoresce from green to near-infrared, including several that efficiently label the brain in animals. When bound to a near-infrared dye-ligand, WHaloCaMP shows a 7{\texttimes} increase in fluorescence intensity and a 2.1-ns increase in fluorescence lifetime upon calcium binding. We use WHaloCaMP1a to image Ca responses in vivo in flies and mice, to perform three-color multiplexed functional imaging of hundreds of neurons and astrocytes in zebrafish larvae and to quantify Ca concentration using fluorescence lifetime imaging microscopy (FLIM).

}, issn = {1548-7105}, doi = {10.1038/s41592-024-02411-6}, url = {https://doi.org/10.1038/s41592-024-02411-6}, author = {Farrants, Helen and Shuai, Yichun and Lemon, William C and Monroy Hernandez, Christian and Zhang, Deng and Yang, Shang and Patel, Ronak and Qiao, Guanda and Frei, Michelle S and Plutkis, Sarah E and Grimm, Jonathan B and Hanson, Timothy L and Tomaska, Filip and Turner, Glenn C and Stringer, Carsen and Keller, Philipp J and Beyene, Abraham G and Chen, Yao and Liang, Yajie and Lavis, Luke D and Schreiter, Eric R} } @article {68587, title = {Automated reconstruction of whole-embryo cell lineages by learning from sparse annotations.}, journal = {Nature Biotechnology}, volume = {41}, year = {2023}, month = {2023 Jan 01}, pages = {44-49}, abstract = {

We present a method to automatically identify and track nuclei in time-lapse microscopy recordings of entire developing embryos. The method combines deep learning and global optimization. On a mouse dataset, it reconstructs 75.8\% of cell lineages spanning 1 h, as compared to 31.8\% for the competing method. Our approach improves understanding of where and when cell fate decisions are made in developing embryos, tissues, and organs.

}, keywords = {Animals, Blastocyst, Cell Lineage, Embryo, Mammalian, Mice, Microscopy}, issn = {1546-1696}, doi = {10.1038/s41587-022-01427-7}, author = {Malin-Mayor, Caroline and Hirsch, Peter and Guignard, Leo and McDole, Katie and Wan, Yinan and Lemon, William C and Kainmueller, Dagmar and Keller, Philipp J and Preibisch, Stephan and Funke, Jan} } @article {68313, title = {Automated reconstruction of whole-embryo cell lineages by learning from sparse annotations.}, journal = {Nature Biotechnology}, year = {2022}, month = {2022 Sep 05}, abstract = {

We present a method to automatically identify and track nuclei in time-lapse microscopy recordings of entire developing embryos. The method combines deep learning and global optimization. On a mouse dataset, it reconstructs 75.8\% of cell lineages spanning 1 h, as compared to 31.8\% for the competing method. Our approach improves understanding of where and when cell fate decisions are made in developing embryos, tissues, and organs.

}, issn = {1546-1696}, doi = {10.1038/s41587-022-01427-7}, author = {Malin-Mayor, Caroline and Hirsch, Peter and Guignard, Leo and McDole, Katie and Wan, Yinan and Lemon, William C and Kainmueller, Dagmar and Keller, Philipp J and Preibisch, Stephan and Funke, Jan} } @article {65971, title = {Characterization of a common progenitor pool of the epicardium and myocardium.}, journal = {Science}, year = {2021}, month = {2021 Jan 07}, abstract = {

The mammalian heart is derived from multiple cell lineages; however, our understanding of when and how the diverse cardiac cell types arise is limited. We mapped the origin of the embryonic mouse heart at single-cell resolution using a combination of transcriptomic, imaging, and genetic lineage labeling approaches. This provided a transcriptional and anatomic definition of cardiac progenitor types. Furthermore, it revealed a cardiac progenitor pool that is anatomically and transcriptionally distinct from currently known cardiac progenitors. Besides contributing to cardiomyocytes, these cells also represent the earliest progenitor of the epicardium, a source of trophic factors and cells during cardiac development and injury. This study provides detailed insights into the formation of early cardiac cell types, with particular relevance to the development of cell-based cardiac regenerative therapies.

}, issn = {1095-9203}, doi = {10.1126/science.abb2986}, author = {Tyser, Richard C V and Ibarra-Soria, Ximena and McDole, Katie and A Jayaram, Satish and Godwin, Jonathan and van den Brand, Teun A H and Miranda, Antonio M A and Scialdone, Antonio and Keller, Philipp J and Marioni, John C and Srinivas, Shankar} } @article {67627, title = {In~vivo glucose imaging in multiple model organisms with an engineered single-wavelength sensor.}, journal = {Cell Reports}, volume = {35}, year = {2021}, month = {2021 Jun 22}, pages = {109284}, abstract = {

Glucose is arguably the most important molecule in metabolism, and its dysregulation underlies diabetes. We describe a family of single-wavelength genetically encoded glucose sensors with a high signal-to-noise ratio, fast kinetics, and affinities varying over four orders of magnitude (1\ μM to 10\ mM). The sensors allow mechanistic characterization of glucose transporters expressed in cultured cells with high spatial and temporal resolution. Imaging of neuron/glia co-cultures revealed \~{}3-fold faster glucose changes in astrocytes. In larval Drosophila central nervous system explants, intracellular neuronal glucose fluxes suggested a rostro-caudal transport pathway in the ventral nerve cord neuropil. In zebrafish, expected glucose-related physiological sequelae of insulin and epinephrine treatments were directly visualized. Additionally, spontaneous muscle twitches induced glucose uptake in muscle, and sensory and pharmacological perturbations produced large changes in the brain. These sensors will enable rapid, high-resolution imaging of glucose influx, efflux, and metabolism in behaving animals.

}, issn = {2211-1247}, doi = {10.1016/j.celrep.2021.109284}, author = {Keller, Jacob P and Marvin, Jonathan S and Lacin, Haluk and Lemon, William C and Shea, Jamien and Kim, Soomin and Lee, Richard T and Koyama, Minoru and Keller, Philipp J and Looger, Loren L} } @article {65758, title = {Nuclear crowding and nonlinear diffusion during interkinetic nuclear migration in the zebrafish retina.}, journal = {eLife}, volume = {9}, year = {2020}, month = {2020 Oct 06}, abstract = {

An important question in early neural development is the origin of stochastic nuclear movement between apical and basal surfaces of neuroepithelia during interkinetic nuclear migration. Tracking of nuclear subpopulations has shown evidence of diffusion - mean squared displacements growing linearly in time - and suggested crowding from cell division at the apical surface drives basalward motion. Yet, this hypothesis has not yet been tested, and the forces involved not quantified. We employ long-term, rapid light-sheet and two-photon imaging of early zebrafish retinogenesis to track entire populations of nuclei within the tissue. The time-varying concentration profiles show clear evidence of crowding as nuclei reach close-packing and are quantitatively described by a nonlinear diffusion model. Considerations of nuclear motion constrained inside the enveloping cell membrane show that concentration-dependent stochastic forces inside cells, compatible in magnitude to those found in cytoskeletal transport, can explain the observed magnitude of the diffusion constant.

}, issn = {2050-084X}, doi = {10.7554/eLife.58635}, author = {Azizi, Afnan and Herrmann, Anne and Wan, Yinan and Buse, Salvador Jrp and Keller, Philipp J and Goldstein, Raymond E and Harris, William A} } @article {65264, title = {Tissue clearing and its applications in~neuroscience.}, journal = {Nature Reviews Neuroscience}, volume = {21}, year = {2020}, month = {2020 Jan 02}, pages = {61-79}, abstract = {

State-of-the-art tissue-clearing methods provide subcellular-level optical access to intact tissues from individual organs and even to some entire mammals. When combined with light-sheet microscopy and automated approaches to image analysis, existing tissue-clearing methods can speed up and may reduce the cost of conventional histology by several orders of magnitude. In addition, tissue-clearing chemistry allows whole-organ antibody labelling, which can be applied even to thick human tissues. By combining the most powerful labelling, clearing, imaging and data-analysis tools, scientists are extracting structural and functional cellular and subcellular information on complex mammalian bodies and large human specimens at an accelerated pace. The rapid generation of terabyte-scale imaging data furthermore creates a high demand for efficient computational approaches that tackle challenges in large-scale data analysis and management. In this Review, we discuss how tissue-clearing methods could provide an unbiased, system-level view of mammalian bodies and human specimens and discuss future opportunities for the use of these methods in human neuroscience.

}, issn = {1471-0048}, doi = {10.1038/s41583-019-0250-1}, author = {Ueda, Hiroki R and Ert{\"u}rk, Ali and Chung, Kwanghun and Gradinaru, Viviana and Ch{\'e}dotal, Alain and Tomancak, Pavel and Keller, Philipp J} } @article {65599, title = {Whole-brain profiling of cells and circuits in mammals by tissue clearing and light-sheet microscopy.}, journal = {Neuron}, volume = {106}, year = {2020}, month = {2020 May 06}, pages = {369-387}, abstract = {

Tissue clearing and light-sheet microscopy have a 100-year-plus history, yet these fields have been combined only recently to facilitate novel experiments and measurements in neuroscience. Since tissue-clearing methods were first combined with modernized light-sheet microscopy a decade ago, the performance of both technologies has rapidly improved, broadening their applications. Here, we review the state of the art of tissue-clearing methods and light-sheet microscopy and discuss applications of these techniques in profiling cells and circuits in mice. We examine outstanding challenges and future opportunities for expanding these techniques to achieve brain-wide profiling of cells and circuits in primates and humans. Such integration will help provide a systems-level understanding of the physiology and pathology of our central nervous system.

}, issn = {1097-4199}, doi = {10.1016/j.neuron.2020.03.004}, author = {Ueda, Hiroki R and Dodt, Hans-Ulrich and Osten, Pavel and Economo, Michael N and Chandrashekar, Jayaram and Keller, Philipp J} } @article {65633, title = {Whole-brain profiling of cells and circuits in mammals by tissue clearing and light-sheet microscopy.}, journal = {Neuron}, volume = {106}, year = {2020}, month = {2020 May 06}, pages = {369-387}, abstract = {

Tissue clearing and light-sheet microscopy have a 100-year-plus history, yet these fields have been combined only recently to facilitate novel experiments and measurements in neuroscience. Since tissue-clearing methods were first combined with modernized light-sheet microscopy a decade ago, the performance of both technologies has rapidly improved, broadening their applications. Here, we review the state of the art of tissue-clearing methods and light-sheet microscopy and discuss applications of these techniques in profiling cells and circuits in mice. We examine outstanding challenges and future opportunities for expanding these techniques to achieve brain-wide profiling of cells and circuits in primates and humans. Such integration will help provide a systems-level understanding of the physiology and pathology of our central nervous system.

}, issn = {1097-4199}, doi = {10.1016/j.neuron.2020.03.004}, author = {Ueda, Hiroki R and Dodt, Hans-Ulrich and Osten, Pavel and Economo, Michael N and Chandrashekar, Jayaram and Keller, Philipp J} } @article {64866, title = {In vivo glucose imaging in multiple model organisms with an engineered single-wavelength sensor.}, journal = {bioRxiv}, year = {2019}, month = {2019 Mar 8}, abstract = {Glucose is arguably the most important molecule in metabolism, and its mismanagement underlies diseases of vast societal import, most notably diabetes. Although glucose-related metabolism has been the subject of intense study for over a century, tools to track glucose in living organisms with high spatio-temporal resolution are lacking. We describe the engineering of a family of genetically encoded glucose sensors with high signal-to-noise ratio, fast kinetics and affinities varying over four orders of magnitude (1 {\textmu}M to 10 mM). The sensors allow rigorous mechanistic characterization of glucose transporters expressed in cultured cells with high spatial and temporal resolution. Imaging of neuron/glia co-cultures revealed \~{}3-fold higher glucose changes in astrocytes versus neurons. In larval Drosophila central nervous system explants, imaging of intracellular neuronal glucose suggested a novel rostro-caudal transport pathway in the ventral nerve cord neuropil, with paradoxically slower uptake into the peripheral cell bodies and brain lobes. In living zebrafish, expected glucose-related physiological sequelae of insulin and epinephrine treatments were directly visualized in real time. Additionally, spontaneous muscle twitches induced glucose uptake in muscle, and sensory- and pharmacological perturbations gave rise to large but enigmatic changes in the brain. These sensors will enable myriad experiments, most notably rapid, high-resolution imaging of glucose influx, efflux, and metabolism in behaving animals.}, doi = {10.1101/571422}, author = {Keller, Jacob P and Marvin, Jonathan S and Lacin, Haluk and Lemon, William C and Shea, Jamien and Kim, Soomin and Lee, Richard T and Koyama, Minoru and Keller, Philipp J and Looger, Loren L} } @article {65057, title = {Light-sheet microscopy and its potential for understanding developmental processes.}, journal = {Annual Review of Cell and Developmental Biology}, volume = {35}, year = {2019}, month = {2019 Oct 6}, pages = {655-81}, abstract = {

The ability to visualize and quantitatively measure dynamic biological processes in vivo and at high spatiotemporal resolution is of fundamental importance to experimental investigations in developmental biology. Light-sheet microscopy is particularly well suited to providing such data, since it offers exceptionally high imaging speed and good spatial resolution while minimizing light-induced damage to the specimen. We review core principles and recent advances in light-sheet microscopy, with a focus on concepts and implementations relevant for applications in developmental biology. We discuss how light-sheet microcopy has helped advance our understanding of developmental processes from single-molecule to whole-organism studies, assess the potential for synergies with other state-of-the-art technologies, and introduce methods for computational image and data analysis. Finally, we explore the future trajectory of light-sheet microscopy, discuss key efforts to disseminate new light-sheet technology, and identify exciting opportunities for further advances.

}, issn = {1530-8995}, doi = {10.1146/annurev-cellbio-100818-125311}, author = {Wan, Yinan and McDole, Katie and Keller, Philipp J} } @article {64842, title = {Metabolic regulation of developmental cell cycles and zygotic transcription.}, journal = {Current Biology}, volume = {29}, year = {2019}, month = {2019 Mar 01}, pages = {1193-8}, abstract = {

The thirteen nuclear cleavages that give rise to the Drosophila blastoderm are some of the fastest known cell cycles. Surprisingly, the fertilized egg is provided with at most one-third of the dNTPs needed to complete the thirteen rounds of DNA replication. The rest must be synthesized by the embryo, concurrent with cleavage divisions. What is the reason for the limited supply of DNA building blocks? We propose that frugal control of dNTP synthesis contributes to the well-characterized deceleration of the cleavage cycles and is needed for robust accumulation of zygotic gene products. In support of this model, we demonstrate that when the levels of dNTPs are abnormally high, nuclear cleavages fail to sufficiently decelerate, the levels of zygotic transcription are dramatically reduced, and the embryo catastrophically fails early in gastrulation. Our work reveals a direct connection between metabolism, the cell cycle, and zygotic transcription.

}, issn = {1879-0445}, doi = {10.1016/j.cub.2019.02.028}, author = {Djabrayan, Nareg J-V and Smits, Celia M and Krajnc, Matej and Stern, Tomer and Yamada, Shigehiro and Lemon, William C and Keller, Philipp J and Rushlow, Christine A and Shvartsman, Stanislav Y} } @article {65162, title = {Single-cell reconstruction of emerging population activity in an entire developing circuit.}, journal = {Cell}, volume = {179}, year = {2019}, month = {2019 Sep 23}, abstract = {

Animal survival requires a functioning nervous system to develop during embryogenesis. Newborn neurons must assemble into circuits producing activity patterns capable of instructing behaviors. Elucidating how this process is coordinated requires new methods that follow maturation and activity of all cells across a developing circuit. We present an imaging method for comprehensively tracking neuron lineages, movements, molecular identities, and activity in the entire developing zebrafish spinal cord, from neurogenesis until the emergence of patterned activity instructing the earliest spontaneous motor behavior. We found that motoneurons are active first and form local patterned ensembles with neighboring neurons. These ensembles merge, synchronize globally after reaching a threshold size, and finally recruit commissural interneurons to orchestrate the left-right alternating patterns important for locomotion in vertebrates. Individual neurons undergo functional maturation stereotypically based on their birth time and anatomical origin. Our study provides a general strategy for reconstructing how functioning circuits emerge during embryogenesis.

}, issn = {1097-4172}, doi = {10.1016/j.cell.2019.08.039}, author = {Wan, Yinan and Wei, Ziqiang and Looger, Loren L and Koyama, Minoru and Druckmann, Shaul and Keller, Philipp J} } @article {49535, title = {Brain-wide circuit interrogation at the cellular level guided by online analysis of neuronal function.}, journal = {Nature Methods}, volume = {15}, year = {2018}, month = {2018 Nov 30}, pages = {1117-1125}, abstract = {

Whole-brain imaging allows for comprehensive functional mapping of distributed neural pathways, but neuronal perturbation experiments are usually limited to targeting predefined regions or genetically identifiable cell types. To complement whole-brain measures of activity with brain-wide manipulations for testing causal interactions, we introduce a system that uses measuredactivity patterns to guide optical perturbations of any subset of neurons in the same fictively behaving larval zebrafish. First, a light-sheet microscope collects whole-brain data that are rapidly analyzed by a distributed computing system to generate functional brain maps. On the basis of these maps, the experimenter can then optically ablate neurons and image activity changes across the brain. We applied this method to characterize contributions of behaviorally tuned populations to the optomotor response. We extended the system to optogenetically stimulate arbitrary subsets of neurons during whole-brain imaging. These open-source methods enable delineating the contributions of neurons to brain-wide circuit dynamics and behavior in individual animals.

}, doi = {10.1038/s41592-018-0221-x}, author = {Vladimirov, Nikita and Wang, Chen and H{\"o}ckendorf, Burkhard and Pujala, Avinash and Tanimoto, Masashi and Mu, Yu and Yang, Chao-Tsung and Wittenbach, Jason and Freeman, Jeremy and Preibisch, Stephan and Koyama, Minoru and Keller, Philipp J and Ahrens, Misha B} } @article {49466, title = {In toto imaging and reconstruction of post-implantation mouse development at the single-cell level.}, journal = {Cell}, volume = {175}, year = {2018}, month = {2018 Oct 10}, pages = {859-876}, abstract = {

The mouse embryo has long been central to the study of mammalian development; however, elucidating the cell behaviors governing gastrulation and the formation of tissues and organs remains a fundamental challenge. A major obstacle is the lack of live imaging and image analysis technologies capable of systematically following cellular dynamics across the developing embryo. We developed a light-sheet microscope that adapts itself to the dramatic changes in size, shape, and optical properties of the post-implantation\ mouse embryo and captures its development from gastrulation to early organogenesis at\ the cellular level. We furthermore developed a computational framework for reconstructing long-term cell tracks, cell divisions, dynamic fate maps, and maps of tissue morphogenesis across the entire embryo. By jointly analyzing cellular dynamics in multiple embryos registered in space and time, we built a dynamic atlas of post-implantation mouse development that, together with our microscopy and computational methods, is provided as a resource.

}, issn = {1097-4172}, doi = {10.1016/j.cell.2018.09.031}, author = {McDole, Katie and Guignard, Leo and Amat, Fernando and Berger, Andrew and Malandain, Gr{\'e}goire and Royer, Lo{\"\i}c A and Turaga, Srinivas C and Branson, Kristin and Keller, Philipp J} } @article {49487, title = {A practical guide to adaptive light-sheet microscopy.}, journal = {Nature Protocols}, volume = {13}, year = {2018}, month = {2018 Oct 26}, pages = {2462{\textendash}2500}, abstract = {

We describe the implementation and use of an adaptive imaging framework for optimizing spatial resolution and signal strength in a light-sheet microscope. The framework, termed AutoPilot, comprises hardware and software modules for automatically measuring and compensating for mismatches between light-sheet and detection focal planes in living specimens. Our protocol enables researchers to introduce adaptive imaging capabilities in an existing light-sheet microscope or use our SiMView microscope blueprint to set up a new adaptive multiview light-sheet microscope. The protocol describes (i) the mechano-optical implementation of the adaptive imaging hardware, including technical drawings for all custom microscope components; (ii) the algorithms and software library for automated adaptive imaging, including the pseudocode and annotated source code for all software modules; and (iii) the execution of adaptive imaging experiments, as well as the configuration and practical use of the AutoPilot framework. Setup of the adaptive imaging hardware and software takes 1-2 weeks each. Previous experience with light-sheet microscopy and some familiarity with software engineering and building of optical instruments are recommended. Successful implementation of the protocol recovers near diffraction-limited performance in many parts of typical multicellular organisms studied with light-sheet microscopy, such as fruit fly and zebrafish embryos, for which resolution and signal strength are improved two- to fivefold.

}, issn = {1750-2799}, doi = {10.1038/s41596-018-0043-4}, author = {Royer, Lo{\"\i}c A and Lemon, William C and Chhetri, Raghav K and Keller, Philipp J} } @article {49012, title = {A preferred curvature-based continuum mechanics framework for modeling embryogenesis.}, journal = {Biophysical Journal}, volume = {114}, year = {2018}, month = {2018 Jan 23}, pages = {267-77}, abstract = {

Mechanics plays a key role in the development of higher organisms. However, understanding this relationship is complicated by the difficulty of modeling the link between local forces generated at the subcellular level and deformations observed at the tissue and whole-embryo levels. Here we propose an approach first developed for lipid bilayers and cell membranes, in which force-generation by cytoskeletal elements enters a continuum mechanics formulation for the full system in the form of local changes in preferred curvature. This allows us to express and solve the system using only tissue strains. Locations of preferred curvature are simply related to products of gene expression. A solution, in that context, means relaxing the system{\textquoteright}s mechanical energy to yield global morphogenetic predictions that accommodate a tendency toward the local preferred curvature, without a need to explicitly model force-generation mechanisms at the molecular level. Our computational framework, which we call SPHARM-MECH, extends a 3D spherical harmonics parameterization known as SPHARM to combine this level of abstraction with a sparse shape representation. The integration of these two principles allows computer simulations to be performed in three dimensions on highly complex shapes, gene expression patterns, and mechanical constraints. We demonstrate our approach by modeling mesoderm invagination in the fruit-fly embryo, where local forces generated by the acto-myosin meshwork in the region of the future mesoderm lead to formation of a ventral tissue fold. The process is accompanied by substantial changes in cell shape and long-range cell movements. Applying SPHARM-MECH to whole-embryo live imaging data acquired with light-sheet microscopy reveals significant correlation between calculated and observed tissue movements. Our analysis predicts the observed cell shape anisotropy on the ventral side of the embryo and suggests an active mechanical role of mesoderm invagination in supporting the onset of germ-band extension.

}, doi = {10.1016/j.bpj.2017.11.015}, author = {Khairy, Khaled and Lemon, William C and Amat, Fernando and Keller, Philipp J} } @article {48891, title = {A general method to fine-tune fluorophores for live-cell and in vivo imaging.}, journal = {Nature Methods}, volume = {14}, year = {2017}, month = {2017 Oct}, pages = {987-994}, abstract = {

Pushing the frontier of fluorescence microscopy requires the design of enhanced fluorophores with finely tuned properties. We recently discovered that incorporation of four-membered azetidine rings into classic fluorophore structures elicits substantial increases in brightness and photostability, resulting in the Janelia Fluor (JF) series of dyes. We refined and extended this strategy, finding that incorporation of 3-substituted azetidine groups allows rational tuning of the spectral and chemical properties of rhodamine dyes with unprecedented precision. This strategy allowed us to establish principles for fine-tuning the properties of fluorophores and to develop a palette of new fluorescent and fluorogenic labels with excitation ranging from blue to the far-red. Our results demonstrate the versatility of these new dyes in cells, tissues and animals.

}, keywords = {Animals, Brain, Cell Line, Coloring Agents, Drosophila, Image Processing, Computer-Assisted, Larva, Mice, Microscopy, Fluorescence, Photochemical Processes, Staining and Labeling}, issn = {1548-7105}, doi = {10.1038/nmeth.4403}, author = {Grimm, Jonathan B and Muthusamy, Anand K and Liang, Yajie and Brown, Timothy A and Lemon, William C and Patel, Ronak and Lu, Rongwen and Macklin, John J and Keller, Philipp J and Ji, Na and Lavis, Luke D} } @article {48669, title = {How to make a worm twitch.}, journal = {Biophysical Journal}, volume = {112}, year = {2017}, month = {2017 May 09}, pages = {1737-1738}, issn = {1542-0086}, doi = {10.1016/j.bpj.2017.03.035}, author = {Keller, Philipp J} } @article {48278, title = {Multi-view light-sheet imaging and tracking with the MaMuT software reveals the cell lineage of a direct developing arthropod limb.}, journal = {eLife}, volume = {7}, year = {2017}, month = {2018 Mar 29}, pages = {e34410}, abstract = {

During development, coordinated cell behaviors orchestrate tissue and organ morphogenesis. Detailed descriptions of cell lineages and behaviors provide a powerful framework to elucidate the mechanisms of morphogenesis. To study the cellular basis of limb development, we imaged transgenic fluorescently-labeled embryos from the crustacean Parhyale hawaiensis with multi-view light-sheet microscopy at high spatiotemporal resolution over several days of embryogenesis. The cell lineage of outgrowing thoracic limbs was reconstructed at single-cell resolution with new software called Massive Multi-view Tracker (MaMuT). In silico clonal analyses suggested that the early limb primordium becomes subdivided into anterior-posterior and dorsal-ventral compartments whose boundaries intersect at the distal tip of the growing limb. Limb-bud formation is associated with spatial modulation of cell proliferation, while limb elongation is also driven by preferential orientation of cell divisions along the proximal-distal growth axis. Cellular reconstructions were predictive of the expression patterns of limb development genes including the BMP morphogen Decapentaplegic.

}, doi = {10.7554/eLife.34410}, author = {Wolff, Carsten and Tinevez, Jean-Yves and Pietzsch, Tobias and Stamataki, Evangelia and Harich, Benjamin and Guignard, Leo and Preibisch, Stephan and Shorte, Spencer and Keller, Philipp J and Tomancak, Pavel and Pavlopoulos, Anastasios} } @article {47987, title = {Adaptive light-sheet microscopy for long-term, high-resolution imaging in living organisms.}, journal = {Nature Biotechnology}, volume = {34}, year = {2016}, month = {2016 Oct 31}, pages = {1267-78}, abstract = {

Optimal image quality in light-sheet microscopy requires a perfect overlap between the illuminating light sheet and the focal plane of the detection objective. However, mismatches between the light-sheet and detection planes are common owing to the spatiotemporally varying optical properties of living specimens. Here we present the AutoPilot framework, an automated method for spatiotemporally adaptive imaging that integrates (i) a multi-view light-sheet microscope capable of digitally translating and rotating light-sheet and detection planes in three dimensions and (ii) a computational method that continuously optimizes spatial resolution across the specimen volume in real time. We demonstrate long-term adaptive imaging of entire developing zebrafish (Danio rerio) and Drosophila melanogaster embryos and perform adaptive whole-brain functional imaging in larval zebrafish. Our method improves spatial resolution and signal strength two to five-fold, recovers cellular and sub-cellular structures in many regions that are not resolved by non-adaptive imaging, adapts to spatiotemporal dynamics of genetically encoded fluorescent markers and robustly optimizes imaging performance during large-scale morphogenetic changes in living organisms.

}, issn = {1546-1696}, doi = {10.1038/nbt.3708}, author = {Royer, Lo{\"\i}c A and Lemon, William C and Chhetri, Raghav K and Wan, Yinan and Coleman, Michael and Myers, Eugene W and Keller, Philipp J} } @article {47386, title = {Emerging imaging and genomic tools for developmental systems biology.}, journal = {Developmental Cell}, volume = {36}, year = {2016}, month = {2016 Mar 21}, pages = {597-610}, abstract = {

Animal development is a complex and dynamic process orchestrated by exquisitely timed cell lineage commitment, divisions, migration, and morphological changes at the single-cell level. In the past decade, extensive genetic, stem cell, and genomic studies provided crucial insights into molecular underpinnings and the functional importance of genetic pathways governing various cellular differentiation processes. However, it is still largely unknown how the precise coordination of these pathways is achieved at the whole-organism level and how the highly regulated spatiotemporal choreography of development is established in turn. Here, we discuss the latest technological advances in imaging and single-cell genomics that hold great promise for advancing our understanding of this intricate process. We propose an integrated approach that combines such methods to quantitatively decipher in\ vivo cellular dynamic behaviors and their underlying molecular mechanisms at the systems level with single-cell, single-molecule resolution.

}, issn = {1878-1551}, doi = {10.1016/j.devcel.2016.02.016}, author = {Liu, Zhe and Keller, Philipp J} } @article {47877, title = {Imaging far and wide.}, journal = {eLife}, volume = {5}, year = {2016}, month = {2016 Sep 23}, pages = {e21072}, abstract = {

A custom-built objective lens called the Mesolens allows relatively large biological specimens to be imaged with cellular resolution.

}, doi = {10.7554/eLife.18659}, author = {Chhetri, Raghav K and Keller, Philipp J} } @article {47267, title = {Real-time three-dimensional cell segmentation in large-scale microscopy data of developing embryos.}, journal = {Developmental Cell}, volume = {36}, year = {2016}, month = {2016 Jan 25}, pages = {225-40}, abstract = {

We present the Real-time Accurate Cell-shape Extractor (RACE), a high-throughput image analysis framework for automated three-dimensional cell segmentation in large-scale images. RACE is 55{\textendash}330 times faster and 2{\textendash}5 times more accurate than state-of-the-art methods. We demonstrate the generality of RACE by extracting cell-shape information from entire Drosophila, zebrafish, and mouse embryos imaged with confocal and light-sheet microscopes. Using RACE, we automatically reconstructed cellular-resolution tissue anisotropy maps across developing Drosophila embryos and quantified differences in cell-shape dynamics in wild-type and mutant embryos. We furthermore integrated RACE with our framework for automated cell lineaging and performed joint segmentation and cell tracking in entire Drosophila embryos. RACE processed these terabyte-sized datasets on a single computer within 1.4\ days. RACE is easy to use, as it requires adjustment of only three parameters, takes full advantage of state-of-the-art multi-core processors and graphics cards, and is available as open-source software for Windows, Linux, and Mac\ OS.

}, doi = {10.1016/j.devcel.2015.12.028}, author = {Stegmaier, Johannes and Amat, Fernando and Lemon, William C and McDole, Katie and Wan, Yinan and Teodoro, George and Mikut, Ralf and Keller, Philipp J} } @article {47440, title = {Repulsive cues combined with physical barriers and cell{\textendash}cell adhesion determine progenitor cell positioning during organogenesis}, journal = {Nature Communications}, volume = {7}, year = {2016}, month = {2016 Apr 18}, pages = {11288}, abstract = {

The precise positioning of organ progenitor cells constitutes an essential, yet poorly understood step during organogenesis. Using primordial germ cells that participate in gonad formation, we present the developmental mechanisms maintaining a motile progenitor cell population at the site where the organ develops. Employing high-resolution live-cell microscopy, we find that repulsive cues coupled with physical barriers confine the cells to the correct bilateral positions. This analysis revealed that cell polarity changes on interaction with the physical barrier and that the establishment of compact clusters involves increased cell-cell interaction time. Using particle-based simulations, we demonstrate the role of reflecting barriers, from which cells turn away on contact, and the importance of proper cell-cell adhesion level for maintaining the tight cell clusters and their correct positioning at the target region. The combination of these developmental and cellular mechanisms prevents organ fusion, controls organ positioning and is thus critical for its proper function.

}, doi = {10.1038/ncomms11288}, author = {Paksa, Azadeh and Bandemer, Jan and H{\"o}ckendorf, Burkhard and Razin, Nitzan and Tarbashevich, Katsiaryna and Minina, Sofia and Meyen, Dana and Gov, Nir S and Keller, Philipp J and Raz, Erez} } @article {47814, title = {Whole-animal imaging with high spatio-temporal resolution.}, journal = {Proceedings of SPIE}, volume = {9720}, year = {2016}, month = {2016 Jul 18}, pages = {97200R}, abstract = {

We developed isotropic multiview (IsoView) light-sheet microscopy in order to image fast cellular dynamics, such as cell movements in an entire developing embryo or neuronal activity throughput an entire brain or nervous system, with high resolution in all dimensions, high imaging speeds, good physical coverage and low photo-damage. To achieve high temporal resolution and high spatial resolution at the same time, IsoView microscopy rapidly images large specimens via simultaneous light-sheet illumination and fluorescence detection along four orthogonal directions. In a post-processing step, these four views are then combined by means of high-throughput multiview deconvolution to yield images with a system resolution of <= 450 nm in all three dimensions. Using IsoView microscopy, we performed whole-animal functional imaging of Drosophila embryos and larvae at a spatial resolution of 1.1-2.5 μm and at a temporal resolution of 2 Hz for up to 9 hours. We also performed whole-brain functional imaging in larval zebrafish and multicolor imaging of fast cellular dynamics across entire, gastrulating Drosophila embryos with isotropic, sub-cellular resolution. Compared with conventional (spatially anisotropic) light-sheet microscopy, IsoView microscopy improves spatial resolution at least sevenfold and decreases resolution anisotropy at least threefold. Compared with existing high-resolution light-sheet techniques, such as lattice lightsheet microscopy or diSPIM, IsoView microscopy effectively doubles the penetration depth and provides subsecond temporal resolution for specimens 400-fold larger than could previously be imaged.

}, isbn = {978-162841954-2}, issn = { 0277786X}, doi = {10.1117/12.2212564}, author = {Chhetri, Raghav and Amat, Fernando and Wan, Yinan and H{\"o}ckendorf, Burkhard and Lemon, William C and Keller, Philipp J} } @article {47215, title = {Direct in~vivo manipulation and imaging of calcium transients in neutrophils identify a critical role for leading-edge calcium flux.}, journal = {Cell Reports}, volume = {13}, year = {2015}, month = {2015 Dec 15}, pages = {2107-17}, abstract = {

Calcium signaling has long been associated with key events of immunity, including chemotaxis, phagocytosis, and activation. However, imaging and manipulation of calcium flux in motile immune cells in live animals remain challenging. Using light-sheet microscopy for in\ vivo calcium imaging in zebrafish, we observe characteristic patterns of calcium flux triggered by distinct events, including phagocytosis of pathogenic bacteria and migration of neutrophils toward inflammatory stimuli. In contrast to findings from ex\ vivo studies, we observe enriched calcium influx at the leading edge of migrating neutrophils. To directly manipulate calcium dynamics in\ vivo, we have developed transgenic lines with cell-specific expression of the mammalian TRPV1 channel, enabling ligand-gated, reversible, and spatiotemporal control of calcium influx. We find that controlled calcium influx can function to help define the neutrophil{\textquoteright}s leading edge. Cell-specific TRPV1 expression may have broad utility for precise control of calcium dynamics in other immune cell types and organisms.

}, issn = {2211-1247}, doi = {10.1016/j.celrep.2015.11.010}, author = {Beerman, Rebecca W and Matty, Molly A and Au, Gina G and Looger, Loren L and Choudhury, Kingshuk Roy and Keller, Philipp J and Tobin, David M} } @article {47082, title = {Efficient processing and analysis of large-scale light-sheet microscopy data.}, journal = {Nature Protocols}, volume = {10}, year = {2015}, month = {2015 Oct 2}, pages = {1679-96}, abstract = {

Light-sheet microscopy is a powerful method for imaging the development and function of complex biological systems at high spatiotemporal resolution and over long time scales. Such experiments typically generate terabytes of multidimensional image data, and thus they demand efficient computational solutions for data management, processing and analysis. We present protocols and software to tackle these steps, focusing on the imaging-based study of animal development. Our protocols facilitate (i) high-speed lossless data compression and content-based multiview image fusion optimized for multicore CPU architectures, reducing image data size 30{\textendash}500-fold; (ii) automated large-scale cell tracking and segmentation; and (iii) visualization, editing and annotation of multiterabyte image data and cell-lineage reconstructions with tens of millions of data points. These software modules are open source. They provide high data throughput using a single computer workstation and are readily applicable to a wide spectrum of biological model systems.

}, doi = {10.1038/nprot.2015.111}, author = {Amat, Fernando and H{\"o}ckendorf, Burkhard and Wan, Yinan and Lemon, William C and McDole, Katie and Keller, Philipp J} } @conference {47229, title = {Interactive exemplar-based segmentation toolkit for biomedical image analysis.}, booktitle = {International Symposium on Biomedical Imaging}, year = {2015}, month = {2015 Apr}, abstract = {

In the field of biomedical imaging analysis on single-cell level, reliable and fast segmentation of the cell nuclei from the background on three-dimensional images is highly needed for the further analysis. In this work we propose an interactive cell segmentation toolkit that first establishes a set of exemplar regions from user input through an easy and intuitive interface in both 2D and 3D in real-time, then
extracts the shape and intensity features from those exemplars. Based on a local contrast-constrained region growing scheme, each connected component in the whole image would be filtered by the features from exemplars, forming an {\textquotedblleft}exemplar-matching{\textquotedblright} group which passed the filtering and would be part of the final segmentation result, and a {\textquotedblleft}non-exemplar-matching{\textquotedblright} group in which components
would be further segmented by the gradient vector field based algorithm. The results of the filtering process are visualized back to the user in near real-time, thus enhancing the experience in exemplar selecting and parameter tuning. The toolkit is distributed as a plugin within the open source Vaa3D system (http://vaa3d.org).

}, author = {Li, Xiang and Zhou, Zhi and Keller, Philipp J and Zeng, Hongkui and Liu, Tianming and Peng, Hanchuan} } @article {45457, title = {Light sheet-based imaging and analysis of early embryogenesis in the fruit fly.}, journal = {Methods in Molecular Biology}, volume = {1189}, year = {2015}, month = {2015}, pages = {79-97}, abstract = {

The fruit fly is an excellent model system for investigating the sequence of epithelial tissue invaginations constituting the process of gastrulation. By combining recent advancements in light sheet fluorescence microscopy (LSFM) and image processing, the three-dimensional fly embryo morphology and relevant gene expression patterns can be accurately recorded throughout the entire process of embryogenesis. LSFM provides exceptionally high imaging speed, high signal-to-noise ratio, low level of photoinduced damage, and good optical penetration depth. This powerful combination of capabilities makes LSFM particularly suitable for live imaging of the fly embryo.The resulting high-information-content image data are subsequently processed to obtain the outlines of cells and cell nuclei, as well as the geometry of the whole embryo tissue by image segmentation. Furthermore, morphodynamics information is extracted by computationally tracking objects in the image. Towards that goal we describe the successful implementation of a fast fitting strategy of Gaussian mixture models.The data obtained by image processing is well-suited for hypothesis testing of the detailed biomechanics of the gastrulating embryo. Typically this involves constructing computational mechanics models that consist of an objective function providing an estimate of strain energy for a given morphological configuration of the tissue, and a numerical minimization mechanism of this energy, achieved by varying morphological parameters.In this chapter, we provide an overview of in vivo imaging of fruit fly embryos using LSFM, computational tools suitable for processing the resulting images, and examples of computational biomechanical simulations of fly embryo gastrulation.

}, issn = {1940-6029}, doi = {10.1007/978-1-4939-1164-6_6}, author = {Khairy, Khaled and Lemon, William C and Amat, Fernando and Keller, Philipp J} } @article {46497, title = {Proper migration and axon outgrowth of zebrafish cranial motoneuron subpopulations require the cell adhesion molecule MDGA2A.}, journal = {Biology Open}, volume = {4}, year = {2015}, month = {2015}, pages = {146-54}, abstract = {

The formation of functional neuronal circuits relies on accurate migration and proper axonal outgrowth of neuronal precursors. On the route to their targets migrating cells and growing axons depend on both, directional information from neurotropic cues and adhesive interactions mediated via extracellular matrix molecules or neighbouring cells. The inactivation of guidance cues or the interference with cell adhesion can cause severe defects in neuronal migration and axon guidance. In this study we have analyzed the function of the MAM domain containing glycosylphosphatidylinositol anchor 2A (MDGA2A) protein in zebrafish cranial motoneuron development. MDGA2A is prominently expressed in distinct clusters of cranial motoneurons, especially in the ones of the trigeminal and facial nerves. Analyses of MDGA2A knockdown embryos by light sheet and confocal microscopy revealed impaired migration and aberrant axonal outgrowth of these neurons; suggesting that adhesive interactions mediated by MDGA2A are required for the proper arrangement and outgrowth of cranial motoneuron subtypes.

}, issn = {2046-6390}, doi = {10.1242/bio.20148482}, author = {Ingold, Esther and Vom Berg-Maurer, Colette M and Burckhardt, Christoph J and Lehnherr, Andr{\'e} and Rieder, Philip and Keller, Philipp J and Stelzer, Ernst H and Greber, Urs F and Neuhauss, Stephan C F and Gesemann, Matthias} } @article {47133, title = {Stochastic electrotransport selectively enhances the transport of highly electromobile molecules.}, journal = {Proceedings of the National Academy of Sciences of the United States of America}, volume = {112}, year = {2015}, month = {2015 Nov 2}, pages = {E6274-83}, abstract = {

Nondestructive chemical processing of porous samples such as fixed biological tissues typically relies on molecular diffusion. Diffusion into a porous structure is a slow process that significantly delays completion of chemical processing. Here, we present a novel electrokinetic method termed stochastic electrotransport for rapid nondestructive processing of porous samples. This method uses a rotational electric field to selectively disperse highly electromobile molecules throughout a porous sample without displacing the low-electromobility molecules that constitute the sample. Using computational models, we show that stochastic electrotransport can rapidly disperse electromobile molecules in a porous medium. We apply this method to completely clear mouse organs within 1{\textendash}3 days and to stain them with nuclear dyes, proteins, and antibodies within 1 day. Our results demonstrate the potential of stochastic electrotransport to process large and dense tissue samples that were previously infeasible in time when relying on diffusion.

}, doi = {10.1073/pnas.1510133112}, author = {Kim, Sung-Yon and Cho, Jae Hun and Murray, Evan and Bakh, Naveed and Choi, Heejin and Ohn, Kimberly and Ruelas, Luzdary and Hubbert, Austin and McCue, Meg and Vassallo, Sara L and Keller, Philipp J and Chung, Kwanghun} } @article {46020, title = {Visualizing whole-brain activity and development at the single-cell level using light-sheet microscopy.}, journal = {Neuron}, volume = {85}, year = {2015}, month = {2015 Feb 4}, pages = {462-83}, abstract = {

The nature of nervous system function and development is inherently global, since all components eventually influence one another. Networks communicate through dense synaptic, electric, and modulatory connections and develop through concurrent growth and interlinking of their neurons, processes, glia, and blood vessels. These factors drive the development of techniques capable of imaging neural signaling, anatomy, and developmental processes at ever-larger scales. Here, we discuss the nature of questions benefitting from large-scale imaging techniques and introduce recent applications. We focus on emerging light-sheet microscopy approaches, which are well suited for live imaging of large systems with high spatiotemporal resolution and over long periods of time. We also discuss computational methods suitable for extracting biological information from the resulting system-level image data sets. Together with new tools for reporting and manipulating neuronal activity and gene expression, these techniques promise new insights into the large-scale function and development of neural systems.

}, issn = {1097-4199}, doi = {10.1016/j.neuron.2014.12.039}, author = {Keller, Philipp J and Ahrens, Misha B} } @article {47116, title = {Whole-animal functional and developmental imaging with isotropic spatial resolution}, journal = {Nature Methods}, volume = {12}, year = {2015}, month = {2015 Oct 26}, pages = {1171-8}, abstract = {

Imaging fast cellular dynamics across large specimens requires high resolution in all dimensions, high imaging speeds, good physical coverage and low photo-damage. To meet these requirements, we developed isotropic multiview (IsoView) light-sheet microscopy, which rapidly images large specimens via simultaneous light-sheet illumination and fluorescence detection along four orthogonal directions. Combining these four views by means of high-throughput multiview deconvolution yields images with high resolution in all three dimensions. We demonstrate whole-animal functional imaging of Drosophila larvae at a spatial resolution of 1.1-2.5 μm and temporal resolution of 2 Hz for several hours. We also present spatially isotropic whole-brain functional imaging in Danio rerio larvae and spatially isotropic multicolor imaging of fast cellular dynamics across gastrulating Drosophila embryos. Compared with conventional light-sheet microscopy, IsoView microscopy improves spatial resolution at least sevenfold and decreases resolution anisotropy at least threefold. Compared with existing high-resolution light-sheet techniques, IsoView microscopy effectively doubles the penetration depth and provides subsecond temporal resolution for specimens 400-fold larger than could previously be imaged.

}, doi = {10.1038/nmeth.3632}, author = {Chhetri, Raghav K and Amat, Fernando and Wan, Yinan and H{\"o}ckendorf, Burkhard and Lemon, William C and Keller, Philipp J} } @article {46984, title = {Whole-central nervous system functional imaging in larval Drosophila.}, journal = {Nature Communications}, volume = {6}, year = {2015}, month = {2015 Aug 11}, pages = {7924}, abstract = {

Understanding how the brain works in tight concert with the rest of the central nervous system (CNS) hinges upon knowledge of coordinated activity patterns across the whole CNS. We present a method for measuring activity in an entire, non-transparent CNS with high spatiotemporal resolution. We combine a light-sheet microscope capable of simultaneous multi-view imaging at volumetric speeds 25-fold faster than the state-of-the-art, a whole-CNS imaging assay for the isolated Drosophila larval CNS and a computational framework for analysing multi-view, whole-CNS calcium imaging data. We image both brain and ventral nerve cord, covering the entire CNS at 2 or 5 Hz with two- or one-photon excitation, respectively. By mapping network activity during fictive behaviours and quantitatively comparing high-resolution whole-CNS activity maps across individuals, we predict functional connections between CNS regions and reveal neurons in the brain that identify type and temporal state of motor programs executed in the ventral nerve cord.

}, doi = {10.1038/ncomms8924}, author = {Lemon, William C and Pulver, Stefan R and H{\"o}ckendorf, Burkhard and McDole, Katie and Branson, Kristin M and Freeman, Jeremy and Keller, Philipp J} } @article {45419, title = {Development of the annelid axochord: insights into notochord evolution.}, journal = {Science}, volume = {345}, year = {2014}, month = {2014 Sep 12}, pages = {1365-8}, abstract = {

The origin of chordates has been debated for more than a century, with one key issue being the emergence of the notochord. In vertebrates, the notochord develops by convergence and extension of the chordamesoderm, a population of midline cells of unique molecular identity. We identify a population of mesodermal cells in a developing invertebrate, the marine annelid Platynereis dumerilii, that converges and extends toward the midline and expresses a notochord-specific combination of genes. These cells differentiate into a longitudinal muscle, the axochord, that is positioned between central nervous system and axial blood vessel and secretes a strong collagenous extracellular matrix. Ancestral state reconstruction suggests that contractile mesodermal midline cells existed in bilaterian ancestors. We propose that these cells, via vacuolization and stiffening, gave rise to the chordate notochord.

}, issn = {1095-9203}, doi = {10.1126/science.1253396}, author = {Lauri, Antonella and Brunet, Thibaut and Handberg-Thorsager, Mette and Fischer, Antje H L and Simakov, Oleg and Steinmetz, Patrick R H and Tomer, Raju and Keller, Philipp J and Arendt, Detlev} } @article {45058, title = {Fast, accurate reconstruction of cell lineages from large-scale fluorescence microscopy data.}, journal = {Nature Methods}, volume = {11}, year = {2014}, month = {2014 Jul 20}, pages = {951-8}, abstract = {

The comprehensive reconstruction of cell lineages in complex multicellular organisms is a central goal of developmental biology. We present an open-source computational framework for the segmentation and tracking of cell nuclei with high accuracy and speed. We demonstrate its (i) generality by reconstructing cell lineages in four-dimensional, terabyte-sized image data sets of fruit fly, zebrafish and mouse embryos acquired with three types of fluorescence microscopes, (ii) scalability by analyzing advanced stages of development with up to 20,000 cells per time point at 26,000 cells min(-1) on a single computer workstation and (iii) ease of use by adjusting only two parameters across all data sets and providing visualization and editing tools for efficient data curation. Our approach achieves on average 97.0\% linkage accuracy across all species and imaging modalities. Using our system, we performed the first cell lineage reconstruction of early Drosophila melanogaster nervous system development, revealing neuroblast dynamics throughout an entire embryo.

}, issn = {1548-7105}, doi = {10.1038/nmeth.3036}, author = {Amat, Fernando and Lemon, William and Mossing, Daniel P and McDole, Katie and Wan, Yinan and Branson, Kristin and Myers, Eugene W and Keller, Philipp J} } @article {45177, title = {Light-sheet functional imaging in fictively behaving zebrafish.}, journal = {Nature Methods}, volume = {11}, year = {2014}, month = {2014 Jul 27}, pages = {883-4}, abstract = {

The processing of sensory input and the generation of behavior involves large networks of neurons, which necessitates new technology for recording from many neurons in behaving animals. In the larval zebrafish, light-sheet microscopy can be used to record the activity of almost all neurons in the brain simultaneously at single-cell resolution. Existing implementations, however, cannot be combined with visually driven behavior because the light sheet scans over the eye, interfering with presentation of controlled visual stimuli. Here we describe a system that overcomes the confounding eye stimulation through the use of two light sheets and combines whole-brain light-sheet imaging with virtual reality for fictively behaving larval zebrafish.

}, issn = {1548-7105}, doi = {10.1038/nmeth.3040}, author = {Vladimirov, Nikita and Mu, Yu and Kawashima, Takashi and Bennett, Davis V and Yang, Chao-Tsung and Looger, Loren L and Keller, Philipp J and Freeman, Jeremy and Ahrens, Misha B} } @article {45868, title = {Light-sheet imaging for systems neuroscience.}, journal = {Nature Methods}, volume = {12}, year = {2014}, month = {2014 Dec 30}, pages = {27-9}, abstract = {

Developments in electrical and optical recording technology are scaling up the size of neuronal populations that can be monitored simultaneously. Light-sheet imaging is rapidly gaining traction as a method for optically interrogating activity in large networks and presents both opportunities and challenges for understanding circuit function.

}, issn = {1548-7105}, doi = {10.1038/nmeth.3214}, author = {Keller, Philipp J and Ahrens, Misha B and Freeman, Jeremy} } @article {6896, title = {Live imaging and quantitative analysis of gastrulation in mouse embryos using light-sheet microscopy and 3D tracking tools.}, journal = {Nature Protocols}, volume = {9}, year = {2014}, month = {2014 Mar}, pages = {575-85}, abstract = {

This protocol describes how to observe gastrulation in living mouse embryos by using light-sheet microscopy and computational tools to analyze the resulting image data at the single-cell level. We describe a series of techniques needed to image the embryos under physiological conditions, including how to hold mouse embryos without agarose embedding, how to transfer embryos without air exposure and how to construct environmental chambers for live imaging by digital scanned light-sheet microscopy (DSLM). Computational tools include manual and semiautomatic tracking programs that are developed for analyzing the large 4D data sets acquired with this system. Note that this protocol does not include details of how to build the light-sheet microscope itself. Time-lapse imaging ends within 12 h, with subsequent tracking analysis requiring 3-6 d. Other than some mouse-handling skills, this protocol requires no advanced skills or knowledge. Light-sheet microscopes are becoming more widely available, and thus the techniques outlined in this paper should be helpful for investigating mouse embryogenesis.

}, issn = {1750-2799}, doi = {10.1038/nprot.2014.035}, author = {Ichikawa, Takehiko and Nakazato, Kenichi and Keller, Philipp J and Kajiura-Kobayashi, Hiroko and Stelzer, Ernst H K and Mochizuki, Atsushi and Nonaka, Shigenori} } @article {45718, title = {Making biology transparent.}, journal = {Nature Biotechnology}, volume = {32}, year = {2014}, month = {2014 Nov 7}, pages = {1104-5}, abstract = {

The molecular and cellular architecture of the organs in a whole mouse is revealed through optical clearing.

}, issn = {1546-1696}, doi = {10.1038/nbt.3061}, author = {H{\"o}ckendorf, Burkhard and Lavis, Luke D and Keller, Philipp J} } @article {45719, title = {The PAR complex controls the spatiotemporal dynamics of F-actin and the MTOC in directionally migrating leukocytes.}, journal = {Journal of Cell Science}, volume = {127}, year = {2014}, month = {2014 Oct 15}, pages = {4381-95}, abstract = {

Inflammatory cells acquire a polarized phenotype to migrate towards sites of infection or injury. A conserved polarity complex comprising PAR-3, PAR-6 and atypical protein kinase C (aPKC) relays extracellular polarizing cues to control cytoskeletal and signaling networks affecting morphological and functional polarization. However, there is no evidence that myeloid cells use PAR signaling to migrate vectorially in three-dimensional (3D) environments in vivo. Using genetically encoded bioprobes and high-resolution live imaging, we reveal the existence of F-actin oscillations in the trailing edge and constant repositioning of the microtubule organizing center (MTOC) to direct leukocyte migration in wounded medaka fish larvae (Oryzias latipes). Genetic manipulation in live myeloid cells demonstrates that the catalytic activity of aPKC and the regulated interaction with PAR-3 and PAR-6 are required for consistent F-actin oscillations, MTOC perinuclear mobility, aPKC repositioning and wound-directed migration upstream of Rho kinase (also known as ROCK or ROK) activation. We propose that the PAR complex coordinately controls cytoskeletal changes affecting both the generation of traction force and the directionality of leukocyte migration to sites of injury.

}, issn = {1477-9137}, doi = {10.1242/jcs.146217}, author = {Crespo, Carolina and Vernieri, Claudio and Keller, Philipp J and Garr{\`e}, Massimiliano and Bender, Jeffrey R and Wittbrodt, Joachim and Pardi, Ruggero} } @conference {5905, title = {3D Haar-like elliptical features for object classification in microscopy.}, booktitle = {International Symposium on Biomedical Imaging}, year = {2013}, month = {2013 Apr}, abstract = {

Object detection and classification are key tasks in computer vision that can facilitate high-throughput image analysis of microscopy data. We present a set of local image descriptors for three-dimensional (3D) microscopy datasets inspired by the well-known Haar wavelet framework. We add orientation, illumination and scale information by assuming that the neighborhood surrounding points of interests in the image can be described with ellipsoids, and we increase discriminative power by incorporating edge and shape information into the features. The calculation of the local image descriptors is implemented in a Graphics Processing Unit (GPU) in order to reduce computation time to 1 millisecond per object of interest. We present results for cell division detection in 3D time-lapse fluorescence microscopy with 97.6\% accuracy.

}, author = {Amat, Fernando and Keller, Philipp J} } @article {5536, title = {Fast and robust optical flow for time-lapse microscopy using super-voxels.}, journal = {Bioinformatics}, volume = {29}, year = {2013}, month = {2013 Feb}, pages = {373-80}, abstract = {

Optical flow is a key method used for quantitative motion estimation of biological structures in light microscopy. It has also been used as a key module in segmentation and tracking systems and is considered a mature technology in the field of computer vision. However, most of the research focused on 2D natural images, which are small in size and rich in edges and texture information. In contrast, 3D time-lapse recordings of biological specimens comprise up to several terabytes of image data and often exhibit complex object dynamics as well as blurring due to the point-spread-function of the microscope. Thus, new approaches to optical flow are required to improve performance for such data. We solve optical flow in large 3D time-lapse microscopy datasets by defining a Markov random field (MRF) over super-voxels in the foreground and applying motion smoothness constraints between super-voxels instead of voxel-wise. This model is tailored to the specific characteristics of light microscopy datasets: super-voxels help registration in textureless areas, the MRF over super-voxels efficiently propagates motion information between neighboring cells and the background subtraction and super-voxels reduce the dimensionality of the problem by an order of magnitude. We validate our approach on large 3D time-lapse datasets of Drosophila and zebrafish development by analyzing cell motion patterns. We show that our approach is, on average, 10x faster than commonly used optical flow implementations in the Insight Tool-Kit (ITK) and reduces the average flow end point error by 50\% in regions with complex dynamic processes, such as cell divisions.

}, issn = {1367-4811}, doi = {10.1093/bioinformatics/bts706}, author = {Amat, Fernando and Myers, Eugene W and Keller, Philipp J} } @article {5982, title = {Imaging morphogenesis: technological advances and biological insights.}, journal = {Science}, volume = {340}, year = {2013}, month = {2013 Jun 7}, pages = {1234168}, abstract = {

Morphogenesis, the development of the shape of an organism, is a dynamic process on a multitude of scales, from fast subcellular rearrangements and cell movements to slow structural changes at the whole-organism level. Live-imaging approaches based on light microscopy reveal the intricate dynamics of this process and are thus indispensable for investigating the underlying mechanisms. This Review discusses emerging imaging techniques that can record morphogenesis at temporal scales from seconds to days and at spatial scales from hundreds of nanometers to several millimeters. To unlock their full potential, these methods need to be matched with new computational approaches and physical models that help convert highly complex image data sets into biological insights.

Science Profile: A Research Career in Focus

}, issn = {1095-9203}, doi = {10.1126/science.1234168}, author = {Keller, Philipp J} } @article {5884, title = {In vivo imaging of zebrafish embryogenesis.}, journal = {Methods}, volume = {62}, year = {2013}, month = {2013 Aug 15}, pages = {268-78}, abstract = {

The zebrafish Danio rerio has emerged as a powerful vertebrate model system that lends itself particularly well to quantitative investigations with live imaging approaches, owing to its exceptionally high optical clarity in embryonic and larval stages. Recent advances in light microscopy technology enable comprehensive analyses of cellular dynamics during zebrafish embryonic development, systematic mapping of gene expression dynamics, quantitative reconstruction of mutant phenotypes and the system-level biophysical study of morphogenesis. Despite these technical breakthroughs, it remains challenging to design and implement experiments for in vivo long-term imaging at high spatio-temporal resolution. This article discusses the fundamental challenges in zebrafish long-term live imaging, provides experimental protocols and highlights key properties and capabilities of advanced fluorescence microscopes. The article focuses in particular on experimental assays based on light sheet-based fluorescence microscopy, an emerging imaging technology that achieves exceptionally high imaging speeds and excellent signal-to-noise ratios, while minimizing light-induced damage to the specimen. This unique combination of capabilities makes light sheet microscopy an indispensable tool for the in vivo long-term imaging of large developing organisms.

}, issn = {1095-9130}, doi = {10.1016/j.ymeth.2013.03.015}, author = {Keller, Philipp J} } @article {5346, title = {Light sheet microscopy in cell biology.}, journal = {Methods in Molecular Biology}, volume = {931}, year = {2013}, month = {2013}, pages = {123-37}, abstract = {

Light sheet-based fluorescence microscopy (LSFM) is emerging as a powerful imaging technique for the life sciences. LSFM provides an exceptionally high imaging speed, high signal-to-noise ratio, low level of photo-bleaching, and good optical penetration depth. This unique combination of capabilities makes light sheet-based microscopes highly suitable for live imaging applications. Here, we provide an overview of light sheet-based microscopy assays for in vitro and in vivo imaging of biological samples, including cell extracts, soft gels, and large multicellular organisms. We furthermore describe computational tools for basic image processing and data inspection.

}, issn = {1940-6029}, doi = {10.1007/978-1-62703-056-4_7}, author = {Tomer, Raju and Khairy, Khaled and Keller, Philipp J} } @article {6918, title = {Live imaging of nervous system development and function using light-sheet microscopy.}, journal = {Molecular Reproduction and Development}, volume = {82}, year = {2013}, month = {2015 Jul}, pages = {605-18}, abstract = {

In vivo imaging applications typically require carefully balancing conflicting parameters. Often it is necessary to achieve high imaging speed, low photo-bleaching, and photo-toxicity, good three-dimensional resolution, high signal-to-noise ratio, and excellent physical coverage at the same time. Light-sheet microscopy provides good performance in all of these categories, and is thus emerging as a particularly powerful live imaging method for the life sciences. We see an outstanding potential for applying light-sheet microscopy to the study of development and function of the early nervous system in vertebrates and higher invertebrates. Here, we review state-of-the-art approaches to live imaging of early development, and show how the unique capabilities of light-sheet microscopy can further advance our understanding of the development and function of the nervous system. We discuss key considerations in the design of light-sheet microscopy experiments, including sample preparation and fluorescent marker strategies, and provide an outlook for future directions in the field.

}, issn = {1098-2795}, doi = {10.1002/mrd.22258}, author = {Lemon, William C and Keller, Philipp J} } @article {6073, title = {Live imaging of whole mouse embryos during gastrulation: migration analyses of epiblast and mesodermal cells.}, journal = {PLoS One}, volume = {8}, year = {2013}, month = {2013 Jul 8}, pages = {e64506}, abstract = {

During gastrulation in the mouse embryo, dynamic cell movements including epiblast invagination and mesodermal layer expansion lead to the establishment of the three-layered body plan. The precise details of these movements, however, are sometimes elusive, because of the limitations in live imaging. To overcome this problem, we developed techniques to enable observation of living mouse embryos with digital scanned light sheet microscope (DSLM). The achieved deep and high time-resolution images of GFP-expressing nuclei and following 3D tracking analysis revealed the following findings: (i) Interkinetic nuclear migration (INM) occurs in the epiblast at embryonic day (E)6 and 6.5. (ii) INM-like migration occurs in the E5.5 embryo, when the epiblast is a monolayer and not yet pseudostratified. (iii) Primary driving force for INM at E6.5 is not pressure from neighboring nuclei. (iv) Mesodermal cells migrate not as a sheet but as individual cells without coordination.

}, issn = {1932-6203}, doi = {10.1371/journal.pone.0064506}, author = {Ichikawa, Takehiko and Nakazato, Kenichi and Keller, Philipp J and Kajiura-Kobayashi, Hiroko and Stelzer, Ernst H K and Mochizuki, Atsushi and Nonaka, Shigenori} } @article {5883, title = {New technologies in imaging.}, journal = {Molecular Biology of the Cell}, volume = {24}, year = {2013}, month = {2013 Mar}, pages = {669}, abstract = {

Visualization of cellular and molecular processes is an indispensable tool for cell biologists, and innovations in microscopy methods unfailingly lead to new biological discoveries. Today, light microscopy (LM) provides ever-higher spatial and temporal resolution and visualization of biological process over enormous ranges. Electron microscopy (EM) is moving into the atomic resolution regime and allowing cellular analyses that are more physiological and sophisticated in scope. Importantly, much is being gained by combining multiple approaches, (e.g., LM and EM) to take advantage of their complementary strengths. The advent of high-throughput microscopies has led to a common need for sophisticated computational methods to quantitatively analyze huge amounts of data and translate images into new biological insights.

}, issn = {1939-4586}, doi = {10.1091/mbc.E12-12-0867}, author = {Galbraith, Catherine G and Keller, Philipp J and Nogales, Eva} } @article {5935, title = {Towards comprehensive cell lineage reconstructions in complex organisms using light-sheet microscopy.}, journal = {Development, Growth and Differentiation}, volume = {55}, year = {2013}, month = {2013 Apr 29}, pages = {563-78}, abstract = {

Understanding the development of complex multicellular organisms as a function of the underlying cell behavior is one of the most fundamental goals of developmental biology. The ability to quantitatively follow cell dynamics in entire developing embryos is an indispensable step towards such a system-level understanding. In recent years, light-sheet fluorescence microscopy has emerged as a particularly promising strategy for recording the in vivo data required to realize this goal. Using light-sheet fluorescence microscopy, entire complex organisms can be rapidly imaged in three dimensions at sub-cellular resolution, achieving high temporal sampling and excellent signal-to-noise ratio without damaging the living specimen or bleaching fluorescent markers. The resulting datasets allow following individual cells in vertebrate and higher invertebrate embryos over up to several days of development. However, the complexity and size of these multi-terabyte recordings typically preclude comprehensive manual analyses. Thus, new computational approaches are required to automatically segment cell morphologies, accurately track cell identities and systematically analyze cell behavior throughout embryonic development. We review current efforts in light-sheet microscopy and bioimage informatics towards this goal, and argue that comprehensive cell lineage reconstructions are finally within reach for many key model organisms, including fruit fly, zebrafish and mouse.

}, issn = {1440-169X}, doi = {10.1111/dgd.12063}, author = {Amat, Fernando and Keller, Philipp J} } @article {5937, title = {Whole-brain functional imaging at cellular resolution using light-sheet microscopy.}, journal = {Nature Methods}, volume = {10}, year = {2013}, month = {2013 May}, pages = {413-20}, abstract = {

Brain function relies on communication between large populations of neurons across multiple brain areas, a full understanding of which would require knowledge of the time-varying activity of all neurons in the central nervous system. Here we use light-sheet microscopy to record activity, reported through the genetically encoded calcium indicator GCaMP5G, from the entire volume of the brain of the larval zebrafish in vivo at 0.8 Hz, capturing more than 80\% of all neurons at single-cell resolution. Demonstrating how this technique can be used to reveal functionally defined circuits across the brain, we identify two populations of neurons with correlated activity patterns. One circuit consists of hindbrain neurons functionally coupled to spinal cord neuropil. The other consists of an anatomically symmetric population in the anterior hindbrain, with activity in the left and right halves oscillating in antiphase, on a timescale of 20 s, and coupled to equally slow oscillations in the inferior olive.

}, issn = {1548-7105}, doi = {10.1038/nmeth.2434}, author = {Ahrens, Misha B and Orger, Michael B. and Robson, Drew N and Li, Jennifer M and Keller, Philipp J} } @article {3836, title = {Light sheet microscopy of living or cleared specimens.}, journal = {Current Opinion in Neurobiology}, volume = {22}, year = {2012}, month = {2012 Feb}, pages = {138-43}, abstract = {

Light sheet microscopy is a versatile imaging technique with a unique combination of capabilities. It provides high imaging speed, high signal-to-noise ratio and low levels of photobleaching and phototoxic effects. These properties are crucial in a wide range of applications in the life sciences, from live imaging of fast dynamic processes in single cells to long-term observation of developmental dynamics in entire large organisms. When combined with tissue clearing methods, light sheet microscopy furthermore allows rapid imaging of large specimens with excellent coverage and high spatial resolution. Even samples up to the size of entire mammalian brains can be efficiently recorded and quantitatively analyzed. Here, we provide an overview of the history of light sheet microscopy, review the development of tissue clearing methods, and discuss recent technical breakthroughs that have the potential to influence the future direction of the field.

}, issn = {1873-6882}, doi = {10.1016/j.conb.2011.08.003}, author = {Keller, Philipp J and Dodt, Hans-Ulrich} } @article {4898, title = {Quantitative high-speed imaging of entire developing embryos with simultaneous multiview light-sheet microscopy.}, journal = {Nature Methods}, volume = {9}, year = {2012}, month = {2012 Jun 3}, pages = {755-63}, abstract = {

Live imaging of large biological specimens is fundamentally limited by the short optical penetration depth of light microscopes. To maximize physical coverage, we developed the SiMView technology framework for high-speed in vivo imaging, which records multiple views of the specimen simultaneously. SiMView consists of a light-sheet microscope with four synchronized optical arms, real-time electronics for long-term sCMOS-based image acquisition at 175 million voxels per second, and computational modules for high-throughput image registration, segmentation, tracking and real-time management of the terabytes of multiview data recorded per specimen. We developed one-photon and multiphoton SiMView implementations and recorded cellular dynamics in entire Drosophila melanogaster embryos with 30-s temporal resolution throughout development. We furthermore performed high-resolution long-term imaging of the developing nervous system and followed neuroblast cell lineages in vivo. SiMView data sets provide quantitative morphological information even for fast global processes and enable accurate automated cell tracking in the entire early embryo.

High-resolution movies in the Digital Embryo repository
Nature News: "Fruitfly development, cell by cell" by Lauren Gravitz
Nature Methods Technology Feature: "Faster frames, clearer pictures" by Monya Baker
Andor Insight Awards: Life Sciences Winner

}, issn = {1548-7105}, doi = {10.1038/nmeth.2062}, author = {Tomer, Raju and Khairy, Khaled and Amat, Fernando and Keller, Philipp J} } @article {43051, title = {Tandem fluorescent protein timers for in vivo analysis of protein dynamics.}, journal = {Nature Biotechnology}, volume = {30}, year = {2012}, month = {2012 Jun 24}, pages = {708-14}, abstract = {

The functional state of a cell is largely determined by the spatiotemporal organization of its proteome. Technologies exist for measuring particular aspects of protein turnover and localization, but comprehensive analysis of protein dynamics across different scales is possible only by combining several methods. Here we describe tandem fluorescent protein timers (tFTs), fusions of two single-color fluorescent proteins that mature with different kinetics, which we use to analyze protein turnover and mobility in living cells. We fuse tFTs to proteins in yeast to study the longevity, segregation and inheritance of cellular components and the mobility of proteins between subcellular compartments; to measure protein degradation kinetics without the need for time-course measurements; and to conduct high-throughput screens for regulators of protein turnover. Our experiments reveal the stable nature and asymmetric inheritance of nuclear pore complexes and identify regulators of N-end rule{\textendash}mediated protein degradation.

}, keywords = {Green Fluorescent Proteins, High-Throughput Screening Assays, Kinetics, Nuclear Pore, Protein Stability, Proteins, Proteolysis, Saccharomyces cerevisiae, Subcellular Fractions}, issn = {1546-1696}, doi = {10.1038/nbt.2281}, author = {Khmelinskii, Anton and Keller, Philipp J and Bartosik, Anna and Meurer, Matthias and Barry, Joseph D and Mardin, Balca R and Kaufmann, Andreas and Trautmann, Susanne and Wachsmuth, Malte and Pereira, Gislene and Huber, Wolfgang and Schiebel, Elmar and Knop, Michael} } @article {4070, title = {A computational statistics approach for estimating the spatial range of morphogen gradients.}, journal = {Development}, volume = {138}, year = {2011}, month = {2011 Nov}, pages = {4867-74}, abstract = {

A crucial issue in studies of morphogen gradients relates to their range: the distance over which they can act as direct regulators of cell signaling, gene expression and cell differentiation. To address this, we present a straightforward statistical framework that can be used in multiple developmental systems. We illustrate the developed approach by providing a point estimate and confidence interval for the spatial range of the graded distribution of nuclear Dorsal, a transcription factor that controls the dorsoventral pattern of the Drosophila embryo.

}, issn = {1477-9129}, doi = {10.1242/dev.071571}, author = {Kanodia, Jitendra S and Kim, Yoosik and Tomer, Raju and Khan, Zia and Chung, Kwanghun and Storey, John D and Lu, Hang and Keller, Philipp J and Shvartsman, Stansilas Y} } @article {4071, title = {Digital scanned laser light-sheet fluorescence microscopy (DSLM) of zebrafish and Drosophila embryonic development.}, journal = {Cold Spring Harbor Protocols}, volume = {2011}, year = {2011}, month = {2011 Oct}, pages = {1235-43}, abstract = {

Embryonic development is one of the most complex processes encountered in biology. In vertebrates and higher invertebrates, a single cell transforms into a fully functional organism comprising several tens of thousands of cells, arranged in tissues and organs that perform impressive tasks. In vivo observation of this biological process at high spatiotemporal resolution and over long periods of time is crucial for quantitative developmental biology. Importantly, such recordings must be realized without compromising the physiological development of the specimen. In digital scanned laser light-sheet fluorescence microscopy (DSLM), a specimen is rapidly scanned with a thin sheet of light while fluorescence is recorded perpendicular to the axis of illumination with a camera. Combining light-sheet technology and fast laser scanning, DSLM delivers quantitative data for entire embryos at high spatiotemporal resolution. Compared with confocal and two-photon fluorescence microscopy, DSLM exposes the embryo to at least three orders of magnitude less light energy, but still provides up to 50 times faster imaging speeds and a 10{\textendash}100-fold higher signal-to-noise ratio. By using automated image processing algorithms, DSLM images of embryogenesis can be converted into a digital representation. These digital embryos permit following cells as a function of time, revealing cell fate as well as cell origin. By means of such analyses, developmental building plans of tissues and organs can be determined in a whole-embryo context. This article presents a sample preparation and imaging protocol for studying the development of whole zebrafish and Drosophila embryos using DSLM.

}, issn = {1559-6095}, doi = {10.1101/pdb.prot065839}, author = {Keller, Philipp J and Schmidt, Annette D and Wittbrodt, Jochen and Stelzer, Ernst H K} } @article {1680, title = {Reconstructing embryonic development.}, journal = {Genesis}, volume = {49}, year = {2011}, month = {2010 Dec 7}, pages = {488-513}, abstract = {

Novel approaches to bio-imaging and automated computational image processing allow the design of truly quantitative studies in developmental biology. Cell behavior, cell fate decisions, cell interactions during tissue morphogenesis, and gene expression dynamics can be analyzed in vivo for entire complex organisms and throughout embryonic development. We review state-of-the-art technology for live imaging, focusing on fluorescence light microscopy techniques for system-level investigations of animal development and discuss computational approaches to image segmentation, cell tracking, automated data annotation, and biophysical modeling. We argue that the substantial increase in data complexity and size requires sophisticated new strategies to data analysis to exploit the enormous potential of these new resources.

}, issn = {1526-968X}, doi = {10.1002/dvg.20698}, author = {Khairy, Khaled and Keller, Philipp J} } @article {3684, title = {Shedding light on the system: studying embryonic development with light sheet microscopy.}, journal = {Current Opinion in Genetics and Development}, volume = {21}, year = {2011}, month = {2011 Aug}, pages = {558-65}, abstract = {

Light sheet-based fluorescence microscopy (LSFM) is emerging as a powerful imaging technique for the life sciences. LSFM provides an exceptionally high imaging speed, high signal-to-noise ratio, low level of photo-bleaching and good optical penetration depth. This unique combination of capabilities makes light sheet-based microscopes highly suitable for live imaging applications. There is an outstanding potential in applying this technology to the quantitative study of embryonic development. Here, we provide an overview of the different basic implementations of LSFM, review recent technical advances in the field and highlight applications in the context of embryonic development. We conclude with a discussion of promising future directions.

}, issn = {1879-0380}, doi = {10.1016/j.gde.2011.07.003}, author = {Tomer, Raju and Khairy, Khaled and Keller, Philipp J} } @article {1683, title = {Digital scanned laser light sheet fluorescence microscopy.}, journal = {Cold Spring Harbor Protocols}, volume = {2010}, year = {2010}, month = {2011 Oct}, pages = {pdb.top78}, abstract = {

Modern applications in the life sciences are frequently based on in vivo imaging of biological specimens, a domain for which light microscopy approaches are typically best suited. Often, quantitative information must be obtained from large multicellular organisms at the cellular or even subcellular level and with a good temporal resolution. However, this usually requires a combination of conflicting features: high imaging speed, low photobleaching and low phototoxicity in the specimen, good three-dimensional (3D) resolution, an excellent signal-to-noise ratio, and multiple-view imaging capability. The latter feature refers to the capability of recording a specimen along multiple directions, which is crucial for the imaging of large specimens with strong light-scattering or light-absorbing tissue properties. An imaging technique that fulfills these requirements is essential for many key applications: For example, studying fast cellular processes over long periods of time, imaging entire embryos throughout development, or reconstructing the formation of morphological defects in mutants. Here, we discuss digital scanned laser light sheet fluorescence microscopy (DSLM) as a novel tool for quantitative in vivo imaging in the post-genomic era and show how this emerging technique relates to the currently most widely applied 3D microscopy techniques in biology: confocal fluorescence microscopy and two-photon microscopy.

}, keywords = {Computer-Assisted, Confocal, Fluorescence, Image Processing, Microscopy}, issn = {1559-6095}, doi = {10.1101/pdb.top78}, author = {Keller, Philipp J and Stelzer, Ernst H K} } @article {2027, title = {Fast, high-contrast imaging of animal development with scanned light sheet-based structured-illumination microscopy.}, journal = {Nature Methods}, volume = {7}, year = {2010}, month = {08/2010}, pages = {637-42}, abstract = {

Recording light-microscopy images of large, nontransparent specimens, such as developing multicellular organisms, is complicated by decreased contrast resulting from light scattering. Early zebrafish development can be captured by standard light-sheet microscopy, but new imaging strategies are required to obtain high-quality data of late development or of less transparent organisms. We combined digital scanned laser light-sheet fluorescence microscopy with incoherent structured-illumination microscopy (DSLM-SI) and created structured-illumination patterns with continuously adjustable frequencies. Our method discriminates the specimen-related scattered background from signal fluorescence, thereby removing out-of-focus light and optimizing the contrast of in-focus structures. DSLM-SI provides rapid control of the illumination pattern, exceptional imaging quality, and high imaging speeds. We performed long-term imaging of zebrafish development for 58 h and fast multiple-view imaging of early Drosophila melanogaster development. We reconstructed cell positions over time from the Drosophila DSLM-SI data and created a fly digital embryo.

}, keywords = {Animals, Drosophila melanogaster, Embryo, Microscopy, Nonmammalian, Zebrafish}, issn = {1548-7105}, doi = {10.1038/nmeth.1476}, author = {Keller, Philipp J and Schmidt, Annette D and Santella, Anthony and Khairy, Khaled and Zhirong Bao and Wittbrodt, Joachim and Stelzer, Ernst H K} } @article {1681, title = {Nlcam modulates midline convergence during anterior neural plate morphogenesis.}, journal = {Developmental Biology}, volume = {339}, year = {2010}, month = {2010 Mar 1}, pages = {14-25}, abstract = {

During development, different cell types must undergo distinct morphogenetic programs so that tissues develop the right dimensions in the appropriate place. In early eye morphogenesis, retinal progenitor cells (RPCs) move first towards the midline, before turning around to migrate out into the evaginating optic vesicles. Neighbouring forebrain cells, however, converge rapidly and then remain at the midline. These differential behaviours are regulated by the transcription factor Rx3. Here, we identify a downstream target of Rx3, the Ig-domain protein Nlcam, and characterise its role in regulating cell migration during the initial phase of optic vesicle morphogenesis. Through sophisticated live imaging and comprehensive cell tracking experiments in zebrafish, we show that ectopic expression of Nlcam in RPCs, as is observed in Rx3 mutants, causes enhanced convergence of these cells. Expression levels of Nlcam therefore regulate the migratory properties of RPCs. Our results provide evidence that the two phases of optic vesicle morphogenesis: slowed convergence and outward-directed migration, are under different genetic control. We propose that Nlcam forms part of the guidance machinery directing rapid midline migration of forebrain precursors, where it is normally expressed, and that its ectopic expression upon loss of Rx3 imparts these migratory characteristics upon RPCs.

}, keywords = {Animals, Base Sequence, Body Patterning, Cell Adhesion Molecules, Chick Embryo, DNA Primers, Electrophoretic Mobility Shift Assay, Homeodomain Proteins, Morphogenesis, Neural Plate, Protein Binding, Zebrafish}, issn = {1095-564X}, doi = {10.1016/j.ydbio.2009.12.003}, author = {Brown, Katherine E and Keller, Philipp J and Ramialison, Mirana and Rembold, Martina and Stelzer, Ernst H K and Loosli, Felix and Wittbrodt, Joachim} } @article {1682, title = {Segregation of yeast nuclear pores.}, journal = {Nature}, volume = {466}, year = {2010}, month = {2010 Jul 22}, pages = {E1}, abstract = {

During mitosis in Saccharomyces cerevisiae, senescence factors such as extrachromosomal ribosomal DNA circles (ERCs) are retained in the mother cell and excluded from the bud/daughter cell. Shcheprova et al. proposed a model suggesting segregation of ERCs through their association with nuclear pore complexes (NPCs) and retention of preexisting NPCs in the mother cell during mitosis. However, this model is inconsistent with previous data and we demonstrate here that NPCs do efficiently migrate from the mother into the bud. Therefore, binding to NPCs does not seem to explain the retention of ERCs in the mother cell.

}, keywords = {Chromosome Segregation, DNA, Fungal, Mitosis, Nuclear Pore, Nuclear Pore Complex Proteins, Ribosomal, Saccharomyces cerevisiae, Saccharomyces cerevisiae Proteins}, issn = {1476-4687}, doi = {10.1038/nature09255}, author = {Khmelinskii, Anton and Keller, Philipp J and Lorenz, Holger and Schiebel, Elmar and Knop, Michael} } @article {1684, title = {Evolution of mutational robustness in the yeast genome: a link to essential genes and meiotic recombination hotspots.}, journal = {PLoS Genetics}, volume = {5}, year = {2009}, month = {2009 Jun}, pages = {e1000533}, abstract = {

Deleterious mutations inevitably emerge in any evolutionary process and are speculated to decisively influence the structure of the genome. Meiosis, which is thought to play a major role in handling mutations on the population level, recombines chromosomes via non-randomly distributed hot spots for meiotic recombination. In many genomes, various types of genetic elements are distributed in patterns that are currently not well understood. In particular, important (essential) genes are arranged in clusters, which often cannot be explained by a functional relationship of the involved genes. Here we show by computer simulation that essential gene (EG) clustering provides a fitness benefit in handling deleterious mutations in sexual populations with variable levels of inbreeding and outbreeding. We find that recessive lethal mutations enforce a selective pressure towards clustered genome architectures. Our simulations correctly predict (i) the evolution of non-random distributions of meiotic crossovers, (ii) the genome-wide anti-correlation of meiotic crossovers and EG clustering, (iii) the evolution of EG enrichment in pericentromeric regions and (iv) the associated absence of meiotic crossovers (cold centromeres). Our results furthermore predict optimal crossover rates for yeast chromosomes, which match the experimentally determined rates. Using a Saccharomyces cerevisiae conditional mutator strain, we show that haploid lethal phenotypes result predominantly from mutation of single loci and generally do not impair mating, which leads to an accumulation of mutational load following meiosis and mating. We hypothesize that purging of deleterious mutations in essential genes constitutes an important factor driving meiotic crossover. Therefore, the increased robustness of populations to deleterious mutations, which arises from clustered genome architectures, may provide a significant selective force shaping crossover distribution. Our analysis reveals a new aspect of the evolution of genome architectures that complements insights about molecular constraints, such as the interference of pericentromeric crossovers with chromosome segregation.

}, keywords = {Chromosomes, Essential, Evolution, Fungal, Genes, Genetic, Genome, Meiosis, Molecular, Mutation, Recombination, Saccharomyces cerevisiae}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1000533}, author = {Keller, Philipp J and Knop, Michael} } @article {1685, title = {Quantitative in vivo imaging of entire embryos with digital scanned laser light sheet fluorescence microscopy.}, journal = {Current Opinion in Neurobiology}, volume = {18}, year = {2008}, month = {2008 Dec}, pages = {624-32}, abstract = {

The observation of biological processes in their natural in vivo context is a key requirement for quantitative experimental studies in the life sciences. In many instances, it will be crucial to achieve high temporal and spatial resolution over long periods of time without compromising the physiological development of the specimen. Here, we discuss the principles underlying light sheet-based fluorescence microscopes. The most recent implementation DSLM is a tool optimized to deliver quantitative data for entire embryos at high spatio-temporal resolution. We compare DSLM to the two established light microscopy techniques: confocal and two-photon fluorescence microscopy. DSLM provides up to 50 times higher imaging speeds and a 10-100 times higher signal-to-noise ratio, while exposing the specimens to at least three orders of magnitude less light energy than confocal and two-photon fluorescence microscopes. We conclude with a perspective for future development.

}, keywords = {Animals, Computer-Assisted, Confocal, Fetus, Fluorescence, Humans, Image Processing, Lasers, Microscopy, Multiphoton, Photobleaching}, issn = {1873-6882}, doi = {10.1016/j.conb.2009.03.008}, author = {Keller, Philipp J and Stelzer, Ernst H K} } @article {1687, title = {Reconstruction of zebrafish early embryonic development by scanned light sheet microscopy.}, journal = {Science}, volume = {322}, year = {2008}, month = {2008 Nov 14}, pages = {1065-9}, abstract = {

A long-standing goal of biology is to map the behavior of all cells during vertebrate embryogenesis. We developed digital scanned laser light sheet fluorescence microscopy and recorded nuclei localization and movement in entire wild-type and mutant zebrafish embryos over the first 24 hours of development. Multiview in vivo imaging at 1.5 billion voxels per minute provides "digital embryos," that is, comprehensive databases of cell positions, divisions, and migratory tracks. Our analysis of global cell division patterns reveals a maternally defined initial morphodynamic symmetry break, which identifies the embryonic body axis. We further derive a model of germ layer formation and show that the mesendoderm forms from one-third of the embryo{\textquoteright}s cells in a single event. Our digital embryos, with 55 million nucleus entries, are provided as a resource.

}, keywords = {Algorithms, Animals, beta Catenin, Biological, Body Patterning, Cell Division, Cell Nucleus, Computer-Assisted, Databases, Embryo, Embryonic Development, Endoderm, Factual, Fluorescence, Germ Layers, Image Processing, Mesoderm, Microscopy, Models, Motion Pictures as Topic, Mutation, Nonmammalian, Software, Zebrafish}, issn = {1095-9203}, doi = {10.1126/science.1162493}, author = {Keller, Philipp J and Schmidt, Annette D and Wittbrodt, Joachim and Stelzer, Ernst H K} } @article {1688, title = {Three-dimensional microtubule behavior in Xenopus egg extracts reveals four dynamic states and state-dependent elastic properties.}, journal = {Biophysical Journal}, volume = {95}, year = {2008}, month = {2008 Aug}, pages = {1474-86}, abstract = {

Although microtubules are key players in many cellular processes, very little is known about their dynamic and mechanical properties in physiological three-dimensional environments. The conventional model of microtubule dynamic instability postulates two dynamic microtubule states, growth and shrinkage. However, several studies have indicated that such a model does not provide a comprehensive quantitative and qualitative description of microtubule behavior. Using three-dimensional laser light-sheet fluorescence microscopy and a three-dimensional sample preparation in spacious Teflon cylinders, we measured microtubule dynamic instability and elasticity in interphase Xenopus laevis egg extracts. Our data are inconsistent with a two-state model of microtubule dynamic instability and favor an extended four-state model with two independent metastable pause states over a three-state model with a single pause state. Moreover, our data on kinetic state transitions rule out a simple GTP cap model as the driving force of microtubule stabilization in egg extracts on timescales of a few seconds or longer. We determined the three-dimensional elastic properties of microtubules as a function of both the contour length and the dynamic state. Our results indicate that pausing microtubules are less flexible than growing microtubules and suggest a growth-speed-dependent persistence length. These data might hint toward mechanisms that enable microtubules to efficiently perform multiple different tasks in the cell and suggest the development of a unified model of microtubule dynamics and microtubule mechanics.

}, keywords = {Animals, Elasticity, Imaging, Mechanical, Microtubules, Ovum, Stress, Three-Dimensional, Xenopus laevis}, issn = {1542-0086}, doi = {10.1529/biophysj.107.128223}, author = {Keller, Philipp J and Pampaloni, Francesco and Lattanzi, Gianluca and Stelzer, Ernst H K} } @article {1689, title = {Three-dimensional preparation and imaging reveal intrinsic microtubule properties.}, journal = {Nature Methods}, volume = {4}, year = {2007}, month = {2007 Oct}, pages = {843-6}, abstract = {

We present an experimental investigation of microtubule dynamic instability in three dimensions, based on laser light-sheet fluorescence microscopy. We introduce three-dimensional (3D) preparation of Xenopus laevis egg extracts in Teflon-based cylinders and provide algorithms for 3D image processing. Our approach gives experimental access to the intrinsic dynamic properties of microtubules and to microtubule population statistics in single asters. We obtain evidence for a stochastic nature of microtubule pausing.

}, keywords = {Animals, Computer-Assisted, Fluorescence, Image Processing, Imaging, Microscopy, Microtubules, Ovum, Three-Dimensional, Xenopus laevis}, issn = {1548-7091}, doi = {10.1038/nmeth1087}, author = {Keller, Philipp J and Pampaloni, Francesco and Stelzer, Ernst H K} } @article {1690, title = {Life sciences require the third dimension.}, journal = {Current Opinion in Cell Biology}, volume = {18}, year = {2006}, month = {2006 Feb}, pages = {117-24}, abstract = {

Novel technologies are required for three-dimensional cell biology and biophysics. By three-dimensional we refer to experimental conditions that essentially try to avoid hard and flat surfaces and favour unconstrained sample dynamics. We believe that light-sheet-based microscopes are particularly well suited to studies of sensitive three-dimensional biological systems. The application of such instruments can be illustrated with examples from the biophysics of microtubule dynamics and three-dimensional cell cultures. Our experience leads us to suggest that three-dimensional approaches reveal new aspects of a system and enable experiments to be performed in a more physiological and hence clinically more relevant context.

}, keywords = {Animals, Biological Science Disciplines, Cell Line, Computer-Assisted, Dogs, Fluorescence, Image Processing, Imaging, Microscopy, Microtubules, Paclitaxel, Three-Dimensional}, issn = {0955-0674}, doi = {10.1016/j.ceb.2005.12.012}, author = {Keller, Philipp J and Pampaloni, Francesco and Stelzer, Ernst H K} } @article {1691, title = {Nud1p, the yeast homolog of Centriolin, regulates spindle pole body inheritance in meiosis.}, journal = {The EMBO Journal}, volume = {25}, year = {2006}, month = {2006 Aug 23}, pages = {3856-68}, abstract = {

Nud1p, a protein homologous to the mammalian centrosome and midbody component Centriolin, is a component of the budding yeast spindle pole body (SPB), with roles in anchorage of microtubules and regulation of the mitotic exit network during vegetative growth. Here we analyze the function of Nud1p during yeast meiosis. We find that a nud1-2 temperature-sensitive mutant has two meiosis-related defects that reflect genetically distinct functions of Nud1p. First, the mutation affects spore formation due to its late function during spore maturation. Second, and most important, the mutant loses its ability to distinguish between the ages of the four spindle pole bodies, which normally determine which SPB would be preferentially included in the mature spores. This affects the regulation of genome inheritance in starved meiotic cells and leads to the formation of random dyads instead of non-sister dyads under these conditions. Both functions of Nud1p are connected to the ability of Spc72p to bind to the outer plaque and half-bridge (via Kar1p) of the SPB.

}, keywords = {Cell Cycle Proteins, Deoxyribonucleases, Fungal, Genome, Humans, Meiosis, Microtubule-Associated Proteins, Mitotic Spindle Apparatus, Mutation, Nuclear Proteins, Protein Binding, Saccharomyces cerevisiae, Saccharomyces cerevisiae Proteins, Spores, tRNA Methyltransferases}, issn = {0261-4189}, doi = {10.1038/sj.emboj.7601254}, author = {Gordon, Oren and Taxis, Christof and Keller, Philipp J and Benjak, Aleksander and Stelzer, Ernst H K and Simchen, Giora and Knop, Michael} }