@article {47410, title = {A primer on the Bayesian approach to high-density single-molecule trajectories analysis.}, journal = {Biophysical Journal}, volume = {110}, year = {2016}, month = {2016 Mar 29}, pages = {1209-15}, abstract = {

Tracking single molecules in living cells provides invaluable information on their environment and on the interactions that underlie their motion. New experimental techniques now permit the recording of large amounts of individual trajectories, enabling the implementation of advanced statistical tools for data analysis. In this primer, we present a Bayesian approach toward treating these data, and we discuss how it can be fruitfully employed to infer physical and biochemical parameters from single-molecule trajectories.

}, issn = {1542-0086}, doi = {10.1016/j.bpj.2016.01.018}, author = {El Beheiry, Mohamed and T{\"u}rkcan, Silvan and Richly, Maximilian U and Triller, Antoine and Alexandrou, Antigone and Dahan, Maxime and Masson, Jean-Baptiste} } @article {47419, title = {PSF engineering in multifocus microscopy for increased depth volumetric imaging.}, journal = {Biomedical Optics Express}, volume = {7}, year = {2016}, month = {2016 Feb 16}, pages = {726-31}, abstract = {

Imaging and localizing single molecules with high accuracy in a 3D volume is a challenging task. Here we combine multifocal microscopy, a recently developed volumetric imaging technique, with point spread function engineering to achieve an increased depth for single molecule imaging. Applications in 3D single molecule localization-based super-resolution imaging is shown over an axial depth of 4 {\textmu}m as well as for the tracking of diffusing beads in a fluid environment over 8 {\textmu}m.

}, doi = {10.1364/BOE.7.000726}, author = {Hajj, Bassam and El Beheiry, Mohamed and Dahan, Maxime} } @article {47160, title = {Dynamics of CRISPR-Cas9 genome interrogation in living cells.}, journal = {Science (New York, N.Y.)}, volume = {350}, year = {2015}, month = {2015 Nov 13}, pages = {823-6}, abstract = {

The RNA-guided CRISPR-associated protein Cas9 is used for genome editing, transcriptional modulation, and live-cell imaging. Cas9-guide RNA complexes recognize and cleave double-stranded DNA sequences on the basis of 20-nucleotide RNA-DNA complementarity, but the mechanism of target searching in mammalian cells is unknown. Here, we use single-particle tracking to visualize diffusion and chromatin binding of Cas9 in living cells. We show that three-dimensional diffusion dominates Cas9 searching in vivo, and off-target binding events are, on average, short-lived (\<1 second). Searching is dependent on the local chromatin environment, with less sampling and slower movement within heterochromatin. These results reveal how the bacterial Cas9 protein interrogates mammalian genomes and navigates eukaryotic chromatin structure.

}, issn = {1095-9203}, doi = {10.1126/science.aac6572}, author = {Knight, Spencer C and Xie, Liangqi and Deng, Wulan and Guglielmi, Benjamin and Witkowsky, Lea B and Bosanac, Lana and Zhang, Elisa T and El Beheiry, Mohamed and Masson, Jean-Baptiste and Dahan, Maxime and Liu, Zhe and Doudna, Jennifer A and Tjian, Robert} } @article {46885, title = {InferenceMAP: mapping of single-molecule dynamics with Bayesian inference.}, journal = {Nature Methods}, volume = {12}, year = {2015}, month = {2015 Jun 30}, pages = {594-5}, issn = {1548-7105}, doi = {10.1038/nmeth.3441}, author = {Beheiry, Mohamed El and Dahan, Maxime and Masson, Jean-Baptiste} } @article {46883, title = {Probing the target search of DNA-binding proteins in mammalian cells using TetR as model searcher.}, journal = {Nature Communications}, volume = {6}, year = {2015}, month = {2015 Jul 7}, pages = {7357}, abstract = {

Many cellular functions rely on DNA-binding proteins finding and associating to specific sites in the genome. Yet the mechanisms underlying the target search remain poorly understood, especially in the case of the highly organized mammalian cell nucleus. Using as a model Tet repressors (TetRs) searching for a multi-array locus, we quantitatively analyse the search process in human cells with single-molecule tracking and single-cell protein-DNA association measurements. We find that TetRs explore the nucleus and reach their target by 3D diffusion interspersed with transient interactions with non-cognate sites, consistent with the facilitated diffusion model. Remarkably, nonspecific binding times are broadly distributed, underlining a lack of clear delimitation between specific and nonspecific interactions. However, the search kinetics is not determined by diffusive transport but by the low association rate to nonspecific sites. Altogether, our results provide a comprehensive view of the recruitment dynamics of proteins at specific loci in mammalian cells.

}, issn = {2041-1723}, doi = {10.1038/ncomms8357}, author = {Normanno, Davide and Boudarene, Lydia and Dugast-Darzacq, Claire and Chen, Jiji and Richter, Christian and Proux, Florence and B{\'e}nichou, Olivier and Voituriez, Rapha{\"e}l and Darzacq, Xavier and Dahan, Maxime} } @article {45102, title = {Accessing the third dimension in localization-based super-resolution microscopy.}, journal = {Physical Chemistry Chemical Physics}, volume = {16}, year = {2014}, month = {2014 Jul 16}, pages = {16340-8}, abstract = {

Only a few years after its inception, localization-based super-resolution microscopy has become widely employed in biological studies. Yet, it is primarily used in two-dimensional imaging and accessing the organization of cellular structures at the nanoscale in three dimensions (3D) still poses important challenges. Here, we review optical and computational techniques that enable the 3D localization of individual emitters and the reconstruction of 3D super-resolution images. These techniques are grouped into three main categories: PSF engineering, multiple plane imaging and interferometric approaches. We provide an overview of their technical implementation as well as commentary on their applicability. Finally, we discuss future trends in 3D localization-based super-resolution microscopy.

}, issn = {1463-9084}, doi = {10.1039/c4cp01380h}, author = {Hajj, Bassam and El Beheiry, Mohamed and Izeddin, Ignacio and Darzacq, Xavier and Dahan, Maxime} } @article {45166, title = {Imaging the fate of histone Cse4 reveals de novo replacement in S phase and subsequent stable residence at centromeres.}, journal = {eLife}, volume = {3}, year = {2014}, month = {2014 May 20}, pages = {e02203}, abstract = {

The budding yeast centromere contains Cse4, a specialized histone H3 variant. Fluorescence pulse-chase analysis of an internally tagged Cse4 reveals that it is replaced with newly synthesized molecules in S phase, remaining stably associated with centromeres thereafter. In contrast, C-terminally-tagged Cse4 is functionally impaired, showing slow cell growth, cell lethality at elevated temperatures, and extra-centromeric nuclear accumulation. Recent studies using such strains gave conflicting findings regarding the centromeric abundance and cell cycle dynamics of Cse4. Our findings indicate that internally tagged Cse4 is a better reporter of the biology of this histone variant. Furthermore, the size of centromeric Cse4 clusters was precisely mapped with a new 3D-PALM method, revealing substantial compaction during anaphase. Cse4-specific chaperone Scm3 displays steady-state, stoichiometric co-localization with Cse4 at centromeres throughout the cell cycle, while undergoing exchange with a nuclear pool. These findings suggest that a stable Cse4 nucleosome is maintained by dynamic chaperone-in-residence Scm3.DOI: http://dx.doi.org/10.7554/eLife.02203.001.

}, issn = {2050-084X}, doi = {10.7554/eLife.02203}, author = {Wisniewski, Jan and Hajj, Bassam and Chen, Jiji and Mizuguchi, Gaku and Xiao, Hua and Wei, Debbie and Dahan, Maxime and Wu, Carl} } @article {6919, title = {Single-molecule dynamics of enhanceosome assembly in embryonic stem cells.}, journal = {Cell}, volume = {156}, year = {2014}, month = {2014 Mar 13}, pages = {1274-85}, abstract = {

Enhancer-binding pluripotency regulators (Sox2 and Oct4) play a seminal role in embryonic stem (ES) cell-specific gene regulation. Here, we combine in\ vivo and in\ vitro single-molecule imaging, transcription factor (TF) mutagenesis, and ChIP-exo mapping to\ determine how TFs dynamically search for and assemble on their cognate DNA target sites. We find that enhanceosome assembly is hierarchically ordered with kinetically favored Sox2 engaging the target DNA first, followed by assisted binding of Oct4. Sox2/Oct4 follow a trial-and-error sampling mechanism involving 84-97 events of 3D diffusion (3.3-3.7 s) interspersed with brief nonspecific collisions (0.75-0.9 s) before acquiring and dwelling at specific target DNA (12.0-14.6 s). Sox2 employs a 3D diffusion-dominated search mode facilitated by 1D sliding along open DNA to efficiently locate targets. Our findings also reveal fundamental aspects of gene and developmental regulation by fine-tuning TF dynamics and influence of the epigenome on target search parameters.

}, issn = {1097-4172}, doi = {10.1016/j.cell.2014.01.062}, author = {Chen, Jiji and Zhang, Zhengjian and Li Li and Chen, Bi-Chang and Revyakin, Andrey and Hajj, Bassam and Legant, Wesley and Dahan, Maxime and Lionnet, Timoth{\'e}e and Betzig, Eric and Tjian, Robert and Liu, Zhe} } @article {45338, title = {Single-molecule tracking in live cells reveals distinct target-search strategies of transcription factors in the nucleus.}, journal = {eLife}, year = {2014}, month = {2014 Jun 12}, pages = {e02230}, abstract = {

Gene regulation relies on transcription factors (TFs) exploring the nucleus searching their targets. So far, most studies have focused on how fast TFs diffuse, underestimating the role of nuclear architecture. We implemented a single-molecule tracking assay to determine TFs dynamics. We found that c-Myc is a global explorer of the nucleus. In contrast, the positive transcription elongation factor P-TEFb is a local explorer that oversamples its environment. Consequently, each c-Myc molecule is equally available for all nuclear sites while P-TEFb reaches its targets in a position-dependent manner. Our observations are consistent with a model in which the exploration geometry of TFs is restrained by their interactions with nuclear structures and not by exclusion. The geometry-controlled kinetics of TFs target-search illustrates the influence of nuclear architecture on gene regulation, and has strong implications on how proteins react in the nucleus and how their function can be regulated in space and time.

}, issn = {2050-084X}, doi = {10.7554/eLife.02230}, author = {Izeddin, Ignacio and R{\'e}camier, Vincent and Bosanac, Lana and Cisse, Ibrahim I and Boudarene, Lydia and Dugast-Darzacq, Claire and Proux, Florence and B{\'e}nichou, Olivier and Voituriez, Rapha{\"e}l and Bensaude, Olivier and Dahan, Maxime and Darzacq, Xavier} } @article {45778, title = {Whole-cell, multicolor superresolution imaging using volumetric multifocus microscopy.}, journal = {Proceedings of the National Academy of Sciences of the United States of America}, volume = {111}, year = {2014}, month = {2014 Dec 9}, pages = {17480-5}, abstract = {

Single molecule-based superresolution imaging has become an essential tool in modern cell biology. Because of the limited depth of field of optical imaging systems, one of the major challenges in superresolution imaging resides in capturing the 3D nanoscale morphology of the whole cell. Despite many previous attempts to extend the application of photo-activated localization microscopy (PALM) and stochastic optical reconstruction microscopy (STORM) techniques into three dimensions, effective localization depths do not typically exceed 1.2 {\textmu}m. Thus, 3D imaging of whole cells (or even large organelles) still demands sequential acquisition at different axial positions and, therefore, suffers from the combined effects of out-of-focus molecule activation (increased background) and bleaching (loss of detections). Here, we present the use of multifocus microscopy for volumetric multicolor superresolution imaging. By simultaneously imaging nine different focal planes, the multifocus microscope instantaneously captures the distribution of single molecules (either fluorescent proteins or synthetic dyes) throughout an \~{}4-{\textmu}m-deep volume, with lateral and axial localization precisions of \~{}20 and 50 nm, respectively. The capabilities of multifocus microscopy to rapidly image the 3D organization of intracellular structures are illustrated by superresolution imaging of the mammalian mitochondrial network and yeast microtubules during cell division.

}, issn = {1091-6490}, doi = {10.1073/pnas.1412396111}, author = {Hajj, Bassam and Wisniewski, Jan and El Beheiry, Mohamed and Chen, Jiji and Revyakin, Andrey and Wu, Carl and Dahan, Maxime} } @article {5522, title = {Fast multicolor 3D imaging using aberration-corrected multifocus microscopy.}, journal = {Nature Methods}, volume = {10}, year = {2013}, month = {2013}, pages = {60-3}, abstract = {

Conventional acquisition of three-dimensional (3D) microscopy data requires sequential z scanning and is often too slow to capture biological events. We report an aberration-corrected multifocus microscopy method capable of producing an instant focal stack of nine 2D images. Appended to an epifluorescence microscope, the multifocus system enables high-resolution 3D imaging in multiple colors with single-molecule sensitivity, at speeds limited by the camera readout time of a single image.

}, issn = {1548-7105}, doi = {10.1038/nmeth.2277}, author = {Abrahamsson, Sara and Chen, Jiji and Hajj, Bassam and Stallinga, Sjoerd and Katsov, Alexander Y and Wisniewski, Jan and Mizuguchi, Gaku and Soule, Pierre and Mueller, Florian and Darzacq, Claire Dugast and Darzacq, Xavier and Wu, Carl and Bargmann, Cornelia I and Agard, David A and Dahan, Maxime and Gustafsson, Mats G L} } @article {6594, title = {Real-time dynamics of RNA polymerase II clustering in live human cells.}, journal = {Science}, volume = {341}, year = {2013}, month = {2013 Aug 9}, pages = {664-7}, abstract = {

Transcription is reported to be spatially compartmentalized in nuclear transcription factories with clusters of RNA polymerase II (Pol II). However, little is known about when these foci assemble or their relative stability. We developed a quantitative single-cell approach to characterize protein spatiotemporal organization, with single-molecule sensitivity in live eukaryotic cells. We observed that Pol II clusters form transiently, with an average lifetime of 5.1 ({\textpm} 0.4) seconds, which refutes the notion that they are statically assembled substructures. Stimuli affecting transcription yielded orders-of-magnitude changes in the dynamics of Pol II clusters, which implies that clustering is regulated and plays a role in the cell{\textquoteright}s ability to effect rapid response to external signals. Our results suggest that transient crowding of enzymes may aid in rate-limiting steps of gene regulation.

}, keywords = {Cell Line, Flavonoids, Gene Expression Regulation, Genetic, Humans, Piperidines, RNA Polymerase II, Single-Cell Analysis, Time Factors, Transcription, Transcription Elongation, Tumor}, issn = {1095-9203}, doi = {10.1126/science.1239053}, author = {Cisse, Ibrahim I and Izeddin, Ignacio and Causse, Sebastien Z and Boudarene, Lydia and Senecal, Adrien and Muresan, Leila and Dugast-Darzacq, Claire and Hajj, Bassam and Dahan, Maxime and Darzacq, Xavier} } @article {6264, title = {ViSP: representing single-particle localizations in three dimensions.}, journal = {Nature Methods}, volume = {10}, year = {2013}, month = {2013 Jul 30}, pages = {689-90}, issn = {1548-7105}, doi = {10.1038/nmeth.2566}, author = {Beheiry, Mohamed El and Dahan, Maxime} } @article {5325, title = {Intra-nuclear mobility and target search mechanisms of transcription factors: a single-molecule perspective on gene expression.}, journal = {Biochimica et Biophysica Acta}, volume = {1819}, year = {2012}, month = {2012 Jun}, pages = {482-93}, abstract = {

Precise expression of specific genes in time and space is at the basis of cellular viability as well as correct development of organisms. Understanding the mechanisms of gene regulation is fundamental and still one of the great challenges for biology. Gene expression is regulated also by specific transcription factors that recognize and bind to specific DNA sequences. Transcription factors dynamics, and especially the way they sample the nucleoplasmic space during the search for their specific target in the genome, are a key aspect for regulation and it has been puzzling researchers for forty years. The scope of this review is to give a state-of-the-art perspective over the intra-nuclear mobility and the target search mechanisms of specific transcription factors at the molecular level. Going through the seminal biochemical experiments that have raised the first questions about target localization and the theoretical grounds concerning target search processes, we describe the most recent experimental achievements and current challenges in understanding transcription factors dynamics and interactions with DNA using in vitro assays as well as in live prokaryotic and eukaryotic cells. This article is part of a Special Issue entitled: Nuclear Transport and RNA Processing.

}, issn = {0006-3002}, doi = {10.1016/j.bbagrm.2012.02.001}, author = {Normanno, Davide and Dahan, Maxime and Darzacq, Xavier} }