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1.
Cell ; 181(7): 1547-1565.e15, 2020 06 25.
Article in English | MEDLINE | ID: mdl-32492405

ABSTRACT

Homeostasis of neural firing properties is important in stabilizing neuronal circuitry, but how such plasticity might depend on alternative splicing is not known. Here we report that chronic inactivity homeostatically increases action potential duration by changing alternative splicing of BK channels; this requires nuclear export of the splicing factor Nova-2. Inactivity and Nova-2 relocation were connected by a novel synapto-nuclear signaling pathway that surprisingly invoked mechanisms akin to Hebbian plasticity: Ca2+-permeable AMPA receptor upregulation, L-type Ca2+ channel activation, enhanced spine Ca2+ transients, nuclear translocation of a CaM shuttle, and nuclear CaMKIV activation. These findings not only uncover commonalities between homeostatic and Hebbian plasticity but also connect homeostatic regulation of synaptic transmission and neuronal excitability. The signaling cascade provides a full-loop mechanism for a classic autoregulatory feedback loop proposed ∼25 years ago. Each element of the loop has been implicated previously in neuropsychiatric disease.


Subject(s)
Large-Conductance Calcium-Activated Potassium Channels/metabolism , Long-Term Potentiation/physiology , Nerve Tissue Proteins/metabolism , RNA-Binding Proteins/metabolism , Action Potentials/physiology , Alternative Splicing/genetics , Alternative Splicing/physiology , Animals , Calcium-Calmodulin-Dependent Protein Kinase Type 1/metabolism , Calcium-Calmodulin-Dependent Protein Kinases/metabolism , Female , HEK293 Cells , Homeostasis/physiology , Humans , Large-Conductance Calcium-Activated Potassium Channels/genetics , Male , Mice , Mice, Inbred C57BL , Nerve Tissue Proteins/physiology , Neuro-Oncological Ventral Antigen , Neuronal Plasticity/physiology , Neurons/metabolism , RNA-Binding Proteins/physiology , Rats , Rats, Sprague-Dawley , Signal Transduction , Synapses/metabolism , Synaptic Transmission/physiology
2.
Proc Natl Acad Sci U S A ; 118(9)2021 03 02.
Article in English | MEDLINE | ID: mdl-33619110

ABSTRACT

The organization of sensory maps in the cerebral cortex depends on experience, which drives homeostatic and long-term synaptic plasticity of cortico-cortical circuits. In the mouse primary somatosensory cortex (S1) afferents from the higher-order, posterior medial thalamic nucleus (POm) gate synaptic plasticity in layer (L) 2/3 pyramidal neurons via disinhibition and the production of dendritic plateau potentials. Here we address whether these thalamocortically mediated responses play a role in whisker map plasticity in S1. We find that trimming all but two whiskers causes a partial fusion of the representations of the two spared whiskers, concomitantly with an increase in the occurrence of POm-driven N-methyl-D-aspartate receptor-dependent plateau potentials. Blocking the plateau potentials restores the archetypical organization of the sensory map. Our results reveal a mechanism for experience-dependent cortical map plasticity in which higher-order thalamocortically mediated plateau potentials facilitate the fusion of normally segregated cortical representations.


Subject(s)
Action Potentials/physiology , Evoked Potentials, Somatosensory/physiology , Nerve Net/physiology , Somatosensory Cortex/physiology , Thalamus/physiology , Vibrissae/physiology , Action Potentials/drug effects , Animals , Brain Mapping/methods , Dizocilpine Maleate/pharmacology , Evoked Potentials, Somatosensory/drug effects , Excitatory Amino Acid Antagonists/pharmacology , GABA Antagonists/pharmacology , Gene Expression , Male , Mice , Mice, Inbred C57BL , Nerve Net/anatomy & histology , Neuronal Plasticity/drug effects , Optical Imaging , Patch-Clamp Techniques , Picrotoxin/pharmacology , Pyramidal Cells/cytology , Pyramidal Cells/drug effects , Pyramidal Cells/metabolism , Receptors, GABA-A/genetics , Receptors, GABA-A/metabolism , Receptors, N-Methyl-D-Aspartate/antagonists & inhibitors , Receptors, N-Methyl-D-Aspartate/genetics , Receptors, N-Methyl-D-Aspartate/metabolism , Somatosensory Cortex/anatomy & histology , Thalamus/anatomy & histology , Vibrissae/injuries
3.
Proc Natl Acad Sci U S A ; 118(9)2021 03 02.
Article in English | MEDLINE | ID: mdl-33622785

ABSTRACT

Maintaining the balance between neuronal excitation and inhibition is essential for proper function of the central nervous system. Inhibitory synaptic transmission plays an important role in maintaining this balance. Although inhibitory transmission has higher kinetic demands compared to excitatory transmission, its properties are poorly understood. In particular, the dynamics and exocytosis of single inhibitory vesicles have not been investigated, due largely to both technical and practical limitations. Using a combination of quantum dots (QDs) conjugated to antibodies against the luminal domain of the vesicular GABA transporter to selectively label GABAergic (i.e., predominantly inhibitory) vesicles together with dual-focus imaging optics, we tracked the real-time three-dimensional position of single GABAergic vesicles up to the moment of exocytosis (i.e., fusion). Using three-dimensional trajectories, we found that GABAergic synaptic vesicles traveled a shorter distance prior to fusion and had a shorter time to fusion compared to synaptotagmin-1 (Syt1)-labeled vesicles, which were mostly from excitatory neurons. Moreover, our analysis revealed that GABAergic synaptic vesicles move more straightly to their release sites than Syt1-labeled vesicles. Finally, we found that GABAergic vesicles have a higher prevalence of kiss-and-run fusion than Syt1-labeled vesicles. These results indicate that inhibitory synaptic vesicles have a unique set of dynamics and exocytosis properties to support rapid synaptic inhibition, thereby maintaining a tightly regulated coordination between excitation and inhibition in the central nervous system.


Subject(s)
Exocytosis/physiology , GABA Plasma Membrane Transport Proteins/metabolism , GABAergic Neurons/metabolism , Staining and Labeling/methods , Synaptic Vesicles/metabolism , Animals , Animals, Newborn , Antibodies/chemistry , Calcium/metabolism , GABA Plasma Membrane Transport Proteins/chemistry , GABAergic Neurons/cytology , Hippocampus/cytology , Hippocampus/metabolism , Imaging, Three-Dimensional , Immunoconjugates/chemistry , Ion Transport , Membrane Fusion/physiology , Primary Cell Culture , Quantum Dots/chemistry , Rats , Rats, Sprague-Dawley , Synaptic Transmission , Synaptotagmin I/chemistry , Synaptotagmin I/metabolism
4.
Nat Methods ; 11(3): 281-9, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24441936

ABSTRACT

Particle tracking is of key importance for quantitative analysis of intracellular dynamic processes from time-lapse microscopy image data. Because manually detecting and following large numbers of individual particles is not feasible, automated computational methods have been developed for these tasks by many groups. Aiming to perform an objective comparison of methods, we gathered the community and organized an open competition in which participating teams applied their own methods independently to a commonly defined data set including diverse scenarios. Performance was assessed using commonly defined measures. Although no single method performed best across all scenarios, the results revealed clear differences between the various approaches, leading to notable practical conclusions for users and developers.


Subject(s)
Image Interpretation, Computer-Assisted , Microscopy, Fluorescence/methods , Image Interpretation, Computer-Assisted/standards , Microscopy, Fluorescence/standards
5.
J Cell Sci ; 126(Pt 1): 327-38, 2013 Jan 01.
Article in English | MEDLINE | ID: mdl-22992454

ABSTRACT

Intraflagellar transport (IFT) is necessary for the construction of cilia and flagella. IFT proteins are concentrated at the base of the flagellum but little is known about the actual role of this pool of proteins. Here, IFT was investigated in Trypanosoma brucei, an attractive model for flagellum studies, using GFP fusions with IFT52 or the IFT dynein heavy chain DHC2.1. Tracking analysis by a curvelet method allowing automated separation of forward and return transport demonstrated a uniform speed for retrograde IFT (5 µm s(-1)) but two distinct populations for anterograde movement that are sensitive to temperature. When they reach the distal tip, anterograde trains are split into three and converted to retrograde trains. When a fast anterograde train catches up with a slow one, it is almost twice as likely to fuse with it rather than to overtake it, implying that these trains travel on a restricted set of microtubules. Using photobleaching experiments, we show for the first time that IFT proteins coming back from the flagellum are mixed with those present at the flagellum base and can reiterate a full IFT cycle in the flagellum. This recycling is dependent on flagellum length and IFT velocities. Mathematical modelling integrating all parameters actually reveals the existence of two pools of IFT proteins at the flagellum base, but only one is actively engaged in IFT.


Subject(s)
Carrier Proteins/metabolism , Flagella/metabolism , Protozoan Proteins/metabolism , Trypanosoma brucei brucei/metabolism , Bayes Theorem , Cilia/metabolism , Fluorescence Recovery After Photobleaching
6.
Nat Methods ; 9(7): 690-6, 2012 Jun 28.
Article in English | MEDLINE | ID: mdl-22743774

ABSTRACT

Current research in biology uses evermore complex computational and imaging tools. Here we describe Icy, a collaborative bioimage informatics platform that combines a community website for contributing and sharing tools and material, and software with a high-end visual programming framework for seamless development of sophisticated imaging workflows. Icy extends the reproducible research principles, by encouraging and facilitating the reusability, modularity, standardization and management of algorithms and protocols. Icy is free, open-source and available at http://icy.bioimageanalysis.org/.


Subject(s)
Biomedical Research/methods , Computational Biology/methods , Information Dissemination/methods , Software , Algorithms , Biomedical Research/standards , Computational Biology/standards , Internet , Validation Studies as Topic
7.
Cell Rep ; 43(4): 113839, 2024 Apr 23.
Article in English | MEDLINE | ID: mdl-38507409

ABSTRACT

Homeostatic regulation of synapses is vital for nervous system function and key to understanding a range of neurological conditions. Synaptic homeostasis is proposed to operate over hours to counteract the destabilizing influence of long-term potentiation (LTP) and long-term depression (LTD). The prevailing view holds that synaptic scaling is a slow first-order process that regulates postsynaptic glutamate receptors and fundamentally differs from LTP or LTD. Surprisingly, we find that the dynamics of scaling induced by neuronal inactivity are not exponential or monotonic, and the mechanism requires calcineurin and CaMKII, molecules dominant in LTD and LTP. Our quantitative model of these enzymes reconstructs the unexpected dynamics of homeostatic scaling and reveals how synapses can efficiently safeguard future capacity for synaptic plasticity. This mechanism of synaptic adaptation supports a broader set of homeostatic changes, including action potential autoregulation, and invites further inquiry into how such a mechanism varies in health and disease.


Subject(s)
Calcineurin , Calcium-Calmodulin-Dependent Protein Kinase Type 2 , Homeostasis , Synapses , Animals , Synapses/metabolism , Synapses/physiology , Calcineurin/metabolism , Calcium-Calmodulin-Dependent Protein Kinase Type 2/metabolism , Long-Term Potentiation/physiology , Neuronal Plasticity/physiology , Long-Term Synaptic Depression/physiology , Neurons/metabolism , Neurons/physiology , Mice
8.
Neuron ; 111(8): 1282-1300.e8, 2023 04 19.
Article in English | MEDLINE | ID: mdl-36787750

ABSTRACT

Cannabidiol (CBD), a non-euphoric component of cannabis, reduces seizures in multiple forms of pediatric epilepsies, but the mechanism(s) of anti-seizure action remain unclear. In one leading model, CBD acts at glutamatergic axon terminals, blocking the pro-excitatory actions of an endogenous membrane phospholipid, lysophosphatidylinositol (LPI), at the G-protein-coupled receptor GPR55. However, the impact of LPI-GPR55 signaling at inhibitory synapses and in epileptogenesis remains underexplored. We found that LPI transiently increased hippocampal CA3-CA1 excitatory presynaptic release probability and evoked synaptic strength in WT mice, while attenuating inhibitory postsynaptic strength by decreasing GABAARγ2 and gephyrin puncta. LPI effects at excitatory and inhibitory synapses were eliminated by CBD pre-treatment and absent after GPR55 deletion. Acute pentylenetrazole-induced seizures elevated GPR55 and LPI levels, and chronic lithium-pilocarpine-induced epileptogenesis potentiated LPI's pro-excitatory effects. We propose that CBD exerts potential anti-seizure effects by blocking LPI's synaptic effects and dampening hyperexcitability.


Subject(s)
Cannabidiol , Mice , Animals , Cannabidiol/pharmacology , Hippocampus/physiology , Receptors, G-Protein-Coupled/metabolism , Synapses/physiology , Signal Transduction , Receptors, Cannabinoid/metabolism
9.
Cell Rep ; 39(2): 110667, 2022 04 12.
Article in English | MEDLINE | ID: mdl-35417707

ABSTRACT

Cortical wiring relies on guidepost cells and activity-dependent processes that are thought to act sequentially. Here, we show that the construction of layer 1 (L1), a main site of top-down integration, is regulated by crosstalk between transient Cajal-Retzius cells (CRc) and spontaneous activity of the thalamus, a main driver of bottom-up information. While activity was known to regulate CRc migration and elimination, we found that prenatal spontaneous thalamic activity and NMDA receptors selectively control CRc early density, without affecting their demise. CRc density, in turn, regulates the distribution of upper layer interneurons and excitatory synapses, thereby drastically impairing the apical dendrite activity of output pyramidal neurons. In contrast, postnatal sensory-evoked activity had a limited impact on L1 and selectively perturbed basal dendrites synaptogenesis. Collectively, our study highlights a remarkable interplay between thalamic activity and CRc in L1 functional wiring, with major implications for our understanding of cortical development.


Subject(s)
Interneurons , Pyramidal Cells , Dendrites/physiology , Interneurons/physiology , Neurons/physiology , Thalamus
10.
Cell Rep ; 37(12): 110133, 2021 12 21.
Article in English | MEDLINE | ID: mdl-34936875

ABSTRACT

Intracellular calcium signaling underlies the astroglial control of synaptic transmission and plasticity. Mitochondria-endoplasmic reticulum contacts (MERCs) are key determinants of calcium dynamics, but their functional impact on astroglial regulation of brain information processing is unexplored. We found that the activation of astrocyte mitochondrial-associated type-1 cannabinoid (mtCB1) receptors determines MERC-dependent intracellular calcium signaling and synaptic integration. The stimulation of mtCB1 receptors promotes calcium transfer from the endoplasmic reticulum to mitochondria through a specific molecular cascade, involving the mitochondrial calcium uniporter (MCU). Physiologically, mtCB1-dependent mitochondrial calcium uptake determines the dynamics of cytosolic calcium events in astrocytes upon endocannabinoid mobilization. Accordingly, electrophysiological recordings in hippocampal slices showed that conditional genetic exclusion of mtCB1 receptors or dominant-negative MCU expression in astrocytes blocks lateral synaptic potentiation, through which astrocytes integrate the activity of distant synapses. Altogether, these data reveal an endocannabinoid link between astroglial MERCs and the regulation of brain network functions.


Subject(s)
Astrocytes/metabolism , Calcium/metabolism , Cannabinoids/metabolism , Endoplasmic Reticulum/metabolism , Mitochondria/metabolism , Receptors, Cannabinoid/physiology , Synapses/physiology , Animals , Astrocytes/cytology , Calcium Channels/physiology , Calcium Signaling , Cells, Cultured , Hippocampus/metabolism , Homeostasis , Mice , Mice, Inbred C57BL , Neuronal Plasticity , Synaptic Transmission
11.
Nat Commun ; 11(1): 5318, 2020 10 21.
Article in English | MEDLINE | ID: mdl-33087709

ABSTRACT

Synaptic vesicles (SVs) can be pooled across multiple synapses, prompting questions about their dynamic allocation for neurotransmission and plasticity. We find that the axonal traffic of recycling vesicles is not supported by ubiquitous microtubule-based motility but relies on actin instead. Vesicles freed from synaptic clusters undergo ~1 µm bouts of active transport, initiated by nearby elongation of actin filaments. Long distance translocation arises when successive bouts of active transport were linked by periods of free diffusion. The availability of SVs for active transport can be promptly increased by protein kinase A, a key player in neuromodulation. Vesicle motion is in turn impeded by shutting off axonal actin polymerization, mediated by nitric oxide-cyclic GMP signaling leading to inhibition of RhoA. These findings provide a potential framework for coordinating post-and pre-synaptic strength, using retrograde regulation of axonal actin dynamics to mobilize and recruit presynaptic SV resources.


Subject(s)
Actin Cytoskeleton/physiology , Cyclic AMP-Dependent Protein Kinases/physiology , Nitric Oxide/physiology , Synaptic Vesicles/physiology , Animals , Axonal Transport/physiology , Biological Transport, Active , Cells, Cultured , Cyclic GMP/physiology , Female , Hippocampus/cytology , Hippocampus/physiology , Luminescent Proteins/metabolism , Male , Neurons/physiology , Nocodazole/pharmacology , Rats , Rats, Sprague-Dawley , Synaptic Transmission/physiology , Synaptic Vesicles/drug effects
12.
Cell Rep ; 32(9): 108097, 2020 09 01.
Article in English | MEDLINE | ID: mdl-32877679

ABSTRACT

Cortical plasticity improves behaviors and helps recover lost functions after injury. However, the underlying synaptic mechanisms remain unclear. In mice, we show that trimming all but one whisker enhances sensory responses from the spared whisker in the barrel cortex and occludes whisker-mediated synaptic potentiation (w-Pot) in vivo. In addition, whisker-dependent behaviors that are initially impaired by single-whisker experience (SWE) rapidly recover when associated cortical regions remap. Cross-linking the surface GluA2 subunit of AMPA receptors (AMPARs) suppresses the expression of w-Pot, presumably by blocking AMPAR surface diffusion, in mice with all whiskers intact, indicating that synaptic potentiation in vivo requires AMPAR trafficking. We use this approach to demonstrate that w-Pot is required for SWE-mediated strengthening of synaptic inputs and initiates the recovery of previously learned skills during the early phases of SWE. Taken together, our data reveal that w-Pot mediates cortical remapping and behavioral improvement upon partial sensory deafferentation.


Subject(s)
Neuronal Plasticity/genetics , Receptors, AMPA/metabolism , Animals , Humans , Mice , Sensory Deprivation/physiology
13.
Elife ; 92020 11 30.
Article in English | MEDLINE | ID: mdl-33252331

ABSTRACT

Survival depends on the ability of animals to select the appropriate behavior in response to threat and safety sensory cues. However, the synaptic and circuit mechanisms by which the brain learns to encode accurate predictors of threat and safety remain largely unexplored. Here, we show that frontal association cortex (FrA) pyramidal neurons of mice integrate auditory cues and basolateral amygdala (BLA) inputs non-linearly in a NMDAR-dependent manner. We found that the response of FrA pyramidal neurons was more pronounced to Gaussian noise than to pure frequency tones, and that the activation of BLA-to-FrA axons was the strongest in between conditioning pairings. Blocking BLA-to-FrA signaling specifically at the time of presentation of Gaussian noise (but not 8 kHz tone) between conditioning trials impaired the formation of auditory fear memories. Taken together, our data reveal a circuit mechanism that facilitates the formation of fear traces in the FrA, thus providing a new framework for probing discriminative learning and related disorders.


Subject(s)
Acoustic Stimulation/adverse effects , Amygdala/physiology , Fear/physiology , Frontal Lobe/physiology , Learning/physiology , Animals , Calcium/metabolism , Conditioning, Classical/physiology , Male , Mice , Microscopy, Confocal , Neuronal Plasticity/physiology , Optogenetics , Patch-Clamp Techniques
15.
Methods Cell Biol ; 127: 487-508, 2015.
Article in English | MEDLINE | ID: mdl-25837405

ABSTRACT

Trypanosoma brucei is a flagellated eukaryotic pathogen responsible for sleeping sickness in central Africa. Because of the presence of a long motile flagellum (>20 µm) and its amenity to genetic manipulation, it is becoming an attractive model to study the assembly and the functions of cilia and flagella. In recent years, several aspects have been investigated, especially intraflagellar transport (IFT) that has been exhaustively characterized at the light microscopy level. In this manuscript, we review various methods to express fluorescent fusion proteins and to record IFT in living trypanosomes in normal or mutant contexts. We present an approach for separating anterograde and retrograde IFT, hence facilitating quantification of train speed, frequency, and size. A statistical analysis to discriminate different subpopulations of IFT trains is also summarized. These methods have proven their efficiency for the study of IFT in trypanosomes and could be applied to any other organism.


Subject(s)
Cilia/metabolism , Flagella/metabolism , Protozoan Proteins/genetics , Protozoan Proteins/metabolism , Trypanosoma brucei brucei/metabolism , Green Fluorescent Proteins/genetics , Kymography/methods , Luminescent Proteins/genetics , Optical Imaging/methods , Protein Transport/physiology , RNA Interference , RNA, Small Interfering , Recombinant Fusion Proteins/genetics , Trypanosoma brucei brucei/genetics , Tubulin/metabolism , Red Fluorescent Protein
16.
Cell Host Microbe ; 17(2): 178-90, 2015 Feb 11.
Article in English | MEDLINE | ID: mdl-25620549

ABSTRACT

Mycobacterium tuberculosis (Mtb) defends itself against host immunity and chemotherapy at several levels, including the repair or degradation of irreversibly oxidized proteins (IOPs). To investigate how Mtb deals with IOPs that can neither be repaired nor degraded, we used new chemical and biochemical probes and improved image analysis algorithms for time-lapse microscopy to reveal a defense against stationary phase stress, oxidants, and antibiotics--the sequestration of IOPs into aggregates in association with the chaperone ClpB, followed by the asymmetric distribution of aggregates within bacteria and between their progeny. Progeny born with minimal IOPs grew faster and better survived a subsequent antibiotic stress than their IOP-burdened sibs. ClpB-deficient Mtb had a marked recovery defect from stationary phase or antibiotic exposure and survived poorly in mice. Treatment of tuberculosis might be assisted by drugs that cripple the pathway by which Mtb buffers, sequesters, and asymmetrically distributes IOPs.


Subject(s)
Bacterial Proteins/metabolism , Endopeptidase Clp/metabolism , Mycobacterium tuberculosis/drug effects , Mycobacterium tuberculosis/enzymology , Oxidative Stress , Animals , Anti-Bacterial Agents/toxicity , Endopeptidase Clp/genetics , Mice , Microbial Viability/drug effects , Mycobacterium tuberculosis/growth & development , Mycobacterium tuberculosis/physiology , Oxidants/toxicity , Oxidation-Reduction , Protein Aggregates , Protein Multimerization , Protein Processing, Post-Translational , Protein Transport
17.
IEEE Trans Image Process ; 22(10): 3926-40, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23708807

ABSTRACT

We present a new fast active-contour model (a.k.a. snake) for image segmentation in 3D microscopy. We introduce a parametric design that relies on exponential B-spline bases and allows us to build snakes that are able to reproduce ellipsoids. We design our bases to have the shortest-possible support, subject to some constraints. Thus, computational efficiency is maximized. The proposed 3D snake can approximate blob-like objects with good accuracy and can perfectly reproduce spheres and ellipsoids, irrespective of their position and orientation. The optimization process is remarkably fast due to the use of Gauss' theorem within our energy computation scheme. Our technique yields successful segmentation results, even for challenging data where object contours are not well defined. This is due to our parametric approach that allows one to favor prior shapes. In addition, this paper provides a software that gives full control over the snakes via an intuitive manipulation of few control points.


Subject(s)
Diagnostic Imaging/methods , Imaging, Three-Dimensional/methods , Algorithms , Animals , Brain/anatomy & histology , Mice , Microscopy, Confocal , Spleen/anatomy & histology , Tomography, X-Ray Computed
18.
IEEE Trans Pattern Anal Mach Intell ; 35(11): 2736-3750, 2013 Nov.
Article in English | MEDLINE | ID: mdl-24051732

ABSTRACT

In this paper, we present a method for simultaneously tracking thousands of targets in biological image sequences, which is of major importance in modern biology. The complexity and inherent randomness of the problem lead us to propose a unified probabilistic framework for tracking biological particles in microscope images. The framework includes realistic models of particle motion and existence and of fluorescence image features. For the track extraction process per se, the very cluttered conditions motivate the adoption of a multiframe approach that enforces tracking decision robustness to poor imaging conditions and to random target movements. We tackle the large-scale nature of the problem by adapting the multiple hypothesis tracking algorithm to the proposed framework, resulting in a method with a favorable tradeoff between the model complexity and the computational cost of the tracking procedure. When compared to the state-of-the-art tracking techniques for bioimaging, the proposed algorithm is shown to be the only method providing high-quality results despite the critically poor imaging conditions and the dense target presence. We thus demonstrate the benefits of advanced Bayesian tracking techniques for the accurate computational modeling of dynamical biological processes, which is promising for further developments in this domain.


Subject(s)
Algorithms , Artificial Intelligence , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Models, Statistical , Pattern Recognition, Automated/methods , Subtraction Technique , Computer Simulation , Data Interpretation, Statistical
19.
IEEE Trans Image Process ; 21(11): 4522-33, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22752138

ABSTRACT

We introduce a systematic and practical design for steerable wavelet frames in 3D. Our steerable wavelets are obtained by applying a 3D version of the generalized Riesz transform to a primary isotropic wavelet frame. The novel transform is self-reversible (tight frame) and its elementary constituents (Riesz wavelets) can be efficiently rotated in any 3D direction by forming appropriate linear combinations. Moreover, the basis functions at a given location can be linearly combined to design custom (and adaptive) steerable wavelets. The features of the proposed method are illustrated with the processing and analysis of 3D biomedical data. In particular, we show how those wavelets can be used to characterize directional patterns and to detect edges by means of a 3D monogenic analysis. We also propose a new inverse-problem formalism along with an optimization algorithm for reconstructing 3D images from a sparse set of wavelet-domain edges. The scheme results in high-quality image reconstructions which demonstrate the feature-reduction ability of the steerable wavelets as well as their potential for solving inverse problems.


Subject(s)
Algorithms , Imaging, Three-Dimensional/methods , Wavelet Analysis , Humans , Magnetic Resonance Imaging , Microscopy
20.
IEEE Trans Image Process ; 20(10): 2705-21, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21478076

ABSTRACT

We present a functional framework for the design of tight steerable wavelet frames in any number of dimensions. The 2-D version of the method can be viewed as a generalization of Simoncelli's steerable pyramid that gives access to a larger palette of steerable wavelets via a suitable parametrization. The backbone of our construction is a primal isotropic wavelet frame that provides the multiresolution decomposition of the signal. The steerable wavelets are obtained by applying a one-to-many mapping (Nth-order generalized Riesz transform) to the primal ones. The shaping of the steerable wavelets is controlled by an M×M unitary matrix (where M is the number of wavelet channels) that can be selected arbitrarily; this allows for a much wider range of solutions than the traditional equiangular configuration (steerable pyramid). We give a complete functional description of these generalized wavelet transforms and derive their steering equations. We describe some concrete examples of transforms, including some built around a Mallat-type multiresolution analysis of L(2)(R(d)), and provide a fast Fourier transform-based decomposition algorithm. We also propose a principal-component-based method for signal-adapted wavelet design. Finally, we present some illustrative examples together with a comparison of the denoising performance of various brands of steerable transforms. The results are in favor of an optimized wavelet design (equalized principal component analysis), which consistently performs best.


Subject(s)
Algorithms , Fourier Analysis , Wavelet Analysis , Image Processing, Computer-Assisted , Principal Component Analysis
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