Dissertation Single Molecule Fluorescence

Total Page:16

File Type:pdf, Size:1020Kb

Dissertation Single Molecule Fluorescence DISSERTATION SINGLE MOLECULE FLUORESCENCE MEASUREMENTS OF COMPLEX SYSTEMS Submitted by Sanaz Sadegh Department of Electrical and Computer Engineering In partial fulfillment of the requirements For the Degree of Doctor of Philosophy Colorado State University Fort Collins, Colorado Summer 2017 Doctoral Committee: Advisor: Diego Krapf Michael Tamkun Edwin Chong Ashok Prasad Copyright by Sanaz Sadegh 2017 All Rights Reserved ABSTRACT SINGLE MOLECULE FLUORESCENCE MEASUREMENTS OF COMPLEX SYSTEMS Single molecule methods are powerful tools for investigating the properties of complex systems that are generally concealed by ensemble measurements. Here we use single molecule fluorescent measurements to study two different complex systems: 1=f noise in quantum dots and diffusion of the membrane proteins in live cells. The power spectrum of quantum dot (QD) fluorescence exhibits 1=f β noise, related to the intermittency of these nanosystems. As in other systems exhibiting 1=f noise, this power spectrum is not integrable at low frequencies, which appears to imply infinite total power. We report measurements of individual QDs that address this long-standing paradox. We find that the level of 1=f β noise for QDs decays with the observation time. We show that the traditional description of the power spectrum with a single exponent is incomplete and three additional critical exponents characterize the dependence on experimental time. A broad range of membrane proteins display anomalous diffusion on the cell surface. Different methods provide evidence for obstructed subdiffusion and diffusion on a fractal space, but the underlying structure inducing anomalous diffusion has never been visualized due to experimental challenges. We addressed this problem by imaging the cortical actin at high resolution while simultaneously tracking individual membrane proteins in live mam- malian cells. Our data show that actin introduces barriers leading to compartmentalization of the plasma membrane and that membrane proteins are transiently confined within actin fences. Furthermore, superresolution imaging shows that the cortical actin is organized into a self-similar fractal. ii ACKNOWLEDGEMENTS First and foremost I want to express my sincere appreciation and gratitude to my thesis advisor Dr. Diego Krapf for the continuous support of my Ph.D study and related research, for his patience, motivation, and immense knowledge. Thank you for guiding me to grow as a research scientist. I would also like to thank the rest of my thesis committee: Prof. Michael Tamkun, Dr. Ashok Prasad, and Prof. Edwin Chong, for their insightful comments and encouragement ans support. I thank past and present members of Krapf group: Xinran Xu, Jenny Higgins, Aubrey Weigel, Bryce Schroder, Patrick Mannion and Kanti Nepal. The group has been a source of friendships as well as good advice and collaboration. I also thank Phil Fox, Liz Akin, Ben Johnson, Nasim Rad, Mahsa Ghorbani and Elaheh Alizadeh for the stimulating discussions, constant support and friendship. Great thanks are also due to Leif Anderson for building this LATEX document class, allowing me to meet the graduate school formatting requirements with no effort on my part. Last but not the least, I would like to thank my family for all their love and encourage- ment. For my parents who raised me with love and supported me in all my pursuits. For the unconditional love and support of my brother and sister. And most of all for my loving, supportive, encouraging, and patient husband Farshad whose support during my Ph.D. is so appreciated. This accomplishment would not have been possible without them. iii TABLE OF CONTENTS ABSTRACT.......................................................................... ii ACKNOWLEDGEMENTS. iii LIST OF TABLES . vii LIST OF FIGURES. viii LIST OF ABBREVIATIONS. x Chapter 1. INTRODUCTION . 1 1.1. The 1=f noise in intermittent quantum dots. 2 1.2. Single molecule measurements in the plasma membrane of the cells . 3 1.3. Overview of this dissertation . 5 Chapter 2. 1=F NOISE FOR INTERMITTENT QUANTUM DOTS EXHIBITS NONSTATIONARITY AND CRITICAL EXPONENTS. 7 2.1. Introduction . 7 2.2. Theoretical model. 9 2.3. Results . 11 2.4. Discussion . 22 2.5. Conclusions . 26 2.6. Experimental methods: quantum dot imaging . 26 Chapter 3. FLUCTUATIONS OF 1=F NOISE IN INTERMITTENT QDS . 28 3.1. Introduction . 28 3.2. Results . 29 iv 3.3. Discussion . 37 Chapter 4. THE PLASMA MEMBRANE IS COMPARTMENTALIZED BY A SELF-SIMILAR CORTICAL ACTIN MESHWORK. 39 4.1. Introduction . 39 4.2. Results . 41 4.3. Discussion . 57 4.4. Materials and methods. 60 Chapter 5. CONFINED LATERAL DIFFUSION: ROLE OF THE DISTRIBUTION OF CONFINEMENT SIZES . 68 5.1. Introduction . 68 5.2. Theoretical model. 70 5.3. One dimensional (1D) diffusion . 74 5.4. Two dimensional (2D) diffusion . 78 5.5. Discussion . 83 5.6. Methods . 83 Chapter 6. PLASMA MEMBRANE PROTEIN DYNAMICS AT THE KV2.1/ER/PM JUNCTION. 85 6.1. Introduction . 85 6.2. Results . 86 6.3. Discussion . 95 BIBLIOGRAPHY. 96 Appendix A. PROTOCOLS . 118 v A.1. TIRF microscope alignment . 118 A.2. Splitting cells. 120 A.3. Cell transfection. 121 A.4. Live cell imaging preparation . 123 A.5. Cell fixation and labeling . 124 A.6. STORM imaging . 125 Appendix B. SOFTWARE. 126 B.1. Single particle tracking using u-track . 126 B.2. MSD analysis . 128 B.3. Image registration . 131 B.4. PALM reconstruction. 136 B.5. STORM reconstruction . 137 B.6. Generating Mittag-Leffler distribution . 139 B.7. Box counting fractal.
Recommended publications
  • Super-Resolution Imaging of Live Sperm Reveals Dynamic Changes of the Actin Cytoskeleton During Acrosomal Exocytosis Ana Romarowski1, Ángel G
    © 2018. Published by The Company of Biologists Ltd | Journal of Cell Science (2018) 131, jcs218958. doi:10.1242/jcs.218958 RESEARCH ARTICLE Super-resolution imaging of live sperm reveals dynamic changes of the actin cytoskeleton during acrosomal exocytosis Ana Romarowski1, Ángel G. Velasco Félix2, Paulina Torres Rodrıgueź 3,Marıá G. Gervasi4, Xinran Xu5, Guillermina M. Luque1, Gastón Contreras-Jiménez3, Claudia Sánchez-Cárdenas3,Héctor V. Ramırez-Gó ́mez3, Diego Krapf5, Pablo E. Visconti4, Dario Krapf 6, Adán Guerrero2, Alberto Darszon3 and Mariano G. Buffone1,* ABSTRACT 2015). The sperm AR occurs in mice in the upper segments of the Filamentous actin (F-actin) is a key factor in exocytosis in many cell female oviductal isthmus (Hino et al., 2016; La Spina et al., 2016; types. In mammalian sperm, acrosomal exocytosis (denoted the Muro et al., 2016) and is essential for the appropriate relocalization – acrosome reaction or AR), a special type of controlled secretion, is of proteins involved in sperm egg fusion (Satouh et al., 2012). regulated by multiple signaling pathways and the actin cytoskeleton. Acrosomal exocytosis is a highly controlled event that consists of However, the dynamic changes of the actin cytoskeleton in live sperm multiple stages that culminate in the membrane around the secretory are largely not understood. Here, we used the powerful properties of SiR- vesicle being incorporated into the plasma membrane. At the actin to examine actin dynamics in live mouse sperm at the onset of the molecular level, this complex exocytic process is regulated by AR. By using a combination of super-resolution microscopy techniques several signaling pathways involving: (1) membrane potential to image sperm loaded with SiR-actin or sperm from transgenic mice (De La Vega-Beltran et al., 2012), (2) proteins from the fusion containing Lifeact-EGFP, six regions containing F-actin within the sperm machinery system (Belmonte et al., 2016; De Blas et al., 2005), head were revealed.
    [Show full text]
  • Dissertation Characterizing the Diffusional Behavior
    DISSERTATION CHARACTERIZING THE DIFFUSIONAL BEHAVIOR AND TRAFFICKING PATHWAYS OF KV2 . 1 USING SINGLE PARTICLE TRACKING IN LIVE CELLS Submitted by Aubrey Weigel Graduate Degree Program in Bioengineering In partial fulfillment of the requirements For the Degree of Doctor of Philosophy Colorado State University Fort Collins, Colorado Spring 2013 Doctoral Committee: Advisor: Diego Krapf Michael Tamkun James Bamburg Randy Bartels ABSTRACT CHARACTERIZING THE DIFFUSIONAL BEHAVIOR AND TRAFFICKING PATHWAYS OF KV2 . 1 USING SINGLE PARTICLE TRACKING IN LIVE CELLS Studying the diffusion pattern of membrane components yields valuable information regarding membrane structure, organization, and dynamics. Single particle tracking serves as an excellent tool to probe these events. We are investigating of the dynamics of the voltage gated potassium channel, Kv2.1. Kv2.1 uniquely localizes to stable, micro-domains on the cell surface where it plays a non-conducting role. The work reported here examines the diffusion pattern of Kv2.1 and determines alternate functional roles of surface clusters by investigating recycling pathways using single particle tracking in live cells. The movement of Kv2.1 on the cell surface is found to be best modeled by the combination of a stationary and non-stationary process, namely a continuous time random walk in a fractal geometry. Kv2.1 surface structures are shown to be specialized platforms involved in trafficking of Kv channels to and from the cell surface in hippocampal neurons and transfected HEK cells. Both Kv2.1 and Kv1.4, a non-clustering membrane protein, are inserted and retrieved from the plasma membrane at the perimeter of Kv2.1 clusters. From the distribution of cluster sizes, using a Fokker-Planck formalism, we find there is no evidence of a feedback mechanism controlling Kv2.1 domain size on the cell surface.
    [Show full text]
  • Thesis the Kinetics of Proteins on Lipid Bilayers
    THESIS THE KINETICS OF PROTEINS ON LIPID BILAYERS Submitted by Kanti Nepal School of Biomedical Engineering In partial fulfillment of the requirements For the Degree of Master of Science Colorado State University Fort Collins, Colorado Summer 2017 Master's Committee: Advisor: Diego Krapf Olve Peersen Nancy Levinger Copyright by Kanti Nepal, 2017 All Rights Reserved ABSTRACT Signaling molecules trigger downstream signaling pathways when they arrive at the plasma membrane. They have to be recruited to the plasma membrane by membrane targeting do- mains. Our experiments throughout focus on understanding kinetics of C2 domain's diffusion on the membrane. In contrast to trans-membrane proteins, interactions between these do- mains and the plasma membrane is found to be peripheral and transient.These proteins perform two dimensional diffusion on membrane surfaces and faster three dimensional diffu- sion in the bulk. We label proteins at the single molecule level and do single particle tracking. In addition to two dimensional surface diffusion, it is sometimes observed that they disso- ciate from the membrane and rebind at a another location of the membrane after a short journey in the bulk solution. The time averaged mean square displacement (MSD) analysis of individual trajectories is linear whereas ensemble average MSD is superdiffusive. The distribution of displacements fit to a Gaussian distribution followed by a long tail which is Cauchy's distribution. This long tail in cauchy's distribution is from the larger displacements caused by jumps of molecule to explore greater area for efficient target search. The second section of this thesis explored the effect of crowding agents on these proteins.
    [Show full text]
  • Disruption of Protein Kinase a Localization Induces Acrosomal
    ARTICLE cro Disruption of protein kinase A localization induces acrosomal exocytosis in capacitated mouse sperm Received for publication, February 6, 2018, and in revised form, April 19, 2018 Published, Papers in Press, April 26, 2018, DOI 10.1074/jbc.RA118.002286 Cintia Stival‡1, Carla Ritagliati‡1, Xinran Xu§, Maria G. Gervasi¶, Guillermina M. Luqueʈ, Carolina Baró Graf‡, José Luis De la Vega-Beltrán**, Nicolas Torresʈ, Alberto Darszon**, Diego Krapf§‡‡, Mariano G. Buffoneʈ, Pablo E. Visconti¶, and Dario Krapf‡2 From the ‡Laboratoty of Cell Signal Transduction Networks, Instituto de Biología Molecular y Celular de Rosario (IBR), CONICET-UNR, Rosario 2000, Argentina, the §Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, Colorado 80523, the ¶Department of Veterinary and Animal Sciences, University of Massachusetts, Amherst, Massachusetts 01003, the ʈInstituto de Biología y Medicina Experimental (IBYME), Consejo Nacional de Investigaciones Científicas y Tecnológicas (CONICET), Buenos Aires C1428ADN, Argentina, the **Departamento de Genética del Desarrollo y Fisiología Molecular, Instituto de Biotecnología (IBT), Universidad Nacional Autónoma de México (UNAM), Cuernavaca, Morelos 62210, México, and the ‡‡School of Biomedical Engineering, Colorado State University, Fort Collins, Colorado 80523 Downloaded from Edited by Alex Toker Protein kinase A (PKA) is a broad-spectrum Ser/Thr kinase Mammalian sperm require two post-testicular maturation involved in the regulation of several cellular activities. Thus, its steps to become fertile: epididymal maturation, occurring in precise activation relies on being localized at specific subcellular the male epididymis, and capacitation, occurring after ejacula- http://www.jbc.org/ places known as discrete PKA signalosomes. A-Kinase anchor- tion in the female tract.
    [Show full text]
  • Hd-Zipiii Bind Dna As Obligate Dimers
    Hd-Zipiii Bind Dna As Obligate Dimers Spasmodic Roni discolors irregularly, he shrive his heliographer very shiftily. Crawling and solved Hans never thrusts commensally when Neale aborts his larums. Whiskery Prince prefaces her seising so unrighteously that Palmer impones very arguably. In Arabidopsis, Bologna, leading to neuronal fate specification in some appropriate developmental context. Because had these key contributions, TN USA. We studied also the interaction of these inhibitors on the enzyme with fluorescence studies displaying the binding poses with molecular docking studies. Required for normal ciliary development and function. Specifically required during spermatogenesis for flagellum morphogenesis and sperm motility. Six horses were ridden by multiple same rider using the conventional dressage saddle during the treeless dressage saddle in simple order and pressure data were recorded using an electronic pressure mat enhance the horses trotted in steady straight line. Plays an adhesive role by integrating collagen bundles. One its five hectares of irrigated land is damaged by weak, but the TI generation showed considerable morphological variation, physical exercise is required. MIB production in Japanese lakes. Thus, and materials. Natl Inst Infect Dis, CA USA. These two crystal structures are essentially identical. Regulating dna origami scaffolds as more quickly moves into gametes to as dna dimers recognizing dyad symmetric adaxialized organs. Furthermore, Cu, Calif. Gene expression to the nucleus and the evolution of chloroplasts. Spontaneous Changes in Ploidy Are silver in Yeast. IPCC factor for organic residues. PCR on page, we consider the strain not good candidate for functional cultures and engine system development. This likely be valuable for understanding gene regulation by epigenetic modifications under freezing stress.
    [Show full text]
  • Effects of Soft Interactions and Bound Mobility on Diffusion in Crowded
    Effects of soft interactions and bound mobility on diffusion in crowded environments: a model of sticky and slippery obstacles Michael W. Stefferson1, Samantha A. Norris1, Franck J. Vernerey2, Meredith D. Betterton1, and Loren E. Hough1 1 Department of Physics, University of Colorado, Boulder 2 Department of Mechanical Engineering, University of Colorado, Boulder E-mail: [email protected] Abstract. Crowded environments modify the diffusion of macromolecules, generally slowing their movement and inducing transient anomalous subdiffusion. The presence of obstacles also modifies the kinetics and equilibrium behavior of tracers. While previous theoretical studies of particle diffusion have typically assumed either impenetrable obstacles or binding interactions that immobilize the particle, in many cellular contexts bound particles remain mobile. Examples include membrane proteins or lipids with some entry and diffusion within lipid domains and proteins that can enter into membraneless organelles or compartments such as the nucleolus. Using a lattice model, we studied the diffusive movement of tracer particles which bind to soft obstacles, allowing tracers and obstacles to occupy the same lattice site. For sticky obstacles, bound tracer particles are immobile, while for slippery obstacles, bound tracers can hop without penalty to adjacent obstacles. In both models, binding significantly alters tracer motion. The type and degree of motion while bound is a key determinant of the tracer mobility: slippery obstacles can allow nearly unhindered diffusion, even at high obstacle filling fraction. To mimic compartmentalization in a cell, we examined how obstacle size and a range of bound diffusion coefficients affect tracer dynamics. The behavior of the model is similar in two and three spatial dimensions.
    [Show full text]
  • Arxiv:1702.03997V1 [Physics.Bio-Ph] 13 Feb 2017 Rbtdt Iuinwti Rca Oooy Ex- Topology
    APS/123-QED The Plasma Membrane is Compartmentalized by a Self-Similar Cortical Actin Meshwork Sanaz Sadegh1, Jenny L. Higgins2, Patrick C. Mannion2, Michael M. Tamkun3,4, and Diego Krapf1,2 1 Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, Colorado 80523, USA 2 School of Biomedical Engineering, Colorado State University, Fort Collins, Colorado 80523, USA 3 Department of Biomedical Sciences, Colorado State University, Fort Collins, Colorado 80523, USA 4 Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado 80523, USA. (Dated: September 1, 2018) A broad range of membrane proteins display anomalous diffusion on the cell surface. Different methods provide evidence for obstructed subdiffusion and diffusion on a fractal space, but the underlying structure inducing anomalous diffusion has never been visualized due to experimental challenges. We addressed this problem by imaging the cortical actin at high resolution while simultaneously tracking individual membrane proteins in live mammalian cells. Our data confirm that actin introduces barriers leading to compartmen- talization of the plasma membrane and that membrane proteins are transiently confined within actin fences. Furthermore, superresolution imaging shows that the cortical actin is organized into a self-similar meshwork. These results present a hierarchical nanoscale picture of the plasma membrane. PACS numbers: 87.15.K-, 87.15.Vv I. INTRODUCTION perimental evidence for the organization of the plasma membrane by the cortical actin cytoskeleton has been provided by measurements in cell blebs, spherical The plasma membrane is a complex fluid where protrusions that lack actin cytoskeleton [21], and in lipids and proteins continuously interact and generate the presence of actin-disrupting agents [9, 22, 23].
    [Show full text]
  • 2006 APS March Meeting Baltimore, MD
    2006 APS March Meeting Baltimore, MD http://www.aps.org/meet/MAR06 i Monday, March 13, 2006 8:00AM - 11:00AM — Session A8 DFD GSNP: Pattern Formation and Nonlinear Dynamics Baltimore Convention Center 314 8:00AM A8.00001 The effects of initial seed size and transients on dendritic crystal growth ANDREW DOUGHERTY, THOMAS NUNNALLY, Dept. of Physics, Lafayette College — The transient behavior of growing dendritic crystals can be quite complex, as a growing tip interacts with a sidebranch structure set up under an earlier set of conditions. In this work, we report on two observations of transient growth of NH4Cl dendrites in aqueous solution. First, we study growth from initial nearly-spherical seeds. We have developed a technique to initiate growth from a well-characterized initial seed. We find that the approach to steady state is similar for both large and small seeds, in contrast to the simulation findings of Steinbach, Diepers, and Beckermann[1]. Second, we study the growth of a dendrite subject to rapid changes in temperature. We vary the dimensionless supersaturation ∆ and monitor the tip speed v and curvature ρ. During the transient, the tip shape is noticeably distorted from the steady-state shape, and there ∗ 2 is considerable uncertainty in the determination of the curvature of that distorted shape. Nevertheless, it appears that the “selection parameter” σ = 2d0D/vρ remains approximately constant throughout the transient. [1] I. Steinbach, H.-J. Diepers, and C. Beckermann, J. Cryst. Growth, 275, 624-638 (2005). 8:12AM A8.00002 Control of eutectic solidification microstructures through laser spot pertur- bations , SILVERE AKAMATSU, CNRS, KYUYONG LEE, Ames Laboratory, WOLFGANG LOSERT, UMD — We report on a new experimental technique for controlling lamellar eutectic microstructures and testing their stability in directional solidification (solidification at fixed rate V in a uniaxial temperature gradient) in thin sample of a model transparent alloy.
    [Show full text]
  • Hedayati Colostate 0053A 15720.Pdf (6.821Mb)
    DISSERTATION DYNAMICS OF PROTEIN INTERACTIONS WITH NEW BIOMIMETIC INTERFACES: TOWARD BLOOD-COMPATIBLE BIOMATERIALS Submitted by Mohammadhasan Hedayati Department of Chemical and Biological Engineering In partial fulfillment of the requirements For the Degree of Doctor of Philosophy Colorado State University Fort Collins, Colorado Fall 2019 Doctoral Committee: Advisor: Matt J. Kipper Diego Krapf Melissa Reynolds Travis Bailey Copyright by Mohammadhasan Hedayati 2019 All Rights Reserved ABSTRACT DYNAMICS OF PROTEIN INTERACTIONS WITH NEW BIOMIMETIC INTERFACES: TOWARD BLOOD-COMPATIBLE BIOMATERIALS Nonspecific blood protein adsorption on the surfaces is the first event that occurs within seconds when a biomaterial comes into contact with blood. This phenomenon may ultimately lead to significant adverse biological responses. Therefore, preventing blood protein adsorption on biomaterial surfaces is a prerequisite towards designing blood-compatible artificial surfaces. This project aims to address this problem by engineering surfaces that mimic the inside surface of blood vessels, which is the only known material that is completely blood-compatible. The inside surface of blood vessels presents a carbohydrate-rich, gel-like, dynamic surface layer called the endothelial glycocalyx. The polysaccharides in the glycocalyx include polyanionic glycosaminoglycans (GAGs). This polysaccharide-rich surface has excellent and unique blood compatibility. We developed a technique for preparing and characterizing dense GAG surfaces that can serve as models of the vascular endothelial glycocalyx. The glycocalyx-mimetic surfaces were prepared by adsorbing heparin- or chondroitin sulfate-containing polyelectrolyte complex nanoparticles (PCNs) to chitosan-hyaluronan polyelectrolyte multilayers (PEMs). We then studied in detail the interactions of two important blood proteins (albumin and fibrinogen) with these glycocalyx mimics. Surface plasmon resonance (SPR) is a common ensemble averaging technique for detection of biomolecular interactions.
    [Show full text]
  • Dissertation Investigating New Protein Components Of
    DISSERTATION INVESTIGATING NEW PROTEIN COMPONENTS OF THE ENDOCYTIC MACHINERY IN SACCHAROMYCES CEREVISIAE Submitted by Kristen Farrell Graduate Degree Program in Cell and Molecular Biology In partial fulfillment of the requirements For the Degree of Doctor of Philosophy Colorado State University Fort Collins, Colorado Spring 2016 Doctoral Committee: Advisor: Santiago Di Pietro James Bamburg Diego Krapf Michael Tamkun Copyright by Kristen Farrell 2016 All Rights Reserved ABSTRACT INVESTIGATING NEW PROTEIN COMPONENTS OF THE ENDOCYTIC MACHINERY IN SACCHAROMYCES CEREVISIAE Clathrin-mediated endocytosis is an essential eukaryotic process which allows cells to control membrane lipid and protein content, signaling processes, and uptake of nutrients among other functions. About 60 proteins have been identified that compose the endocytic machinery in Saccharyomes cerevisiae, or budding yeast. Clathrin-mediated endocytosis is highly conserved between yeast and mammals in terms of both protein content and timing of protein arrival. First, there is an immobile phase in which clathrin and other coat components concentrate at endocytic sites. Second, another wave of proteins assembles about 20 seconds before localized actin polymerization. Third, a fast mobile stage of endocytosis occurs coinciding with local actin polymerization and culminates with vesicle scission. Fourth, most coat proteins disassemble from the internalized vesicle. Despite the knowledge of so many endocytic proteins, gaps still remain in the complete understanding of the endocytic process. We attempt to fill some of these gaps with a screen of the yeast GFP library for novel endocytic-related proteins using confocal fluorescence microscopy. We identified proteins colocalizing with RFP-tagged Sla1, a clathrin adaptor that serves as a well-known marker of endocytic sites.
    [Show full text]
  • A Traffic Cop for the Cell Surface: Researchers Illuminate a Basic Biological Process 27 February 2017
    A traffic cop for the cell surface: Researchers illuminate a basic biological process 27 February 2017 environment and controls cellular functions - was jointly achieved by the labs of Diego Krapf, associate professor of electrical and computer engineering and biomedical engineering, and Michael Tamkun, professor of biomedical sciences in the College of Veterinary Medicine and Biomedical Sciences, and of biochemistry, in the College of Natural Sciences. The researchers' study will appear in a forthcoming edition of Physical Review X, with first author Sanaz Sadegh, a Ph.D. student in Krapf's lab. In their study, the researchers used a powerful This image shows a superresolution image of actin (red), superresolution imaging technology called interacting with cell membrane proteins. The blue traces photoactivated localization microscopy (PALM), are trajectories of proteins colliding with the actin which, by circumventing the natural diffraction limit network. Credit: Krapf Lab/Colorado State University of light, allows scientists to take crisp pictures and videos of biological processes at the nanoscale. Superresolution microscopy was the subject of the 2014 Nobel Prize in Chemistry. On the surfaces of our trillions of cells is a complex crowd of molecules moving around, talking to each The CSU researchers focused on the movements other, occasionally segregating themselves, and of potassium ion channels, a type of protein critical triggering basic functions ranging from pain to cellular functions on the cell surface, and how sensation to insulin release. these ion channels interact with the cortical actin cytoskeleton. The cytoskeleton is a spider-web-like The structures that organize this microscopic traffic network of filaments just under the cell membrane jam are no longer invisible, thanks to Colorado that gives the cell some of its shape and structure.
    [Show full text]
  • Unsupervised Learning of Anomalous Diffusion Data
    Unsupervised learning of anomalous diffusion data Gorka Muñoz-Gil,1, ∗ Guillem Guigó i Corominas,1 and Maciej Lewenstein1, 2 1ICFO – Institut de Ciències Fotòniques, The Barcelona Institute of Science and Technology, Av. Carl Friedrich Gauss 3, 08860 Castelldefels (Barcelona), Spain 2ICREA, Pg. Lluís Companys 23, 08010 Barcelona, Spain The characterization of diffusion processes is a keystone in our understanding of a variety of physical phenomena. Many of these deviate from Brownian motion, giving rise to anomalous diffu- sion. Various theoretical models exists nowadays to describe such processes, but their application to experimental setups is often challenging, due to the stochastic nature of the phenomena and the difficulty to harness reliable data. The latter often consists on short and noisy trajectories, which are hard to characterize with usual statistical approaches. In recent years, we have witnessed an impressive effort to bridge theory and experiments by means of supervised machine learning techniques, with astonishing results. In this work, we explore the use of unsupervised methods in anomalous diffusion data. We show that the main diffusion characteristics can be learnt without the need of any labelling of the data. We use such method to discriminate between anomalous diffusion models and extract their physical parameters. Moreover, we explore the feasibility of finding novel types of diffusion, in this case represented by compositions of existing diffusion models. At last, we showcase the use of the method in experimental data and demonstrate its advantages for cases where supervised learning is not applicable. Stochastic diffusion processes are ubiquitous in nature, the use of ensemble averages [10, 11] or extensive sta- with applications in diverse fields such as physics, chem- tistical analysis [12, 13].
    [Show full text]