Probabilistic density maps to study global endomembrane organization

We developed a computational imaging approach that describes the three-dimensional spatial organization of endomembranes from micromanipulation-normalized mammalian cells with probabilistic density maps. Applied to several well-known marker proteins, this approach revealed the average steady-state organization of early endosomes, multivesicular bodies or lysosomes, endoplasmic reticulum exit sites, the Golgi apparatus and Golgi-derived transport carriers in crossbow-shaped cells. The steady-state organization of each tested endomembranous population was well-defined, unique and in some cases depended on the cellular adhesion geometry. Density maps of all endomembrane populations became stable when pooling several tens of cells only and were reproducible in independent experiments, allowing construction of a standardized cell model. We detected subtle changes in steady-state organization induced by disruption of the cellular cytoskeleton, with statistical significance observed for just 20 cells. Thus, combining micropatterning with construction of endomembrane density maps allows the systematic study of intracellular trafficking determinants.

[1]  Bernhard Schölkopf,et al.  A Kernel Method for the Two-Sample-Problem , 2006, NIPS.

[2]  J. Simonoff Smoothing Methods in Statistics , 1998 .

[3]  J. Taunton Actin filament nucleation by endosomes, lysosomes and secretory vesicles. , 2001, Current opinion in cell biology.

[4]  L. Lanzetti,et al.  Actin in membrane trafficking. , 2007, Current opinion in cell biology.

[5]  Manuel Théry,et al.  Cell distribution of stress fibres in response to the geometry of the adhesive environment. , 2006, Cell motility and the cytoskeleton.

[6]  R. Milo,et al.  Variability and memory of protein levels in human cells , 2006, Nature.

[7]  Ilya Zaliapin,et al.  Actin Dynamics Is Essential for Myosin-Based Transport of Membrane Organelles , 2008, Current Biology.

[8]  B. Goud,et al.  The small GTP-binding protein rab6p is distributed from medial Golgi to the trans-Golgi network as determined by a confocal microscopic approach. , 1992, Journal of cell science.

[9]  J. Caviston,et al.  Microtubule motors at the intersection of trafficking and transport. , 2006, Trends in cell biology.

[10]  Ilya Grigoriev,et al.  Rab6 regulates transport and targeting of exocytotic carriers. , 2007, Developmental cell.

[11]  Ludger Johannes,et al.  Rab6 Coordinates a Novel Golgi to ER Retrograde Transport Pathway in Live Cells , 1999, The Journal of cell biology.

[12]  Judith Klumperman,et al.  Trafficking and function of the tetraspanin CD63. , 2009, Experimental cell research.

[13]  K. Sachs,et al.  Causal Protein-Signaling Networks Derived from Multiparameter Single-Cell Data , 2005, Science.

[14]  J. Ross,et al.  Cargo transport: molecular motors navigate a complex cytoskeleton. , 2008, Current opinion in cell biology.

[15]  Rob J Hyndman,et al.  Computing and Graphing Highest Density Regions , 1996 .

[16]  Manuel Théry,et al.  Simple and rapid process for single cell micro-patterning. , 2009, Lab on a chip.

[17]  Inke Näthke,et al.  Cell polarity in development and cancer , 2007, Nature Cell Biology.

[18]  Adrian Bowman,et al.  Density based exploration of bivariate data , 1993 .

[19]  M. Bornens,et al.  Microtubule nucleation at the cis‐side of the Golgi apparatus requires AKAP450 and GM130 , 2009, The EMBO journal.

[20]  M. Zerial,et al.  Localization of low molecular weight GTP binding proteins to exocytic and endocytic compartments , 1990, Cell.

[21]  Robert H Insall,et al.  Actin dynamics at the leading edge: from simple machinery to complex networks. , 2009, Developmental cell.

[22]  T. Pawson,et al.  Par3 and Dynein Associate to Regulate Local Microtubule Dynamics and Centrosome Orientation during Migration , 2009, Current Biology.

[23]  Christopher S. Chen,et al.  Cellular and multicellular form and function. , 2007, Advanced drug delivery reviews.

[24]  Francis Lin,et al.  Intracellular actin-based transport: how far you go depends on how often you switch. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[25]  J. Sibarita Deconvolution microscopy. , 2005, Advances in biochemical engineering/biotechnology.

[26]  B. Tang,et al.  The mammalian homolog of yeast Sec13p is enriched in the intermediate compartment and is essential for protein transport from the endoplasmic reticulum to the Golgi apparatus , 1997, Molecular and cellular biology.

[27]  M. Bornens Organelle positioning and cell polarity , 2008, Nature Reviews Molecular Cell Biology.

[28]  D. Sabatini,et al.  Asymmetric budding of viruses in epithelial monlayers: a model system for study of epithelial polarity. , 1978, Proceedings of the National Academy of Sciences of the United States of America.

[29]  Manuel Théry,et al.  Anisotropy of cell adhesive microenvironment governs cell internal organization and orientation of polarity , 2006, Proceedings of the National Academy of Sciences.

[30]  M. Hazelton,et al.  Plug-in bandwidth matrices for bivariate kernel density estimation , 2003 .

[31]  G. Egea,et al.  Actin dynamics at the Golgi complex in mammalian cells. , 2006, Current opinion in cell biology.

[32]  P. Liberali,et al.  Population context determines cell-to-cell variability in endocytosis and virus infection , 2009, Nature.

[33]  A. Trubuil,et al.  Visualization and quantification of vesicle trafficking on a three‐dimensional cytoskeleton network in living cells , 2007, Journal of microscopy.