High-Probability Neurotransmitter Release Sites Represent an Energy-Efficient Design

Nerve terminals contain multiple sites specialized for the release of neurotransmitters. Release usually occurs with low probability, a design thought to confer many advantages. High-probability release sites are not uncommon, but their advantages are not well understood. Here, we test the hypothesis that high-probability release sites represent an energy-efficient design. We examined release site probabilities and energy efficiency at the terminals of two glutamatergic motor neurons synapsing on the same muscle fiber in Drosophila larvae. Through electrophysiological and ultrastructural measurements, we calculated release site probabilities to differ considerably between terminals (0.33 versus 0.11). We estimated the energy required to release and recycle glutamate from the same measurements. The energy required to remove calcium and sodium ions subsequent to nerve excitation was estimated through microfluorimetric and morphological measurements. We calculated energy efficiency as the number of glutamate molecules released per ATP molecule hydrolyzed, and high-probability release site terminals were found to be more efficient (0.13 versus 0.06). Our analytical model indicates that energy efficiency is optimal (∼0.15) at high release site probabilities (∼0.76). As limitations in energy supply constrain neural function, high-probability release sites might ameliorate such constraints by demanding less energy. Energy efficiency can be viewed as one aspect of nerve terminal function, in balance with others, because high-efficiency terminals depress significantly during episodic bursts of activity.

[1]  M. Bennett,et al.  Probabilistic secretion of quanta from visualized sympathetic nerve varicosities in mouse vas deferens. , 1992, The Journal of physiology.

[2]  William B Levy,et al.  Energy-Efficient Neuronal Computation via Quantal Synaptic Failures , 2002, The Journal of Neuroscience.

[3]  P. Somogyi,et al.  Target-cell-specific facilitation and depression in neocortical circuits , 1998, Nature Neuroscience.

[4]  Bruce P. Bean,et al.  Sodium Entry during Action Potentials of Mammalian Neurons: Incomplete Inactivation and Reduced Metabolic Efficiency in Fast-Spiking Neurons , 2009, Neuron.

[5]  Y. Jan,et al.  Antibodies to horseradish peroxidase as specific neuronal markers in Drosophila and in grasshopper embryos. , 1982, Proceedings of the National Academy of Sciences of the United States of America.

[6]  H. Adelsberger,et al.  The amplitude of quantal currents is reduced during short-term depression at neuromuscular synapses in Drosophila , 1997, Neuroscience Letters.

[7]  R. Tsien,et al.  A new generation of Ca2+ indicators with greatly improved fluorescence properties. , 1985, The Journal of biological chemistry.

[8]  Janina Hesse,et al.  Externalization of neuronal somata as an evolutionary strategy for energy economization , 2015, Current Biology.

[9]  T. Sejnowski,et al.  Metabolic cost as a unifying principle governing neuronal biophysics , 2010, Proceedings of the National Academy of Sciences.

[10]  S. Laughlin,et al.  An Energy Budget for Signaling in the Grey Matter of the Brain , 2001, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[11]  R. Robertson,et al.  Heat shock-mediated thermoprotection of larval locomotion compromised by ubiquitous overexpression of Hsp70 in Drosophila melanogaster. , 2005, Journal of neurophysiology.

[12]  T. Branco,et al.  The probability of neurotransmitter release: variability and feedback control at single synapses , 2009, Nature Reviews Neuroscience.

[13]  I. Meinertzhagen,et al.  Synaptic organization of columnar elements in the lamina of the wild type in Drosophila melanogaster , 1991, The Journal of comparative neurology.

[14]  G. Lnenicka,et al.  Effect of reduced impulse activity on the development of identified motor terminals in Drosophila larvae. , 2003, Journal of neurobiology.

[15]  A. Diantonio,et al.  Differential Localization of Glutamate Receptor Subunits at the Drosophila Neuromuscular Junction , 2004, The Journal of Neuroscience.

[16]  S. Laughlin,et al.  Energy limitation as a selective pressure on the evolution of sensory systems , 2008, Journal of Experimental Biology.

[17]  J. Jack,et al.  The components of synaptic potentials evoked in cat spinal motoneurones by impulses in single group Ia afferents. , 1981, The Journal of physiology.

[18]  Richard D. Fetter,et al.  wishful thinking Encodes a BMP Type II Receptor that Regulates Synaptic Growth in Drosophila , 2002, Neuron.

[19]  D. Attwell,et al.  Synaptic Energy Use and Supply , 2012, Neuron.

[20]  C. Govind,et al.  Differential ultrastructure of synaptic terminals on ventral longitudinal abdominal muscles in Drosophila larvae. , 1993, Journal of neurobiology.

[21]  R. Malinow,et al.  The probability of transmitter release at a mammalian central synapse , 1993, Nature.

[22]  J C Fiala,et al.  Reconstruct: a free editor for serial section microscopy , 2005, Journal of microscopy.

[23]  G. Bittner,et al.  Matching of excitatory and inhibitory inputs to crustacean muscle fibers. , 1971, Journal of neurophysiology.

[24]  David Attwell,et al.  Oxidative Phosphorylation, Not Glycolysis, Powers Presynaptic and Postsynaptic Mechanisms Underlying Brain Information Processing , 2012, The Journal of Neuroscience.

[25]  A. R. Martin,et al.  Non‐linear summation of end‐plate potentials in the frog and mouse. , 1981, The Journal of physiology.

[26]  S. J. Wood,et al.  Safety factor at the neuromuscular junction , 2001, Progress in Neurobiology.

[27]  David Attwell,et al.  Non-signalling energy use in the brain , 2015, The Journal of physiology.

[28]  E. Neher,et al.  Vesicle pools and short-term synaptic depression: lessons from a large synapse , 2002, Trends in Neurosciences.

[29]  Simon B. Laughlin,et al.  Action Potential Energy Efficiency Varies Among Neuron Types in Vertebrates and Invertebrates , 2010, PLoS Comput. Biol..

[30]  B. Sakmann,et al.  Ca2+ buffering and action potential-evoked Ca2+ signaling in dendrites of pyramidal neurons. , 1996, Biophysical journal.

[31]  H. Pörtner,et al.  Energy metabolism and ATP free-energy change of the intertidal wormSipunculus nudus below a critical temperature , 1996, Journal of Comparative Physiology B.

[32]  Christian Rosenmund,et al.  Nonuniform probability of glutamate release at a hippocampal synapse. , 1993, Science.

[33]  B. Walmsley,et al.  Nonuniform release probabilities underlie quantal synaptic transmission at a mammalian excitatory central synapse. , 1988, Journal of neurophysiology.

[34]  A. Chiba,et al.  Single-cell analysis of Drosophila larval neuromuscular synapses. , 2001, Developmental biology.

[35]  E. Neher,et al.  The use of fura-2 for estimating ca buffers and ca fluxes , 1995, Neuropharmacology.

[36]  H. Atwood,et al.  Diversification of synaptic strength: presynaptic elements , 2002, Nature Reviews Neuroscience.

[37]  H. Sink,et al.  Location and connectivity of abdominal motoneurons in the embryo and larva of Drosophila melanogaster. , 1991, Journal of neurobiology.

[38]  A. Hodgkin,et al.  A quantitative description of membrane current and its application to conduction and excitation in nerve , 1952, The Journal of physiology.

[39]  Simon B. Laughlin,et al.  Energy-Efficient Coding with Discrete Stochastic Events , 2002, Neural Computation.

[40]  Lav R. Varshney,et al.  Optimal Information Storage in Noisy Synapses under Resource Constraints , 2006, Neuron.

[41]  J. Horne,et al.  Morphological and functional effects of altered cysteine string protein at the Drosophila larval neuromuscular junction , 2007, Synapse.

[42]  Wade G Regehr,et al.  Short-term forms of presynaptic plasticity , 2011, Current Opinion in Neurobiology.

[43]  Bo Guan,et al.  The Drosophila tumor suppressor gene, dlg, is involved in structural plasticity at a glutamatergic synapse , 1996, Current Biology.

[44]  Jörg R. P. Geiger,et al.  Energy-Efficient Action Potentials in Hippocampal Mossy Fibers , 2009, Science.

[45]  E. McLachlan The statistics of transmitter release at chemical synapses. , 1978, International review of physiology.

[46]  Andrew F. Rex,et al.  Maxwell's Demon, Entropy, Information, Computing , 1990 .

[47]  S. Laughlin,et al.  Fly Photoreceptors Demonstrate Energy-Information Trade-Offs in Neural Coding , 2007, PLoS biology.

[48]  D. Johnston,et al.  Target Cell-Dependent Normalization of Transmitter Release at Neocortical Synapses , 2005, Science.

[49]  G. Davis,et al.  Archaerhodopsin Voltage Imaging: Synaptic Calcium and BK Channels Stabilize Action Potential Repolarization at the Drosophila Neuromuscular Junction , 2014, The Journal of Neuroscience.

[50]  T. Sejnowski,et al.  Heterogeneous Release Properties of Visualized Individual Hippocampal Synapses , 1997, Neuron.

[51]  G. Macleod Calcium imaging at the Drosophila larval neuromuscular junction. , 2012, Cold Spring Harbor protocols.

[52]  Johannes E. Schindelin,et al.  TrakEM2 Software for Neural Circuit Reconstruction , 2012, PloS one.

[53]  Ralf Schneggenburger,et al.  Intracellular calcium dependence of transmitter release rates at a fast central synapse , 2000, Nature.

[54]  J. Renger,et al.  Improved stability of Drosophila larval neuromuscular preparations in haemolymph-like physiological solutions , 1994, Journal of Comparative Physiology A.

[55]  Peter Heil,et al.  Summing Across Different Active Zones can Explain the Quasi-Linear Ca2+-Dependencies of Exocytosis by Receptor Cells , 2010, Front. Syn. Neurosci..

[56]  Amit K. Chouhan,et al.  Presynaptic Mitochondria in Functionally Different Motor Neurons Exhibit Similar Affinities for Ca2+ But Exert Little Influence as Ca2+ Buffers at Nerve Firing Rates In Situ , 2010, The Journal of Neuroscience.

[57]  F. Orrego,et al.  Glutamate in rat brain cortex synaptic vesicles: influence of the vesicle isolation procedure , 1986, Brain Research.

[58]  Aaron DiAntonio,et al.  Postfusional Control of Quantal Current Shape , 2004, Neuron.

[59]  C. Huchzermeyer,et al.  Energy Demand of Synaptic Transmission at the Hippocampal Schaffer-Collateral Synapse , 2012, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[60]  Y. Zhong,et al.  Morphological plasticity of motor axons in Drosophila mutants with altered excitability , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[61]  G. Macleod,et al.  Loading Drosophila nerve terminals with calcium indicators. , 2007, Journal of visualized experiments : JoVE.

[62]  G. Davis,et al.  Transsynaptic Control of Presynaptic Ca2+ Influx Achieves Homeostatic Potentiation of Neurotransmitter Release , 2012, Current Biology.

[63]  Stephan J. Sigrist,et al.  Bruchpilot Promotes Active Zone Assembly, Ca2+ Channel Clustering, and Vesicle Release , 2006, Science.

[64]  E. Neher,et al.  Calcium gradients and buffers in bovine chromaffin cells. , 1992, The Journal of physiology.

[65]  H. Keshishian,et al.  Growth cone behavior underlying the development of stereotypic synaptic connections in Drosophila embryos , 1991, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[66]  M. Charlton,et al.  Fast calcium signals in Drosophila motor neuron terminals. , 2002, Journal of neurophysiology.

[67]  H. Atwood,et al.  Quantal Size and Variation Determined by Vesicle Size in Normal and Mutant Drosophila Glutamatergic Synapses , 2002, The Journal of Neuroscience.

[68]  M. Charlton,et al.  Synaptic Vesicles: Test for a Role in Presynaptic Calcium Regulation , 2004, The Journal of Neuroscience.

[69]  D. Attwell,et al.  Neuroenergetics and the kinetic design of excitatory synapses , 2005, Nature Reviews Neuroscience.

[70]  I. Meinertzhagen,et al.  Evidence for site selection during synaptogenesis: The surface distribution of synaptic sites in photoreceptor terminals of the fliesMusca andDrosophila , 1996, Cellular and Molecular Neurobiology.