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Dynamical Systems in Neuroscience:

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152 Conductance-Based Models1 sec100 nA50 mV20 mV(a) (b) 1 secFigure 5.15: Anomalous (upside-down) spikes <strong>in</strong> (a) lobster muscle fibers (modifiedfrom Fig.2 of Reuben et al. 1961) and <strong>in</strong> (b) Ascaris Esophageal cells (modified fromFig.16 of del Castillo and Morales 1967; the cell is depolarized by <strong>in</strong>jected dc-current).The voltage axis is not <strong>in</strong>verted.consequences: The node corresponds to a rest<strong>in</strong>g state, and the saddle correspondsto the threshold state. The large-amplitude trajectory that starts at the saddle andterm<strong>in</strong>ates at the node corresponds to an action potential, though to a weird one.Thus, the behavior of this model is similar to the behavior of other models with theexception that the V -axis is reversed.The existence of “upside-down” K + spikes may (or better say does) look bizarre tomany researchers, even though “<strong>in</strong>verted” K + and Cl − spikes were reported <strong>in</strong> manypreparations, <strong>in</strong>clud<strong>in</strong>g frog and toad axons, squid axons, lobster muscle fibers, dogcardiac muscle, etc., as reviewed by Reuben et al. (1961) and Grundfest (1971). Twosuch cases are depicted <strong>in</strong> Fig. 5.15. Interest<strong>in</strong>gly, Reuben et al. (1961) postulated,albeit reluctantly, that the <strong>in</strong>verted spikes are caused by the <strong>in</strong>activation of K + current.The reluctance was due to the fact that transient K + I A was not known at that time.By now the reader must have conv<strong>in</strong>ced himself that quite different models canhave practically identical dynamics. Conversely, the same model could have quite differentbehavior if only one parameter, e.g., V 1/2 , is changed by as little as 10 mV.Such dramatic conclusions emphasize the importance of geometrical phase plane analysisof neuronal models, s<strong>in</strong>ce the conclusions can hardly be drawn from mere worddescriptions of the spik<strong>in</strong>g mechanisms.5.1.8 Ca 2+ -gated m<strong>in</strong>imal modelsSo far, we considered m<strong>in</strong>imal models consist<strong>in</strong>g of voltage-gated currents only. However,there are many ionic currents that depend not only on the membrane potential,but also on the concentration of <strong>in</strong>tracellular ions, mostly Ca 2+ . Such currents arereferred to as be<strong>in</strong>g Ca 2+ -gated, and they are summarized <strong>in</strong> Fig. 5.16. In addition,there are Cl − -gated, K + -gated, and Na + -gated currents, such as SLO gene family ofCl − -gated K + currents discovered <strong>in</strong> C. elegans, and related “slack and slick” familyof Na + -gated K + currents (Yuan et al. 2000, 2003). Consider<strong>in</strong>g m<strong>in</strong>imal models<strong>in</strong>volv<strong>in</strong>g these currents goes outside the scope of this book, but it could be a good

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