Modeling the mammalian locomotor CPG: insights from mistakes and perturbations
Introduction
Well co-ordinated locomotor activity can be evoked in the mammalian spinal cord in the absence of input from higher brain centers (e.g., in spinalized animals) and rhythmic sensory feedback following neuromuscular blockade, i.e., during fictive locomotion (see Grillner, 1981; Rossignol, 1996; Orlovsky et al., 1999). Such observations have provided evidence for the existence of a central pattern generator (CPG) that generates the locomotor rhythm and pattern of motoneuron activity (Graham Brown, 1914). There appears to be one CPG controlling each limb (see Yamaguchi, 2004; Zehr and Duysens, 2004) since there can be independent rates of left and right stepping in the legs of man (Dietz, 2003; Yang et al., 2004) and in spinal cats (e.g., Forssberg et al., 1980). Cats can also step with independent rates between the fore and hind limbs (Akay et al., 2006). The spinal cord also contains circuitry for inter-limb coordination, since coordinated stepping between the fore and the hind limbs is seen in animals with a spinal transection at upper cervical levels (Miller and van der Meche, 1976) and gaits remain matched and coordinated in the hind limbs of cats spinalized at mid-thoracic levels when walking on a treadmill (Forssberg et al., 1980).
The first conceptual scheme of the mammalian locomotor CPG responsible for alternating rhythmic extensor and flexor activity was based on a half-center concept (Graham Brown, 1914). According to the classical half-center architecture and its elaboration by Lundberg and colleagues (see Lundberg, 1981), the locomotor rhythm and the alternating activation of flexor and extensor motoneurons within a limb are produced by a single network consisting of two populations of excitatory interneurons (called the flexor and extensor half-centers) coupled together by reciprocal inhibitory connections such that activity in one half-center inhibits activity in the other. The interplay between tonic excitation of the two half-centers, a fatigue process reducing half-center activity over time, and the reciprocal inhibition between the half-centers results in rhythmic alternating activation of flexor and extensor motoneurons. The advantages of the half-center CPG organization include its relative simplicity and the strict alternation and coupling of flexor and extensor activities. This simple half-center architecture, however, is unable to account for a number of observations including the variety of motoneuron firing patterns observed during locomotion (e.g., Grillner, 1981; Stein and Smith, 1997).
The objective of the present study was to develop a computational model of the neural circuitry in the spinal cord that could provide predictions about the organization of the locomotor CPG and the interactions between the CPG and reflex circuits. We wished to create a model that could reproduce and provide explanations for a series of observations obtained in decerebrate adult cats during fictive locomotion induced by continuous electrical stimulation of the brainstem midbrain locomotor region (MLR) following neuromuscular blockade. One advantage of this preparation is that locomotor activity occurs without descending cortical influences, rhythmic sensory feedback, or the effects of systemic drug administration. Furthermore, the use of an adult preparation avoids developmental issues associated with an immature central and peripheral nervous system. Importantly, the pattern of motoneuron activities recorded in the decerebrate, immobilized cat during fictive locomotion is similar to that in intact preparations (Rossignol, 1996). Our intention was to develop a model in which a variety of simulations could be directly compared to data obtained during fictive locomotion in our laboratory. The simulations to be discussed were limited to creating locomotor-like activity in “pure” flexor and extensor motoneurons. The complex activity of motoneurons innervating muscles spanning more than one joint (bifunctional) is not considered here.
Section snippets
The role of intrinsic neuronal properties and reciprocal inhibition in rhythm generation
The major difficulty in developing a realistic CPG model is that the intrinsic and network mechanisms involved in the generation of the mammalian locomotor rhythm remain largely unknown. It is not yet possible to explicitly model the exact mechanisms operating in the mammalian spinal rhythm generator (RG). Therefore, our approach was to use the available data on spinal CPG operation and to incorporate rhythmogenic mechanisms operating in other mammalian CPGs and vertebrate motor systems. Our
Structure and operation of the locomotor model
The architecture of the locomotor model shown in Fig. 3A was suggested from two independent lines of experimental evidence obtained during fictive locomotion in cats. One series of experimental studies concerned deletions of motoneuron activity that occur during fictive locomotion in the cat. Deletions are brief periods during locomotion in which the normal alternating activity of flexor and extensor motoneurons is briefly interrupted by a failure to activate a group of synergist motoneurons.
Control of cycle period and phase duration
Most of our simulations were carried out using fixed values for reciprocal inhibition, maximal conductance of NaP channels, and the maximal time constant for NaP channel inactivation (see Rybak et al., 2006a, Rybak et al., 2006b). These “standard” values (dots on the respective curves in Fig. 1C2–C4) were chosen to produce a cycle period on the order of 1 s. With these parameters fixed, a wide range of locomotor-cycle periods could be produced by varying the MLR drives to the RG populations (
Insights into CPG organization from deletions of motoneuron activity during fictive locomotion
As mentioned, the stable alternation of flexor- and extensor-motoneuron activities during fictive locomotion can be briefly interrupted by periods in which motoneuron activity falls silent for a few step cycles and then reappears (e.g., Grillner and Zangger, 1979; Lafreniere-Roula and McCrea, 2005). Such spontaneously occurring errors or “deletions” of motoneuron activity also occur during the scratch reflex in turtles (see Stein, 2005) and during treadmill locomotion in cats (e.g., Duysens,
Afferent control of the CPG at the PF and RG levels
Although the spinal CPG can operate in the absence of sensory feedback (e.g., during fictive locomotion) afferent activity plays a critical role in adjusting the locomotor pattern to the motor task, environment, and biomechanical characteristics of the limbs and body (Pearson, 2004; Rossignol et al., 2006). To illustrate the effects of afferent stimulation on motoneuron activity during locomotion in the context of the two-level CPG organization considered here, we will consider the effects of
Conclusions
Development of the present CPG model began with observations obtained during fictive locomotion in the cat showing that cycle phase could be maintained during deletions and during sensory stimulation. This phase maintenance necessitated consideration of a two-level CPG in which the tasks of rhythm generation and motoneuron activation were separate since such phase maintenance is not easily accommodated within the classical half-center CPG concept. The RG structure and the parameters of RG
Acknowledgments
Supported by the NIH (R01 NS048844) and the Canadian Institutes of Health Research (MOP37756).
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