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Research ArticleResearch Article: New Research, Sensory and Motor Systems

Rapid Adaptation to Changing Mechanical Load by Ordered Recruitment of Identified Motor Neurons

Jeffrey P. Gill and Hillel J. Chiel
eNeuro 24 April 2020, 7 (3) ENEURO.0016-20.2020; https://doi.org/10.1523/ENEURO.0016-20.2020
Jeffrey P. Gill
1Department of Biology, Case Western Reserve University, Cleveland, Ohio 44106-7080
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Hillel J. Chiel
2Departments of Biology, Neurosciences, and Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio 44106-7080
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  • Figure 1.
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    Figure 1.

    Example signals, unit identification, force segmentation, and synchronized video frames. A, The first four traces show the electrical activity recorded on hook electrodes attached to the I2 protractor muscle, RN, BN2, and BN3. The last trace shows the force measured by the force transducer as the animal attempted to swallow an unbreakable seaweed strip (zero force indicated by dashed line). Colored points mark spikes detected using window discriminators. Colored boxes span each unit burst detected using frequency thresholds. Dotted vertical lines indicate events in the force record used for segmentation; Arabic and Roman numbers associated with segmentation are explained in the Materials and Methods. White and black bars above the traces indicate the protraction phase (spanning the I2 burst) and retraction phase (spanning the end of the I2 burst to the end of B43 motor neuron activity, identified as a small unit on BN2; Lu et al., 2013), respectively. The gray bar indicates the period during which the animal was pulling seaweed inward. Arrowheads labeled “B” and “C” mark video frame times. B, C, As the animal swallowed, it applied downward force on the unbreakable seaweed strip, which was attached to a force transducer by a clip, the end of which is just visible at the top of each frame. Seaweed strips were marked at 1 cm intervals using a silver marker; one mark is highlighted with a white dashed line in both panels to emphasize how much the animal swallowed. The wires of the electrode assembly can be seen exiting the frame at the top left. In B, the grasper is fully protracted, has begun to close, and is just beginning to generate downward force. In C, the grasper is fully retracted, and force is at its maximum. Important anatomic structures of the animal are also indicated with arrows.

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    Figure 2.

    Motor pattern and behavioral differences between unloaded and loaded swallows. Motor patterns were obtained in vivo by recording from key components of the motor system: the I2 protractor muscle, whose activation moves the grasper forward; RN, whose largest unit, motor neuron B8a/b, causes closing of the grasper following protraction (Morton and Chiel, 1993b); BN2, whose units can be identified as the motor neurons B3 (largest), B6/B9 (medium), and B38 (medium), which each activate the I1/I3 jaw muscle complex to cause retraction of the grasper (i.e., neurons B3, B6/B9; Lu et al., 2015) and to prevent food from slipping out during protraction (i.e., neuron B38; McManus et al., 2014); and BN3, whose largest unit is the multiaction neurons B4/B5, which serve an important role in the transition between protraction and retraction (Gardner, 1977; Warman and Chiel, 1995). A, Swallows are rapid in the absence of load. This record shows seven complete cycles of ingestive motor programs; with the first, the animal tried to grasp food but failed (bite); with the second, the animal successfully grasped a 5 × 0.5 cm seaweed strip and began swallowing it; by the end of the seventh cycle, the strip was fully consumed, and the animal soon after switched from swallowing to biting (unsuccessful grasping for more food). Above the neural records, “B” indicates the initial bite; bars indicate when the seaweed strip could be clearly seen in the video to be moving inward during a swallow; “S” indicates swallows in which the strip was no longer visible because it had moved completely inside the mouth. The largest unit on BN2, the B3 motor neuron, which is recruited when animals need to generate the greatest force, was activated just twice, during the third motor pattern. Note that the force record is omitted because the seaweed strip was not attached to the force transducer. B, Swallows are slowed and motor recruitment increases in response to external load. Data are obtained from the same animal as in A. At the beginning of the record, the animal was presented with a 10 × 0.25 cm strip of unbreakable tape-reinforced seaweed attached to a force transducer. With the first motor pattern, the animal bit and failed to grasp the strip; with the second, the animal succeeded in grasping and began to swallow; with the third, the strip began to grow taut, and force can be seen (dashed line indicates zero force); by the fifth, the strip was completely taut at peak retraction. The measured force then rose and fell periodically with the retraction phase of each swallow. Because the strip could not break, the animal fed near the surface of the water, with the anterior portion of its head lifting out of the water some short distance with each effort to ingest the strip; as each retraction phase ended, the animal lost its momentary progress up the strip and fell gently back to the surface of the water, with force declining during this time. As in A, video was used to track when seaweed was moving into the mouth, which is indicated with lines above the neural records; the durations of inward movement were initially much longer compared with when external load was completely absent (compare A), and consequently the overall rate of swallowing was slower. Note that although the durations of inward movement were longer, the amplitude of inward movement may not have been very different due to the large mechanical load reducing the speed of inward movement (i.e., the amplitude of inward movement is limited by the amplitude of grasper movement). In contrast to unloaded swallowing, the B3 motor neuron (largest unit on BN2) was usually very active during retraction. After the first nine swallows, the animal introduced pauses between swallowing bouts. After ∼3 min of swallowing without successfully breaking the seaweed, the animal gradually changed from tugging to a radula scraping strategy (data not shown) and eventually released and moved away from the food. For subsequent analyses, only the first, least variable swallows on unbreakable seaweed were used, excluding variation due to changing behavioral strategies, and only swallows after tension in the strip had fully developed were analyzed. C–E, Total cycle time and the duration of inward movement increase in response to load, but the time between inward movements does not. Five animals (numbered 1–5) swallowed unloaded (U) and loaded (L) seaweed strips. Cycles were partitioned by the inward movement of the seaweed strips. The total cycle time (time from start of one inward movement to the next), as well as the period of inward movement, showed statistically significant increases in response to load, whereas the time between inward movements, when the seaweed was either moving outward or was stationary, did not. Mean values are plotted for each animal; whiskers show the SEM. The asterisks above the plots indicate statistically significant increases. See Table 2 for statistical details.

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    Figure 4.

    Changes in burst duration and mean firing rate associated with load. A, B, Protraction phase motor neuron activity (B38 and I2) was unchanged by load. C, D, E, In contrast, the durations of retraction phase motor neuron activity (B8a/b and B3/B6/B9) and B4/B5 activity increased when load was present. F, The firing frequency of retractor muscle motor neurons (B3/B6/B9) also increased when load was present. Mean values are plotted for each animal; whiskers show the SEM. The asterisks above the plots indicate statistically significant increases in duration and firing rate. For statistical details, see Tables 3 and 4. Numbers 1-5 indicate individual animals. U, unloaded; L, loaded.

  • Figure 3.
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    Figure 3.

    Biomechanics, timing, and frequency of motor neuronal activity during unloaded versus loaded swallowing. A schematic of the biomechanics of swallowing helps explain the changes in the timing and frequency of motor neuronal activity between unloaded and loaded swallows. A, The biomechanics and motor control of swallowing. The stages of swallowing a seaweed strip under tension are illustrated schematically in a midsagittal view of the buccal mass, with the anterior opening of the mouth at the right and the esophagus at the left. Panels correspond to the five phases observed in the force record. See Materials and Methods for force segmentation procedure, and see Results for a detailed explanation of each stage. Closing of the grasper is illustrated by a change of shape from roughly spherical (stages I, II, and V) to ellipsoidal (stages III and IV; Neustadter et al., 2002). Points of contact between the seaweed and the buccal mass are indicated by black dots. The schematic in A was modified from Cullins et al. (2015b). B1–C2, Muscle and identified neuronal activity during unloaded and loaded swallowing. B1, B2, The timing of bursts of identified motor units are plotted for swallows from five animals on unloaded seaweed strips (left; n = 4, 4, 4, 4, 7 swallows) and on anchored, unbreakable seaweed strips (right; n = 5, 15, 5, 9, 5 swallows). Boxes indicate median timing, and whiskers indicate the lower and upper quartiles for the beginnings and endings of bursts. The period of seaweed inward movement is similarly indicated. C1, C2, The firing frequencies of the units are plotted for the same datasets. Thick lines indicate median frequencies, and dashed lines indicate the lower and upper quartiles for frequency. For loaded swallows (C2), force is similarly plotted, and the drop in force at the end of the previous swallow can be seen at the start (initial stage V). To aggregate swallows, time was normalized using different methods for unloaded and loaded swallows that still permit comparison (see Materials and Methods). Vertical dotted lines indicate the boundaries of segmentation used for normalization. For unloaded swallows, behaviors were aggregated by normalizing time using the period of inward seaweed movement; inward movement timing was therefore invariant after normalization, so whiskers are omitted in the left panels. For loaded swallows, behaviors were aggregated by normalizing time using segmentation of the force record; inward movement was therefore variable after normalization, so whiskers are shown in the right panels. For unloaded swallows, the B3 retractor motor neuron was recruited so rarely that it burst in only 6 of 23 swallows; consequently its typical burst timing (B1) is not plotted, and its typical firing frequency (C1) was so low that only the upper quartile is visible. Overall, the durations of bursts of the B8a/b closure motor neurons, the combined B3/B6/B9 retractor motor neurons, and the B4/B5 multiaction neurons were longer under load; in contrast, the burst durations of protraction phase units B38 and I2 were not significantly different (Fig. 4, quantification). Likewise, the intensities of firing of the B6/B9 and B3 motor neurons during retraction were greater in the presence of load (Fig. 4, quantification).

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    Figure 5.

    Duration of retractor motor neuronal activity predicts the duration of high force. For individual swallows on loaded unbreakable seaweed strips, the duration of bursting of the B3/B6/B9 retractor motor neurons is plotted against the duration of the force maintenance phase (stage IV; Fig. 3). Dotted lines indicate the 45º angle line, where a 1:1 temporal relationship between motor neuronal activity and force would be found; points are all below these lines because the force maintenance phase does not include the start of the motor neuronal activity. A, When swallows from all animals are grouped together, there is a statistically significant overall linear relationship between the duration of retractor motor neuronal activity and force maintenance (R2 = 0.36, p = 0.00006, n = 39). B–F, When animals are considered separately, the relationship is stronger because animals may occupy different regions of the space (animal 1, R2 = 0.81, p = 0.038, n = 5; animal 2, R2 = 0.39, p = 0.013, n = 15; animal 3, R2 = 0.88, p = 0.019, n = 5; animal 4, R2 = 0.63, p = 0.011, n = 9; animal 5, R2 = 0.92, p = 0.010, n = 5).

Tables

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    Table 1

    Criteria for unit and burst identification

    UnitChannelRelative amplitude by channelTimingStart frequency (Hz)End frequency (Hz)
    B38BN2Medium, largest in protractionProtraction85
    I2 (B31/B32, B61/B62)I2LargestProtraction105
    B8a/bRNLargestRetraction33
    B6/B9BN2Medium, 2nd largest in retractionRetraction105
    B3BN2Largest overallRetraction82
    B4/B5BN3LargestRetraction33
    • Frequency thresholds for burst initiation and termination were based on prior physiological studies and analyses (Morton and Chiel, 1993a; Hurwitz et al., 1996; McManus et al., 2014; Lu et al., 2015; Cullins et al., 2015b). These values were tried for all animals first and used if they yielded distinct bursts. In a few cases, exceptions had to be made in which frequencies were lowered for specific units in specific animals that tended to have unusually low firing rates. Named pairs of neurons (B8a/b, B6/B9, and B4/B5) are pairs of neurons that are difficult to distinguish from extracellular nerve recordings alone but are similar enough in their function to group together.

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    Table 2

    Statistical details for changes in behavioral durations under unloaded and loaded swallowing conditions

    Measure
    (Figure)
    AnimalUnloadedLoadedDifferenceStatistical test results
    Total cycle time
    (Figure 2C)
    15.45 ± 0.50 (4)6.91 ± 0.07 (4)1.65 ± 0.41 (5)
    32 ± 9% (5)
    Shapiro–Wilk
    W = 0.93, p = 0.58 (n.s.)
    Paired t test
    t(4) = 4.078, p = 0.008 (sig.)
    Cohen's d = 2.45
    25.97 ± 0.58 (4)7.48 ± 0.31 (12)
    34.76 ± 0.28 (4)7.80 ± 0.64 (4)
    44.65 ± 0.16 (3)6.39 ± 0.13 (7)
    56.48 ± 0.32 (6)6.99 ± 0.82 (4)
    Duration of inward movement
    (Figure 2D)
    11.35 ± 0.22 (4)3.00 ± 0.27 (5)1.01 ± 0.17 (5)
    60 ± 17% (5)
    Shapiro–Wilk
    W = 0.81, p = 0.10 (n.s.)
    Paired t test
    t(4) = 5.820, p = 0.002 (sig.)
    Cohen's d = 2.15
    22.83 ± 0.21 (4)3.55 ± 0.11 (15)
    32.02 ± 0.15 (4)2.80 ± 0.39 (5)
    41.95 ± 0.21 (4)2.75 ± 0.23 (9)
    51.56 ± 0.09 (7)2.68 ± 0.39 (5)
    Duration between inward movements
    (Figure 2E)
    14.10 ± 0.32 (4)3.83 ± 0.36 (4)0.64 ± 0.47 (5)
    24 ± 16% (5)
    Shapiro–Wilk
    W = 0.87, p = 0.25 (n.s.)
    Paired t test
    t(4) = 1.361, p = 0.123 (n.s.)
    Cohen's d = 0.79
    23.15 ± 0.45 (4)3.80 ± 0.31 (12)
    32.74 ± 0.15 (4)5.05 ± 0.79 (4)
    42.78 ± 0.33 (3)3.51 ± 0.15 (7)
    54.89 ± 0.26 (6)4.66 ± 0.76 (4)
    • Data are plotted in Figure 2C–E. Units are in seconds, and values are reported as the mean ± SEM (sample size). For the total cycle time (Fig. 2C) and duration between inward movements (Fig. 2E), the numbers of swallows are smaller for some animals compared with the duration of inward movement (Fig. 2D) because swallows preceded by another whose inward movement could not be reliably measured were dropped. sig., Significant test results; n.s., nonsignificant test results.

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    Table 3

    Statistical details for changes in burst duration under unloaded and loaded swallowing conditions

    Measure
    (Figure)
    AnimalUnloadedLoadedDifferenceStatistical test results
    B38 duration
    (Figure 4A)
    11.44 ± 0.19 (10)1.72 ± 0.13 (5)0.11 ± 0.14 (5)
    12 ± 14% (5)
    Protraction phase durations
    Hotelling’s T2
    T2 = 4.751, F(2,3) = 1.781,
    p = 0.309 (n.s.)
    Post hoc tests not conducted
    21.92 ± 0.32 (6)1.81 ± 0.13 (15)
    30.50 ± 0.24 (6)0.49 ± 0.37 (5)
    40.94 ± 0.19 (6)1.51 ± 0.15 (9)
    51.45 ± 0.31 (11)1.24 ± 0.37 (5)
    I2 duration
    (Figure 4B)
    11.46 ± 0.10 (10)1.12 ± 0.10 (5)−0.28 ± 0.13 (5)
    −18 ± 8% (5)
    21.63 ± 0.15 (6)1.83 ± 0.21 (15)
    31.61 ± 0.03 (6)1.36 ± 0.26 (5)
    41.58 ± 0.19 (6)1.16 ± 0.06 (9)
    51.68 ± 0.13 (11)1.12 ± 0.18 (5)
    B8a/b duration
    (Figure 4C)
    13.13 ± 0.22 (10)3.99 ± 0.17 (5)0.95 ± 0.21 (5)
    32 ± 8% (5)
    Retraction phase durations
    Hotelling’s T2
    T2 = 59.100, F(2,3) = 22.163,
    p = 0.016 (sig.)
    Post hoc test: B8a/b duration
    Shapiro–Wilk
    W = 0.99, p = 0.97 (n.s.)
    Paired t test
    t(4) = 4.544, p = 0.005 (sig.)
    Cohen's d = 3.13
    Post hoc test: B3/B6/B9 duration
    Shapiro–Wilk
    W = 0.97, p = 0.86 (n.s.)
    Paired t test
    t(4) = 6.081, p = 0.002 (sig.)
    Cohen's d = 5.16
    23.58 ± 0.22 (6)4.31 ± 0.15 (15)
    32.73 ± 0.19 (6)4.31 ± 0.40 (5)
    42.86 ± 0.11 (6)4.07 ± 0.22 (9)
    53.34 ± 0.24 (11)3.70 ± 0.51 (5)
    B3/B6/B9 duration
    (Figure 4D)
    11.87 ± 0.20 (10)2.77 ± 0.16 (5)1.12 ± 0.18 (5)
    69 ± 16% (5)
    21.66 ± 0.25 (6)2.71 ± 0.11 (15)
    31.38 ± 0.10 (6)3.14 ± 0.26 (5)
    41.72 ± 0.09 (6)2.98 ± 0.11 (9)
    52.01 ± 0.22 (11)2.67 ± 0.52 (5)
    B4/B5 duration
    (Figure 4E)
    11.58 ± 0.33 (10)1.84 ± 0.26 (5)0.78 ± 0.21 (5)
    41 ± 15% (4)
    Shapiro–Wilk
    W = 0.96, p = 0.82 (n.s.)
    Paired t test
    t(4) = 3.714, p = 0.010 (sig.)
    Cohen's d = 0.70
    22.07 ± 0.47 (6)3.09 ± 0.33 (15)
    30 ± 0 (6)0.65 ± 0.41 (5)
    41.79 ± 0.37 (6)3.25 ± 0.36 (9)
    52.85 ± 0.20 (11)3.36 ± 0.43 (5)
    • Data are plotted in Figure 4A–E. Units are in seconds, and values are reported as mean ± SEM (sample size). sig., Significant test results; n.s., nonsignificant test results.

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    Table 4

    Statistical details for changes in mean firing frequency during bursting under unloaded and loaded swallowing conditions

    Measure
    (Figure)
    AnimalUnloadedLoadedDifferenceStatistical test results
    B38 frequency
    (not plotted)
    110.95 ± 1.80 (10)10.57 ± 0.70 (5)0.55 ± 0.57 (5)
    3 ± 8% (5)
    Protraction phase frequencies
    Hotelling’s T2
    T2 = 11.324, F(2,3) = 4.247,
    p = 0.133 (n.s.)
    Post hoc tests not conducted
    210.44 ± 0.84 (6)11.40 ± 0.33 (15)
    34.50 ± 2.02 (6)3.35 ± 2.06 (5)
    411.88 ± 2.85 (6)13.57 ± 0.37 (9)
    57.41 ± 1.49 (11)9.04 ± 0.93 (5)
    I2 frequency
    (not plotted)
    115.17 ± 0.42 (10)15.71 ± 0.92 (5)1.21 ± 0.49 (5)
    9 ± 4% (5)
    212.33 ± 0.85 (6)12.43 ± 0.62 (15)
    312.80 ± 0.44 (6)15.66 ± 0.70 (5)
    415.37 ± 0.37 (6)16.15 ± 0.81 (9)
    512.92 ± 0.37 (11)14.68 ± 0.78 (5)
    B8a/b frequency
    (not plotted)
    112.00 ± 0.87 (10)12.20 ± 0.61 (5)1.59 ± 0.93 (5)
    10 ± 5% (5)
    Retraction phase frequencies
    Hotelling’s T2
    T2 = 29.446, F(2,3) = 11.042,
    p = 0.041 (sig.)
    Post hoc test: B8a/b frequency
    Shapiro–Wilk, W = 0.95, p = 0.75 (n.s.)
    Paired t test, t(4) = 1.710, p = 0.081 (n.s.)
    Cohen's d = 0.28
    Post hoc test: B3/B6/B9 frequency
    Shapiro–Wilk, W = 0.96, p = 0.84 (n.s.)
    Paired t test, t(4) = 3.935, p = 0.009 (sig.)
    Cohen's d = 0.47
    218.22 ± 1.27 (6)22.91 ± 0.93 (15)
    321.61 ± 2.79 (6)23.40 ± 2.22 (5)
    422.20 ± 1.04 (6)21.46 ± 1.72 (9)
    510.32 ± 0.51 (11)12.32 ± 0.72 (5)
    B3/B6/B9 frequency
    (Figure 4F)
    138.99 ± 2.23 (10)42.27 ± 1.81 (5)5.82 ± 1.48 (5)
    31 ± 11% (5)
    214.79 ± 0.94 (6)16.59 ± 1.02 (15)
    327.85 ± 1.46 (6)37.90 ± 1.43 (5)
    430.40 ± 2.24 (6)37.87 ± 1.03 (9)
    59.12 ± 0.72 (11)15.66 ± 1.04 (5)
    B4/B5 frequency
    (not plotted)
    121.29 ± 1.59 (10)17.57 ± 1.14 (5)1.75 ± 1.41 (5)
    17 ± 11% (4)
    Shapiro–Wilk
    W = 0.74, p = 0.025 (sig.)
    Paired Wilcoxon signed-rank
    W = 11, p = 0.22 (n.s.)
    Cohen's d = 0.25
    27.43 ± 1.62 (6)9.27 ± 0.97 (15)
    30 ± 0 (6)3.44 ± 2.66 (5)
    410.47 ± 1.24 (6)13.81 ± 1.00 (9)
    513.97 ± 0.49 (11)17.85 ± 0.97 (5)
    • Data for B3/B6/B9 are plotted in Figure 4F (changes for other units were not significant). Units are in hertz, and values are reported as the mean ± SEM (sample size). sig., Significant test results; n.s., nonsignificant test results.

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Rapid Adaptation to Changing Mechanical Load by Ordered Recruitment of Identified Motor Neurons
Jeffrey P. Gill, Hillel J. Chiel
eNeuro 24 April 2020, 7 (3) ENEURO.0016-20.2020; DOI: 10.1523/ENEURO.0016-20.2020

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Rapid Adaptation to Changing Mechanical Load by Ordered Recruitment of Identified Motor Neurons
Jeffrey P. Gill, Hillel J. Chiel
eNeuro 24 April 2020, 7 (3) ENEURO.0016-20.2020; DOI: 10.1523/ENEURO.0016-20.2020
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Keywords

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