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Research ArticleResearch Article: New Research, Novel Tools and Methods

Behavioral and Functional Brain Activity Alterations Induced by TMS Coils with Different Spatial Distributions

Gaby S. Pell, Yiftach Roth, Hamutal Shachar, Moshe Isserles, Noam Barnea-Ygael and Abraham Zangen
eNeuro 17 March 2023, 10 (4) ENEURO.0287-22.2023; https://doi.org/10.1523/ENEURO.0287-22.2023
Gaby S. Pell
1Department of Life Sciences and the Zlotowski Centre for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
2BrainsWay Ltd., Jerusalem 9777518, Israel
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Yiftach Roth
1Department of Life Sciences and the Zlotowski Centre for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
2BrainsWay Ltd., Jerusalem 9777518, Israel
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Hamutal Shachar
1Department of Life Sciences and the Zlotowski Centre for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
2BrainsWay Ltd., Jerusalem 9777518, Israel
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Moshe Isserles
3Department of Psychiatry, Hadassah-Hebrew University Medical Center, Jerusalem, 91120, Israel
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Noam Barnea-Ygael
2BrainsWay Ltd., Jerusalem 9777518, Israel
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Abraham Zangen
2BrainsWay Ltd., Jerusalem 9777518, Israel
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Figures

  • Tables
  • Extended Data
  • Figure 1.
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    Figure 1.

    The study followed a two-stage trial design. The parameters for optimal induction of motivational alterations were determined in a feasibility study. These parameters were implemented in the imaging and behavioral parallel arms of the main study.

  • Figure 2.
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    Figure 2.

    Electric field distributions induced by the TMS coils when placed over the right DLPFC, obtained in a phantom and overlaid on MRI images. The colored maps describe the absolute magnitude of the electric field for the various TMS coils. These were measured in a phantom model of the human head with an equivalent stimulation amplitude to that used in this study (i.e., stimulator output equivalent to 120% of an average motor threshold). In the color scale, red indicates a field magnitude above neural activation threshold (100 V/m), while white and yellow indicate field magnitude below the threshold. In the top left inset, the H-Coil is illustrated by the blue wire, while the sham coil is illustrated by the white wire wound on a cylindrical former. Anatomical images are shown in radiologic coordinates.

  • Figure 3.
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    Figure 3.

    Group activation maps obtained while performing the IGT in the PRE (i.e., prestimulation) condition. Statistical maps (task > rest) are overlaid on a rendered cortical surface (A) or orthogonal slices (B) for a threshold of p = 0.05 with FWER correction. (L/R indicates left/right hemisphere in A and left/right sides of the image in B, respectively.)

  • Figure 4.
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    Figure 4.

    A, Effect of stimulation group on functional activation from the significant interaction (TIME × COIL) from the complete factorial model (TIME × COIL × ROI). Activation, shown on the y-axis, is represented by the SPM contrast image for task > rest. The plots thereby indicate the stimulation-induced activation for the three stimulation groups over the two time points (PRE and POST) and the corresponding slopes characterize the sign of this activation-induced change. The ROIs were in areas of the putative reward network, in the right OFC, right insula, and pgACC. Extended Data Figure 4-1 in the extended material shows the corresponding plot for changes in the behavioral performance metric measured during the IGT task. B–D, Exploratory analysis of TIME × COIL interaction in each of the individual ROIs, the right orbitofrontal cortex (B), the pregenual ACC (C), and the right insular cortex (D). The same pattern of opposing slopes shown in A is consistently observed in these individual ROIs that represented a nonsignificant trend following correction for multiple comparisons (right OFC ROI: F(2,17) = 3.52, puncorrected = 0.048, pcorrected = 0.14, η2p = 0.30a13; pgACC ROI: F(2,17) = 3.68, puncorrected = 0.047, pcorrected = 0.14, η2p = 0.31a14; right insular cortex: F(2,17) = 1.9, puncorrected = 0.18, pcorrected = 0.54, η2p = 0.18a15). Errors bars are ±SEM, * indicates a significant interaction (p < 0.05).

  • Figure 5.
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    Figure 5.

    Explorative analysis showing intercoil pattern of slopes, defined as the change in the activation contrast of task > rest between the POST and PRE scans, i.e., as POST-PRE. Two representative orthogonal slices are shown with Talairach slice positions: axial (left): z = 20 cm; sagittal (right): x = −4 cm. Yellow voxels represent the stereotypical pattern of activation seen across the three selected ROIs in the reward system, i.e., with a positive slope in the H-Coil stimulation group and a negative slope in the Figure-8 coil and Sham stimulation groups. Blue voxels represent the nondifferential pattern of activation (namely, negative slopes for all stimulation groups).

  • Figure 6.
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    Figure 6.

    Behavioral changes in motivation induced by the various stimulation coils (defined as PRE-POST). In each box of the mVAS (A) and AGQ (B) scores as measured by the questionnaires, the horizontal band indicates the group median, the dot indicates the group mean, and the whiskers define the extent of 1.5 times the interquartile range. Extended Data Figure 6-1 in the Extended Data shows detailed explanations of the questionnaires. Extended Data Figures 6-2 and 6-3 show analyses of these measures obtained in the preliminary feasibility study. *p < 0.05 between PRE and POST H-Coil stimulation.

Tables

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  • Extended Data
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    Table 1

    Statistical table

    LineAnalysis (variables)Type of testStatisticp-value and confidence
    Stimulation
    a1Subject comfort (H-Coil vs Figure-8)Unpaired t testt = −0.58; DoF = 26p = 0.56; CI = (−1.61,0.89)
    fMRI (BOLD signal)
    a2fMRI (time, coil) for target ROITwo-way ANOVA
    Main effect TIME
    Main effect COIL
    F = 0.121; DoF = (2,17)
    F = 0.04; DoF = (1,17)
    F = 0.90; DoF = (2,17)
    p = 0.9
    p = 0.8
    p = 0.4
    a3fMRI (time, coil, ROI)Three-way ANOVAF = 2.66; DoF = (4,34)p = 0.49; ηp2 = 0.25
    a4fMRI (time, coil)Two-way ANOVAF = 3.59; DoF = (2,17)p = 0.50; ηp2 = 0.30
    a5Post hoc on a4 (OFC)
    H-Coil vs Figure-8
    H-Coil vs sham
    Simple main effect
    Simple main effect
    Mean diff = 0.28
    Mean diff = 0.31
    p = 0.048†; CI = (0.00,0.55)
    p = 0.023†; CI = (0.05,0.57)
    a6Post hoc on a4 (pgACC)
    H-Coil vs Figure-8
    H-Coil vs sham
    Simple main effect
    Simple main effect
    Mean diff = 0.13
    Mean diff = 0.13
    p = 0.045†; CI = (0.00,0.26)
    p = 0.035†; CI = (0.01,0.26)
    a7Post hoc on a4 (insula)
    H-Coil vs Figure-8
    H-Coil vs sham
    Simple main effect
    Simple main effect
    Mean diff = 0.11
    Mean diff = 0.11
    p = 0.13†; CI = (−0.06,0.42)
    p = 0.26†; CI = (−0.10,0.36)
    fMRI (task performance)
    a8IGT behavior (coil, time)Two-way ANOVAF = 0.86; DoF = (2,17)p = 0.44
    Behavior (coil)
    a9mVAS (time, coil)Two-way ANOVAF = 5.69; DoF = (2,26)p = 0.009; ηp2 = 0.3
    a10Post hoc on a9 (H-Coil)Simple main effectF = 12.69; DoF = (1,27)p = 0.001; r2 = 0.4
    a11ACQ (time, coil)Two-way ANOVAF = 2.86; DoF = (2,26)p = 0.076; ηp2 = 0.18
    a12Post hoc on a11Main effect TIME
    Main effect COIL
    F = 8.12; DoF = (1,27)
    F = 0.11; DoF = (2,27)
    p = 0.01
    p = 0.9
    a13PANAS (time, coil)Two-way ANOVAF = 0.28; DoF = (2,26)p = 0.76; ηp2 = 0.02
    Extended material
    fMRI per ROI (post hoc)
    a14OFC (coil, time)Two-way ANOVAF = 3.52; DoF = (2,17)p = 0.048; ηp2 = 0.30
    a15pgACC (coil, time)Two-way ANOVAF = 3.68; DoF = (2,17)p = 0.047; ηp2 = 0.31
    a16Insular cortex (coil, time)Two-way ANOVAF = 0.18; DoF = (2,17)p = 0.18; ηp2 = 0.18
    Behavior (frequency, side)
    a17VAS (side, frequency, time)Three-way ANOVAF = 5.81; DoF = (1,35)p = 0.021; ηp2 = 0.15
    a18VAS (frequency, time)Two-way ANOVAF = 0.50; DoF = (1,35)p = 0.04; ηp2 = 0.01
    a19VAS (side, time)Two-way ANOVAF = 0.51; DoF = (1,35)p = 0.51; ηp2 = 0.01
    a20Post hoc on a19,
    low frequency
    Two-way simple-interactionF = 1.48; DoF = (1,35)p = 0.23; r2 = 0.04
    a21Post hoc on a19,
    high frequency
    Two-way simple-interactionF = 4.76; DoF = (1,35)p = 0.01; r2 = 0.12
    a22Post hoc on a19,
    right LPFC
    2nd order simple main effectsF = 22.2; DoF = (1,17)p = 0.001; r2 = 0.56
    a23ACQ (side, frequency, time)Three-way ANOVAF = 0.12; DoF = (1,35)p = 0.73; ηp2 = 0.10
    a24ACQ (frequency, time)Two-way ANOVAF = 4.19; DoF = (1,35)p = 0.048; ηp2 = 0.11
    a25ACQ (side, time)Two-way ANOVAF = 1.27; DoF = (1,35)p = 0.27; ηp2 = 0.04
    a26Post hoc on a22,
    high frequency
    Simple main effectF = 12.2; DoF = (1,17)p = 0.001; r2 = 0.64
    a27PANAS (side, frequency, time)Three-way ANOVAF = 0.02; DoF = (1,35)p = 0.90; ηp2 = 0.00
    a28PANAS (frequency, time)Two-way ANOVAF = 1.90; DoF = (1,35)p = 0.18; ηp2 = 0.05
    a29PANAS (side, time)Two-way ANOVAF = 0.35; DoF = (1,35)p = 0.56; ηp2 = 0.00
    • All data were checked for normal distribution (see Materials and Methods, Statistical data and analysis).

    • CI: confidence interval.

    • DoF: degrees of freedom.

    • IGT: Iowa Game Task.

    • mVAS, ACQ, PANAS: behavioral questionnaires.

    • OFC, pgACC, insular: regions of interest.

    • ↵† uncorrected p-value (multiply p-value by three for Bonferroni correction).

Extended Data

  • Figures
  • Tables
  • Extended Data Figure 6-1

    Description of behavioral questionnaires Download Figure 6-1, DOCX file.

  • Extended Data Figure 6-2

    Graphical results of the preliminary feasibility study, corresponding to the statistical findings in Extended Data Figure 6-3. Behavioral changes in motivational scores induced by the different combinations of stimulation side and frequency. The boxplot summarizes the changes in behavioral scores defined as PRE-POST of the mVAS score (A) or AGQ (B). A higher value thus represents a greater decrease in motivation following the stimulation. In each box, the horizontal band indicates the group median, the dot indicates the group mean, and the whiskers define the extent of 1.5 times the interquartile range. *p < 0.05. Download Figure 6-2, TIF file.

  • Extended Data Figure 6-3

    Results of the preliminary feasibility study that was carried out in order to select the stimulation laterality and frequency that most robustly affect short-term motivational behavior. Thirty-nine subjects were randomly assigned to four groups in a two-way factorial design [1- or 10-Hz stimulation frequency, and right or left LPFC stimulation; subject numbers (n) = 11, 9, 9, 10 for the 1 Hz left, 10 Hz left, 1 Hz right, and 10 Hz right groups, respectively]. All groups were stimulated using the H-Coil, and the optimal frequency and site stimulation parameters were evaluated based on the results of questionnaires filled out both PRE and POST stimulation. TMS sessions lasted approximately 15 min and consisted of either high-frequency rTMS (10 Hz, 2-s trains, 20-s intertrain interval) or low-frequency rTMS (1 Hz, continuous train). In each session, 900 pulses were administered at an intensity of 120% of RMT, determined as the minimum stimulation output that induced 50% chance of visual thumb abduction (Pridmore et al., 1998). As in the main study, the target area was defined as the region 6 cm anterior to the primary motor hand area (M1) of the stimulated hemisphere. The effect of stimulation frequency and stimulation side on the behavioral scores was analyzed with a three-way mixed design, a 2 × 2 × 2 ANOVA with the factors TIME (PRE and POST), FREQUENCY (1 and 10 Hz), and SIDE (left and right DLPFC). The results are shown graphically in Extended Data Figure 6-1. The table reveals that analysis of the mVAS scores revealed a significant TIME × FREQUENCY × SIDE interaction. A two-way, simple-interaction follow-up analysis showed that the factor that drove this interaction was the 10-Hz stimulation (F(1,35) = 1.484, p = 0.231, r2 = 0.04 a19 and F(1,35) = 4.764, p < 0.05, r2 = 0.12a20 for the simple TIME × SIDE interaction at the 1- and 10-Hz frequencies, respectively). Further decomposition of the simple interaction result revealed that it was driven by stimulation of the right LPFC, where a significant reduction was observed in the motivation of the subjects as assessed by the mVAS score (F(1,17) = 22.2, p < 0.05, r2 = 0.56a21 for the second order simple main effects analysis). Decomposition of the three-way interaction starting with the alternative pathway of the simple TIME × FREQUENCY interaction, led to the same conclusions. Analysis of the AGQ score indicated a similar pattern of stimulation-induced changes in motivation but the three-way interaction was not significant. The next stage of follow-up analysis that examines the different “classical” two-way interactions (Howell and Lacroix, 2012), revealed a significant two-way TIME × FREQUENCY interaction (p < 0.05, η2p = 0.11a23). Similar to the VAS analysis, decomposition of this result with a simple main effect revealed that the stimulation-induced changes in the AGQ score were significant only at 10 Hz (F(1,17) = 12.2, p < 0.05, r2 = 0.64a28). Analysis of the PANAS1 scores revealed no significant interactions. Note that for brevity, only the positive-PANAS score are shown; the negative-PANAS scores were very similar in behavior. Measurements in the table are shown with SDs in brackets. FREQUENCY is abbreviated to FREQ in row headings. * indicates a significant effect; n.s. indicates a nonsignificant result. Download Figure 6-3, DOCX file.

  • Extended Data Figure 4-1

    The behavioral performance metric measured during the IGT task performed in the MRI scanner. The metric is defined by calculating a net score in each block, defined as the difference between the number of selections from the advantageous (ABCD) and disadvantageous (EFGH) decks. The metric did not differ between coil interventions, and the interaction was not significant (two-way ANOVA, F(2,17) = 0.864, p = 0.44a6). However, it is interesting to note that the pattern of interstimulation slopes for this metric was similar to that observed for the neuroimaging ROIs (see Fig. 4). Download Figure 4-1, TIF file.

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Behavioral and Functional Brain Activity Alterations Induced by TMS Coils with Different Spatial Distributions
Gaby S. Pell, Yiftach Roth, Hamutal Shachar, Moshe Isserles, Noam Barnea-Ygael, Abraham Zangen
eNeuro 17 March 2023, 10 (4) ENEURO.0287-22.2023; DOI: 10.1523/ENEURO.0287-22.2023

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Behavioral and Functional Brain Activity Alterations Induced by TMS Coils with Different Spatial Distributions
Gaby S. Pell, Yiftach Roth, Hamutal Shachar, Moshe Isserles, Noam Barnea-Ygael, Abraham Zangen
eNeuro 17 March 2023, 10 (4) ENEURO.0287-22.2023; DOI: 10.1523/ENEURO.0287-22.2023
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Keywords

  • electric fields
  • fMRI
  • neurostimulation
  • prefrontal cortex
  • reward
  • transcranial magnetic stimulation

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