{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "j_Q6VK26-3j0"
},
"source": [
"# **Univariate TFR statistics, a mini-tutorial**\n",
"\n",
"\n",
"Specifically, to assess the statistical significance of spectral estimates obtained from electrophysiological data (in this case LFP) we used non-parametric permutation tests and focused on the multiple comparison correction of time frequency representations (TFRs). We show that the success of the two approaches depends on the dimensions of the data at hand, be these spatial locations, time and frequency analysis parameters, trials of different conditions, the nature of hypothesis, etc. For basic pedagogical purposes, here I focus on spectral power increases relative to baseline using two variants of essentially the same approach: 1) null hypothesis testing using the min-max distribution approach, which captures variations at the extremes of the null distribution, and 2) null hypothesis testing using the whole null distribution, obtained by averaging across specific dimensions.\n",
"\n",
"Since there are several ways to achieve these goals and many realizations of these and other related methods (i.e. thresholds may be obtained from the percentiles of the null distribution directly and further corrected in equivalent ways, or the pooling of data accomplished among specific dimensions), here I focus on these two common methods using very simple examples in the hope to help those researchers (including myself) that are or may be in need of clarity on these matters, touch ground. Depending on the approach, the computation of the p-values will change slightly. In the min-max approach the minimum and maximum values at each permutations are used. When testing using the whole null distribution, the null values obtained from the permutations are averaged the same way the empirical distribution is averaged so the dimensions of the empirical distributions are preserved in the null distribution. Once the null distributions have been obtained, p-values are obtained using the empirical cumulative distribution. Provided the right Python environment, this Jupyter notebook should work as a simple mini-tutorial and support the discussion of these and related basic approaches for computing TFRs and assessing their statistical significance in a clear way. The methods presented here are a work in progress. I plan to make some refinements in the next few weeks. Should you be interested in employing these methods or if you have any questions, please feel free to reach out to me. I would be more than happy to assist you further.\n",
"\n",
"The package can be downloaded from here: https://github.com/nicogravel/tfrStats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we need to load the module with the functions we want to use and define the paths. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Installation\n",
"\n",
"\n",
"To run the [notebook](https://github.com/nicogravel/tfrStats/blob/main/docs/html/notebooks/univariate_tfr_stats.ipynb), clone the package (or your fork) locally and then:\n",
" \n",
" \n",
"```\n",
"# Create Conda environment\n",
"\n",
"git clone https://github.com/nicogravel/tfrStats.git\n",
"\n",
"cd tfrStats\n",
"\n",
"conda env create -f environment.yml\n",
"\n",
"# Install the tfrStats package\n",
"\n",
"pip install -e .\n",
"\n",
"```\n",
" \n",
"\n",
"Voilà!"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from tfrStats.plot_tfr_stats import plot_tfr_stats as plot_tfr_stats\n",
"from tfrStats.plot_dtfr_stats import plot_dtfr_stats as plot_dtfr_stats\n",
"\n",
"#in_path = '/Volumes/.../data/'\n",
"#out_path = '/Volumes/.../results/stats/univariate/'\n",
"in_path = '/Volumes/Gandalf/MWlamprop/data/'\n",
"out_path = '/Volumes/Gandalf/MWlamprop/results/stats/univariate/'\n",
"paths = [in_path, out_path]\n",
"\n",
"## Uncomment this to run the notebook locally (and see the example results)\n",
"#example_data = '/Users/nicogravel/Documents/Websites/tfrStats/tfrStats_local/docs/source/notebooks/example_data/'\n",
"#paths = [in_path,example_data]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute the null distributions \n",
"\n",
"I have pre-computed a couple of null distributions for the examles in the notebook.If you wish to compute the null distributions yourself, you can run the following (provided you are in posession of suitable data ; ) ... For detailed contro, please do not hesitate in scrutinizing and editing the functions within the package. For now, the example is based on obtaining a the null distribution of % signal change from baseline by flipping a baseline period with a period that has the same length unfolding within the task.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from tfrStats.tfr_spw_stats_whole import tfr_spw_stats_whole as tfr_spw_stats_whole\n",
"from tfrStats.tfr_spw_stats_minmax import tfr_spw_stats_minmax as tfr_spw_stats_minmax\n",
"\n",
"n_perm = 2 # just to see if it works :P\n",
"fband = 1\n",
"cond = 0\n",
"#tfr_emp, tfr_null = tfr_spw_stats_whole(paths,cond,0,fband,n_perm)\n",
"#tfr_emp, tfr_null = tfr_spw_stats_minmax(paths,cond,0,fband,n_perm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Statistical thresholds overlaid onto spatio-temporal frequency maps\n",
"\n",
"Here we plot TFRs with the significance threshold computed from p-values (i.e. p-val <= 0.05) (top panel, blue trace). The alpha mask specifies the section containing the values above the null percentile cutoff (i.e. 95%). The p-values (bottom panel) with the null percentile cutoff (red trace). We do so for spectral power as a function of frequency, space and time. For spatial TFR one must consider the pooling of data over predefined frequency bins, as well as spatial dimentions (i.e. ROIs). Therefore, the multiple correction will change slightly. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Results saving minimal and maximal values at each permutation iteration (Min-Max approach)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"stats : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_stats_high_grat_spw_1000_minmax.npz\n",
"tfr emp : (30, 12, 16, 113)\n",
"tfr null (1000, 30, 12, 16, 2)\n",
"min-max\n",
"cutoff computed using min/max of null distribution: 75.96054268486813\n",
"figure : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_gtfr_high_grat_spw.png\n",
"stats : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_stats_high_grat_spw_1000_minmax.npz\n",
"tfr emp : (30, 12, 16, 113)\n",
"tfr null (1000, 30, 12, 16, 2)\n",
"peak frequency range : 28.0 44.0\n",
"power average within peak: 86.6390137791448\n",
"min-max\n",
"cutoff computed using min/max of null distribution: 70.91082666125475\n",
"figure : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_dtfr_high_grat_spw.png\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"type = 'minmax'\n",
"null = [95, 0.05] # percentile, p-value\n",
"fband = 1\n",
"cond = 0\n",
"\n",
"# Time-frequency map\n",
"plot_tfr_stats(out_path, cond, fband, null, type) \n",
"\n",
"# Time-frequency-space map\n",
"plot_dtfr_stats(out_path, cond, fband, null, type) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Results using the whole null distribution averaged across relevant dimensions"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"stats : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_stats_high_grat_spw_100.npz\n",
"tfr emp : (30, 12, 16, 113)\n",
"tfr null (30, 12, 16, 113)\n",
"whole-null\n",
"cutoff computed using whole null distribution: 70.79162686024465\n",
"figure : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_gtfr_high_grat_spw.png\n",
"stats : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_stats_high_grat_spw_100.npz\n",
"tfr emp : (30, 12, 16, 113)\n",
"tfr null (30, 12, 16, 113)\n",
"peak frequency range : 28.0 44.0\n",
"power average within peak: 86.6390137791448\n",
"whole-null\n",
"cutoff computed using whole null distribution: 70.52901730660238\n",
"figure : /Volumes/Gandalf/MWlamprop/results/stats/univariate/uvtfr_dtfr_high_grat_spw.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"type = 'whole'\n",
"null = [95, 0.05] # percentile, p-value\n",
"fband = 1\n",
"cond = 0\n",
"\n",
"# Time-frequency map\n",
"plot_tfr_stats(out_path, cond, fband, null, type) \n",
"\n",
"# Time-frequency-space map\n",
"plot_dtfr_stats(out_path, cond, fband, null, type) \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion\n",
"\n",
"Plotting the p-values of the whole time-frequency map, we can see that level of detail is not enough to see the differences between the \"min-max and the \"whole-null\" approach. However, the time-frequency-space maps show that there are differences between the two approaches, specially in the spatial distribution of p-values. While pooling the null data for further multiple comparisons corrections, the \"whole-null\" approach accounts for specific dimensions by averaging. As a consequence, the \"whole-null\" approach captures spatial detail that is absent in the landcape p-values obtained using the \"min-max\" approach. The explanation is simple: taking just the minimum and maximum values from the null distribution (when the null data is pooled at each iteration during the permutation procedure) gives rise to a null distribution that is biased by spatial locations that experience more variation. Whereas the \"whole-null\" approach takes the spatial variation into account, the \"min-max\" appproach does it just partially. As a result, the time-frequency map seems largely equivalent when using either the \"min-max\" or \"whole-null\" approach, whereas the time-frequency-space maps difer, with the \"min-max\" appproach providing a truncated p-value map. Of course, one may choose a different way to pool the minimum and maximum values, in turn changing the resulting landscape of p-values, as well as the hypothesis (!). This simple example shows that there is no size fits all when it comes to complex scrutiny (...it seems).... corroborating Daniël Lackens [post](https://twitter.com/lakens/status/1718654122516156777). "
]
}
],
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"provenance": []
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"kernelspec": {
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