Back_averaging_myoclonus.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# 1. Import EEG"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# dependencies\n",
        "import mne\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import urllib\n",
        "\n",
        "%matplotlib inline\n",
        "\n",
        "# import the provided sample EEG_sample_raw.fif\n",
        "sample_data='EEG_sample_raw.fif'\n",
        "\n",
        "raw=mne.io.read_raw_fif(sample_data,preload=True)\n",
        "raw.set_channel_types({'CHIN1': 'emg','CHIN2': 'emg', 'ECGL': 'ecg','ECGR': 'ecg'})\n",
        "# print(raw.info) ; raw.info['ch_names']"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Opening raw data file /Users/rohaut/Documents/Data/myoclonus_back_averaging/EEG_sample_raw.fif...\n",
            "Isotrak not found\n",
            "    Range : 0 ... 170399 =      0.000 ...   851.995 secs\n",
            "Ready.\n",
            "Reading 0 ... 170399  =      0.000 ...   851.995 secs...\n"
          ]
        }
      ],
      "execution_count": 22,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 2. Jerk detection\n",
        "### Plot raw EMG and processed EMG"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "no_filt=raw.copy() # keep raw signal to compare whith filtered signal later\n",
        "\n",
        "# EMG filtering\n",
        "picks = mne.pick_types(raw.info, eeg=False , emg=True, ecg=False) # select channel to filter\n",
        "raw.notch_filter(60, picks=picks, filter_length='auto', phase='zero') # notch filter 60Hz\n",
        "raw.filter(1, None, picks=picks, filter_length='auto', phase='zero') # high pass filter 1Hz\n",
        "\n",
        "# compute the EMG trigger channel (CHIN1-CHIN2) and inject it in trig_chaN1\n",
        "trig_chaN1 = mne.pick_channels(raw.info['ch_names'], include=['CHIN1'])\n",
        "trig_chaN2 = mne.pick_channels(raw.info['ch_names'], include=['CHIN2'])\n",
        "trig_chan = raw._data[trig_chaN1[0], :] - raw._data[trig_chaN2[0], :]\n",
        "raw._data[trig_chaN1[0], :]=trig_chan\n",
        "\n",
        "# compute derivative EMG trigger channel and inject it in trig_chaN2\n",
        "trig_chan_deriv = np.gradient(trig_chan[:])\n",
        "raw._data[trig_chaN2[0], :]=trig_chan_deriv\n",
        "\n",
        "# high pass filter on the derivative to remove slow slope\n",
        "raw.filter(30, None, picks=trig_chaN2, filter_length='auto', phase='zero')\n",
        "\n",
        "# plot raw EMG signal, filtered EMG, derivative and filtered derivative in the same graph\n",
        "jitter = 1e-3 # set distance between curves\n",
        "plt.plot(raw._data[trig_chaN2[0],:],label=\"derivative HP 30Hz\")\n",
        "plt.plot(trig_chan_deriv[:]-jitter,label=\"derivative\")\n",
        "plt.plot(raw._data[trig_chaN1[0],:]-2*jitter,label=\"EMG HP 1Hz + noch 60Hz\"); \n",
        "plt.plot(no_filt._data[trig_chaN1[0], :] - no_filt._data[trig_chaN2[0], :] -3*jitter,label=\"raw EMG\");\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n\n"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Setting up band-stop filter from 59 - 61 Hz\n",
            "Filter length of 1321 samples (6.605 sec) selected\n",
            "Filtering a subset of channels. The highpass and lowpass values in the measurement info will not be updated.\n",
            "Setting up high-pass filter at 1 Hz\n",
            "l_trans_bandwidth chosen to be 1.0 Hz\n",
            "Filter length of 661 samples (3.305 sec) selected\n",
            "Filtering a subset of channels. The highpass and lowpass values in the measurement info will not be updated.\n",
            "Setting up high-pass filter at 30 Hz\n",
            "l_trans_bandwidth chosen to be 7.5 Hz\n",
            "Filter length of 89 samples (0.445 sec) selected\n"
          ]
        },
        {
          "output_type": "display_data",
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x10ecb2090>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 23,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Define manually the best threshold (best signal/noise ratio) to be used for the automatic jerk detection (on filtered EMG or derivative): in this case we chose 8e-6 on filterd derivative"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "trig_chan=raw._data[trig_chaN2[0], :]# define the signal\n",
        "thresh= 8e-6 # define the detection threshold\n",
        "\n",
        "# additional features:\n",
        "set_offset= 0 # set an offset if needed to incras precision (in secondes)\n",
        "offset= int(round(raw.info['sfreq']*set_offset))\n",
        "stim_length= int(round(raw.info['sfreq'] * (0.3))) # to avoid several triggers within 300ms"
      ],
      "outputs": [],
      "execution_count": 24,
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Plot showing the detected jerks overtime and the total number of events (here = 366):\n"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# Automatic detection of the jerk according to presets\n",
        "triggers = np.zeros_like(trig_chan)\n",
        "trigs = []\n",
        "i=0; j=trig_chan.shape[0];\n",
        "while i < j:\n",
        "    if np.abs(trig_chan[i]) > np.abs(thresh):\n",
        "        trigs.append(i)\n",
        "        i += stim_length\n",
        "    else:\n",
        "        i += 1\n",
        "trigs = np.array(trigs)\n",
        "triggers[trigs.astype(int)-offset] = 1\n",
        "\n",
        "triggers[55100:88100] = 0   # manually remove triggers for some artefacted EEG\n",
        "\n",
        "trig_ch = mne.pick_channels(raw.info['ch_names'], include=['STI 014'])\n",
        "raw._data[trig_ch, :]=triggers # replace STI 014 by triggers\n",
        "\n",
        "# find events from triggers STI 014 channel\n",
        "events = mne.find_events(raw)\n",
        "event_id = {'Jerk': 1}; color = {1: 'green'}\n",
        "# plot detected events\n",
        "mne.viz.plot_events(events, raw.info['sfreq'], raw.first_samp, color=color,\n",
        "                    event_id=event_id)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "366 events found\n",
            "Event IDs: [1]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x116355b10>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 25,
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x116355b10>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 25,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [],
      "outputs": [],
      "execution_count": 26,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Plot showing a sample of the EEG with:\n",
        "* **EMG** (HP 1Hz + noch 60Hz) labeled as **\"CHIN1\"** \n",
        "* **Derivative** (HP 30Hz)labeled as **\"CHIN2\"** \n",
        "\n",
        "STI014 is the EEG trigger channel we feed with the triggers  \n",
        "Vertical blue lines represent the detected jerks latter used for the back averaging"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# filter the EEG (high pass 0.5 Hz + 60Hz notch)\n",
        "picks=mne.pick_types(raw.info, eeg=True , emg=False, ecg=True)\n",
        "raw.notch_filter(60, picks=picks, filter_length='auto', phase='zero')\n",
        "raw.filter(0.5, None , picks=picks) #\n",
        "\n",
        "# set the montage\n",
        "montage = mne.channels.read_montage('standard_1020')\n",
        "raw.set_montage(montage) # set 10-20 montage for topoplot\n",
        "raw.set_eeg_reference(ref_channels=None) # set avergage reference\n",
        "\n",
        "# plot EEG + EMG and detected events for visual inspection\n",
        "raw.plot(show_options=True, events=events, block = True, n_channels=9,\n",
        "scalings=dict(eeg=7e-5, ecg=8e-4,emg=5e-5),start=0,duration=30,\n",
        "color=dict(eeg='k', ecg='m', emg='b'))"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Setting up band-stop filter from 59 - 61 Hz\n",
            "Filter length of 1321 samples (6.605 sec) selected\n",
            "Setting up high-pass filter at 0.5 Hz\n",
            "l_trans_bandwidth chosen to be 0.5 Hz\n",
            "Filter length of 1321 samples (6.605 sec) selected\n",
            "Applying average reference.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x118417a90>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 26,
          "data": {
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              "EdlgsEhEREREREQ2/gefyDXzeutE/gAAAABJRU5ErkJggg==\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x118417a90>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 26,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 3. Plot the back averaged EEG"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# epoch from -300 to + 300ms according to jerk with a baseline correction applied from -300 to -200ms\n",
        "tmin, tmax = -0.300, 0.300\n",
        "epochs = mne.Epochs(raw, events=events, event_id=event_id,tmin=tmin,tmax=tmax, baseline=(-0.3, -0.2))\n",
        "picks=mne.pick_types(epochs.info, eeg=True, emg=True, ecg=True)\n",
        "evoked=epochs['Jerk'].average(picks=picks) # avergaging\n",
        "\n\n",
        "\"\"\"plot the results\"\"\"\n",
        "# plot EEG & EMG\n",
        "evoked.plot(spatial_colors=True, picks=mne.pick_types(epochs.info, eeg=True), ylim = dict(eeg=[-50, 50]))\n",
        "evoked.plot(spatial_colors=False, picks=np.hstack(trig_chaN1), ylim = dict(emg=[-80, 20]))\n",
        "\n",
        "# plot EEG with topoplots\n",
        "ts_args = dict(gfp=True); topomap_args = dict(sensors=False)\n",
        "evoked.plot_joint(title='Peaks', times='peaks',ts_args=ts_args)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "366 matching events found\n",
            "Applying baseline correction (mode: mean)\n",
            "Not setting metadata\n",
            "0 projection items activated\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x10911b0d0>"
            ]
          },
          "metadata": {}
        },
        {
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1144de750>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x11301fe50>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 27,
          "data": {
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            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x11301fe50>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 27,
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [],
      "outputs": [],
      "execution_count": 28,
      "metadata": {
        "collapsed": true
      }
    }
  ],
  "metadata": {
    "kernel_info": {
      "name": "python2"
    },
    "kernelspec": {
      "name": "python2",
      "language": "python",
      "display_name": "Python 2"
    },
    "language_info": {
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
      "name": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.14",
      "file_extension": ".py",
      "codemirror_mode": {
        "version": 2,
        "name": "ipython"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 1
}