{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a33117f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:44:19.719992Z",
     "iopub.status.busy": "2026-06-19T08:44:19.719851Z",
     "iopub.status.idle": "2026-06-19T08:44:24.871254Z",
     "shell.execute_reply": "2026-06-19T08:44:24.870447Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    }
   ],
   "source": [
    "# Hidden setup cell (imports, deterministic seed, global dt).\n",
    "%matplotlib inline\n",
    "import brainmass\n",
    "import brainstate\n",
    "import braintools\n",
    "import brainunit as u\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "brainstate.random.seed(0)\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a30f2fb",
   "metadata": {},
   "source": [
    "# Seizure Dynamics with the Epileptor\n",
    "\n",
    "The **Epileptor** (Jirsa et al., 2014) is the reference whole-brain model of epileptic seizures.\n",
    "It is a six-dimensional system that couples a fast oscillatory subsystem, a slower\n",
    "spike-and-wave subsystem, and — crucially — a **slow permittivity variable** `z` that evolves on\n",
    "a much longer timescale. That slow variable autonomously ramps seizure-like discharges *on* and\n",
    "then *off*, reproducing the stereotyped **onset / offset** structure of a focal seizure without\n",
    "any external trigger.\n",
    "\n",
    "This case study shows:\n",
    "\n",
    "1. an epileptogenic node generating a full seizure cycle, with the LFP proxy `lfp = x2 − x1` and\n",
    "   the hidden slow driver `z` plotted together,\n",
    "2. how the **epileptogenicity parameter** `x0` separates healthy tissue from a seizure focus, and\n",
    "3. the bifurcation it controls.\n",
    "\n",
    "**Reference:** Jirsa, Stacey, Quilichini, Ivanov & Bernard (2014), *On the nature of seizure\n",
    "dynamics*, Brain 137(8):2210-2230. The model is fully bundled in\n",
    "{class}`~brainmass.EpileptorStep` — no external data is needed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "562f722e",
   "metadata": {},
   "source": [
    "## 1. An epileptogenic node\n",
    "\n",
    "`x0` sets the node's excitability (epileptogenicity). `x0 = -1.6` puts the node firmly in the\n",
    "**seizing** regime, so it will discharge autonomously. The slow `z` is stiff, so we need a long\n",
    "run (here 3 s at `dt = 0.1 ms`) for a complete onset → ictal → offset cycle to play out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5487cbc6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:44:24.874428Z",
     "iopub.status.busy": "2026-06-19T08:44:24.873797Z",
     "iopub.status.idle": "2026-06-19T08:44:22.711192Z",
     "shell.execute_reply": "2026-06-19T08:44:22.710324Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recorded steps: 30000\n",
      "LFP range: [-3.31, 2.45]  (large excursions = ictal)\n"
     ]
    }
   ],
   "source": [
    "node = brainmass.EpileptorStep(in_size=1, x0=-1.6)\n",
    "sim = brainmass.Simulator(node, dt=0.1 * u.ms)\n",
    "res = sim.run(\n",
    "    3000.0 * u.ms,\n",
    "    monitors={'lfp': lambda m: m.lfp(), 'z': 'z', 'x1': 'x1'},\n",
    ")\n",
    "print(\"recorded steps:\", res['lfp'].shape[0])\n",
    "lfp_mag = u.get_magnitude(res['lfp'])\n",
    "print(f\"LFP range: [{lfp_mag.min():.2f}, {lfp_mag.max():.2f}]  (large excursions = ictal)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3ce1cb1",
   "metadata": {},
   "source": [
    "## 2. The seizure and its hidden driver\n",
    "\n",
    "Plotting the LFP proxy above the slow variable `z` reveals the mechanism: the LFP is quiescent,\n",
    "then bursts into fast, high-amplitude discharges (the seizure), then returns to baseline. The\n",
    "**timing of onset and offset is set entirely by the slow ramp of `z`** — the variable you cannot\n",
    "see in an EEG but that the model exposes directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "be432059",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:44:22.715588Z",
     "iopub.status.busy": "2026-06-19T08:44:22.715229Z",
     "iopub.status.idle": "2026-06-19T08:44:22.894332Z",
     "shell.execute_reply": "2026-06-19T08:44:22.893445Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1, figsize=(10, 6), sharex=True)\n",
    "brainmass.viz.plot_timeseries(res['lfp'], ts=res['ts'], ax=axes[0])\n",
    "axes[0].set_title('Epileptor LFP proxy  (lfp = x2 - x1)')\n",
    "axes[0].set_ylabel('LFP')\n",
    "brainmass.viz.plot_timeseries(res['z'], ts=res['ts'], ax=axes[1])\n",
    "axes[1].set_title('Slow permittivity variable z  (the seizure driver)')\n",
    "axes[1].set_ylabel('z')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd801727",
   "metadata": {},
   "source": [
    "## 3. Epileptogenicity: healthy vs. seizure focus\n",
    "\n",
    "The same node is **healthy** or a **seizure focus** depending only on `x0`. We sweep it across\n",
    "the boundary (near `x0 ≈ -2.0`) and use the peak of the fast variable `x1` as a simple seizure\n",
    "indicator: a healthy node keeps `x1` negative, a seizing node drives it positive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a173b5cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:44:22.896885Z",
     "iopub.status.busy": "2026-06-19T08:44:22.896644Z",
     "iopub.status.idle": "2026-06-19T08:44:23.611554Z",
     "shell.execute_reply": "2026-06-19T08:44:23.610705Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x0 = -2.4  ->  max(x1) = -1.514   (healthy)\n",
      "x0 = -2.0  ->  max(x1) = +1.813   (SEIZING)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x0 = -1.8  ->  max(x1) = +2.016   (SEIZING)\n",
      "x0 = -1.6  ->  max(x1) = +2.047   (SEIZING)\n"
     ]
    }
   ],
   "source": [
    "records = {}\n",
    "for x0 in [-2.4, -2.0, -1.8, -1.6]:\n",
    "    m = brainmass.EpileptorStep(in_size=1, x0=x0)\n",
    "    r = brainmass.Simulator(m, dt=0.1 * u.ms).run(\n",
    "        3000.0 * u.ms, monitors={'lfp': lambda mm: mm.lfp(), 'x1': 'x1'})\n",
    "    x1max = float(np.max(u.get_magnitude(r['x1'])))\n",
    "    state = 'SEIZING' if x1max > 0 else 'healthy'\n",
    "    records[x0] = (r, x1max, state)\n",
    "    print(f\"x0 = {x0:+.1f}  ->  max(x1) = {x1max:+.3f}   ({state})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6de68a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:44:23.613680Z",
     "iopub.status.busy": "2026-06-19T08:44:23.613442Z",
     "iopub.status.idle": "2026-06-19T08:44:23.865037Z",
     "shell.execute_reply": "2026-06-19T08:44:23.864016Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, 1, figsize=(10, 8), sharex=True)\n",
    "for ax, (x0, (r, x1max, state)) in zip(axes, records.items()):\n",
    "    brainmass.viz.plot_timeseries(r['lfp'], ts=r['ts'], ax=ax)\n",
    "    ax.set_title(f'x0 = {x0:+.1f}   ({state}, max x1 = {x1max:+.2f})')\n",
    "    ax.set_ylabel('LFP')\n",
    "axes[-1].set_xlabel('time (ms)')\n",
    "plt.suptitle('Epileptogenicity x0 controls the seizure transition', y=1.0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fc770a6",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "The Epileptor reproduces a full seizure from first principles:\n",
    "\n",
    "- the **slow permittivity variable `z`** autonomously times seizure **onset and offset** — the\n",
    "  LFP discharges ride on its slow ramp,\n",
    "- the **epileptogenicity parameter `x0`** sets whether a node is healthy or a seizure focus,\n",
    "  with a sharp transition near `x0 ≈ -2.0`, and\n",
    "- {class}`~brainmass.EpileptorStep` exposes the `lfp()` observable (`x2 − x1`) that stands in for\n",
    "  a recorded local field potential.\n",
    "\n",
    "In a whole-brain study you would place Epileptor nodes on a connectome (via\n",
    "{class}`~brainmass.Network`), make a subset of regions epileptogenic, and study how seizures\n",
    "**recruit** and **propagate** through the network — the same construction as the resting-state\n",
    "case study, with the Epileptor as the node."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
