{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0a81c101",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:17.418325Z",
     "iopub.status.busy": "2026-06-19T08:43:17.418028Z",
     "iopub.status.idle": "2026-06-19T08:43:22.447565Z",
     "shell.execute_reply": "2026-06-19T08:43:22.446775Z"
    },
    "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": "0f5c4c0f",
   "metadata": {},
   "source": [
    "# Resting-State MEG: A Whole-Brain Modeling Pipeline\n",
    "\n",
    "This case study walks through the classic **resting-state** workflow: take a structural\n",
    "connectome, simulate a whole-brain neural-mass network on it, project the regional activity\n",
    "through a forward model to a sensor-space MEG signal, and finally validate the model by\n",
    "comparing its **functional connectivity** (FC) against an empirical target.\n",
    "\n",
    "```\n",
    "structural connectome  →  whole-brain Network  →  forward model  →  functional connectivity\n",
    "       (anatomy)             (dynamics)            (MEG sensors)        (validation target)\n",
    "```\n",
    "\n",
    "In a real study the connectome and the empirical MEG would come from imaging data (e.g. an HCP\n",
    "diffusion-MRI tractography matrix and a parcellated MEG recording). To keep this notebook\n",
    "**fully self-contained and executable with no downloads**, we drive the entire pipeline with\n",
    "the bundled {func}`brainmass.datasets.load_dataset` connectome and a *synthetic* empirical\n",
    "target. The prose flags exactly where your own data would plug in.\n",
    "\n",
    "**Source:** modernized from the resting-state MEG example shipped with brainmass; the\n",
    "hand-rolled simulation loop is replaced by the high-level {class}`~brainmass.Network` /\n",
    "{class}`~brainmass.Simulator` API."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b392bfd",
   "metadata": {},
   "source": [
    "## 1. The structural connectome\n",
    "\n",
    "{func}`brainmass.datasets.load_dataset('example_connectome') <brainmass.datasets.load_dataset>`\n",
    "returns an 8-region {class}`~brainmass.datasets.Connectome`: a symmetric, zero-diagonal weight\n",
    "matrix in `[0, 1]`, a unit-aware (`mm`) inter-region distance matrix, and region labels. The\n",
    "distances set the **conduction delays** (`delay = distance / speed`).\n",
    "\n",
    ":::{note}\n",
    "**Plugging in real data.** Replace this block with your own subject connectome: an `(N, N)`\n",
    "weight matrix from tractography and an `(N, N)` Euclidean (or fiber-length) distance matrix in\n",
    "`mm`. Everything downstream is `N`-agnostic.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c3e6948",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:22.450245Z",
     "iopub.status.busy": "2026-06-19T08:43:22.449797Z",
     "iopub.status.idle": "2026-06-19T08:43:22.647810Z",
     "shell.execute_reply": "2026-06-19T08:43:22.646945Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8 regions: [np.str_('R0'), np.str_('R1'), np.str_('R2'), np.str_('R3'), np.str_('R4'), np.str_('R5'), np.str_('R6'), np.str_('R7')]\n",
      "weights  : (8, 8) range [0.00, 1.00]\n",
      "distances: (8, 8) unit mm\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "conn = brainmass.datasets.load_dataset('example_connectome')\n",
    "W = conn.weights              # (8, 8) structural connectivity, [0, 1]\n",
    "D = conn.distances            # (8, 8) distances, unit-aware (mm)\n",
    "labels = list(conn.labels)    # ['R0', ..., 'R7']\n",
    "N = W.shape[0]\n",
    "print(f\"{N} regions:\", labels)\n",
    "print(\"weights  :\", W.shape, \"range\", f\"[{W.min():.2f}, {W.max():.2f}]\")\n",
    "print(\"distances:\", D.shape, \"unit\", D.unit)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "brainmass.viz.plot_connectivity(W, labels=labels, ax=axes[0])\n",
    "axes[0].set_title('Structural connectivity (weights)')\n",
    "brainmass.viz.plot_connectivity(u.get_magnitude(D), labels=labels, ax=axes[1])\n",
    "axes[1].set_title('Inter-region distance (mm)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee271ad0",
   "metadata": {},
   "source": [
    "## 2. The whole-brain network\n",
    "\n",
    "We place a {class}`~brainmass.WilsonCowanStep` excitatory/inhibitory node at every region and\n",
    "wire them with **diffusive** coupling on the excitatory rate `rE`, with conduction delays from\n",
    "`distance / speed`. Per-region {class}`~brainmass.OUProcess` noise on `rE` keeps the resting\n",
    "state from collapsing to a single fixed point (so the FC is non-degenerate). This single\n",
    "{class}`~brainmass.Network` object replaces the connectome wiring that used to be copy-pasted by\n",
    "hand across every example.\n",
    "\n",
    ":::{note}\n",
    "A delay-coupled `Network` sizes its delay buffers from the global `dt` **at construction time**,\n",
    "so `brainstate.environ.set(dt=...)` is called once in the setup cell before we build it.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0526b2ae",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:22.649873Z",
     "iopub.status.busy": "2026-06-19T08:43:22.649671Z",
     "iopub.status.idle": "2026-06-19T08:43:22.805591Z",
     "shell.execute_reply": "2026-06-19T08:43:22.804745Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "network: 8 regions, coupling = DiffusiveCoupling\n"
     ]
    }
   ],
   "source": [
    "node = brainmass.WilsonCowanStep(\n",
    "    N,\n",
    "    noise_E=brainmass.OUProcess(N, sigma=0.01, tau=20.0 * u.ms),\n",
    "    noise_I=brainmass.OUProcess(N, sigma=0.01, tau=20.0 * u.ms),\n",
    ")\n",
    "net = brainmass.Network(\n",
    "    node,\n",
    "    conn=W,\n",
    "    distance=D,\n",
    "    speed=10.0 * u.mm / u.ms,    # axonal conduction speed\n",
    "    coupling='diffusive',\n",
    "    coupled_var='rE',\n",
    "    k=1.5,                       # global coupling strength (TVB's G)\n",
    ")\n",
    "print(\"network:\", net.n_node, \"regions, coupling =\", type(net.coupling).__name__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "340defde",
   "metadata": {},
   "source": [
    "## 3. Simulate resting-state activity\n",
    "\n",
    "{class}`~brainmass.Simulator` runs the whole network with one call. We discard an initial\n",
    "transient and record the excitatory rate of every region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7ebde6ae",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:22.807382Z",
     "iopub.status.busy": "2026-06-19T08:43:22.807173Z",
     "iopub.status.idle": "2026-06-19T08:43:22.924427Z",
     "shell.execute_reply": "2026-06-19T08:43:22.923521Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "activity: (37000, 8)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim = brainmass.Simulator(net, dt=0.1 * u.ms)\n",
    "res = sim.run(\n",
    "    4000.0 * u.ms,\n",
    "    monitors=lambda m: m.node.rE.value,   # (T, N) excitatory rates\n",
    "    transient=300.0 * u.ms,\n",
    ")\n",
    "activity = res['output']                  # (T, N)\n",
    "print(\"activity:\", activity.shape)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "brainmass.viz.plot_timeseries(activity[:, :4], ts=res['ts'], labels=labels[:4], ax=ax)\n",
    "ax.set_title('Simulated resting-state activity (first 4 regions)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66465b46",
   "metadata": {},
   "source": [
    "## 4. Forward model: regions → MEG sensors\n",
    "\n",
    "Neural activity is observed at the scalp, not in the cortex. A **lead field** `L` linearly maps\n",
    "the `N` regional source amplitudes to `M` sensor measurements: `y = scale · source · L`. Here we\n",
    "use {class}`~brainmass.MEGLeadFieldModel` with a synthetic geometric lead field (a real study\n",
    "supplies a head-model lead field, e.g. from MNE/Brainstorm). We treat the excitatory rate as the\n",
    "dipole source amplitude.\n",
    "\n",
    ":::{note}\n",
    "**Plugging in real data.** Replace `L` with your forward operator of shape `(N_regions,\n",
    "N_sensors)` carrying units `sensor_unit / (nA·m)`. The lead field is the only geometry-specific\n",
    "ingredient.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "358ca690",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:22.926728Z",
     "iopub.status.busy": "2026-06-19T08:43:22.926441Z",
     "iopub.status.idle": "2026-06-19T08:43:23.110489Z",
     "shell.execute_reply": "2026-06-19T08:43:23.109707Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sensor MEG: (37000, 16) unit T\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 16  # number of MEG sensors\n",
    "# Synthetic geometric lead field: each region projects to sensors with a smooth,\n",
    "# distance-like falloff. A real lead field comes from a head model.\n",
    "rng = np.random.default_rng(1)\n",
    "L_raw = np.abs(rng.standard_normal((N, M))) + 0.1\n",
    "L_raw = L_raw / L_raw.sum(axis=0, keepdims=True)   # column-normalize\n",
    "L = jnp.asarray(L_raw) * (u.tesla / (u.nA * u.meter))\n",
    "\n",
    "# Base LeadFieldModel with an explicit mV-source -> dipole scale, so an mV source\n",
    "# yields a correct tesla MEG output.\n",
    "meg = brainmass.LeadFieldModel(\n",
    "    in_size=(N,), out_size=(M,), L=L,\n",
    "    sensor_unit=u.tesla,\n",
    "    scale=u.nA * u.meter / u.mV,\n",
    ")\n",
    "# Treat the (dimensionless) excitatory rate as an mV-scale dipole source amplitude.\n",
    "sources = jnp.asarray(u.get_magnitude(activity)) * u.mV   # (T, N)\n",
    "sensor_meg = meg.update(sources)                          # (T, M), unit: tesla\n",
    "print(\"sensor MEG:\", sensor_meg.shape, \"unit\", u.get_unit(sensor_meg))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "brainmass.viz.plot_timeseries(u.get_magnitude(sensor_meg)[:, :4], ts=res['ts'], ax=ax)\n",
    "ax.set_title('Simulated MEG sensor traces (first 4 sensors)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4813713d",
   "metadata": {},
   "source": [
    "## 5. Validate the functional connectivity\n",
    "\n",
    "The standard resting-state validation asks two questions of the simulated **functional\n",
    "connectivity** (FC) — the region-by-region correlation of the activity:\n",
    "\n",
    "1. **Does FC reflect the anatomy?** A good whole-brain model produces an FC that is shaped by the\n",
    "   structural connectome. We measure this as the correlation between the off-diagonal FC and the\n",
    "   structural weights — the canonical *structure-function* coupling.\n",
    "2. **Does FC match a target recording?** We build a synthetic \"empirical\" target by running the\n",
    "   same model with a different noise realization (standing in for real data with the same\n",
    "   parcellation) and score the match with {func}`brainmass.objectives.fc_corr`.\n",
    "\n",
    ":::{note}\n",
    "**Plugging in real data.** Replace `target_activity` with your parcellated empirical recording of\n",
    "shape `(T, N)`; the FC and both scores are computed identically. With short stochastic recordings,\n",
    "FC correlations of a few tenths are realistic — structure-function coupling is the more robust\n",
    "validation.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "17940256",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:23.112549Z",
     "iopub.status.busy": "2026-06-19T08:43:23.112258Z",
     "iopub.status.idle": "2026-06-19T08:43:25.340939Z",
     "shell.execute_reply": "2026-06-19T08:43:25.340067Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "structure-function coupling  corr(FC, SC): 0.658\n",
      "FC correlation (simulated vs target)     : 0.343\n"
     ]
    }
   ],
   "source": [
    "# --- Synthetic \"empirical\" target (stands in for a real MEG recording) ---\n",
    "brainstate.random.seed(123)\n",
    "target_node = brainmass.WilsonCowanStep(\n",
    "    N,\n",
    "    noise_E=brainmass.OUProcess(N, sigma=0.01, tau=20.0 * u.ms),\n",
    "    noise_I=brainmass.OUProcess(N, sigma=0.01, tau=20.0 * u.ms),\n",
    ")\n",
    "target_net = brainmass.Network(\n",
    "    target_node, conn=W, distance=D, speed=10.0 * u.mm / u.ms,\n",
    "    coupling='diffusive', coupled_var='rE', k=1.5,\n",
    ")\n",
    "target_res = brainmass.Simulator(target_net, dt=0.1 * u.ms).run(\n",
    "    4000.0 * u.ms, monitors=lambda m: m.node.rE.value, transient=300.0 * u.ms)\n",
    "target_activity = target_res['output']\n",
    "\n",
    "# --- Functional connectivity: simulated vs target ---\n",
    "fc_sim = braintools.metric.functional_connectivity(u.get_magnitude(activity))\n",
    "fc_tar = braintools.metric.functional_connectivity(u.get_magnitude(target_activity))\n",
    "\n",
    "# (1) Structure-function coupling: does the simulated FC reflect the connectome?\n",
    "triu = np.triu_indices(N, k=1)\n",
    "sc_fc_corr = float(np.corrcoef(fc_sim[triu], np.asarray(W)[triu])[0, 1])\n",
    "# (2) Simulated vs target FC.\n",
    "fc_match = float(brainmass.objectives.fc_corr()(activity, target_activity))\n",
    "print(f\"structure-function coupling  corr(FC, SC): {sc_fc_corr:.3f}\")\n",
    "print(f\"FC correlation (simulated vs target)     : {fc_match:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fa7aae7c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:43:25.343307Z",
     "iopub.status.busy": "2026-06-19T08:43:25.343124Z",
     "iopub.status.idle": "2026-06-19T08:43:25.536565Z",
     "shell.execute_reply": "2026-06-19T08:43:25.535820Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "brainmass.viz.plot_functional_connectivity(fc_sim, is_matrix=True, labels=labels, ax=axes[0])\n",
    "axes[0].set_title('Simulated FC')\n",
    "brainmass.viz.plot_functional_connectivity(fc_tar, is_matrix=True, labels=labels, ax=axes[1])\n",
    "axes[1].set_title('Target (\"empirical\") FC')\n",
    "plt.suptitle(f'corr(FC, SC) = {sc_fc_corr:.3f}   |   FC corr (sim vs target) = {fc_match:.3f}',\n",
    "             y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "852d1046",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "We ran the complete resting-state pipeline end to end:\n",
    "\n",
    "1. loaded a **structural connectome** ({func}`~brainmass.datasets.load_dataset`),\n",
    "2. built a delay-coupled whole-brain {class}`~brainmass.Network` of Wilson-Cowan nodes,\n",
    "3. simulated it with {class}`~brainmass.Simulator`,\n",
    "4. projected the activity to **MEG sensors** through a lead-field forward model, and\n",
    "5. validated the model by **structure-function coupling** and **FC correlation**\n",
    "   ({func}`~brainmass.objectives.fc_corr`).\n",
    "\n",
    "To turn this into a real study, swap the three flagged blocks — connectome, lead field, and\n",
    "target activity — for your imaging data; the modeling code is unchanged. The next natural step is\n",
    "to *fit* the coupling strength `k` so the simulated FC best matches the target, which is exactly\n",
    "what {class}`~brainmass.Fitter` does (see the EEG-fitting case study)."
   ]
  }
 ],
 "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
}
