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   "source": "import warnings\nwarnings.filterwarnings(\"ignore\")\nfrom fmriprep_denoise.visualization import figures, utils\nfrom myst_nb import glue\n\n\npath_root = utils.repo2data_path() / \"denoise-metrics\"\n# Load metric data\ndataset = \"ds000228\"\nfmriprep_version = \"fmriprep-20.2.1lts\"\natlas_name = \"schaefer7networks\"\ndimension = 400"
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    "<!-- #region -->\n",
    "# OHBM 2022 abstract - submitted text\n",
    "\n",
    "The preliminary results will be presented at OHBM 2022 as a poster.\n",
    "Please find poster number `WTh570`.\n",
    "\n",
    "Find the presenter at the\n",
    "[virtual poster session](https://event.fourwaves.com/ohbm-2022/abstracts/d49d130b-7f83-4c87-92f4-e1a8e319502b)\n",
    "on __Wednesday, June 8, 2022, 8:30 PM GMT + 1__.\n",
    "\n",
    "At Glasgow, please contact the presenter on [Twitter](https://twitter.com/HaoTingW713) to schedule a time to chat,\n",
    "or come to see the presenter on __Wednesday, June 22, 2022, 12:45 PM__ at the poster hall.\n",
    "\n",
    "```{image} ../images/ohbm2022_abstract_head.png\n",
    ":alt: poster\n",
    ":align: center\n",
    "```\n",
    "\n",
    "## Impact of confound removal strategies on functional connectivity generated from fMRIPrep outputs\n",
    "\n",
    "H-T Wang[^1], S L Meisler[^2][^3], H Shamarke, F Paugam[^1][^4], N Gensollen[^5], B Thirion[^5], C Markiewicz[^6], P Bellec[^1][^7]\n",
    "\n",
    "[^1]: Centre de recherche de l'institut Universitaire de gériatrie de Montréal (CRIUGM), Montréal, Québec, Canada\n",
    "\n",
    "[^2]: Harvard University, MA, USA\n",
    "\n",
    "[^3]: Massachusetts Institute of Technology, MA, USA\n",
    "\n",
    "[^4]: Computer Science and Operations Research Department, Université de Montréal, Montréal, Québec, Canada\n",
    "\n",
    "[^5]: Inria, CEA, Université Paris-Saclay, Paris, France\n",
    "\n",
    "[^6]: Department of Psychology, Stanford University, Stanford, United States\n",
    "\n",
    "[^7]: Psychology Department, Université de Montréal, Montréal, Québec, Canada\n",
    "\n",
    "### Introduction\n",
    "\n",
    "Selecting an optimal denoising strategy is a key issue when processing fMRI data.\n",
    "The popular software fMRIPrep {cite:p}`fmriprep1` aims to standardize fMRI preprocessing,\n",
    "but users are still offered a wide range of confound regressors to choose from to denoise data.\n",
    "Without a good understanding of the literature or the fMRIPrep documentation,\n",
    "users can select suboptimal strategies.\n",
    "Current work aims to provide a useful reference for fMRIPrep users by systematically evaluating the impact of different confound regression strategies,\n",
    "and by contrasting the results with past literature based on alternative preprocessing software.\n",
    "\n",
    "### Methods\n",
    "\n",
    "We selected dataset ds000228 {cite:p}`richardson_development_2018` on OpenNeuro, which we preprocessed with fMRIPrep LTS20.2.1 using option `--use-aroma`.\n",
    "Time series were extracted using the Schaefer 7 network atlas with 400 ROIs {cite:p}`schaefer_local-global_2017`.\n",
    "We applied the denoising strategies listed in the table below using fMRIPrep-generated confounds.\n",
    "Subjects with less than 80% of remaining volumes after scrubbing with a 0.5 mm threshold were excluded from all analysis.\n",
    "We also calculated the connectome from high-pass filtered time series as a comparison baseline.\n",
    "\n",
    "\n",
    "| strategy      | image                          | `high_pass` | `motion` | `wm_csf` | `global_signal` | `scrub` | `fd_thresh` | `compcor`     | `n_compcor` | `ica_aroma` | `demean` |\n",
    "|---------------|--------------------------------|-------------|----------|----------|-----------------|---------|-------------|---------------|-------------|-------------|----------|\n",
    "| baseline      | `desc-preproc_bold`            | `True`      | N/A      | N/A      | N/A             | N/A     | N/A         | N/A           | N/A         | N/A         | `True`   |\n",
    "| simple        | `desc-preproc_bold`            | `True`      | full     | basic    | N/A             | N/A     | N/A         | N/A           | N/A         | N/A         | `True`   |\n",
    "| simple+gsr    | `desc-preproc_bold`            | `True`      | full     | basic    | basic           | N/A     | N/A         | N/A           | N/A         | N/A         | `True`   |\n",
    "| scrubbing     | `desc-preproc_bold`            | `True`      | full     | full     | N/A             | 5       | 0.5         | N/A           | N/A         | N/A         | `True`   |\n",
    "| scrubbing+gsr | `desc-preproc_bold`            | `True`      | full     | full     | basic           | 5       | 0.5         | N/A           | N/A         | N/A         | `True`   |\n",
    "| compcor       | `desc-preproc_bold`            | `True`      | full     | N/A      | N/A             | N/A     | N/A         | anat_combined | all         | N/A         | `True`   |\n",
    "| compcor6      | `desc-preproc_bold`            | `True`      | full     | N/A      | N/A             | N/A     | N/A         | anat_combined | 6           | N/A         | `True`   |\n",
    "| aroma         | `desc-smoothAROMAnonaggr_bold` | `True`      | N/A      | basic    | N/A             | N/A     | N/A         | N/A           | N/A         | full        | `True`   |\n",
    "| aroma+gsr     | `desc-smoothAROMAnonaggr_bold` | `True`      | N/A      | basic    | basic           | N/A     | N/A         | N/A           | N/A         | full        | `True`   |\n",
    "\n",
    "We used three metrics {cite:p}`ciric_benchmarking_2017`, {cite:p}`parkes_evaluation_2018` to evaluate the denoising results:\n",
    "1. Quality control / functional connectivity (QCFC {cite:p}`power_recent_2015`): partial correlation between motion and connectivity with age and sex as covariates. We control for multiple comparisons with false positive rate correction.\n",
    "2. Distance-dependent effects of motion on connectivity {cite:p}`power_scrubbing_2012`: correlation between node-wise Euclidean distance and QC-FC.\n",
    "3. Network modularity {cite:p}`satterthwaite_impact_2012`: graph community detection based on Louvain method, implemented in the Brain Connectome Toolbox.\n",
    "\n",
    "### Results\n",
    "\n",
    "#### QC-FC and distance-dependent effect\n",
    "\n",
    "No denoise strategy removed the correlation with motion captured by mean framewise displacement.\n",
    "`aroma`, `compcor6`, and `simple` reduced the correlation between connectivity edges and mean framewise displacement.\n",
    "`scrubbing` and `scrubbing+gsr` performed the best, as seen in previous work {cite:p}`power_recent_2015`.\n",
    "`compcor`, which applies compcor-based regressors covering 50% of the variance, performs worse than the connectome baseline created with high-pass filtered time series.\n",
    "Surprisingly, all strategies with global signal regression underperform, contradicting the existing literature {cite:p}`ciric_benchmarking_2017` {cite:p}`parkes_evaluation_2018`.\n",
    "<!-- #endregion -->"
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\n",
      "text/plain": "<Figure size 1300x500 with 12 Axes>"
     },
     "metadata": {
      "scrapbook": {
       "mime_prefix": "application/papermill.record/",
       "name": "ohbm-qcfc-fig"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": "#| label: ohbm-qcfc-figcell\nfig = figures.plot_motion_resid(\n    dataset, fmriprep_version, path_root, atlas_name=atlas_name, dimension=dimension\n)\nglue(\"ohbm-qcfc-fig\", fig, display=False)"
  },
  {
   "cell_type": "markdown",
   "id": "9e39c883",
   "metadata": {},
   "source": "```{glue:figure} ohbm-qcfc-fig\n:figwidth: 800px\n:name: \"ohbm-qcfc-fig-notebook\"\n```\n\n#### Distance-dependent effects of motion on connectivity\n\nConsistent with the literature, `aroma` reduces the distance dependency of motion on connectivity."
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9243bbb6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-30T09:29:41.242121Z",
     "iopub.status.busy": "2026-09-30T09:29:41.241630Z",
     "iopub.status.idle": "2026-09-30T09:29:54.198213Z",
     "shell.execute_reply": "2026-09-30T09:29:54.198496Z"
    },
    "tags": [
     "hide-input",
     "remove-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<Figure size 700x500 with 11 Axes>"
     },
     "metadata": {
      "scrapbook": {
       "mime_prefix": "application/papermill.record/",
       "name": "ohbm-dist-fig"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": "#| label: ohbm-dist-figcell\nfig = figures.plot_distance_dependence(\n    dataset, fmriprep_version, path_root, atlas_name=atlas_name, dimension=dimension\n)\nglue(\"ohbm-dist-fig\", fig, display=False)"
  },
  {
   "cell_type": "markdown",
   "id": "e35362cc",
   "metadata": {},
   "source": "```{glue:figure} ohbm-dist-fig\n:figwidth: 800px\n:name: \"ohbm-dist-fig-notebook\"\n```\n\n#### Network modularity\n\nAll strategies increased the overall network modularity compared to the `baseline`, with scrubbing based methods performing the best out of all.\nGSR-based strategies improved the network modularity compared to their conunterparts.\nThe correlation between modularity quality and motion for each denoising approach shows that compcor-based and ICA-AROMA strategies are the best at eliminating correlations between motion and modularity."
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "33fb9e48",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-30T09:29:54.202823Z",
     "iopub.status.busy": "2026-09-30T09:29:54.202285Z",
     "iopub.status.idle": "2026-09-30T09:29:55.127492Z",
     "shell.execute_reply": "2026-09-30T09:29:55.127163Z"
    },
    "tags": [
     "hide-input",
     "remove-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<Figure size 1100x500 with 2 Axes>"
     },
     "metadata": {
      "scrapbook": {
       "mime_prefix": "application/papermill.record/",
       "name": "ohbm-network-fig"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": "#| label: ohbm-network-figcell\nfig = figures.plot_network_modularity(\n    dataset, fmriprep_version, path_root, atlas_name=atlas_name, dimension=dimension\n)\nglue(\"ohbm-network-fig\", fig, display=False)"
  },
  {
   "cell_type": "markdown",
   "id": "f6d8f67c",
   "metadata": {},
   "source": "```{glue:figure} ohbm-network-fig\n:figwidth: 800px\n:name: \"ohbm-network-fig-notebook\"\n```\n\n### Conclusions\n\nWe replicated previous findings demonstrating the usefulness of standard denoising strategies (compcor, aroma, etc.).\nHowever, results involving global signal regression methods systematically contradict the literature{cite:p}`ciric_benchmarking_2017` {cite:p}`parkes_evaluation_2018`.\nThis evaluation is implemented in a fully reproducible jupyter book framework, and it can be applied to evaluate denoising strategies for future fMRIPrep release.\nThis software may also be useful for researchers to select the most suitable strategy and produce denoising benchmarks for their own dataset."
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
