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https://github.com/MDverse/mdda
05 May 2026, 05:07:25 UTC
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Revision 2a34d2207b68372c91391a9afeb5c8750ad85dba authored by Pierre Poulain on 05 February 2023, 17:14:47 UTC, committed by Pierre Poulain on 05 February 2023, 17:14:47 UTC
Add new sankey graph with plotly
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Tip revision: 2a34d2207b68372c91391a9afeb5c8750ad85dba authored by Pierre Poulain on 05 February 2023, 17:14:47 UTC
Add new sankey graph with plotly
Tip revision: 2a34d22
search_MD_in_pubmed.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d6a404d9-ab10-4b76-83f8-0359e519db49",
   "metadata": {},
   "source": [
    "# Search for Molecular Dynamics publications in PubMed\n",
    "\n",
    "Results can be verified [here](https://pubmed.ncbi.nlm.nih.gov/?term=%22molecular+dynamics%22&filter=years.2000-2022&sort=date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "eb166a0e-2239-40ac-aebd-42722ea2cb50",
   "metadata": {},
   "outputs": [],
   "source": [
    "from Bio import Entrez\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb021859-98b5-4c89-8109-76040a3c874a",
   "metadata": {},
   "source": [
    "Initiate Entrez module with your own e-mail address."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "35ff6c48-e620-4990-81fa-ed8630969d25",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dummy e-mail address. Use your own.\n",
    "Entrez.email = \"bob@email.com\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f09dd42-1279-4fd8-bb2d-4c258eaad44c",
   "metadata": {},
   "source": [
    "Define function to query Pubmed per year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3c3a9b1a-b036-4f26-b3f1-7b59ce5535e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def query_pubmed(term=\"\", year_start=2000, year_end=2022):\n",
    "    years = []\n",
    "    paper_count = []\n",
    "    for year in range(year_start, year_end+1):\n",
    "        query = (f'(\"{term}\") AND '\n",
    "                 f'(\"{year}/01/01\"[Date - Publication] : \"{year}/12/31\"[Date - Publication])'\n",
    "                )\n",
    "        esearch_res = Entrez.read(Entrez.esearch(db=\"pubmed\", term=query))\n",
    "        years.append(year)\n",
    "        paper_count.append(int(esearch_res[\"Count\"]))\n",
    "    return years, paper_count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1af0dfb6-dadd-4def-b0d0-50af04724ee4",
   "metadata": {},
   "source": [
    "## Molecular dynamics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "59784436-9a67-410d-9fb5-779d82e27e1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Querying MD\n",
      "Querying MD + Gromacs\n",
      "Querying MD + AMBER\n",
      "Querying MD + CHARMM\n",
      "Querying MD + NAMD\n",
      "Querying MD + OpenMM\n",
      "Done\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>years</th>\n",
       "      <th>MD</th>\n",
       "      <th>Gromacs</th>\n",
       "      <th>AMBER</th>\n",
       "      <th>CHARMM</th>\n",
       "      <th>NAMD</th>\n",
       "      <th>OpenMM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000</td>\n",
       "      <td>578</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2001</td>\n",
       "      <td>685</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2002</td>\n",
       "      <td>843</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2003</td>\n",
       "      <td>899</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004</td>\n",
       "      <td>1428</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   years    MD  Gromacs  AMBER  CHARMM  NAMD  OpenMM\n",
       "0   2000   578        0     15       5     0       0\n",
       "1   2001   685        1     18       3     0       0\n",
       "2   2002   843        0     17      11     0       0\n",
       "3   2003   899        3     26      10     0       0\n",
       "4   2004  1428        5     25      18     1       0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Querying MD\")\n",
    "years, md = query_pubmed(term=\"'molecular dynamics'\", year_start=2000, year_end=2022)\n",
    "print(\"Querying MD + Gromacs\")\n",
    "years, gromacs = query_pubmed(term=\"'molecular dynamics' AND Gromacs\", year_start=2000, year_end=2022)\n",
    "print(\"Querying MD + AMBER\")\n",
    "years, amber = query_pubmed(term=\"'molecular dynamics' AND AMBER\", year_start=2000, year_end=2022)\n",
    "print(\"Querying MD + CHARMM\")\n",
    "years, charmm = query_pubmed(term=\"'molecular dynamics' AND CHARMM\", year_start=2000, year_end=2022)\n",
    "print(\"Querying MD + NAMD\")\n",
    "years, namd = query_pubmed(term=\"'molecular dynamics' AND NAMD\", year_start=2000, year_end=2022)\n",
    "print(\"Querying MD + OpenMM\")\n",
    "years, openmm = query_pubmed(term=\"'molecular dynamics' AND OpenMM\", year_start=2000, year_end=2022)\n",
    "print(\"Done\")\n",
    "df_md = pd.DataFrame({\"years\": years, \"MD\": md, \"Gromacs\": gromacs, \"AMBER\": amber, \"CHARMM\": charmm, \"NAMD\": namd, \"OpenMM\": openmm})\n",
    "df_md.to_csv(\"number_of_MD_papers_per_year.tsv\", sep=\"\\t\", index=False)\n",
    "df_md.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "73a08751-08fe-430d-9612-d7b195f76e16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({\"font.size\": 16})\n",
    "fig, ax = plt.subplots(figsize=(12,7))\n",
    "ax.bar(df_md[\"years\"], df_md[\"MD\"], color=\"C1\")\n",
    "ax.set_title(\"Number of MD publications per year\")\n",
    "ax.set_xlabel(\"Year\")\n",
    "ax.set_ylabel(\"Number of publications\")\n",
    "fig.savefig(\"fig/number_of_MD_papers_per_year.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f4906d67-e14c-422f-917b-229cce9fd807",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cumulative sum\n",
    "plt.rcParams.update({\"font.size\": 16})\n",
    "fig, ax = plt.subplots(figsize=(12,7))\n",
    "ax.bar(df_md[\"years\"], df_md[\"MD\"].cumsum(), color=\"C1\")\n",
    "ax.set_title(\"Number of MD publications per year\")\n",
    "ax.set_xlabel(\"Year\")\n",
    "ax.set_ylabel(\"Number of publications\")\n",
    "fig.savefig(\"fig/number_of_MD_papers_per_year_cumsum.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48021e2c-e99f-46e1-9766-ddb77ba8ce61",
   "metadata": {},
   "source": [
    "## Molecular dynamics + MD engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9f844a5d-6171-43c6-b6b4-9aaaa3c03c4b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({\"font.size\": 16})\n",
    "fig, ax = plt.subplots(figsize=(12,7))\n",
    "ax.plot(df_md[\"years\"], df_md[\"Gromacs\"], color=\"C1\", linewidth=3, label=\"Gromacs\")\n",
    "ax.plot(df_md[\"years\"], df_md[\"AMBER\"], color=\"C4\", linewidth=3, label=\"AMBER\")\n",
    "ax.plot(df_md[\"years\"], df_md[\"CHARMM\"], color=\"C5\", linewidth=3, label=\"CHARMM\")\n",
    "ax.plot(df_md[\"years\"], df_md[\"NAMD\"], color=\"C2\", linewidth=3, label=\"NAMD\")\n",
    "ax.plot(df_md[\"years\"], df_md[\"OpenMM\"], color=\"C3\", linewidth=3, label=\"OpenMM\")\n",
    "ax.set_title(\"Number of publications per year\")\n",
    "ax.set_xlabel(\"Years\")\n",
    "ax.set_ylabel(\"Number of publications\")\n",
    "fig.legend(loc=[0.1, 0.65])\n",
    "fig.savefig(\"fig/number_of_MD_papers_per_year_per_engine.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93d30968-8a24-4172-ac85-50c003341a21",
   "metadata": {},
   "source": [
    "There are some caveats with this approach:\n",
    "\n",
    "- `CHARMM` can be a MD engine, a forcefield or a tool to build initial topology (`CHARMM-gui`).\n",
    "- `AMBER` can be a MD engine and a forcefield (and a fossilized tree resin)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f10bd3b-e4b4-475d-8113-e4c514a12a58",
   "metadata": {},
   "source": [
    "## Watermark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f0879a65-cd39-4efd-b9d9-b13bdadc4ea0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The watermark extension is already loaded. To reload it, use:\n",
      "  %reload_ext watermark\n",
      "Python implementation: CPython\n",
      "Python version       : 3.9.15\n",
      "IPython version      : 8.6.0\n",
      "\n",
      "Compiler    : GCC 11.2.0\n",
      "OS          : Linux\n",
      "Release     : 5.15.0-58-generic\n",
      "Machine     : x86_64\n",
      "Processor   : x86_64\n",
      "CPU cores   : 8\n",
      "Architecture: 64bit\n",
      "\n",
      "\n",
      "jupyterlab: 3.5.2\n",
      "\n",
      "pandas    : 1.5.2\n",
      "Bio       : 1.80\n",
      "matplotlib: 3.5.3\n",
      "\n",
      "Watermark: 2.3.1\n",
      "\n",
      "conda environment: mdda\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark --python --machine\n",
    "print(\"\")\n",
    "# Versions for jupyterlab, imported packages and watermark itself\n",
    "%watermark --packages jupyterlab --iversions --watermark\n",
    "# Name of conda environment\n",
    "%watermark --conda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3692e4b1-1203-46a9-9d77-b407a5936234",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
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