tutorial/tara.ipynb

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    "## A quick tour through `nanotext`\n",
    "\n",
    "We have our favourite pet, some isolate of the order _Gemmatimonadales_. We want to find genomes, whose genome \"content\" -- defined as the sequence of protein domains -- is similar to the clone we isolated. So let's load all genomes in the GTDB database of phylum _Gemmatimonadota_, just to capture a bit of context, too.\n",
    "\n",
    "But before we start, you need to download some data for us to play with. Head over to the [project page](https://osf.io/pjf7m/) and download and unpack the following files in some target directory:\n",
    "\n",
    "- `metadata_GTDB_r89.db` (the GTDB taxonomy database)\n",
    "- `models.zip` (pretrained nanotext models)\n",
    "- `tara.zip` (protein domain annotations for MAGs from the Tara Oceans dataset)\n",
    "\n",
    "Now place the notebook in the same directory and start a console. Good, thank you. Let's start:\n",
    "\n",
    "```bash\n",
    "# get data\n",
    "osf -p pjf7m fetch models.zip && unzip models.zip\n",
    "osf -p pjf7m fetch tara.zip && unzip tara.zip\n",
    "osf -p pjf7m fetch metadata_GTDB_r89.db\n",
    "\n",
    "# start tutorial\n",
    "jupyter notebook tara.ipynb\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "import os\n",
    "\n",
    "import altair as alt\n",
    "from altair import Color, Scale\n",
    "alt.renderers.enable('notebook')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.manifold import TSNE\n",
    "from tqdm import tqdm\n",
    "import umap\n",
    "\n",
    "from nanotext.classes import GenomeModel\n",
    "from nanotext.io import dbopen\n",
    "from nanotext.utils import get_taxa_from_names, get_names_from_taxon, cosine"
   ]
  },
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   "metadata": {},
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   "source": [
    "db = 'metadata_GTDB_r89.db'\n",
    "\n",
    "# We adopt the GTDB notation of \"<first-letter-of-rank>__<name>\" to specify taxa.\n",
    "gemmas = get_names_from_taxon(db, 'p__Gemmatimonadota')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We identify 113 genome records in the GTDB metadata, some of which will not have made it into the final r89 taxonomy because their quality was too low. Next, we load our model.\n",
    "\n",
    "`nanotext` is trained on protein domains on genomes, and we provide three models where each model weights domain occurence differently: \"core\" focuses on frequent domains and is most in line with the original _Word2Vec_ algorithm settings. The \"accessory\" model focuses on rare domains, and will be much more able to distinguish subtle differences between two isolates. This comes at the cost of greater sensitivity towards genome incompleteness -- if one of those rare domains is missing, the prediction will be more inaccurate than with the \"core\" model. _If in doubt, ensemble._ Our \"ensemble\" model averages over 3 models: \"core\", \"accessory\" and one which treats each domain with equal weight.\n",
    "\n",
    "We have found \"core\" to work well when inferring MAGs which might be incomplete, and \"ensemble\" to capture the relations in a collection (such as the GTDB) best."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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     "output_type": "stream",
     "text": [
      "Subtracting mean from model(s) ...\n",
      "Indexing model(s) ...\n",
      "l2 norm will be applied to vectors\n"
     ]
    }
   ],
   "source": [
    "fp_models = 'models'\n",
    "model = GenomeModel(fp_models, mode='core', norm='l2')"
   ]
  },
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   ],
   "source": [
    "cosine(model['GCA_003529605.1'], model['GCA_002433265.1'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now infer genome vectors for each MAG in the _Delmont et al._ collection. For this we need the Pfam annotations generated either by `hmmer` or its popular wrapper `pfam_scan.pl` (you can find the corresponding workflow in the GitHub repo). Inferring all 957 genomes will take a couple of minutes, so now is a good time to grab some coffee."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 957/957 [16:09<00:00,  1.23it/s]\n"
     ]
    }
   ],
   "source": [
    "fp = 'tara/*'\n",
    "files = glob(fp)\n",
    "\n",
    "inference = {}\n",
    "\n",
    "for i in tqdm(files):\n",
    "    name = os.path.basename(i).strip('_pfam.tsv')\n",
    "    v = model.infer(i, fmt='pfamscan', steps=1000)\n",
    "    inference[name] = v"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we are interested in all _Gemmatimonadota_, we now identify those vectors whose nearest neighbor is from this phylum and has a specified minimum distance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The following putative Gemmatimonadota were identified:\n",
      "TARA_RED_MAG_00040\n",
      "TARA_ANE_MAG_00005\n",
      "TARA_RED_MAG_00065\n",
      "TARA_RED_MAG_00069\n",
      "TARA_ION_MAG_00042\n"
     ]
    }
   ],
   "source": [
    "assert len(inference.keys()) == 957  # sanity check\n",
    "\n",
    "putative_gemmas = set()\n",
    "mincos = 0.7  # threshold for minimum cosine similarity for kNN search\n",
    "topn = 1\n",
    "\n",
    "for name, v in inference.items():\n",
    "    for hit, cos in model.search(v, topn, mincos):\n",
    "        if hit in gemmas:\n",
    "            putative_gemmas.update([name])\n",
    "\n",
    "non_gemmas = [i for i in inference.keys() if i not in putative_gemmas]\n",
    "print('The following putative Gemmatimonadota were identified:')\n",
    "for i in putative_gemmas: print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now project all the inferred Tara genome vectors together with those from the GTDB of phylum _Gemmatimonadota_ into 2 dimensions using t-SNE (for larger sets of genomes, [`UMAP`](https://github.com/lmcinnes/umap) is a great alternative). We then mark the genomes which we identified as canditates, and make the visualisation interactive for you to explore. For comparison, we include the (precomputed) MinHash estimate of [`sourmash`](https://github.com/dib-lab/sourmash), i.e. the nearest neighbor search using not functional but nucleotide distance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "49 records not found\n"
     ]
    }
   ],
   "source": [
    "# emb .. embedding, i.e. a dict to lookup vectors\n",
    "emb_putative = {k: v.squeeze() for k, v in inference.items() if k in putative_gemmas}\n",
    "emb_non = {k: v.squeeze() for k, v in inference.items() if k in non_gemmas}\n",
    "emb_gemmas = model.subset(gemmas) \n",
    "emb_gemmas = {k: v.squeeze() for k, v in emb_gemmas.items()}\n",
    "\n",
    "d = {**emb_gemmas, **emb_putative, **emb_non}\n",
    "m = np.array(list(d.values()), dtype='float32')\n",
    "\n",
    "df1 = get_taxa_from_names(db, emb_gemmas.keys())\n",
    "l = []\n",
    "for k, v in emb_putative.items():\n",
    "    l.append([k] + 7*['putative (nanotext)'])\n",
    "\n",
    "for k, v in emb_non.items():\n",
    "    l.append([k] + 7*['negative'])\n",
    "df2 = pd.DataFrame.from_records(l)\n",
    "df2.columns = df1.columns\n",
    "df = pd.concat([df1, df2])\n",
    "\n",
    "c1, c2 = zip(*TSNE(n_components=2).fit_transform(m))\n",
    "df['c1'] = c1\n",
    "df['c2'] = c2\n",
    "\n",
    "\n",
    "# sourmash nearest neighbor\n",
    "nn = {\n",
    "    'TARA_ANE_MAG_00005': ('GCA_002339385.1', 0.8571),\n",
    "    'TARA_RED_MAG_00040': ('GCA_002348465.1', 0.7626),\n",
    "    'TARA_ION_MAG_00042': ('GCA_002348465.1', 0.5340),\n",
    "    'TARA_RED_MAG_00065': ('GCA_002724575.1', 0.3684),\n",
    "    'TARA_RED_MAG_00069': ('GCA_002377615.1', 0.4721),\n",
    "}\n",
    "\n",
    "df.set_index('name', inplace=True)\n",
    "df['name'] = df.index  # this column is needed for plotting later\n",
    "for k, v in nn.items():\n",
    "    name, _ = v\n",
    "    for rank in 'domain phylum class order family genus species'.split():\n",
    "        df.at[name, rank] = 'putative (MinHash)'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`nanotext` provides a couple of convenience functions to for example query the taxonomy of any model vector (derived from the GTDB)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>domain</th>\n",
       "      <th>phylum</th>\n",
       "      <th>class</th>\n",
       "      <th>order</th>\n",
       "      <th>family</th>\n",
       "      <th>genus</th>\n",
       "      <th>species</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GCA_002339385.1</td>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Gemmatimonadota</td>\n",
       "      <td>Gemmatimonadetes</td>\n",
       "      <td>SG8-23</td>\n",
       "      <td>UBA6960</td>\n",
       "      <td>UBA2589</td>\n",
       "      <td></td>\n",
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      "text/plain": [
       "              name    domain           phylum             class   order  \\\n",
       "0  GCA_002339385.1  Bacteria  Gemmatimonadota  Gemmatimonadetes  SG8-23   \n",
       "\n",
       "    family    genus species  \n",
       "0  UBA6960  UBA2589          "
      ]
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   ],
   "source": [
    "get_taxa_from_names(db, ['GCA_002339385.1'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can explore the visualisation by zooming in and out; on hovering over a point, it's ID is displayed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x109ada438>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#568f0e17-51bf-4748-98a2-5de90b7b0d1f"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#568f0e17-51bf-4748-98a2-5de90b7b0d1f"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alt.data_transformers.enable('default', max_rows=None)\n",
    "\n",
    "cols = Color('phylum:N', scale=alt.Scale(scheme='tableau20'))\n",
    "# change \"phylum\" to any other rank to have taxonomy coloured, too\n",
    "\n",
    "pointer = alt.selection_single(on='mouseover', empty='none')\n",
    "base = alt.Chart(width=500, height=400).encode(x='c1:Q', y='c2:Q')\n",
    "\n",
    "chart = alt.layer(\n",
    "    base.mark_circle().properties(selection=pointer).encode(color=cols),\n",
    "    base.mark_text(dx=8, dy=3, align='left').encode(text=alt.condition(pointer, 'name', alt.value(''))),\n",
    "    data=df,\n",
    ").configure_axis(\n",
    "    grid=False\n",
    ").configure_view(\n",
    "    strokeOpacity=0\n",
    ")\n",
    "\n",
    "chart.interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And that's it. Any suggestions are welcome, and if your use case is not covered by the current `nanotext` implementation, tell us so on the GitHub issue tracker."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}