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@huddlej
Created March 25, 2024 20:46
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Simple example of how to calculate coverage per position of a multiple sequence alignment
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"cell_type": "code",
"execution_count": null,
"id": "b2a632f3-1ff5-4338-89e7-1a82e6eb670e",
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"source": [
"import Bio.AlignIO\n",
"from matplotlib import pyplot as plt\n",
"import re"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "849e2e37-237d-4482-8923-30340ba464c6",
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"source": [
"alignment_path = \"builds/loes-2024/ha/aligned.fasta\""
]
},
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"id": "cba57488-148a-4906-ab36-d5e9c2c8e98c",
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"source": [
"alignment = Bio.AlignIO.read(alignment_path, \"fasta\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a0b247c1-b7a4-46f2-a42d-ce4291d4fb11",
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"source": [
"number_of_records = len(alignment)"
]
},
{
"cell_type": "code",
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"id": "ea9d777e-705d-4a5e-b9b2-f22c52b43ca0",
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"source": [
"coverages = []\n",
"for position in range(alignment.get_alignment_length()):\n",
" coverage = len(re.findall(r\"[ACGT]\", alignment[:, position]))\n",
" coverages.append(coverage)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f48189ff-1091-43ed-b9f4-c8ddd5eb1b7c",
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4), dpi=300)\n",
"ax.plot(\n",
" coverages,\n",
")\n",
"\n",
"ax.set_ylim(bottom=0)\n",
"\n",
"ax.set_xlabel(\"Alignment position\")\n",
"ax.set_ylabel(\"Number of records\")"
]
}
],
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"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
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