Take inspiration from Monarch Text Annotator
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lubianat commented
The Monarch Initiative aims at integrating many different ontologies, so to organize biomedical knowledge and enable discovery & precision medicine.
They have a text annotator which already matches many terms in a free text to varied biological entities: https://monarchinitiative.org/tools/text-annotate
I would imagine that the code is available somewhere, even though I would not know exactly where.