Patient-specific medical devices and additive manufacturing processes for producing the same
Systems and processes for designing and generating personalized surgical implants and devices are described herein. In various embodiments, the process includes generating patient-specific implants with patient-specific surface(s) and/or textures designed for increased osseointegration and improved surgical outcomes. In various embodiments, the process includes extracting patient-specific data with one or more aspects of an anatomical feature, processing the one or more aspects of the anatomical feature to create a non-rigid shape reference, and generating a patient-specific implant or device.
1. A medical device production process comprising:
populating a database with:
a plurality of 2D image packages, each of the plurality of 2D image packages comprising a series of 2D image files of patient-specific anatomy;
a plurality of patient anatomical representations, each of the plurality of patient anatomical representations associated with at least one of the plurality of 2D image packages;
a plurality of patient-specific device files, each of the plurality of patient-specific device files associated with at least one of the plurality of patient anatomical representations;
receiving a particular 2D image package associated with a particular patient and including a series of 2D images files associated with an anatomical feature of the particular patient;
extracting one or more aspects of the anatomical feature of the particular patient from the particular 2D image package;
processing the one or more aspects of the anatomical feature via an artificial intelligence model to create a non-rigid shape reference based upon the plurality of patient anatomical representations and patient-specific device files; and
generating a digital representation of at least one patient-specific device based on the non-rigid shape reference of the anatomical feature of the particular patient and the database.
2. The process of claim 1 , wherein the patient-specific device comprises a patient-specific implant.
3. The process of claim 1 , wherein the patient-specific device comprises a patient-specific instrument.
4. The process of claim 1 , wherein:
the artificial intelligence model is a particular artificial intelligence model; and
generating the digital representation of the at least one patient-specific device is based on:
the 3D digital representation of the anatomical feature of the particular patient;
the plurality of patient-specific device files; and
processing the one or more aspects of the anatomical feature via a specific artificial intelligence model.
5. The process of claim 4 , wherein the specific artificial intelligence model outputs a patient-specific device file based on a compilation of the plurality of patient-specific device files.
6. The process of claim 5 , wherein generating the digital representation of the at least one patient-specific device comprises processing the one or more aspects of the anatomical feature, the 3D digital representation of the anatomical feature of the particular patient, and the plurality of patient-specific device files via the artificial intelligence model.
7. The process of claim 4 , wherein the specific artificial intelligence model is the particular artificial intelligence model.