Medical information processing system and medical information processing apparatus
A medical information processing system according to an embodiment includes processing circuitry. The processing circuitry is configured to identify the position of a tissue from first medical image data represented by an image of a target site acquired before the tissue in the target site was collected and to obtain an image feature value of the tissue. The processing circuitry is configured to obtain an examination result of a pathological examination performed on the tissue. The processing circuitry is configured to bring the image feature value of the tissue into association with the examination result of the pathological examination.
1. A medical information processing system comprising:
processing circuitry configured to
identify a position of a tissue in first medical image data represented by an image of a target site acquired before the tissue in the target site was collected;
calculate an image feature value of the tissue using pixel values of a plurality of pixels corresponding to the tissue in the first medical image data;
obtain an examination result of a pathological examination performed on the tissue; and
bring the image feature value of the tissue into association with the examination result of the pathological examination.
2. The medical information processing system according to claim 1 , wherein the processing circuitry is configured to compare the first medical image data with second medical image data represented by an image of the target site acquired after the tissue was collected and identify the plurality of pixels corresponding to the tissue in the first medical image data based on a change between the first medical image data and the second medical image data.
3. The medical information processing system according to claim 2 , wherein the processing circuitry is configured to identify the plurality of pixels corresponding to the tissue in the first medical image data by performing a subtraction between the first medical image data and the second medical image data.
4. The medical information processing system according to claim 3 , wherein the processing circuitry is configured to perform the subtraction between the first medical image data and the second medical image data after performing a non-linear position alignment between the first medical image data and the second medical image data.
5. The medical information processing system according to claim 3 , wherein the processing circuitry is configured to identify the plurality of pixels corresponding to the tissue in the first medical image data by performing a non-linear position alignment between a first region including the position of the tissue within the first medical image data and a second region including the position of the tissue within the second medical image data and further performing the subtraction between the first region and the second region.
6. The medical information processing system according to claim 3 , wherein the processing circuitry is configured to determine such a position where a value after the subtraction exceeds a predetermined threshold value as the position of the tissue and calculate the image feature value of the tissue using pixel values of the plurality of pixels corresponding to the position of the tissue.
7. The medical information processing system according to claim 3 , wherein
the processing circuitry is configured to calculate the image feature value of the tissue on the basis of the subtraction between the first medical image data and the second medical image data with respect to each of mutually-different image types, and
the processing circuitry is further configured to bring the image feature values of the tissue with respect to the various image types into association with the examination result of the pathological examination.
8. The medical information processing system according to claim 3 , wherein
by performing a position alignment between the first medical image data and third medical image data that is of an image type different from that of the first medical image data and the second medical image data and is represented by an image of the target site acquired before the tissue was collected, the processing circuitry is configured to identify the position of the tissue in the third medical image data and calculate an image feature value of the position of the tissue using pixel values of a plurality of pixels corresponding to the tissue in the third medical image data, and
the processing circuitry is further configured to bring the image feature value of the position of the tissue in the third medical image data into association with the examination result of the pathological examination.
9. The medical information processing system according to claim 3 , wherein
the processing circuitry is configured to
obtain an examination result related to expression of a molecular marker at the tissue, and
bring the image feature value of the tissue into association with the examination result related to the expression of the molecular marker at the tissue.
10. The medical information processing system according to claim 3 , wherein
the first medical image data and the second medical image data are represented by Positron Emission Tomography (PET) images, and
the processing circuitry is configured to
obtain the image feature value based on dynamics of a tracer at the tissue, on a basis of the difference information between the first medical image data and the second medical image data, and
bring the image feature value based on the dynamics of the tracer at the tissue into association with the examination result of the pathological examination.
11. The medical information processing system according to claim 1 , wherein the processing circuitry is further configured to predict an examination result of the pathological examination performed on a site different from the target site, on a basis of relevance information in which the image feature value of the tissue is kept in association with the examination result of the pathological examination.
12. A medical information processing apparatus comprising:
processing circuitry configured to
identify a position of a tissue in first medical image data represented by an image of a target site acquired before the tissue in the target site was collected;
calculate an image feature value of the tissue using pixel values of a plurality of pixels corresponding to the tissue in the first medical image data;
obtain an examination result of a pathological examination performed on the tissue; and
bring the image feature value of the tissue into association with the examination result of the pathological examination.
13. A medical information processing system comprising:
processing circuitry configured to
calculate an image feature value of a target tissue using pixel values of a plurality of pixels corresponding to the target tissue included in medical image data;
predict an examination result of a pathological examination performed on the target tissue from the image feature value of the target tissue, on a basis of relevance information in which image feature values of tissues are kept in association with examination results of pathological examinations performed on the tissues; and
exercise control so as to output a result of the prediction made on the target tissue.