ACCELERATION OF MRI EXAMINATIONS
20230120273 · 2023-04-20
Inventors
Cpc classification
A61B5/004
HUMAN NECESSITIES
A61B5/055
HUMAN NECESSITIES
International classification
A61B5/055
HUMAN NECESSITIES
Abstract
The disclosure relates to the acceleration of MRI examinations, particularly during the detection and differential diagnosis of focal liver lesions by way of dynamic contrast-enhanced magnetic resonance imaging (MRI). The disclosure also relates to a method, a system and a computer program product for generating MRI images, particularly of the liver.
Claims
1. A computer-implemented method comprising: receiving a first MRI image of an examination object, wherein the first MRI image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first MRI image at the first time point as a consequence of the administration of the first contrast agent, receiving a second MRI image of the same examination object, wherein the second MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent, and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, generating a first MRI picture from the first MRI image and the second MRI image, wherein the first MRI picture shows the same liver or the same part of the liver at the second time point, wherein the contrast between healthy liver cells and blood vessels is increased in the first MRI picture compared to the second MRI image, and displaying and/or outputting the first MRI picture and/or storing the first MRI picture in a data storage medium and/or outputting the first MRI picture to a printer.
2. The method of claim 1, wherein the first MRI picture shows the same liver or the same part of the liver after the administration of the second contrast agent, wherein the contrast enhancement of healthy liver cells caused by the first contrast agent has been eliminated.
3. The method of claim 1, further comprising: receiving the first MRI image of the examination object, wherein the first MRI image shows the liver or the part of a liver of the examination object during a first hepatobiliary phase at the first time point after the administration of the first contrast agent, receiving the second MRI image of the same examination object, wherein the second MRI image shows the same liver or the same part of the liver during a second arterial phase at the second time point after the administration of the second contrast agent, optionally receiving a third MRI image of the same examination object, wherein the third MRI image shows the same liver or the same part of the liver during a second portal venous phase at a third time point after the administration of the second contrast agent, optionally receiving a fourth MRI image of the same examination object, wherein the fourth MRI image shows the same liver or the same part of the liver during a second late phase at a fourth time point after the administration of the second contrast agent, generating MRI pictures from the received MRI images, wherein the first MRI picture is calculated by subtraction of the first MRI image from the second MRI image, wherein optionally a second MRI picture is calculated by subtraction of the first MRI image from the third MRI image, wherein optionally a third MRI picture is calculated by subtraction of the first MRI image from the third MRI image, and displaying and/or outputting one or more of the generated MRI pictures and/or storing one or more of the generated MRI pictures in the data storage medium and/or outputting one or more of the generated MRI pictures to a printer.
4. The method of claim 1, further comprising: feeding the first MRI image and the second MRI image to an artificial neural network, wherein the artificial neural network has been trained in a supervised learning process to generate third reference MRI images from first reference MRI images and second reference MRI images, wherein each first reference MRI image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first reference MRI image at the first time point as a consequence of the administration of the first contrast agent, wherein each second reference MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, and wherein each third reference MRI image shows the same liver or the same part of the liver at the second time point after the administration of the second contrast agent, wherein only blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, wherein healthy liver cells are not depicted with contrast enhancement.
5. The method of claim 1, wherein the first contrast agent is a hepatobiliary contrast agent, preferably a substance or a substance mixture having gadoxetic acid or a salt of gadoxetic acid as contrast-enhancing active substance, and the second contrast agent is either the same contrast agent as the first contrast agent or an extracellular contrast agent, preferably a substance or a substance mixture having gadobutrol, gadoteridol, gadoteric acid, gadopentetic acid or gadodiamide as contrast-enhancing active substance.
6. A system comprising: a receiving unit, a control and calculation unit and an output unit, wherein the control and calculation unit is configured to prompt the receiving unit to receive a first MRI image of an examination object, wherein the first Mill image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first MRI image at the first time point as a consequence of the administration of the first contrast agent, wherein the control and calculation unit is configured to prompt the receiving unit to receive a second Mill image of an examination object, wherein the second MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent, and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, wherein the control and calculation unit is configured to generate a first MRI picture from the first MRI image and the second MRI image, wherein the first MRI picture shows the same liver or the same part of the liver at the second time point, wherein the contrast between healthy liver cells and blood vessels is increased in the first MRI picture compared to the second MRI image, and wherein the control and calculation unit is configured to prompt the output unit to display the first MRI picture, to output it to a printer or to store it in a data storage medium.
7. The computer system of claim 6, wherein the control and calculation unit is configured to prompt the receiving unit to receive a first MRI image, a second MRI image, a third MRI image and a fourth MRI image, wherein the first MRI image shows the liver or the part of the liver of the examination object during a first hepatobiliary phase at the first time point after the administration of the first contrast agent, wherein the second MRI image shows the same liver or the same part of the liver during a second arterial phase at the second time point after the administration of the second contrast agent, wherein the third MRI image shows the same liver or the same part of the liver during a second portal venous phase at a third time point after the administration of the second contrast agent, wherein the fourth MRI image shows the same liver or the same part of the liver during a second late phase at a fourth time point after the administration of the second contrast agent, wherein the control and calculation unit is configured to generate MRI pictures from the received MRI images, wherein a first generated MRI picture is calculated by subtraction of the first MRI image from the second MRI image, wherein a second generated MRI picture is calculated by subtraction of the first MRI image from the third MRI image, wherein a third generated MRI picture is calculated by subtraction of the first MRI image from the third MRI image, and wherein the control and calculation unit is configured to prompt the output unit to display one or more of the generated MRI pictures and/or to output them to a printer and/or to store them in the data storage medium.
8. A computer program product comprising a computer program which can be loaded into a memory of a computer system, where it prompts the computer system to execute the following: receiving a first MRI image of an examination object, wherein the first MRI image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first MRI image at the first time point as a consequence of the administration of the first contrast agent, receiving a second MRI image, wherein the second MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent, and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, generating a first MRI picture from the first MRI image and the second MRI image, wherein the first MRI picture shows the same liver or the same part of the liver at the second time point, wherein the contrast between healthy liver cells and blood vessels is increased in the first MRI picture compared to the second MRI image, and displaying the first MRI picture and/or storing the first MRI picture in a data storage medium and/or outputting the first MRI picture to a printer.
9. The computer program product of claim 8, further comprising: receiving the first MRI image of the examination object, wherein the first MRI image shows the liver or the part of the liver of the examination object during a first hepatobiliary phase at the first time point after the administration of the first contrast agent, receiving the second MRI image, wherein the second MRI image shows the same liver or the same part of the liver during a second arterial phase at the second time point after the administration of the second contrast agent, receiving a third MRI image, wherein the third MRI image shows the same liver or the same part of the liver during a second portal venous phase at a third time point after the administration of the second contrast agent, receiving a fourth MRI image, wherein the fourth MRI image shows the same liver or the same part of the liver during a second late phase at a fourth time point after the administration of the second contrast agent, generating MRI pictures from the received MRI images, wherein the first generated MRI picture is calculated by subtraction of the first MRI image from the second MRI image, wherein a second generated MRI picture is calculated by subtraction of the first MRI image from the third MRI image, wherein a third generated MRI picture is calculated by subtraction of the first MRI image from the third MRI image, and displaying one or more of the generated MRI pictures and/or storing one or more of the generated MRI pictures in the data storage medium and/or outputting one or more of the generated MRI pictures to a printer.
10. The computer program product of claim 9, further comprising feeding the first MRI image and the second MRI image to an artificial neural network, wherein the artificial neural network has been trained in a supervised learning process to generate third reference MRI images from first reference MRI images and second reference MRI images, wherein each first reference MRI image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first reference MRI image at the first time point as a consequence of the administration of the first contrast agent, wherein each second reference MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, and wherein each third reference MRI image shows the same liver or the same part of the liver at the second time point after the administration of the second contrast agent, wherein only blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, wherein healthy liver cells are not depicted with contrast enhancement.
11. Use of a first and a second contrast agent in an MRI method, wherein the MRI method comprises: administering the first contrast agent, receiving a first MRI image, wherein the first MRI image shows a liver or part of a liver at a first time point after the administration of the first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first MRI image at the first time point as a consequence of the administration of the first contrast agent, administering the second contrast agent at a second time point after the first MRI image is received, receiving a second MRI image, wherein the second MRI image shows the same liver or the same part of the liver at a second time point after the administration of the second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent, and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent, generating a first MRI picture from the first MRI image and the second MRI image, wherein the first MRI picture shows the same liver or the same part of the liver at the second time point, wherein the contrast between healthy liver cells and blood vessels is increased in the first Mill picture compared to the second MRI image, and displaying one or more of the generated MRI pictures and/or storing one or more of the generated MRI pictures in a data storage medium and/or outputting one or more of the generated MRI pictures to a printer.
12. The use of the first and second contrast agent of claim 11, wherein the first MRI image shows the liver or the part of the liver of the examination object during a first hepatobiliary phase at the first time point after the administration of the first contrast agent, wherein the second MRI image shows the same liver or the same part of the liver during a second arterial phase at the second time point after the administration of the second contrast agent, further comprising: receiving a third MRI image, wherein the third MRI image shows the same liver or the same part of the liver during a second portal venous phase at a third time point after the administration of the second contrast agent, receiving a fourth MRI image, wherein the fourth MRI image shows the same liver or the same part of the liver during a second late phase at a fourth time point after the administration of the second contrast agent, generating MRI pictures from the received MRI images, wherein the first MRI picture is calculated by subtraction of the first MRI image from the second MRI image, wherein a second MRI picture is calculated by subtraction of the first MRI image from the third MRI image, wherein a third MRI picture is calculated by subtraction of the first MRI image from the third MRI image, and displaying one or more of the generated MRI pictures and/or storing one or more of the generated MRI pictures in the data storage medium and/or outputting one or more of the generated MRI pictures to a printer.
13. (canceled)
14. The use of the first and second contrast agent of claim 11, wherein the first contrast agent is a hepatobiliary contrast agent, preferably a substance or a substance mixture having gadoxetic acid or a salt of gadoxetic acid as contrast-enhancing active substance, and the second contrast agent is either the same contrast agent as the first contrast agent or an extracellular contrast agent, preferably a substance or a substance mixture having gadobutrol, gadoteridol, gadoteric acid, gadopentetic acid or gadodiamide as contrast-enhancing active substance.
15. A kit comprising one or more contrast agents according to claim 11 and a computer program product according to claim 8.
16. The use of the first and second contrast agent of claim 12, wherein the first contrast agent is a hepatobiliary contrast agent, preferably a substance or a substance mixture having gadoxetic acid or a salt of gadoxetic acid as contrast-enhancing active substance, and the second contrast agent is either the same contrast agent as the first contrast agent or an extracellular contrast agent, preferably a substance or a substance mixture having gadobutrol, gadoteridol, gadoteric acid, gadopentetic acid or gadodiamide as contrast-enhancing active substance.
Description
[0210] The disclosure is elucidated in detail hereinbelow with reference to figures, without any intention to restrict the disclosure to the features or combinations of features shown in the figures.
[0211] In the figures:
[0212]
[0213] According to the disclosure, contrast agent is administered in the form of two boluses. A first bolus containing a first contrast agent is administered at time point TP0, and a second bolus containing a second contrast agent is administered at a time point after time point TP3, preferably after time point TP4, even more preferably after time point TP5. A first MRI image is preferably generated after time point TP4, even more preferably after time point TP5. After the administration of the second contrast agent, at least the arterial phase and the portal venous phase are passed through a second time. These phases are characterized by an analogous concentration profile of contrast agent in the arteries and the liver veins, i.e. the time points TP1 (maximum contrast enhancement of the arteries), TP2 (equal contrast enhancement of arteries and veins) and TP3 (maximum contrast enhancement of the veins) occur a second time; they can be referred to as time points TP1′, TP2′ and TP3′. Preferably, a second MRI image and possibly a third MRI image and possibly further MRI images are generated within a time span between the time point of administration of the second contrast agent and time point TP3′.
[0214]
[0215]
[0216] The control and calculation unit (12) is configured to prompt the receiving unit (11) to receive a first MRI image of an examination object, wherein the first MRI image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first MRI image at the first time point as a consequence of the administration of the first contrast agent.
[0217] The control and calculation unit (12) is further configured to prompt the receiving unit (11) to receive a second MRI image of an examination object, wherein the second MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent, and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent.
[0218] The control and calculation unit (12) is further configured to generate a first MRI picture from the first MRI image and the second MRI image, wherein the first MRI picture shows the same liver or the same part of the liver at the second time point, wherein the contrast between healthy liver cells and blood vessels is increased in the first MRI picture compared to the second MRI image.
[0219] The control and calculation unit (12) is further configured to prompt the output unit (13) to display the first MRI picture, to output it or to store it in a data storage medium.
[0220]
[0221] (110) receiving a first MRI image of an examination object, wherein the first MRI image shows a liver or part of a liver of the examination object at a first time point after an administration of a first contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the first MRI image at the first time point as a consequence of the administration of the first contrast agent,
[0222] (120) receiving a second MRI image of the same examination object, wherein the second MRI image shows the same liver or the same part of the liver at a second time point after an administration of a second contrast agent, wherein healthy liver cells are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the first contrast agent, and wherein blood vessels are depicted with contrast enhancement in the second MRI image at the second time point as a consequence of the administration of the second contrast agent,
[0223] (130) generating a first MRI picture from the first MRI image and the second MRI image, wherein the first MRI picture shows the same liver or the same part of the liver at the second time point, wherein the contrast between healthy liver cells and blood vessels is increased in the first MRI picture compared to the second MRI image,
[0224] (140) displaying and/or outputting the first MRI picture and/or storing the first MRI picture in a data storage medium.
[0225]
[0226]
[0227] According to the disclosure, a first MRI image is generated at a first time point during the hepatobiliary phase. This can, for example, be the image shown in
[0228]
[0229] To increase this contrast, MRI pictures are generated for one or more of the images shown in
[0230]
[0231]
[0232] (210) receiving a first MRI image of an examination object, wherein the first MRI image shows a liver or part of a liver of the examination object during a first hepatobiliary phase at a first time point after an administration of a first contrast agent,
[0233] (220) receiving a second MRI image of the same examination object, wherein the second MRI image shows the same liver or the same part of the liver during a second arterial phase at a second time point after an administration of a second contrast agent,
[0234] (230) receiving a third MRI image of the same examination object, wherein the third MRI image shows the same liver or the same part of the liver during a second portal venous phase at a third time point after the administration of the second contrast agent,
[0235] (240) receiving a fourth MRI image of the same examination object, wherein the fourth MRI image shows the same liver or the same part of the liver during a second late phase at a fourth time point after the administration of the second contrast agent,
[0236] (250) generating MRI pictures from the received MRI images, wherein a first MRI picture is calculated by subtraction of the first MRI image from the second MRI image, wherein a second MRI picture is calculated by subtraction of the first MRI image from the third MRI image, wherein a third MRI picture is calculated by subtraction of the first MRI image from the third MRI image,
[0237] (260) displaying and/or outputting one or more of the generated MRI pictures and/or storing one or more of the generated MRI pictures in a data storage medium.