A team of researchers from the UPNA/NUP-Public University of Navarre has
developed new superresolution and segmentation methods for magnetic
resonance images so that they can be applied to the structural study of psychosis.
The aim is to be able to identify the differences that are produced in
specific parts of the brain in psychotic patients with respect to their
healthy relatives or other people.
The project, run in coordination with doctors in the Psychiatry and Radiology Service of the Complejo Hospitalario of Navarre, is based on the study of medical images obtained by means of magnetic resonance and has already begun to yield results: "We have seen that in individuals who have suffered a first psychotic episode, the area of the brain of the subcortical ganglia displays certain differences in size with respect to that in healthy individuals," explained the researcher Beatriz del Cerro.To a certain extent this contradicts what the psychiatric scientific literature used to say. So we argued that antipsychotic pharmacological treatment might be a determining factor in these discrepancies, since our patients were evaluated during the first weeks of treatment using medication while the studies in the literature provided data on patients who had been on treatment for a long time."
Today, the delimitation of certain structures of the brain or areas of interest in magnetic resonance imaging is often done manually. From the medical point of view, the promoters of the project consider that it would be desirable to have automatic methods that would increase the quality of the images and calculate the desired sizes in the image analysis.
Comparing psychotic patients with their siblings
In parallel with this project, the researchers attached to the Psychiatry and Radiology service of the Complejo Hospitalario of Navarre are doing a study entitled "Motor alterations in patients with recent psychosis onset and their healthy siblings and controls in Navarre" (Alteracionesmotoras en paciente con psicosis de inicioreciente y sus hermanossanos y controles en Navarra). This research focuses on the clinical aspects of the patients who will have the above-mentioned new methods of superresolution and segmentation inmagnetic resonance imaging applied to them.
The sample in the study comprises people who have had a first psychotic episode, people related to them and a third group without any kinship with the former but who do coincide in parameters like sex, age and educational attainment.They all underwent cerebral magnetic resonance imaging.
Once the magnetic resonance images reach the UPNA, the researchers have two main tasks ahead of them.Firstly, they use mathematical superresolution techniques to reconstruct and enhance the quality of the images acquired by the medical equipment.Secondly, they segment each image by applying artificial intelligence techniques; in other words, they divide it into various parts (groups of pixels with common features) in order to simplify it or to swap its representation for another one that is easier to analyse."To do this, we used commercial software that already exists but we have improved the algorithms and adapted them to our purposes," explained AranzazuJurio.The idea is that although there are various methods of segmentation, the one that best adapts to each type of image has to be determined and then modifications have to be made to adjust it properly to each specific case."In this phase they also have the expertise provided by the doctors.
To validate and determine the quality of this segmentation they have compared the results with other more used segmentation methods and with the manual segmentation done by the doctors."We have been able to see that our new method, based on grouping functions, obtains the best results in all the images in the experiment," they pointed out.
The clinical trial is the third main activity in the project and is handled by the medical team.With the results obtained from the images they will be studying the cerebral size differences in the areas of interest (frontal lobes, the hippocampus and the amygdala as well as the subcortical nuclei) and will be determining the existence or otherwise of significant structural differences among the three groups of people being examined.
The project, run in coordination with doctors in the Psychiatry and Radiology Service of the Complejo Hospitalario of Navarre, is based on the study of medical images obtained by means of magnetic resonance and has already begun to yield results: "We have seen that in individuals who have suffered a first psychotic episode, the area of the brain of the subcortical ganglia displays certain differences in size with respect to that in healthy individuals," explained the researcher Beatriz del Cerro.To a certain extent this contradicts what the psychiatric scientific literature used to say. So we argued that antipsychotic pharmacological treatment might be a determining factor in these discrepancies, since our patients were evaluated during the first weeks of treatment using medication while the studies in the literature provided data on patients who had been on treatment for a long time."
Today, the delimitation of certain structures of the brain or areas of interest in magnetic resonance imaging is often done manually. From the medical point of view, the promoters of the project consider that it would be desirable to have automatic methods that would increase the quality of the images and calculate the desired sizes in the image analysis.
Comparing psychotic patients with their siblings
In parallel with this project, the researchers attached to the Psychiatry and Radiology service of the Complejo Hospitalario of Navarre are doing a study entitled "Motor alterations in patients with recent psychosis onset and their healthy siblings and controls in Navarre" (Alteracionesmotoras en paciente con psicosis de inicioreciente y sus hermanossanos y controles en Navarra). This research focuses on the clinical aspects of the patients who will have the above-mentioned new methods of superresolution and segmentation inmagnetic resonance imaging applied to them.
The sample in the study comprises people who have had a first psychotic episode, people related to them and a third group without any kinship with the former but who do coincide in parameters like sex, age and educational attainment.They all underwent cerebral magnetic resonance imaging.
Once the magnetic resonance images reach the UPNA, the researchers have two main tasks ahead of them.Firstly, they use mathematical superresolution techniques to reconstruct and enhance the quality of the images acquired by the medical equipment.Secondly, they segment each image by applying artificial intelligence techniques; in other words, they divide it into various parts (groups of pixels with common features) in order to simplify it or to swap its representation for another one that is easier to analyse."To do this, we used commercial software that already exists but we have improved the algorithms and adapted them to our purposes," explained AranzazuJurio.The idea is that although there are various methods of segmentation, the one that best adapts to each type of image has to be determined and then modifications have to be made to adjust it properly to each specific case."In this phase they also have the expertise provided by the doctors.
To validate and determine the quality of this segmentation they have compared the results with other more used segmentation methods and with the manual segmentation done by the doctors."We have been able to see that our new method, based on grouping functions, obtains the best results in all the images in the experiment," they pointed out.
The clinical trial is the third main activity in the project and is handled by the medical team.With the results obtained from the images they will be studying the cerebral size differences in the areas of interest (frontal lobes, the hippocampus and the amygdala as well as the subcortical nuclei) and will be determining the existence or otherwise of significant structural differences among the three groups of people being examined.
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