BRAIM: A computer-aided diagnosis system for neurodegenerative diseases and brain lesion monitoring from volumetric analyses. (July 2017)
- Record Type:
- Journal Article
- Title:
- BRAIM: A computer-aided diagnosis system for neurodegenerative diseases and brain lesion monitoring from volumetric analyses. (July 2017)
- Main Title:
- BRAIM: A computer-aided diagnosis system for neurodegenerative diseases and brain lesion monitoring from volumetric analyses
- Authors:
- Morales, Sandra
Bernabeu-Sanz, Angela
López-Mir, Fernando
González, Pablo
Luna, Luis
Naranjo, Valery - Abstract:
- Highlights: A computer-aided diagnosis system for brain diseases named BRAIM is presented. BRAIM determines whole brain and brain structure volumes in an easy way. BRAIM is able to classify a subject according to the brain volume measurements. Some study cases were analyzed achieving promising results. BRAIM simplifies the daily work of clinicians with quantitative volume data. Abstract: Background and objective: This paper presents BRAIM, a computer-aided diagnosis (CAD) system to help clinicians in diagnosing and treatment monitoring of brain diseases from magnetic resonance image processing. BRAIM can be used for early diagnosis of neurodegenerative diseases such as Parkinson, Alzheimer or Multiple Sclerosis and also for brain lesion diagnosis and monitoring. Methods: The developed CAD system includes different user-friendly tools for segmenting and determining whole brain and brain structure volumes in an easy and accurate way. Specifically, three types of measurements can be performed: (1) total volume of white, gray matter and cerebrospinal fluid; (2) brain structure volumes (volume of putamen, thalamus, hippocampus and caudate nucleus); and (3) brain lesion volumes. Results: As a proof of concept, some study cases were analyzed with the presented system achieving promising results. In addition to be used to quantify treatment effectiveness in patients with brain lesions, it was demonstrated that BRAIM is able to classify a subject according to the brain volumeHighlights: A computer-aided diagnosis system for brain diseases named BRAIM is presented. BRAIM determines whole brain and brain structure volumes in an easy way. BRAIM is able to classify a subject according to the brain volume measurements. Some study cases were analyzed achieving promising results. BRAIM simplifies the daily work of clinicians with quantitative volume data. Abstract: Background and objective: This paper presents BRAIM, a computer-aided diagnosis (CAD) system to help clinicians in diagnosing and treatment monitoring of brain diseases from magnetic resonance image processing. BRAIM can be used for early diagnosis of neurodegenerative diseases such as Parkinson, Alzheimer or Multiple Sclerosis and also for brain lesion diagnosis and monitoring. Methods: The developed CAD system includes different user-friendly tools for segmenting and determining whole brain and brain structure volumes in an easy and accurate way. Specifically, three types of measurements can be performed: (1) total volume of white, gray matter and cerebrospinal fluid; (2) brain structure volumes (volume of putamen, thalamus, hippocampus and caudate nucleus); and (3) brain lesion volumes. Results: As a proof of concept, some study cases were analyzed with the presented system achieving promising results. In addition to be used to quantify treatment effectiveness in patients with brain lesions, it was demonstrated that BRAIM is able to classify a subject according to the brain volume measurements using as reference a healthy control database created for this purpose. Conclusions: The CAD system presented in this paper simplifies the daily work of clinicians and provides them with objective and quantitative volume data for prospective and retrospective analyses. … (more)
- Is Part Of:
- Computer methods and programs in biomedicine. Volume 145(2017)
- Journal:
- Computer methods and programs in biomedicine
- Issue:
- Volume 145(2017)
- Issue Display:
- Volume 145, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 145
- Issue:
- 2017
- Issue Sort Value:
- 2017-0145-2017-0000
- Page Start:
- 167
- Page End:
- 179
- Publication Date:
- 2017-07
- Subjects:
- Magnetic resonance imaging -- Volumetric analysis -- CAD -- Brain segmentation -- Brain lesions
Medicine -- Computer programs -- Periodicals
Biology -- Computer programs -- Periodicals
Computers -- Periodicals
Medicine -- Periodicals
Médecine -- Logiciels -- Périodiques
Biologie -- Logiciels -- Périodiques
Biology -- Computer programs
Medicine -- Computer programs
Periodicals
Electronic journals
610.28 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01692607 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cmpb.2017.04.006 ↗
- Languages:
- English
- ISSNs:
- 0169-2607
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.095000
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