Access to specific software and database (Remote) OUTSTANDING
Possibility of access to specific software developed in-house (postprocessing of MR spectroscopy data, conversion of spectroscopic data to canonical format, software for automated classification of MR spectroscopic data, decision support systems), provided disclaimer and agreement are signed. Databases with patient MR imaging and spectroscopic data, as well as epidemiological data from two multicentric european projects.
Customer benefits
Curated databases with a high quality level data for further studies. Software no currently available in public repositories. Interaction with researchers specialized in MR data.
Target customer
Customers willing to apply automated classification to their MR spectroscopic data, or willing to apply their methods to different clinically sound datasets.
References
- Ungan G, et al. Using Single-Voxel Magnetic Resonance Spectroscopy Data Acquired at 1.5T to Classify Multivoxel Data at 3T: A Proof-of-Concept Study. Cancers (Basel). 2023 Jul 21;15(14):3709. doi: 10.3390/cancers15143709. PMID: 37509372; PMCID: PMC10377805.
- Hernández-Villegas Y, et al. Extraction of artefactual MRS patterns from a large database using non-negative matrix factorization. NMR Biomed. 2022 Apr;35(4):e4193. doi: 10.1002/nbm.4193. Epub 2019 Dec 2. PMID: 31793715.
- Hellström J, et al. Evaluation of the INTERPRET decision-support system: can it improve the diagnostic value of magnetic resonance spectroscopy of the brain? Neuroradiology. 2019 Jan;61(1):43-53. doi: 10.1007/s00234-018-2129-7. Epub 2018 Nov 15. PMID: 30443796; PMCID: PMC6336758.
- Julià-Sapé M, et al. Classification of brain tumours from MR spectra: the INTERPRET collaboration and its outcomes. NMR Biomed. 2016 Mar;29(3):371. doi: 10.1002/nbm.3483. Epub 2015 Dec 22. Erratum for: NMR Biomed. 2015 Dec;28(12):1772-87. Tate, Rosemary A [Corrected to Tate, A Rosemary]. PMID: 26915795.
- Mocioiu V, et al. From raw data to data-analysis for magnetic resonance spectroscopy–the missing link: jMRUI2XML. BMC Bioinformatics. 2015 Nov 9;16:378. doi: 10.1186/s12859-015-0796-5. PMID: 26552737; PMCID: PMC4640235.
- Ortega-Martorell S, et al. SpectraClassifier 1.0: a user friendly, automated MRS-based classifier-development system. BMC Bioinformatics. 2010 Feb 24;11:106. doi: 10.1186/1471-2105-11-106. PMID: 20181285; PMCID: PMC2846905.
- Pérez-Ruiz A, et al. The INTERPRET Decision-Support System version 3.0 for evaluation of Magnetic Resonance Spectroscopy data from human brain tumours and other abnormal brain masses. BMC Bioinformatics. 2010 Nov 29;11:581. doi: 10.1186/1471-2105-11-581. PMID: 21114820; PMCID: PMC3004884.
- Luts J, et al. A combined MRI and MRSI based multiclass system for brain tumour recognition using LS-SVMs with class probabilities and feature selection. Artif Intell Med. 2007 Jun;40(2):87-102. doi: 10.1016/j.artmed.2007.02.002. Epub 2007 Apr 26. PMID: 17466495.
- Julià-Sapé M, et al. A multi-centre, web-accessible and quality control-checked database of in vivo MR spectra of brain tumour patients. MAGMA. 2006 Feb;19(1):22-33. doi: 10.1007/s10334-005-0023-x. Epub 2006 Feb 14. PMID: 16477436.