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Fully-automated deep learning-powered system for DCE-MRI analysis of brain tumors.
Nalepa J, Ribalta Lorenzo P, Marcinkiewicz M, Bobek-Billewicz B, Wawrzyniak P, Walczak M, Kawulok M, Dudzik W, Kotowski K, Burda I, Machura B, Mrukwa G, Ulrych P, Hayball MP. Nalepa J, et al. Among authors: mrukwa g. Artif Intell Med. 2020 Jan;102:101769. doi: 10.1016/j.artmed.2019.101769. Epub 2019 Nov 27. Artif Intell Med. 2020. PMID: 31980106
Segmenting brain tumors from FLAIR MRI using fully convolutional neural networks.
Ribalta Lorenzo P, Nalepa J, Bobek-Billewicz B, Wawrzyniak P, Mrukwa G, Kawulok M, Ulrych P, Hayball MP. Ribalta Lorenzo P, et al. Among authors: mrukwa g. Comput Methods Programs Biomed. 2019 Jul;176:135-148. doi: 10.1016/j.cmpb.2019.05.006. Epub 2019 May 11. Comput Methods Programs Biomed. 2019. PMID: 31200901
Detection of molecular signatures of oral squamous cell carcinoma and normal epithelium - application of a novel methodology for unsupervised segmentation of imaging mass spectrometry data.
Widlak P, Mrukwa G, Kalinowska M, Pietrowska M, Chekan M, Wierzgon J, Gawin M, Drazek G, Polanska J. Widlak P, et al. Among authors: mrukwa g. Proteomics. 2016 Jun;16(11-12):1613-21. doi: 10.1002/pmic.201500458. Epub 2016 Apr 13. Proteomics. 2016. PMID: 27168173 Free PMC article.
Molecular profiles of thyroid cancer subtypes: Classification based on features of tissue revealed by mass spectrometry imaging.
Pietrowska M, Diehl HC, Mrukwa G, Kalinowska-Herok M, Gawin M, Chekan M, Elm J, Drazek G, Krawczyk A, Lange D, Meyer HE, Polanska J, Henkel C, Widlak P. Pietrowska M, et al. Among authors: mrukwa g. Biochim Biophys Acta Proteins Proteom. 2017 Jul;1865(7):837-845. doi: 10.1016/j.bbapap.2016.10.006. Epub 2016 Oct 17. Biochim Biophys Acta Proteins Proteom. 2017. PMID: 27760391 Free article.