Prof. dr hab. inż. Joanna Polanska
Employment
- Professor of Bioinformatics, Head of the Department of Data Science and Engineering at Silesian University of Technology
Research fields
Publications
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total: 157
Catalog Publications
Year 2017
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Improving peak detection by Gaussian mixture modeling of mass spectral signal
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Low-dose radiation accelerates aging of the T-cell receptor repertoire in CBA/Ca mice
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MiMSeg - an algorithm for automated detection of tumor tissue on NMR apparent diffusion coefficient maps.
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Molecular profiles of thyroid cancer subtypes: Classification based on features of tissue revealed by mass spectrometry imaging
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Multidimensional Feature Selection and Interaction Mining with Decision Tree Based Ensemble Methods
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Novel Method of Identifying DNA Methylation Fingerprint of Acute Myeloid Leukaemia
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Panel of serum metabolites discriminates cancer patients and healthy participants of lung cancer screening - a pilot study
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Ranking metrics in gene set enrichment analysis: do they matter?
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Reproducibility of Finding Enriched Gene Sets in Biological Data Analysis
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Serum lipid profile discriminates patients with early lung cancer from healthy controls
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Stage I non-small-cell lung cancer: long-term results of lobectomy versus sublobar resection from the Polish National Lung Cancer Registry†
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Updated 24-year trend of Type 1 diabetes incidence in children in Poland reveals a sinusoidal pattern and sustained increase
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Wiek zachorowania i płeć jako czynniki modyfikujące związek polimorfizmów zlokalizowanych na chromosomie 9q22 i 14q13 z rakiem brodawkowatym tarczycy
Publication
Year 2016
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A Novel Divisive iK-Means Algorithm with Region-Driven Feature Selection as a Tool for Automated Detection of Tumour Heterogeneity in MALDI IMS Experiments
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Comparative Analysis of microRNA-Target Gene Interaction Prediction Algorithms - The Attempt to Compare the Results of Three Algorithms
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DALSA: Domain Adaptation for Supervised Learning From Sparsely Annotated MR Images
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Deep Data Analysis of a Large Microarray Collection for Leukemia Biomarker Identification
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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
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Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures
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Influence of genetic background and oxidative stress response on risk of mandibular osteoradionecrosis after radiotherapy of head and neck cancer
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Multigene P-value Integration Based on SNPs Investigation for Seeking Radiosensitivity Signatures
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Prognostic value of 5-microRNA based signature in T2-T3N0 colon cancer
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Radiation Therapy–Related Changes in Serum Proteome and Lipidome Are Primarily Associated With a Type of Acute Toxicity: Comparison of Radiation-Induced Effects in Patients Treated Because of Head and Neck Cancer or Prostate Cancer
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Sensitivity, Specificity and Prioritization of Gene Set Analysis When Applying Different Ranking Metrics
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Serum mass profile signature as a biomarker of early lung cancer
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Therapy-Related Changes in the Serum Proteome Patterns of Early Stage Breast Cancer Patients with Different Outcomes
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Tissue fixed with formalin and processed without paraffin embedding is suitable for imaging of both peptides and lipids by MALDI-IMS
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Transcriptomic and proteomic analysis of mouse radiation-induced acute myeloid leukaemia (AML)
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Year 2015
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Automatische Tumorsegmentierung mit spärlich annotierter Lernbasis
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Corrigendum to “Blood pressure disturbances and endothelial dysfunction markers in children and adolescents with type 1 diabetes” [Atherosclerosis 237 (2014) 129–134]
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Identification of serum proteome signatures of locally advanced and metastatic gastric cancer: a pilot study
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Incidence of type 1 diabetes among Polish children ages 0–14 years from 1989–2012
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Is the Identification of SNP-miRNA Interactions Supporting the Prediction of Human Lymphocyte Transcriptional Radiation Responses?
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Least Squares Estimators of Peptide Species Concentrations Based on Gaussian Mixture Decompositions of Protein Mass Spectra
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Mixture Model Based Efficient Method for Magnetic Resonance Spectra Quantification
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Modeling of Imaging Mass Spectrometry Data and Testing by Permutation for Biomarkers Discovery in Tissues
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OC-0265: Whole body response to radiation in head and neck and prostate cancer patient; the serum proteome comparative analysis
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Partial-Body Irradiation in Patients with Prostate Cancer Treated with IMRT Has Little Effect on the Composition of Serum Proteome
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Reasons for the discontinuation of therapy of personal insulin pump in children with type 1 diabetes
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Searching for in vitro biomarkers of susceptibility to prostate and cervical cancers by analysis of chromosomal instability, γ-H2AX foci, polymorphisms in DNA repair genes and apoptosis
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Serum Proteome Signature of Radiation Response: Upregulation of Inflammation-Related Factors and Downregulation of Apolipoproteins and Coagulation Factors in Cancer Patients Treated With Radiation Therapy—A Pilot Study
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Signal Partitioning Algorithm for Highly Efficient Gaussian Mixture Modeling in Mass Spectrometry
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Statistical Integration of p-values for Enhancing Discovery of Radiotoxicity Gene Signatures
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Strategies for optimizing the phase correction algorithms in Nuclear Magnetic Resonance spectroscopy
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Überwachtes Lernen zur Prädiktion von Tumorwachstum
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Year 2014
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An Efficient Algorithm for Microarray Probes Re-annotation
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ATP4A autoimmunity andHelicobacter pyloriinfection in children with type 1 diabetes
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Blood pressure disturbances and endothelial dysfunction markers in children and adolescents with type 1 diabetes
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Comparison of Algorithms for Profile-Based Alignment of Low Resolution MALDI-ToF Spectra
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EP-1817: Radiotherapy-related changes in serum proteome patterns of head and neck cancer patients
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