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Bioinformatics

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The research group has experience in the study of gene expression of patients with diverse pathologies. We have worked with data belonging to different types of microarrays, as well as expression data obtained through RNA-seq and studies have been carried out on the genomic and chromosomic levels through arrays CGH (Comparative Genomic Hybridization).

BISITE has worked on numerous research problems, in particular, our researchers have studied genetic expression in different types of cancer, with a focus on solving classification problems, biomarker selection, knowledge extraction and decision supporting problems. Among these studies, we can find works concerning the study of chromosomal regions associated with different characteristics in Gastrointestinal Stromal Tumors (GIST), biomarker selection and discrimination of molecular subtypes in non-small cell lung cancer (NSCLCs), the relation of pancreatic ductal adenocarcinoma (PDAC) to age and the role of the desmoplastic stroma, classification of patients with chronical lymphocytic leukemia and the extraction of tumor evolution markers in glioblastomas. 

To carry out classification, selection and other tasks, various data mining and artificial intelligence techniques have been applied to information filtering, dimensionality reduction, grouping, classification and knowledge extraction from the obtained results. 



  • Technologies

    • Technologies

      To perform the classification, feature selection and other tasks carried have applied various data mining techniques for information filtering, dimensionality reduction, clustering, classification and knowledge extraction from the results.
    • Technologies

      Big data refers to a process that is used when traditional data mining and handling techniques cannot uncover the insights and meaning of the underlying data. Data that is unstructured or time sensitive or simply very large cannot be processed by relational database engines. This type of data requires a different processing approach called big data, which uses massive parallelism on readily-available hardware
    • Technologies

      The planning and scheduling techniques are included in a branch of artificial intelligence that concerns the realization of strategies or action sequences, typically for execution by intelligent agents, autonomous robots and unmanned vehicles. Unlike classical control and classification problems, the solutions are complex and must be discovered and optimized in multidimensional space.
    • Technologies

      A disease or medical condition is an abnormal condition of an organism that impairs bodily functions, associated with specific symptoms and signs. It may be caused by external factors, such as infectious disease, or it may be caused by internal dysfunctions, such as autoimmune diseases.

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