Foto del docente

Gastone Castellani

Full Professor

Department of Medical and Surgical Sciences

Academic discipline: FIS/07 Applied Physics

Head of SCUOLA DI SPECIALIZZAZIONE FISICA MEDICA (D.I. 716/2016)

Teaching

Recent dissertations supervised by the teacher.

First cycle degree programmes dissertations

  • analisi della migrazione cellulare in vitro in presenza e in assenza di un campo elettrico
  • Modello stocastico a due stadi della crescita di una compagnia
  • Reti neurali ispirate alla biofisica e le loro performance come classificatori Analisi della rete BCM
  • Virus Dry Lab External Quality Assurance Exercise (EQAE): analisi bioinformatiche per la rilevazione del Mpox come possibile arma biologica

Second cycle degree programmes dissertations

  • A Biophysical Model for Valence-Based Navigational Learning: the role of D-Serine
  • AI for elucidating the mechanics underpinning radio-sensitation by high-Z nanoparticle for radiotherapy
  • Artificial Intelligence Applications in Digital Onco-hematology
  • Colori-DT: an open-source tool for the quantitative evaluation of differences in microscopy color images
  • Deep learning-based tool for radiomics analysis of cancer 3D multicellular spheroids
  • Development of pre and post-processing steps to a pipeline aimed to identify silent cerebral infarcts
  • Generation of synthetic cytopathological images with Variational Autoencoders and Vector-Quantised Variational Autoencoders
  • Implementation of a radiomics pipeline for survival analysis in multiple myeloma patients using 18F FDG PET/CT images: unveiling prognostic markers and predictive models
  • Mapping of dose rates in Pencil Beam Scanning proton therapy
  • Representation learning of biomedical networks for the task of drug repurposing
  • Survival analysis in radiomics: a statistical learning approach on 18F-FDG-PET/CT imaging data of patients affected by multiple myeloma

Specialisation Schools dissertations

  • Comparison study of HDR-Brachytherapy and Helical Tomotherapy plans in the treatment of non-melanoma skin cancers of the ocular region
  • Robustness of the Lexicographic Optimization-based planning for rectal cancer versus segmentation types

PhD programmes thesis

  • Development of machine learning methods for multi-modal biomarkers detection and integration
  • Diffusing alpha particles radiation treatment optimization in clinical settings