Foto del docente

Gastone Castellani

Full Professor

Department of Medical and Surgical Sciences

Academic discipline: PHYS-06/A Physics for Life Sciences, Environment, and Cultural Heritage

Teaching

Recent dissertations supervised by the teacher.

First cycle degree programmes dissertations

  • Diffusion Models applicati alla generazione di immagini mediche sintetiche
  • La Chemical Master Equation Metodi Risolutivi e Applicazioni Biologiche
  • Neural Ordinary Differential Equations
  • Neural Ordinary Differential Equations e le loro applicazioni

Second cycle degree programmes dissertations

  • Applied Physics Approaches for the Construction of an Integrated Nanostring GeoMx Atlas of the Healthy Mouse Brain
  • Conditional Flow Matching for Medical Imaging and Data Synthesis: Methods, Applications and Evaluation
  • Conditional Flow Matching for Synthetic Medical Data Generation
  • Implementation of a Nested U-Net Architecture Within the nnU-Net Framework for Spine Segmentation in MRI
  • Integrating compartment models and neural networks towards clinically reliable PET tracer dynamics prediction
  • Neural Ordinary Differential Equations in Pharmacokinetics for Long-term Dalbavancin Dose Predictions
  • Segmenting Residual Enhancing Tumor and FLAIR Hyperintensity in Early Postoperative Glioblastoma MRI using AI, with EOR Assessment and Survival Analysis
  • Study of a large scale brain model and its divergence from the uniform state

Single cycle degree programmes dissertations

  • Assessment of PET-derived first-order radiomic features from segmented lesions as predictors of overall and progression-free survival in multiple myeloma patients

One - Long cycle 2nd degree programmes dissertations

  • Sviluppo e validazione di modelli radiomici predittivi per il rischio di frattura patologica in metastasi vertebrali litiche

PhD programmes thesis

  • Advanced statistical and machine learning techniques for multi-omics data integration
  • Artificial intelligence approaches for privacy-protected pooling of genomics, clinical and other ‘-Omics’ data analysis for haematological disease prognosis, prevention, diagnostics and treatment
  • Reuse of medical images and segmentation tools to coadiuvate medicalclinical decision
  • Technological advances in external beam radiotherapy. Study of new treatment strategies.