EJC 2024

Europe/Paris
Saint-Pierre d'Oléron

Saint-Pierre d'Oléron

Description
Registration
Pre-registration
Participants
  • Adrien Vieville
  • Aleksandra Lenartowicz-Gasik
  • anne-marie frelin
  • Antoine Corbel
  • Antoine Maitrallain
  • Antonio Uras
  • Arnaud Guertin
  • Barbora Sedmidubská
  • bidjou-haiour Shahra
  • Camilla Giaccaglia
  • Candice Milewski
  • Christopher Larran
  • Claire Léonhart
  • Cátia Rosa
  • Daeun Kwon
  • Denis Dauvergne
  • Diogo Engrácia
  • Fazia Hannachi
  • Francesca Sogus
  • Francesco MAZZA
  • Gautier DAVIAU
  • Giovanna Amorim Pires Rezende
  • Guillaume Drouet
  • Hicham AL FALOU
  • Jayde Livingstone
  • JEEVAN BABU AMAKKATTU
  • Joel Daouk
  • Konstantin Urban
  • Laura Eling
  • Laurine PUREN
  • loick ridou
  • Lorenzo Domenichetti
  • Lucia Caceres
  • Lucie HUART
  • Lévana Gesson
  • Manon Evin
  • Marc-Antoine Verdier
  • Marie Vanstalle
  • Mario Enrique Alcocer Ávila
  • Mohammed Hussein
  • Morgane BOUTECULET
  • My Hoang Hoa BUI
  • Nicolas Sterckx
  • Olivier SEKSEK
  • Pablo Díaz Lobo
  • Patricia Alvarez Rodriguez
  • Patrycja Chuchała
  • Patrycja Kamińska
  • Pavel Kavrigin
  • Quentin MOUCHARD
  • Rafael Travassos
  • Rajka Pejanovic
  • Robin Molle
  • sabine LAM
  • Sajid Saleem
  • Samra Kaim
  • Sarah Leilla Otmani
  • Sebastián Mateo Valladares Sánchez
  • Shayan Kumar
  • Stephane Grevy
  • Surjit Mukherjee
  • Séverine CHEFSON
  • Vanessa RHODEN
  • Vladimir SLADKOV
Surveys
Survey for the organization of the school
    • 4:45 PM 5:45 PM
      Welcome 1h
    • 5:45 PM 7:15 PM
      Transport La Rochelle - La Vieille-Perrotine Oléron 1h 30m
    • 7:15 PM 8:15 PM
      Welcome drinks 1h
    • 8:15 PM 9:30 PM
      Dinner 1h 15m
    • 9:30 PM 11:00 PM
      Conference: principles, present and futur goals of anti-cancer radiotherapy 1h 30m

      Cancer radiotherapy is a locoregional treatment of cancer using physical processes. Its place has continued to be consolidated for more than a century with very rapid technological developments in recent years driven by the evolution of the possibilities of medical imaging and faster and more accurate dose calculations. It has continuously developed in close association with surgery and systemic cancer treatments and its current evolution remains characterized by this therapeutic cooperation aiming to cure cancer. The current objectives are to continue to increase cure rates while reducing toxicities which remain significant in the medium and long term and represent a limiting element of this therapy. Furthermore, in the era of personalization of care, the anatomical and dosimetric adaptation to the tumor which has always existed for radiotherapy must today integrate other dimensions such as the radio sensitivity of tumors, the radio sensitivity of patients, and the objective choice of different technical treatment possibilities. These different aspects from the basic principle of radiotherapy to the objectives for the years to come will be presented in this conference

      Speakers: Jacques BALOSSO (Université Joseph Fourier, Grenoble), Prof. Jacques BALOSSO (Centre François BACLESSE à Caen, France)
    • 8:30 AM 9:30 AM
      Innovative radiotherapies (1) 1h

      These lectures will cover an ntroduction to the physical and radiobiological characteristics of the different approaches and technological issues associated with their development.

      The approach in developing new radiotherapy (RT) approaches is to succeed in increasing the therapeutic window for different types of cancer, either by sparing healthy tissues, or by being more effective on the tumor tissue to be treated, ideally both at the same time. An introduction will be given presenting different developments in modern X-ray RT with successive generations of irradiation techniques improving the conformation of the dose to the tumor and optimized dose delivery for the patient's response. The limits of external RT will be discussed and a broad description of development strategies developed to overcome these limits will be given, in particular to see how we can play on the physical aspects of irradiation to induce a different biological response. We will emphasize the interest of using beams different from photons, such as light ions (H, C) used in hadrontherapy, which have the dual advantage of providing better irradiation ballistics and increased biological efficiency for radioresistant cancers. Other approaches also play on the temporal and spatial aspects of dose delivery, such as “FLASH” radiotherapy using a very high dose rate and “spatial fractionation” using very heterogeneous irradiation with micrometric beams, to induce better tolerance of healthy tissues to irradiation for the same tumor control. Finally, non-localized or metastatic cancers can benefit from combined approaches with the use of a pharmaceutical agent allowing molecular targeting of cancer cells, as is the case with internal radiotherapy or boron neutron capture (BNCT). Finally, we will briefly introduce the questions that these RT raises, whether in terms of understanding the induced radiobiological mechanisms or the technological developments that they require in terms of production, dosimetry or detection, these different aspects being the subject of specific courses in the following.

      Speaker: Rachel Delorme (Univ. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 38000 Grenoble, France)
    • 9:30 AM 9:45 AM
      Break 15m
    • 9:45 AM 10:45 AM
      Radiation dose-effect relationship: an old story? (1) 1h

      The DNA centered view of radiobiology was comforted in the last century by the finding that the level of unrepaired DNA lesions can be correlated with the cell sensitivity to radiation. This drove efforts to improve tumor cell killing, by focusing on enhancing tumors radiation dose and producing deleterious DNA damage. However, events occurring in the cytoplasm or at the cell membrane also have consequences on nuclear DNA. The contribution of these extranuclear effects to cell death needs to be accurately assessed.
      In addition, a paradigm shift that recognizes the essential role of the immune system in cancer development and progression has become broadly accepted. Several clinical cases support revisiting the radiobiology DNA-centered view, by demonstrating for instance that targeted alpha therapy is efficient in quite large tumors, which sizes are beyond the radiation range, with biological effects observed also away from irradiated cells. These distant effects are called bystander effects when occurring at short distance (< 1mm), and systemic effects when occurring at much longer distance, implicating the immune system. Altogether, these findings showed that cells can die without receiving any radiation dose, and that a more complex and integrated view of radiobiology is required. Finally, these immune stimulatory effects of radiation have become clinically relevant in the current era of cancer immunotherapy, rendering systemic responses in patients an attainable aim.

      The first hour of these lectures will focus on the in vitro aspects and its limitations entitled "From cancer cell to tumor microenvironment", and the second hour will focus on the in vivo aspects entitled "From rodent to clinical radiobiology".

      Speaker: Julie Costanzo (ICM Montpellier)
    • 10:45 AM 11:15 AM
      Coffee break 30m
    • 11:15 AM 12:15 PM
      Accelerators (1) 1h

      Accélérateurs pour la radiothérapie et l’hadronthérapie, systèmes de délivrance isocentriques, accélérateurs pour la BNCT et la production de radioisotopes, contraintes cliniques

      Speaker: Marco Pullia (CNAO)
    • 12:15 PM 1:30 PM
      Lunch 1h 15m
    • 3:30 PM 4:00 PM
      Coffee break 30m
    • 4:00 PM 5:00 PM
      Innovative radiotherapies (2) 1h

      These lectures will cover an ntroduction to the physical and radiobiological characteristics of the different approaches and technological issues associated with their development.

      The approach in developing new radiotherapy (RT) approaches is to succeed in increasing the therapeutic window for different types of cancer, either by sparing healthy tissues, or by being more effective on the tumor tissue to be treated, ideally both at the same time. An introduction will be given presenting different developments in modern X-ray RT with successive generations of irradiation techniques improving the conformation of the dose to the tumor and optimized dose delivery for the patient's response. The limits of external RT will be discussed and a broad description of development strategies developed to overcome these limits will be given, in particular to see how we can play on the physical aspects of irradiation to induce a different biological response. We will emphasize the interest of using beams different from photons, such as light ions (H, C) used in hadrontherapy, which have the dual advantage of providing better irradiation ballistics and increased biological efficiency for radioresistant cancers. Other approaches also play on the temporal and spatial aspects of dose delivery, such as “FLASH” radiotherapy using a very high dose rate and “spatial fractionation” using very heterogeneous irradiation with micrometric beams, to induce better tolerance of healthy tissues to irradiation for the same tumor control. Finally, non-localized or metastatic cancers can benefit from combined approaches with the use of a pharmaceutical agent allowing molecular targeting of cancer cells, as is the case with internal radiotherapy or boron neutron capture (BNCT). Finally, we will briefly introduce the questions that these RT raises, whether in terms of understanding the induced radiobiological mechanisms or the technological developments that they require in terms of production, dosimetry or detection, these different aspects being the subject of specific courses in the following.

      Speaker: Rachel Delorme (Univ. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 38000 Grenoble, France)
    • 5:00 PM 5:15 PM
      Break 15m
    • 5:15 PM 6:15 PM
      Imaging techniques (1) 1h

      Medical imaging: from physical measurement to clinical diagnosis

      In this course, we will review the principle and evolution of anatomical, functional and molecular imaging modalities used in clinical research. After recalling the major dates in the history of medical imaging, the various techniques will be described in terms of their physical principles of detection and the clinical information to which they give access (radiography and ion tomography, magnetic resonance imaging, ultrasound and nuclear imaging). The differences and complementarities of these methods will be highlighted and illustrated by various clinical examples. The main technological or conceptual developments likely to improve the performance of medical imaging will also be discussed.

      Speaker: Laurent MENARD (IJCLab - Pôle Physique Santé)
    • 6:15 PM 6:30 PM
      Break 15m
    • 6:30 PM 8:00 PM
      Poster session 1 / Beers and Appetizers 1h 30m
    • 8:00 PM 9:00 PM
      Dîner 1h
    • 8:30 AM 9:30 AM
      Radiation dose-effect relationship: an old story? (2) 1h

      The DNA centered view of radiobiology was comforted in the last century by the finding that the level of unrepaired DNA lesions can be correlated with the cell sensitivity to radiation. This drove efforts to improve tumor cell killing, by focusing on enhancing tumors radiation dose and producing deleterious DNA damage. However, events occurring in the cytoplasm or at the cell membrane also have consequences on nuclear DNA. The contribution of these extranuclear effects to cell death needs to be accurately assessed.
      In addition, a paradigm shift that recognizes the essential role of the immune system in cancer development and progression has become broadly accepted. Several clinical cases support revisiting the radiobiology DNA-centered view, by demonstrating for instance that targeted alpha therapy is efficient in quite large tumors, which sizes are beyond the radiation range, with biological effects observed also away from irradiated cells. These distant effects are called bystander effects when occurring at short distance (< 1mm), and systemic effects when occurring at much longer distance, implicating the immune system. Altogether, these findings showed that cells can die without receiving any radiation dose, and that a more complex and integrated view of radiobiology is required. Finally, these immune stimulatory effects of radiation have become clinically relevant in the current era of cancer immunotherapy, rendering systemic responses in patients an attainable aim.

      The first hour of these lectures will focus on the in vitro aspects and its limitations entitled "From cancer cell to tumor microenvironment", and the second hour will focus on the in vivo aspects entitled "From rodent to clinical radiobiology".

      Speaker: Julie Costanzo (ICM Montpellier)
    • 9:30 AM 9:45 AM
      Break 15m
    • 9:45 AM 10:45 AM
      Detectors: specific challenges for medical applications (1) 1h

      Since the middle of the last century nuclear detectors have been used in medical application as well for diagnostic or treatment, especially in cancer patient course.
      Beside the conventional X-rays imaging for diagnostic, scintillators are used for single photon (SPECT: Single-Photon Emission Computed Tomography) or double photon (PET: Positron Emission Tomograpghy) 3D image reconstruction. In the last decade, liquid xenon detectors were developed for a 3-gamma image reconstruction.

      The used of charged particle to treat cancer tumor was already proposed end of the 40’. It is a modality that is now widely used to treat specific types of cancer (mostly neck and head, or pediatric cancers). The incident energy is provided to the particle by nuclear accelerators (cyclotron or synchrotron). The beam quality is assessed by dedicated sensors, based on thin solid detectors (e.g.: scintillator) or gaseous detectors (e.g.: drift chamber).

      Detectors are also used to assess quality of treatment planning system (TPS), as the reduction of TPS uncertainties is one of the major challenges in particle therapy. For example, the beam undergoes, beside energy losses, nuclear reactions, which have to be taken into account in the treatment planning system (TPS) before irradiation. Dedicated experiments were carried out to measure nuclear cross sections foreseen as input for the TPS. Furthermore, to limit uncertainties due to the computing of energy losses from X-rays imaging during TPS, a new idea raised up to use the same particle for diagnostic and for treatment. Thus, proton or carbon imaging [2] was developed in the last decade using solid detectors (e.g.: silicon or scintillator sensors).

      In the lectures, the different detectors will be presented in the context of medical application.

      Speaker: Christian Finck (CNRS - IPHC)
    • 10:45 AM 11:15 AM
      Coffee break 30m
    • 11:15 AM 12:15 PM
      Imaging techniques (2) 1h

      Medical imaging: from physical measurement to clinical diagnosis

      In this course, we will review the principle and evolution of anatomical, functional and molecular imaging modalities used in clinical research. After recalling the major dates in the history of medical imaging, the various techniques will be described in terms of their physical principles of detection and the clinical information to which they give access (radiography and ion tomography, magnetic resonance imaging, ultrasound and nuclear imaging). The differences and complementarities of these methods will be highlighted and illustrated by various clinical examples. The main technological or conceptual developments likely to improve the performance of medical imaging will also be discussed.

      Speaker: Laurent MENARD (IJCLab - Pôle Physique Santé)
    • 12:15 PM 1:30 PM
      Déjeuner 1h 15m
    • 3:30 PM 4:00 PM
      Coffee break 30m
    • 4:00 PM 5:00 PM
      Biophysical modeling of radiation effects 1h

      One of the main challenges in using ionizing radiation to treat cancer is translating physical quantities into biological endpoints and, ideally, into predictable clinical outcomes. The earliest mathematical models explaining radiation effects were proposed about a century ago. In recent decades, thanks to the development of hadrontherapy, new models have emerged to describe the enhanced biological effectiveness of heavy ions compared to conventional photon radiotherapy. These models, starting from a variable number of parameters and postulates, focus on predicting relevant quantities that can be employed to assess radiotherapy treatments, such as biological dose to the tumor, tumor control probability, and normal tissue complication probability. This lecture provides an overview of the main features, assumptions, and limitations of some of the best-known biophysical models.

      Speaker: Dr Mario Alcocer
    • 5:00 PM 5:15 PM
      Break 15m
    • 5:15 PM 6:15 PM
      Geant4-DNA: Modelling biological damage induced by ionising radiation at the DNA level 1h

      Geant4-DNA is an extension of the Geant4 Monte Carlo toolkit designed for mechanistic studies of cellular radiobiological effects at the DNA scale. It simulates the physical, chemical, and biological stages of ionizing radiation, including electrons, protons, alpha particles, and heavier ions, for various applications. The applications of Geant4-DNA range from predicting radiotherapy outcomes to radiation protection and space applications. These lectures provide an overview of the progress achieved with physical, physicochemical, chemical, and biological geometry models integrated into Geant4-DNA. The latest developments are highlighted, including user-friendly applications such as 'molecularDNA' and 'dsbandrepair', which are based on these models. These applications allow for quantitative predictions of early DNA damage, such as single-strand breaks (SSBs), double-strand breaks (DSBs), and the complexity of clustered lesions across different levels of DNA structure, from the DNA base to the full genome of a human cell. The lectures will present sets of models, functionalities, and user examples in Geant4-DNA. These capabilities allow for the investigation of radiation quality across a range of ionizing radiations, covering a broad spectrum of radiotherapeutic modalities. This spectrum includes high-energy hadron beams, as well as low-energy gamma, beta, or alpha emitters used in brachytherapy sources and radiopharmaceuticals.

      Speaker: Hoang Tran (LP2iB)
    • 6:15 PM 6:30 PM
      Break 15m
    • 6:30 PM 7:30 PM
      Geant4-DNA examples for radiobiology 1h

      Geant4-DNA is an extension of the Geant4 Monte Carlo toolkit designed for mechanistic studies of cellular radiobiological effects at the DNA scale. It simulates the physical, chemical, and biological stages of ionizing radiation, including electrons, protons, alpha particles, and heavier ions, for various applications. The applications of Geant4-DNA range from predicting radiotherapy outcomes to radiation protection and space applications. These lectures provide an overview of the progress achieved with physical, physicochemical, chemical, and biological geometry models integrated into Geant4-DNA. The latest developments are highlighted, including user-friendly applications such as 'molecularDNA' and 'dsbandrepair', which are based on these models. These applications allow for quantitative predictions of early DNA damage, such as single-strand breaks (SSBs), double-strand breaks (DSBs), and the complexity of clustered lesions across different levels of DNA structure, from the DNA base to the full genome of a human cell. The lectures will present sets of models, functionalities, and user examples in Geant4-DNA. These capabilities allow for the investigation of radiation quality across a range of ionizing radiations, covering a broad spectrum of radiotherapeutic modalities. This spectrum includes high-energy hadron beams, as well as low-energy gamma, beta, or alpha emitters used in brachytherapy sources and radiopharmaceuticals.

      Speaker: Hoang Tran (LP2iB)
    • 8:00 PM 9:00 PM
      Dîner 1h
    • 9:40 PM 11:10 PM
      Poster session 2 / Beers 1h 30m
    • 9:00 AM 12:00 PM
      Excursion 3h

      Boat trip or catamaran session

    • 12:15 PM 1:30 PM
      Déjeuner 1h 15m
    • 3:00 PM 3:30 PM
      Coffee break 30m
    • 3:30 PM 4:30 PM
      Innovative radioisotopes (1) 1h

      Pour une imagerie et des traitements combinés (approche théranostique), vers une médecine personnalisée. Enjeux de production quantitative et qualitative

      Speaker: Dr Arnaud Guertin (CNRS/IN2P3)
    • 4:30 PM 4:40 PM
      Break 10m
    • 4:40 PM 5:40 PM
      Detectors: specific challenges for medical applications (2) 1h

      Since the middle of the last century nuclear detectors have been used in medical application as well for diagnostic or treatment, especially in cancer patient course.
      Beside the conventional X-rays imaging for diagnostic, scintillators are used for single photon (SPECT: Single-Photon Emission Computed Tomography) or double photon (PET: Positron Emission Tomograpghy) 3D image reconstruction. In the last decade, liquid xenon detectors were developed for a 3-gamma image reconstruction.

      The used of charged particle to treat cancer tumor was already proposed end of the 40’. It is a modality that is now widely used to treat specific types of cancer (mostly neck and head, or pediatric cancers). The incident energy is provided to the particle by nuclear accelerators (cyclotron or synchrotron). The beam quality is assessed by dedicated sensors, based on thin solid detectors (e.g.: scintillator) or gaseous detectors (e.g.: drift chamber).

      Detectors are also used to assess quality of treatment planning system (TPS), as the reduction of TPS uncertainties is one of the major challenges in particle therapy. For example, the beam undergoes, beside energy losses, nuclear reactions, which have to be taken into account in the treatment planning system (TPS) before irradiation. Dedicated experiments were carried out to measure nuclear cross sections foreseen as input for the TPS. Furthermore, to limit uncertainties due to the computing of energy losses from X-rays imaging during TPS, a new idea raised up to use the same particle for diagnostic and for treatment. Thus, proton or carbon imaging [2] was developed in the last decade using solid detectors (e.g.: silicon or scintillator sensors).

      In the lectures, the different detectors will be presented in the context of medical application.

      Speaker: Christian Finck (CNRS - IPHC)
    • 5:40 PM 5:50 PM
      Break 10m
    • 5:55 PM 6:55 PM
      Accelerators (2) 1h

      Accélérateurs pour la radiothérapie et l’hadronthérapie, systèmes de délivrance isocentriques, accélérateurs pour la BNCT et la production de radioisotopes, contraintes cliniques

      Speaker: Marco Pullia (CNAO)
    • 7:00 PM 8:00 PM
      Local appetizers 1h
    • 8:00 PM 9:00 PM
      Dîner 1h
    • 8:30 AM 9:30 AM
      Innovative radioisotopes (2) 1h

      Pour une imagerie et des traitements combinés (approche théranostique), vers une médecine personnalisée. Enjeux de production quantitative et qualitative

      Speaker: Dr Arnaud Guertin (CNRS/IN2P3)
    • 9:30 AM 9:45 AM
      Break 15m
    • 9:45 AM 10:45 AM
      Dosimetry: determining the absorbed dose in photon and electron beams with ionization chambers 1h

      Radiotherapy uses ionising radiation to damage the DNA of tumour cells. According to international recommendations (ICRU), the doses delivered during treatment must not deviate by -5%/+7% from the doses prescribed by the radiation oncologist in order to maximize local control and limit complications. To achieve this, it is necessary to describe the properties of the radiation beams precisely. The first part of the course (1 hour) will explain the methodology used by medical physicists to accurately assess the absolute doses generated by linear accelerators under reference conditions. The 2nd part of the course will describe the operating principles of the main relative dosimeters used to characterise longitudinal and transverse dose distributions and/or point doses. The limitations of these detectors for new irradiation strategies (ultra-high dose rate, mini-beams) will be discussed.

      Speaker: Charlotte Robert (Hopital Villejuif)
    • 10:45 AM 11:15 AM
      Coffee break 30m
    • 11:15 AM 12:15 PM
      PET Image Reconstruction: from Convex Optimisation to Deep Learning (1) 1h

      Iterative PET Image Reconstruction, from Convex Optimization to Deep Learning

      In this course we will review the principles of tomographic image reconstruction with a focus on Positron Emission Tomography (PET). We will first present the context of nuclear medical imaging, review the basics of ill-posed tomographic inverse problems before introducing the specificities of iterative PET image reconstruction (tomographic reconstruction with Poisson data, specific or generic regularization). Classical iterative reconstruction techniques (Maximum Likelihood, Bayesian reconstruction) will be covered, as well as more recent reconstruction techniques using in particular (deep) learning. The need for robust reconstruction and trustworthy AI in this medical context will also be discussed.

      Speaker: Dr Florent Sureau (CEA Saclay)
    • 12:15 PM 1:30 PM
      Déjeuner 1h 15m
    • 3:30 PM 4:00 PM
      Coffee break 30m
    • 4:00 PM 7:30 PM
      Simulation tools 3h 30m

      Plateforme GATE en imagerie et en radiothérapie (Travaux pratiques prolongeant le cours, sur un serveur déporté)

      Speakers: Dr Marc-Antoine Verdier (IJCLab - Université Paris Cité), Marie Vanstalle (IPHC)
    • 8:00 PM 9:00 PM
      Dîner 1h
    • 8:30 AM 9:30 AM
      Dosimetry: detectors for assessing dose distributions 1h

      Radiotherapy uses ionising radiation to damage the DNA of tumour cells. According to international recommendations (ICRU), the doses delivered during treatment must not deviate by -5%/+7% from the doses prescribed by the radiation oncologist in order to maximize local control and limit complications. To achieve this, it is necessary to describe the properties of the radiation beams precisely. The first part of the course (1 hour) will explain the methodology used by medical physicists to accurately assess the absolute doses generated by linear accelerators under reference conditions. The 2nd part of the course will describe the operating principles of the main relative dosimeters used to characterise longitudinal and transverse dose distributions and/or point doses. The limitations of these detectors for new irradiation strategies (ultra-high dose rate, mini-beams) will be discussed.

      Speaker: Charlotte Robert (Hopital Villejuif)
    • 9:30 AM 9:45 AM
      Break 15m
    • 9:45 AM 10:45 AM
      Accelerators (3) : laser-plasma acceleration for medical applications 1h

      Electrons and light ions have been accelerated following the interaction of
      an intense laser pulse with a plasma for about 30 years. Nowadays, Laser
      Plasma Accelerators (LPA) are versatile sources capable of producing energetic
      electron and ion bunches with remarkable propreties. LPA benefited from
      the constantly increasing repetition rates of high intensity lasers that increased
      from a shot per hour to the Hz firing rate today and 100 Hz is foreseen within
      the next 5 years. Indeed LPA can be tuned to deliver particles with kinetic
      energies of up to several GeV for electrons and that reach 10 s of MeV for ions
      with charges approaching the μC level over accelerating distances of less than
      20 cm or a few μm respectively. In the near future, they are poised to become
      complementary to conventional accelerators for specific purposes.
      Fundamental investigations are still necessary to understand the non linear
      processes at play in some of these acceleration mechanisms but the vast po-
      tential for usage led to the study of a number of applications in the past two
      decades. After briefly describing the most common acceleration processes and
      the properties of the obtained particle beams, the focus of this course will be the
      generation of medical radio isotopes from the multi-particles LPA sources [3] for
      internal radiotherapy and imaging. External radiotherapy using LPA bunches
      will also be discussed as well as phase contrast imaging that benefits from the
      unprecedented characteristics of these beams.

      Speakers: Antoine Maitrallain (CENBG), Antoine Maitrallain (CNRS/LP2iB)
    • 10:45 AM 11:15 AM
      Coffee break 30m
    • 11:15 AM 12:15 PM
      PET Image Reconstruction: from Convex Optimisation to Deep Learning (2) 1h

      Iterative PET Image Reconstruction, from Convex Optimization to Deep Learning

      In this course we will review the principles of tomographic image reconstruction with a focus on Positron Emission Tomography (PET). We will first present the context of nuclear medical imaging, review the basics of ill-posed tomographic inverse problems before introducing the specificities of iterative PET image reconstruction (tomographic reconstruction with Poisson data, specific or generic regularization). Classical iterative reconstruction techniques (Maximum Likelihood, Bayesian reconstruction) will be covered, as well as more recent reconstruction techniques using in particular (deep) learning. The need for robust reconstruction and trustworthy AI in this medical context will also be discussed.

      Speaker: Florent Sureau (CEA Saclay)
    • 12:45 PM 2:15 PM
      Transport Oléron - La Rochelle 1h 30m