MRIAIEEGEpidemiology

Psychiatric biomarkers

Severe psychiatric disorders, transdiagnostic approaches, objective biomarkers, and neuromodulation treatments.

Leader

Pr. Ali Amad

members

5

Objectives

This group explores severe psychiatric disorders through three axes: (1) the clinical redefinition of psychiatric disorders, particularly mood disorders, by identifying objective clinical biomarkers (extracted via AI and computer vision); (2) the transdiagnostic and neurobiological study of catatonia; (3) the analysis of the efficacy, mechanisms, and accessibility of physical treatments in psychiatry (ECT and neuromodulation treatments).

Population

  • Patients suffering from mood disorders
  • Patients presenting with psychotic disorders or symptoms
  • Patients affected by catatonia, across all etiologies
  • Psychiatric populations exposed to physical and neuromodulation treatments
  • National medico-administrative databases (SNDS, PMSI)

Methods

  • Computer vision and extraction of clinical biomarkers
  • Artificial Intelligence (supervised and unsupervised machine learning, NLP, multimodal predictive models)
  • Brain imaging (structural and functional MRI), genetics, and biological analysis
  • Epidemiology
  • Digital tools for clinical assessment

Team members

Leader

Pr. Ali Amad

Pr. Ali Amad

Professor of Psychiatry

ali.amad@chu-lille.frFull Professor

Team

  • Dr. Clémence Nineuil

    Dr. Clémence Nineuil

    Psychologist

  • TM

    Tomas Mastellari

    PhD Student, Psychiatrist

  • LC

    Lucie Cherruaud

    PhD Student, Psychiatrist

  • Fouad Boutaleb

    Fouad Boutaleb

    PhD Student, Engineer

Publications

2026
5 publications
2025
3 publications