Overview
The goal of this study is to learn whether people living with severe psychiatric disorders can be grouped into more homogeneous subgroups, across usual diagnostic categories, based on two key dimensions: social withdrawal and anhedonia (reduced ability to feel pleasure). The study includes adolescents and adults aged 15 to 60 with schizophrenia, a first psychotic episode, bipolar disorder, recurrent or treatment-resistant major depressive disorder, or autism spectrum disorder without intellectual disability, as well as healthy volunteers aged 18 to 60.
The main questions it aims to answer are:
- Can subgroups of patients sharing a common profile of social withdrawal and anhedonia be identified, with similar clinical, genetic, biological and brain imaging characteristics?
- Do other dimensions (cognitive flexibility, neurodevelopmental, sensory and sleep disturbances, impulsivity) and specific clinical forms (e.g., autoimmune psychosis, metabolic abnormalities) define relevant subgroups, and how do these subgroups evolve over time? Researchers will compare patients with healthy volunteers to identify clinical and biological signatures specific to each subgroup.
Participants will:
- Attend an inclusion visit, two one-day assessment visits one year apart (clinical interviews, questionnaires, cognitive tests, fasting blood sample) and two brain MRI sessions
- Optionally provide a stool sample collected at home
- Complete questionnaires on a smartphone app and wear a connected watch (activity, sleep, heart rate) between visits
- Take part in the study for about 18 months French Minds is conducted in about 35 centres in France and aims to include 2,500 patients and 500 healthy volunteers.
Description
Background and rationale Severe psychiatric disorders such as major mood disorders, psychotic disorders and autism spectrum disorders are clinically, genetically and biologically heterogeneous, which limits the efficacy of current treatments. Precision psychiatry requires deep and objective phenotyping of large samples to identify homogeneous subgroups that share common clinical and biological features and may benefit from targeted prevention and treatment strategies. Based on the literature and international consensus, social withdrawal and anhedonia are two particularly robust transdiagnostic dimensions with an underlying biological hypothesis, validated French measurement tools, existing translational models, and recognised relevance for patients.
French Minds is part of the French national research programme PEPR PROPSY (Precision Psychiatry), funded by the French government under France 2030. It extends pre-existing French psychiatric cohorts to build a multimodal database of more than 10,000 deeply phenotyped patients.
Study design National, multicentre, prospective, longitudinal cohort study (French "Jardé" law, category 1 interventional research not involving a health product). Patients are recruited in French Minds centres, i.e., the FondaMental Foundation expert centres and the First Episode Psychosis (PEP) / RHU PsyCare centres. Healthy volunteers are recruited through advertising and pre-screened by telephone, then assessed with the MINI interview at inclusion.
Study procedures
- Visit 0 (inclusion): eligibility check, informed consent, sociodemographic and medical history, self-questionnaires; routine biological check-up prescribed for patients.
- Visit 1 (within 8 weeks of V0, one day): fasting blood sample for research (genotyping, whole-genome sequencing, DNA methylation, RNA and microRNA sequencing, metabolomics and lipidomics, proteomics, inflammatory and immune markers, autoantibodies, immune cell subpopulations), metabolic and anthropometric measures, neuropsychological assessment (CANTAB, WAIS-IV subtests, CVLT, theory of mind tasks, verbal fluency, attention), motor strength, minor neurological signs, clinician-rated scales (BPRS, C-SSRS, treatment response and resistance, life events, neurodevelopmental history, autoimmune psychosis criteria), and self-questionnaires.
- Visit 2 (within 6 weeks of V1): 3T brain MRI (structural and functional sequences, harmonised across sites), approximately one hour.
- Visit 3 (12 to 14 months after V1, one day): same assessments as V1, plus course of illness since V1 (episodes, hospitalisations, care use, treatment history).
- Visit 4 (within 6 weeks of V3): 3T brain MRI identical to V2.
- Optional stool collection at home at V0 and V3 for gut microbiome (metagenomic) analysis, subject to specific consent.
- Between visits (over one year): digital phenotyping using a study-provided smartphone with the Kanopsy app (validated self-questionnaires on anhedonia, sleep, loneliness, pain, anxiety and depression, repeated over one year) and a connected watch for passive collection of activity, sleep and heart rate variability. A safety alert redirects participants to the French national suicide prevention line (3114) when scores indicate clinical concern.
- Environmental exposure is estimated from residential history and housing characteristics. Linkage with the French National Health Data System (SNDS) is planned to study long-term care trajectories, subject to specific regulatory authorisations (CESREES, CNIL).
Biological samples are stored in a dedicated biobank (Hôpitaux Universitaires Henri Mondor, AP-HP). Genomic analyses are performed at the CNRGH (CEA) and MRI acquisition harmonisation, centralisation and quality control are handled by the CATI national neuroimaging platform.
Statistical analysis Approximately 500 patients per diagnostic group (2,500 patients) and 500 healthy volunteers will be included, allowing estimation of subgroup proportions (expected 20-50% per disorder) with 5% precision (alpha 5%), accounting for 20% loss to follow-up or refusal. Analyses will combine clustering methods, multivariate regression, analysis of variance, growth and survival models for longitudinal data, and exploratory data-mining / machine-learning approaches. Missing data will be handled by multiple imputation and multiple testing will be controlled using the false discovery rate (FDR).
Expected benefits There is no direct individual benefit; the expected benefit is collective, through improved understanding of prognostic factors and biological mechanisms in severe psychiatric disorders, with the potential to support the development of new, more personalised therapeutic strategies.
Eligibility
Inclusion Criteria:
- Patients
-
- Aged 15 to 60 years at inclusion
- Already assessed in a FondaMental expert centre or a First Episode Psychosis (PEP) / RHU PsyCare centre
- Signed informed consent (and consent of parents/legal guardians for minors, or of the curator for adults under curatorship)
- Confirmed DSM-5 diagnosis at inclusion of at least one of the following:
- Non-specific first-episode psychosis\
- Schizophrenia
- Bipolar disorder
- Major depressive disorder (recurrent or treatment-resistant)
- Autism spectrum disorder without intellectual disability
- Clinical condition compatible with clinical, biological and imaging assessments
- Affiliated with or beneficiary of a social security scheme
- Women of childbearing potential: negative blood or urine pregnancy test at inclusion
- Agrees to be informed of any abnormality detected on MRI \Non-specific first-episode psychosis: patients aged 35 or younger, with significant functional impairment (SOFAS), presenting at least two concurrent psychotic symptoms (e.g., hallucinations, delusions, disorganisation) or a first onset of a psychotic disorder (ICD-10 F20-F29) or mood disorder with psychotic features (ICD-10 F30-F39), with the episode lasting more than 7 days and first frank psychotic symptoms having appeared less than 2 years ago.
Healthy volunteers (matched to patients by sex and 10-year age group):
- Aged 18 to 60 years at inclusion
- Signed informed consent
- No personal or first-degree family history, in the past 5 years, of: non-specific first-episode psychosis, schizophrenia, bipolar disorder, recurrent or treatment-resistant depressive disorder, or autism spectrum disorder without intellectual disability
- No current prescription of antidepressant, antipsychotic, mood stabiliser or psychostimulant for a characterised disorder
- No use of antidepressant, antipsychotic, mood stabiliser or psychostimulant in the past 5 years
- Condition compatible with clinical, biological and imaging assessments
- Affiliated with or beneficiary of a social security scheme
- Women of childbearing potential: negative blood or urine pregnancy test at inclusion
- Agrees to be informed of any abnormality detected on MRI
Exclusion Criteria:
- Patients
-
- Unstabilised somatic or psychiatric condition
- Contraindication to MRI
- Emergency situation, inability to give consent, or under judicial protection (sauvegarde de justice)
- Pregnant or breastfeeding women
- Refusal to be informed of any abnormality detected on MRI
Healthy volunteers:
- Psychiatric disorder in the past 5 years (screened with the MINI interview)
- Unstabilised somatic condition
- Contraindication to MRI
- Inability to give consent
- Pregnant or breastfeeding women
- Refusal to be informed of any abnormality detected on MRI


