ClinicalTrials.gg
RecruitingNCT06613334OBSERVSPEECHUpdated Sep 21, 2026

Voice-Based Biomarkers: A Novel Approach to Monitoring and Predicting Schizophrenia Relapses

An interventional study of Blood test: measurement of plasma antipsychotic concentration and Voice interviews and questionnaires carried out via the CALLYOPE application in Schizophrenia, sponsored by Centre Hospitalier St Anne. Recruiting at 2 sites in France. Open to participants aged 18 Years to 60 Years. Per ClinicalTrials.gov, last updated 2026-09-21.

Sponsored by Centre Hospitalier St Anne · Not applicable, Interventional, and Other

From the registry’s dates

  • Started Oct 2024; still recruiting 2 years 1 month later.
Phase
Not applicable
Study type
Interventional
Enrollment
200
Allocation
Not applicable
Ages
18 Years to 60 Years
Sex
All
01

Study summary

Schizophrenia is a serious psychiatric illness affecting approximately 25 million people worldwide. Patients with schizophrenia experience hallucinations, auditory illusions, disordered thinking, movement disorders, cognitive impairment and social isolation. Treatments with antipsychotics have proven effective in improving their living conditions, but poor compliance results in relapses and rehospitalizations for the majority of patients, which often results in a worsening of residual symptoms. The prevention of these relapses is a major issue in the care of these patients and frequent monitoring is necessary. The use of a simple, rapid and inexpensive tool to monitor symptoms and treatment effect in schizophrenia could improve the effectiveness of the treatment of these patients and prevent relapses. Speech is a good candidate as a biomarker in the monitoring of patients with schizophrenia. Schizophrenia is accompanied by speech disorders including poor speech, variations in tone or intensity or even difficulties in organizing speech.

Read the detailed description

Schizophrenia is a highly complex disease of unknown origin. It is characterized by a heterogeneous etiology and variable clinical manifestations. Numerous studies have investigated genetic, biochemical or neurodevelopmental factors of the pathology, without providing a definitive answer. The environmental factor is also analyzed, especially urban density and pollution. Finally, the immune pathway, in particular neuroinflammation, has been studied. Certain parasites, such as Toxoplasma, may be involved in the development of schizophrenia in combination with genetic factors. All these studies tend to show that the parasite/gene/environment association would influence the development of schizophrenia, but the origins remain unclear and a more complete knowledge of the pathophysiology is needed to improve diagnosis and patient management through new therapeutic targets.

More than 80% of patients with schizophrenia have language abnormalities. These abnormalities are manifested in syntax, semantics and phonology. The most common include monotonous intonation, poverty of speech, increased pauses, lack of spontaneity, and disruption of speech coherence. As speech is an important factor in social interaction, patients have great difficulty in maintaining their social relationships.

A major problem in schizophrenia is the discontinuation or misuse of antipsychotic treatment, which leads to relapse and additional hospital costs. According to a 2013 study, 50% of patients discontinue treatment after six months, often leading to decompensations.To avoid relapses, clinicans can either administer hetero-questionnaire to monitor the patients' symptoms or monitor treatment adherence.

To monitor symptoms, clinicians have at their disposal various standardized questionnaires such as the PAANS. However, those tests are time-intensive.

To monitor treatment adherence, clinicians can use blood drug concentrations as an evidence of compliance, although this method is invasive, and requires costly administration coordination between healthcare profesionnals and patients. There are also several standardized tests to monitor adherence, such as the clinician-administered BARS questionnaire and the self-administered BEMIB. These measures have often been criticized due to factors such as recall bias and poor self-perception, which limit the accuracy of patient reports and overestimate adherence.

It is therefore essential to develop new tools to objectively measure evolution of symptoms and treatment effects to detect onset of relapses, without increasing the burden on patients' daily lives.

Speech voice markers stand out because they have characteristics that make it easy to use in clinical practice and can be easily integrated into patients' daily lives. Advances in signal processing and machine learning algorithms now make it possible to measure the different components of speech: phonatory skills, articulation, the different linguistic levels (semantics, syntax, morphology, pragmatics) as well as the specific disfluencies of spontaneous speech.

These different speech markers have been validated in different neurological and psychiatric pathologies: in particular, Parkinson's disease, Huntington's disease, depression, suicidal risk, and schizophrenia. These markers of speech in psychiatry are now generalizing across languages and are also being taken into patients' homes to measure changes in patient states.

Distinctive voice characteristics have been a feature of schizophrenia since it was first defined. They are often associated with negative symptoms, such as the inability to show emotion, and with observed social impairments. It has been quantitatively observed that people with schizophrenia have poorer speech, more pauses, distinctive tones, and differences in voice intensity.

Studies have shown antipsychotics also affect language, since patients are dopamine-deficient, and blockade of these receptors by antipsychotics would exacerbate language impairments. In addition, blockade of the striatal dopamine receptor leads to extrapyramidal side effects, causing tremors, muscle rigidity, and tics that interfere with the joint movements required for speech.

Therefore, voice and language are very good candidates as biomarkers in monitoring both symptoms and treatment effects in schizophrenia to detect onsets of relapses.

The aim of this study is to determine whether voice biomarkers can be used to objectively monitor symptoms and treatment effects in schizophrenia in order to detect onset of relapses.

02

Conditions studied

  • Schizophrenia

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03

In context

Schizophrenia

3,563 studies on the registry are indexed under Schizophrenia; 491 are open to participants now.

This study's planned enrollment of 200 is above the median of 71 across 2,944 interventional studies indexed under Schizophrenia.

Browse Schizophrenia studies →

Lead sponsor

Centre Hospitalier St Anne is the lead sponsor of 101 studies on the registry; 55 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
18 Years to 60 Years
Sexes eligible
All
Accepts healthy volunteers
No

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Affiliated to a social security or other social protection scheme
  • Diagnosed with schizophrenia according to the (code F20)
  • Stable state without duration criteria
  • Main treatment with risperidone or paliperidone, aripiprazole, olanzapine in oral or long-acting injectable form
  • Complementary treatment with an antipsychotic for anxiolytic or sedative purposes: chlorpromazine, loxapine or cyamemazine
  • Able to speak and read French
  • Able to perform speech evaluations
  • Able to answer questionnaires on smartphone
  • May be under curatorship or guardianship
  • Agreeing to participate in the study and with signed by the subject, as well as by the legal representative in the case of a person under curatorship or guardianship

Exclusion criteria

Exclusion Criteria:

  • Suffering from a pathology that impairs French
  • Suffering from a neurological pathology: multiple sclerosis, Parkinson's disease, Huntington's disease or neurodegenerative disease
  • Treatment with lithium salts
  • Anti-epileptic treatment
  • Participant in another study involving medication
Terms in these criteria, in plain language(2)

Underlined terms in the criteria open these too. Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.

DSM diagnostic criteria

The American Psychiatric Association’s manual of mental health diagnoses. DSM-5 (2013, revised as DSM-5-TR in 2022) replaced DSM-IV, and some studies still name the older edition. “Meets DSM criteria for …” means diagnosed by that edition’s diagnostic criteria, usually by a clinician in an interview.

Informed consent

Before you join, the study team explains what taking part involves — its purpose, what happens, the risks and possible benefits — and answers your questions, so you can decide freely. Consent is usually recorded on a form (the informed consent form, ICF) signed by you or, where the law allows, by someone legally authorised to decide for you.

You can keep asking questions during the study, you are told of new information that matters, and you can choose to leave at any time.

05

Study design

Phase
Not applicable
Primary purpose
Other
Allocation
Not applicable
Intervention model
Single group
Masking
None (open label)
Enrollment
200 participants (estimated)

Study arms

  • Experimental
    Schizophrenic patients treated with a primary treatment

    Study's interventions: * 4 blood tests (inclusion visit, at follow-up visits at 2 and 4 months after inclusion, at the end-of-study visit at 6 months after inclusion) to measure the blood concentration of antipsychotic treatment (risperidone or paliperidone) * completion of self-questionnaires and voice interviews of the application developed by CALLYOPE

    Biological: Blood test: measurement of plasma antipsychotic concentration · Other: Voice interviews and questionnaires carried out via the CALLYOPE application

Interventions

  • BiologicalBlood test: measurement of plasma antipsychotic concentration

    Four blood tests are prospectively realized per patient during the study to measure the plasma concentration of antipsychotics (primary treatment: risperidone/paliperidone, olanzapine or aripiprazole). These blood samples are taken at the inclusion visit, at the follow-up visits 2 and 4 months after the inclusion visit, then at the end-of-study visit 6 months after the inclusion visit.

  • OtherVoice interviews and questionnaires carried out via the CALLYOPE application

    Voice interviews carried out via the Callyope application: they consist of a series of tests, divided into two parts: Structured tasks (same content for each participant) and Semi-structured tasks (content varies for each participant). The simultaneous analysis of several speech tasks allows us to break down the different stages of speech production and the important factors that influence its achievement. In addition, patients will complete self-questionnaires via the application. Finally, lifestyle habits (sleep duration and number of steps) will be recorded via the application. These different tests will be carried out on the application at the inclusion visit (M0), then every month (M1, M2, M3, M4, M5) until the end of study visit (M6).

06

What researchers measure

Primary outcomes

  1. Voice interviews recorded on Callyope application

    The analysis of the interviews (acoustic and linguistic features) will be implemented in a voice model predicting a score.

    Time frame: Month 0, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6

  2. Plasma concentration of antipsychotics

    Plasma concentration of antipsychotics measured in ng/mL from Month 0 to Month 6.

    Time frame: Month 0, Month 2, Month 4, Month 6

Secondary outcomes

  1. Age

    Age in years

    Time frame: Month 0

  2. Weight

    Weight in kilograms

    Time frame: Month 0

  3. Sex

    Sex (Male / Female)

    Time frame: Month 0

  4. Change from Baseline in the schizophrenia severity

    Schizophrenia severity will be assessed by the investigator with PANSS (Positive and Negative Syndrome Scale) scale. For positive symptoms, score range is 7-49; For negative symptoms, the score range is 16 to 112. Higher score mean a worse outcome.

    Time frame: Month 0, Month 2, Month 4, Month 6

  5. Change from Baseline in the schizophrenia severity

    Schizophrenia severity will be assessed by the investigator with CGI-SH (Clinical Global Impression - Schizophrenia) scale. Score range (min - max): 0 - 7 for the severity subscale Symptomatic remission correspond to a score ≤3 (CGI-S).

    Time frame: Month 0, Month 2, Month 4, Month 6

  6. Changes from Baseline in the schizophrenia severity

    Schizophrenia severity will be assessed by the investigator with the scores from MCSI (Modified version of the Colorado Symptom Index) questionnaire. Score range (min-max) : 5-70 Higher score relates to worse outcome

    Time frame: Month 0, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6

  7. Number of hospitalizations

    The total number of schizophrenia-related hospitalizations will be collected by the investigator from enrollment to the end of study at 6 months.

    Time frame: From enrollment to the end of study at 6 months

  8. Total sleep duration

    The total sleep duration in hours and minutes will be automatically measured by the Callyope application

    Time frame: From enrollment to the end of study at 6 months

  9. Duration of daily physical activity

    Duration of time spent at home, time in stationary mode in hours and minutes automatically assessed by the Callyope application

    Time frame: From enrollment to the end of study at 6 months

  10. Phases of sleep duration

    Duration of sleep phases in hours and minutes automatically assessed by the Callyope application

    Time frame: From enrollment to the end of study at 6 months

  11. Plasma concentration of sedative antipsychotics

    Plasma concentration of sedative antipsychotics measured in ng/mL from Month 0 to Month 6

    Time frame: Month 0, Month 2, Month 4, Month 6

  12. Daily travel distance

    Maximum daily travel distance from home in kilometers automatically assessed by the Callyope application

    Time frame: From enrollment to the end of study at 6 months

  13. Changes from Baseline in the symptoms (Depression, anxiety, functional autonomy, fatigue)

    Symptoms will be assessed by the score of the PHQ-9 (Patient Health Questionnaire - 9) questionnaire. Score range (min - max): 0 - 27 Higher score relates to a worse outcome

    Time frame: Month 0, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6

  14. Changes from Baseline in feelings of loneliness or social isolation

    Feelings of loneliness or social isolation will be assessed by the investigator from the Score from UCLA 3-item Loneliness Scale. The total score ranges from 20 to 80. Higher scores indicate higher loneliness.

    Time frame: Month 0, Month 1, Month 2, Month 3, Month 4, Month 5, Month 6

07

Study locations

1 of 2 sites recruiting
08

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reachedSimilar studies: half by the dot; the band is the middle halfHalf of similar studies reached it by the dot; the band is the middle half, from a quarter to three quarters

Started Oct 2024 (actual). Primary completion is estimated for Apr 2027, 30 months after the start.

Of 753 non-industry interventional studies with no phase under Schizophrenia, half reached primary completion within 33 months of starting (the median), counting those still running; a quarter within 17 and three quarters within 56. This study's planned 30 months is close to that.

Counting every sponsor, half of 766 studies reached it within 32 months; a quarter within 16 and three quarters within 56.

How these figures are worked out, and which studies are left out of them.

Registered
Sep 10, 2024
First posted
Sep 25, 2024
StartActual
Oct 4, 2024
Primary completionEst.
Apr 2027
CompletionEst.
Oct 2027
Last update
Sep 21, 2026
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Sep 21, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
09

Registry details

Key details

Study ID
NCT06613334
Responsible party
Sponsor
First posted
Sep 25, 2024
Start date
Oct 4, 2024
Primary completion
Apr 2027 (estimated)
Completion
Oct 2027 (estimated)
Last update
Sep 21, 2026

Study contacts

Pierre De Maricourt, Dr
Contact
P.DEMARICOURT@ghu-paris.fr
(0)1 45 65 86 91 ext. +(33)
Philippe Domenech, Pr
Contact
philippe.domenech@ghu-paris.fr
(0)1 49 81 22 01 ext. +(33)
Pierre De Maricourt, Dr
principal investigator · GHU Paris Psychiatry & Neurosciences

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

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