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RecruitingNCT07885722SMARTomicSUpdated Oct 21, 2026

Evaluation of a Multi-Layered Digital Phenotyping, Digital Safety Plan, and Pharmacogenomic Intervention for Suicide Prevention in Adults With Depression

An interventional study of Digital Monitoring (Active/Passive EMA) and Ecological Momentary Intervention (EMI) via Digital Safety Plan in Depressive Disorder, Major Depressive Disorder, Suicidal Ideation and Suicide, Attempted, sponsored by Instituto de Investigación Sanitaria de la Fundación Jiménez Díaz. Recruiting at 1 site in Spain. Open to participants aged 18 Years and older. Per ClinicalTrials.gov, last updated 2026-10-21.

Sponsored by Instituto de Investigación Sanitaria de la Fundación Jiménez Díaz · Not applicable, Interventional, and Prevention

From the registry’s dates

  • Registered 1 year after the study started (first participant enrolled Sep 2025, registered Sep 2026).
  • Started Sep 2025; still recruiting 1 year 1 month later.
Updated Oct 21, 2026Newly registeredGo to Updates ↓
Phase
Not applicable
Study type
Interventional
Enrollment
525
Allocation
Randomized
Ages
18 Years and older
Sex
All
01

Study summary

The goal of this clinical trial is to learn if a multi-layered digital and pharmacogenomic intervention works to prevent suicide re-attempts in adults with depression. It will also evaluate the safety and effectiveness of continuous digital monitoring, digital safety plans, and precision medication management.

The main questions it aims to answer are:

  • Does the multi-layered intervention lower the rate of suicide re-attempts over a 6-month period compared to standard care?
  • How do digital tools and genetic-guided prescribing affect depressive symptom severity and treatment-emergent adverse drug reactions?

Researchers will compare three groups: participants receiving standard care plus digital monitoring, participants receiving standard care plus digital monitoring and an interactive digital safety plan, and participants receiving standard care plus digital monitoring, a digital safety plan, and pharmacogenetic-guided care.

Participants will:

  • Install study smartphone applications (MeMind and eB2 Mindcare) to track daily mood, stress, and activity patterns through active and passive digital phenotyping.
  • Authorize historical digital trace extraction via Google Takeout and provide baseline blood samples for genetic, multi-omics, and pharmacokinetic profiling.
  • Complete regular clinical checkups and questionnaire assessments at baseline and at weeks 4, 8, 12, and 24.
Read the detailed description

This is a multi-center, 6-month, 3-arm, parallel-group randomized controlled trial conducted across 10 outpatient psychiatric units in Spain. The study evaluates the integration of active and passive digital phenotyping, an Ecological Momentary Intervention (EMI) via a Digital Safety Plan (DSP), and prospective pharmacogenomics (PGx) and therapeutic drug monitoring (TDM).

Study Design and Interventions:

Participants are randomized in a 1:1:1 ratio to one of three parallel arms:

  • Arm 1 (Control - TAU + Digital Phenotyping): Receives standard outpatient psychiatric care (TAU) along with active Ecological Momentary Assessment (EMA via MeMind delivering 2-4 daily prompts) and passive digital phenotyping (via eB2 Mindcare tracking actigraphy, mobility, and device usage). Pharmacogenetic and TDM profiling are performed silently, with reports masked and delivered retrospectively at Week 24.
  • Arm 2 (Intervention - TAU + Digital Phenotyping + EMI): Receives clinical TAU, active/passive EMA monitoring, and a personalized, interactive Digital Safety Plan (DSP) integrated into the MeMind platform. The DSP acts as a Just-In-Time Adaptive Intervention (JITAI), providing real-time coping strategies and emergency contact pathways that can be user-activated or triggered automatically by algorithmic crisis detection. PGx/TDM reports remain masked until Week 24.
  • Arm 3 (Advanced Intervention - TAU + Digital Phenotyping + EMI + Active PGx-Guided Care): Receives clinical TAU, active/passive EMA, and the DSP-based JITAI, combined with active prospective precision clinical decision support. Treating clinicians receive actionable PGx reports at longitudinal visits (Weeks 4, 8, 12, and 24) to guide antidepressant selection and dosing according to national guidelines, supplemented by liquid chromatography-mass spectrometry (LC-MS) therapeutic drug monitoring at Week 8.

Data Streams and Biomarker Integration:

The trial incorporates a multimodal data architecture combining active/passive EMA, historical digital trace extraction via Google Takeout (capturing spatiotemporal mobility, search queries, and digital usage footprints), and georeferenced exposomic linkage. Biological samples are collected serially at baseline and follow-up visits (Weeks 4, 8, 12, and 24) for local biochemical safety panels and centralized multi-omics assays-including high-throughput genome-wide association studies (GWAS via Axiom™ Spain Biobank Array), epigenomic methylation profiling, transcriptomics, proteomics, metabolomics, and serum drug quantification.

Statistical and Analytical Plan:

Longitudinal primary and secondary outcomes will be modeled using multilevel hierarchical multivariate regression within an Intention-to-Treat (ITT) framework, incorporating fixed effects for treatment assignment, baseline characteristics, site-level covariates, and time, alongside random effects for individual baseline variability. Genomic associations will be evaluated via mixed logistic regression (SAIGE), gene-set and pathway over-representation analyses (MAGMA/WebGestalt), and Bayesian fine-mapping (susie / coloc) to identify biological targets underlying suicidal behaviour and treatment response.

02

Conditions studied

  • Depressive Disorder, Major Depressive Disorder
  • Suicidal Ideation
  • Suicide, Attempted
  • Suicide Prevention

Keywords

  • Suicide prevention
  • Digital phenotyping
  • Ecological momentary assessment
  • Ecological momentary intervention
  • Just-In-Time Adaptive Intervention (JITAI)
  • Pharmacogenomics
  • Personalized medicine
  • Major depressive disorder
03

In context

Depressive Disorder, Major

2,805 studies on the registry are indexed under Depressive Disorder, Major; 565 are open to participants now.

This study's planned enrollment of 525 is above the median of 80 across 2,338 interventional studies indexed under Depressive Disorder, Major.

Browse Depressive Disorder, Major studies →

Lead sponsor

Instituto de Investigación Sanitaria de la Fundación Jiménez Díaz is the lead sponsor of 74 studies on the registry; 25 are open to participants now.

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

04

Who can participate

Ages eligible
18 Years and older
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

  • Adults aged 18 years or older
  • Documented history of a suicide attempt within the preceding 2 years
  • Current treatable depression indicated by a Patient Health Questionnaire-9 (PHQ-9) score of 15 or greater
  • Active possession of an internet-connected smartphone (iOS or Android) with basic digital literacy
  • Capacity to provide written informed consent
  • Willingness to provide blood samples for genetic, multi-omics, and pharmacokinetic profiling

Exclusion criteria

Exclusion Criteria:

  • Refusal to install the trial mobile applications (MeMind and eB2 Mindcare)
  • Inability to comprehend or sign the informed consent form
05

Study design

Phase
Not applicable
Primary purpose
Prevention
Allocation
Randomized
Intervention model
Parallel assignment
Masking
Single (Outcomes assessor)
Enrollment
525 participants (estimated)

Study arms

  • Active comparator
    TAU + Digital Monitoring

    Participants receive standard outpatient psychiatric care (Treatment as Usual; TAU) and install two dedicated smartphone applications (MeMind for active Ecological Momentary Assessment and eB2 Mindcare for passive digital phenotyping) to establish a continuous behavioral baseline. Pharmacogenetic (PGx) and therapeutic drug monitoring (TDM) reports are performed silently and masked from clinicians and participants until trial completion at Week 24

    Other: Digital Monitoring (Active/Passive EMA)

  • Experimental
    TAU + Digital Monitoring + Digital Safety Plan

    Participants receive clinical TAU and active/passive digital monitoring identical to Arm 1. Additionally, they receive a personalised Ecological Momentary Intervention (EMI) consisting of an interactive Digital Safety Plan (DSP) integrated within the MeMind platform. The DSP functions as a Just-In-Time Adaptive Intervention (JITAI), providing real-time coping mechanisms and crisis support pathways triggered manually or via automated crisis detection.

    Other: Digital Monitoring (Active/Passive EMA) · Behavioral: Ecological Momentary Intervention (EMI) via Digital Safety Plan

  • Experimental
    TAU + Digital Monitoring + Digital Safety Plan + PGx

    Participants receive clinical TAU, active/passive digital monitoring, and the DSP-based JITAI (identical to Arm 2). In addition, treating clinicians receive prospective, actionable pharmacogenetic (PGx) recommendation reports at longitudinal visits (Weeks 4, 8, 12, and 24) to guide antidepressant selection and dosing, supplemented by liquid chromatography-mass spectrometry (LC-MS) therapeutic drug monitoring (TDM) at Week 8.

    Other: Digital Monitoring (Active/Passive EMA) · Behavioral: Ecological Momentary Intervention (EMI) via Digital Safety Plan · Genetic: Pharmacogenetic-Guided Care and Therapeutic Drug Monitoring

Interventions

  • OtherDigital Monitoring (Active/Passive EMA)

    Standard outpatient psychiatric care combined with active Ecological Momentary Assessment (EMA via the MeMind app, delivering 2-4 daily push notifications) and passive digital phenotyping (via the eB2 Mindcare app, continuously capturing actigraphy, mobility, and device usage) to track behavioral baselines.

    Also known as: MeMind and eB2 Mindcare Monitoring

  • BehavioralEcological Momentary Intervention (EMI) via Digital Safety Plan

    An automated, interactive Digital Safety Plan (DSP) integrated within the MeMind application, serving as a Just-In-Time Adaptive Intervention (JITAI). It provides real-time coping mechanisms, internal distraction techniques, and emergency contact pathways triggered manually by the patient or automatically via real-time risk detection.

    Also known as: Just-In-Time Adaptive Intervention (JITAI), Interactive Digital Safety Plan (DSP)

  • GeneticPharmacogenetic-Guided Care and Therapeutic Drug Monitoring

    Prospective pharmacogenetic profiling of CYP2D6 and CYP2C19 loci to provide clinicians with phenotype-guided antidepressant selection and dosing recommendations, supported by liquid chromatography-mass spectrometry (LC-MS) serum therapeutic drug monitoring (TDM) at Week 8.

    Also known as: PGx-guided psychopharmacological management, LC-MS Therapeutic Drug Monitoring

06

What researchers measure

Primary outcomes

  1. Cumulative Incidence Rate of Prospective Non-Fatal Suicide Re-Attempts

    The proportion of participants experiencing one or more prospective non-fatal suicide re-attempts over the follow-up period. Event occurrences are ascertained through a combined audit of participants' electronic health records (EHR) and regional emergency department census databases to ensure comprehensive event capture.

    Time frame: 24 weeks post-randomisation

Secondary outcomes

  1. Change from Baseline in Depressive Symptom Severity as Measured by the Patient Health Questionnaire-9 (PHQ-9)

    Evaluates changes in depressive symptom severity using the PHQ-9 scale, where scores range from 0 to 27, with higher scores indicating greater depression severity. Treatment response is defined as a reduction of 50% or more, and remission as a score of 4 or less.

    Time frame: Baseline, Week 4, Week 8, Week 12, and Week 24

  2. Change from Baseline in Suicidal Ideation Severity Score on the Columbia-Suicide Severity Rating Scale (C-SSRS)

    Change in suicidal ideation severity assessed using the C-SSRS clinician-rated scale. The scale evaluates ideation intensity on a ordinal severity subscale ranging from 0 (no ideation) to 5 (active suicidal ideation with specific plan and intent).

    Time frame: Baseline, Week 4, Week 8, Week 12, and Week 24

  3. Incidence and Severity of Treatment-Emergent Adverse Drug Reactions (ADRs)

    Proportion of participants experiencing one or more treatment-emergent adverse drug reactions (ADRs), recorded via clinician electronic Case Report Form (eCRF) logs, structured patient-reported questionnaires, and standardized nursing UKU Side Effect Rating Scale assessments.

    Time frame: 24 weeks post-randomisation

  4. Incremental Cost-Effectiveness Ratio (ICER) Per Averted Suicide Attempt

    Health economic evaluation computing the ICER per averted suicide attempt from healthcare system and societal perspectives. Integrates direct medical/non-medical costs and indirect productivity losses using a decision-tree model.

    Time frame: 24 weeks post-randomisation

  5. Number of Suicide-Related Emergency Department Visits Per Participant

    Total count of emergency department visits specifically attributable to suicidal behavior or acute suicidal crisis per participant, extracted directly from electronic health records.

    Time frame: 24 weeks post-randomisation

  6. Number of All-Cause Emergency Department Visits Per Participan

    Total count of all-cause emergency department visits per participant, extracted directly from electronic health records.

    Time frame: 24 weeks post-randomisation

  7. Number of Psychiatric Hospital Admissions Per Participant

    Total count of inpatient psychiatric hospital admissions per participant, extracted directly from electronic health records.

    Time frame: 24 weeks post-randomisation

  8. Total Length of Inpatient Psychiatric Stay

    Total cumulative number of days spent as an inpatient in a psychiatric hospital setting per participant, extracted directly from electronic health records.

    Time frame: 24 weeks post-randomisation

07

Study locations

1 of 1 sites recruiting
  • Instituto Fundación Jiménez Díaz, Madrid, Madrid 28040
    Madrid, Madrid 28040, Spain
    • Chief of the psychiatry department · Contact · ebaca@fjd.es · +34 915 50 48 00
    • Enrique Baca García, Psychiatrist · Principal investigator
    Recruiting
08

References and documents

Publications

  • Jimenez-Munoz L, Penuelas-Calvo I, Diaz-Olivan I, Gutierrez-Rojas L, Baca-Garcia E, Porras-Segovia A. Suicide Prevention in Your Pocket: A Systematic Review of Ecological Momentary Interventions for the Management of Suicidal Thoughts and Behaviors. Harv Rev Psychiatry. 2022 Mar-Apr 01;30(2):85-99. doi: 10.1097/HRP.0000000000000331. PubMed 35267251 ↗
  • Nuij C, van Ballegooijen W, de Beurs D, Juniar D, Erlangsen A, Portzky G, O'Connor RC, Smit JH, Kerkhof A, Riper H. Safety planning-type interventions for suicide prevention: meta-analysis. Br J Psychiatry. 2021 Aug;219(2):419-426. doi: 10.1192/bjp.2021.50. PubMed 35048835 ↗
  • Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA. Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support. Ann Behav Med. 2018 May 18;52(6):446-462. doi: 10.1007/s12160-016-9830-8. PubMed 27663578 ↗
  • Bousman CA, Bengesser SA, Aitchison KJ, Amare AT, Aschauer H, Baune BT, Asl BB, Bishop JR, Burmeister M, Chaumette B, Chen LS, Cordner ZA, Deckert J, Degenhardt F, DeLisi LE, Folkersen L, Kennedy JL, Klein TE, McClay JL, McMahon FJ, Musil R, Saccone NL, Sangkuhl K, Stowe RM, Tan EC, Tiwari AK, Zai CC, Zai G, Zhang J, Gaedigk A, Muller DJ. Review and Consensus on Pharmacogenomic Testing in Psychiatry. Pharmacopsychiatry. 2021 Jan;54(1):5-17. doi: 10.1055/a-1288-1061. Epub 2020 Nov 4. PubMed 33147643 ↗
  • Barrigon ML, Romero-Medrano L, Moreno-Munoz P, Porras-Segovia A, Lopez-Castroman J, Courtet P, Artes-Rodriguez A, Baca-Garcia E. One-Week Suicide Risk Prediction Using Real-Time Smartphone Monitoring: Prospective Cohort Study. J Med Internet Res. 2023 Sep 1;25:e43719. doi: 10.2196/43719. PubMed 37656498 ↗

Individual participant data

Plan to share: No

09

Updates

1 registry update since Sep 25, 2026
Registered
First appeared on the registry. No changes since
Oct 21, 2026
Show all 1 update
  1. Oct 21, 2026
    First appeared on the registry

From the registry record's own update history. This site started tracking changes on Sep 25, 2026; for anything earlier, see the record history on ClinicalTrials.gov ↗

10

Registry details

Key details

Study ID
NCT07885722
Lead sponsor
Instituto de Investigación Sanitaria de la Fundación Jiménez Díaz
Collaborators
Hospitales Universitarios Virgen del Rocío, Universidad de Oviedo, Universidad de las Islas Baleares, Instituto de Biomedicina (IBiS) de Sevilla, Fundación para la Investigación Biosanitaria del Principado de Asturias, Hospital Clinic of Barcelona, Corporacion Parc Tauli, Hospital Universitario La Paz, Hospital General Universitario Gregorio Marañon, Hospital Universitario Infanta Elena, Hospital Son Espases, Hospital del Mar Research Institute (IMIM), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Barcelona, Spain.
Responsible party
Sponsor
First posted
Oct 21, 2026
Start date
Sep 1, 2025
Primary completion
Jun 30, 2027 (estimated)
Completion
Jun 30, 2027 (estimated)
Last update
Oct 21, 2026

Study contacts

Enrique Baca Garcia, Psychiatrist
Contact
ebaca@fjd.es
+34 626932936 ext. +34

Oversight

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

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