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Published on: December 15, 2023
Digital phenotypes of real-time suicidal ideation: Correlates and consequences
L M M Kivelä1, A J W van der Does1,2, R Gilissen3
1Department of Clinical Psychology, Institute of Psychology, Leiden University, Leiden, The Netherlands.
Suicidal ideation variability, or within-day fluctuations, can indicate suicide risk. Two distinct phenotypes of suicidal ideation variability were identified, with higher intensity and frequency linked to increased suicide attempt risk.
Area of Science:
- Psychiatry
- Digital Phenotyping
- Mental Health Research
Background:
- Suicidal ideation variability, defined as within-day fluctuations, is a potential indicator of suicide risk.
- Limited research exists on the clinical relevance and correlates of suicidal ideation variability.
Purpose of the Study:
- To investigate real-time suicidal ideation patterns using Ecological Momentary Assessment (EMA).
- To identify distinct subtypes (phenotypes) of suicidal ideation.
- To examine the clinical correlates and predictive value of these phenotypes for future suicide attempts.
Main Methods:
- Ecological Momentary Assessment (EMA) data collected four times daily for 21 days from 82 individuals with active suicidal ideation.
- Latent profile analysis to identify suicidal ideation phenotypes.
- Sociodemographic and clinical variables assessed, along with 1-year suicide attempt follow-up.
Main Results:
- Three "digital" phenotypes of suicidal ideation were identified based on frequency, intensity, and variability.
- Phenotypes 1 (high frequency/intensity, moderate variability) and 2 (moderate/high frequency, moderate intensity, high variability) showed worse baseline clinical profiles.
- Phenotypes 1 and 2 were associated with increased odds of suicide attempts during follow-up; Phenotype 1 indicated repeated suicidal behavior.
Conclusions:
- Two distinct phenotypes of real-time suicidal ideation characterized by high variability, intensity, and frequency appear to confer higher near-future suicide risk.
- These findings suggest potential clinical utility in identifying individuals at elevated risk for suicidal behavior.
- Further research with larger sample sizes is needed to confirm clinical usefulness.
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