# Multiple behavioural risk factors and mental health among adults in Estonia

**Authors:** Galina Opikova, Rainer Reile, Kenn Konstabel, Kristjan Kask

PMC · DOI: 10.3389/fpubh.2025.1600598 · Frontiers in Public Health · 2025-07-17

## TL;DR

This study explores how multiple unhealthy behaviors are linked to worse mental health in adults in Estonia.

## Contribution

The study identifies distinct behavioral risk classes and their specific associations with mental health outcomes.

## Key findings

- Three behavioral classes were identified: multiple risk factors, low-risk lifestyle, and drug use lifestyle.
- Individuals in high-risk classes had higher odds of depressiveness, stress, and suicidal thoughts.
- High-risk groups also reported more diagnoses of depression and insomnia and greater medication use.

## Abstract

Extensive evidence demonstrates the link between health behaviour and mental health. However, the impact of coinciding behavioural risk factors on mental health outcomes has received less attention. This study addresses this gap by analysing multiple behavioural risk factors and their association with mental health.

Nationally representative data (n = 6,404) from 2020 cross-sectional survey in Estonia was used to examine patterns of co-occurring behavioural risk factors, including smoking, alcohol consumption, physical inactivity, unhealthy diet, drug use, and high screen time. Latent class analysis (LCA) was employed to identify behavioural classes, and binomial logistic regression was used to examine associations between predicted individual class membership and self-reported mental health outcomes, such as depressiveness, stress, suicidal thoughts, diagnoses of depression and insomnia, and medication use.

LCA identified three behavioural classes: multiple risk factors (14.6%), low-risk lifestyle (79.9%), and drug use lifestyle (5.5%). Compared to individuals in the low-risk lifestyle class, respondents in the multiple risk factors and drug use classes had higher odds of experiencing depressiveness, stress, and suicidal thoughts, as well as self-reported diagnoses of depression and insomnia; they also exhibited increased use of medications, such as antidepressants, hypnotics, and sedatives.

Behavioural risk classes were associated with adverse mental health outcomes. These findings emphasise the importance of focused interventions targeting these risk factors to address the risk of mental health problems.

## Linked entities

- **Diseases:** depression (MONDO:0002050), insomnia (MONDO:0013600)

## Full-text entities

- **Diseases:** insomnia (MESH:D007319), mental health (OMIM:603663), smoking (MESH:D015208), deaths (MESH:D003643), Depressiveness (MESH:D003866), anxiety (MESH:D001007), drug and alcohol dependence (MESH:D019966), mental health problem (MESH:D000076082), non-communicable diseases (MESH:D000073296), sleep problems (MESH:D012893), social phobia (MESH:D000072861), suicidal behaviours (MESH:D001523)
- **Chemicals:** water (MESH:D014867), Alcohol (MESH:D000438), sugar (MESH:D000073893), narcotic substances (-)
- **Species:** Nicotiana tabacum (American tobacco, species) [taxon 4097], Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12311631/full.md

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12311631/full.md

## References

37 references — full list in the complete paper: https://tomesphere.com/paper/PMC12311631/full.md

---
Source: https://tomesphere.com/paper/PMC12311631