Predicting stress-related disorders from laboratory biomarkers in Finnish electronic health records

Importance

Stress-related disorders predict subsequent somatic conditions, suggesting these disorders involve systemic mechanisms, yet evidence from biomarkers remains fragmented across physiological systems.

Objective

To investigate whether routinely collected laboratory biomarkers predict the onset of a stress-related disorder and analyze their temporal trends prior to diagnosis.

Design, setting, and participants

Nested case-control study using electronic health records from Central Finland (2010-2023). The study included 73,909 participants, aged 34-92 years at baseline, with 6,758 cases of stress-related disorders and 67,151 controls matched to cases on sex and birth year. Average follow-up was 2.8 ± 3.2 years.

Main outcomes and measures

Stress-related disorders (International Classification of Diseases, Tenth Revision, category F43 and Z-codes Z73.0 and Z73.3) were the primary outcome. Ten routine laboratory biomarkers were examined: C-reactive protein (CRP), hemoglobin (Hb), glucose, glycated hemoglobin (HbA1c), triglycerides (TG), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), creatinine (Cr), sodium (Na), and potassium (K).

Temporal trends in these biomarkers were visualized using generalized additive models, and Cox proportional hazards models were used to assess whether biomarker levels measured within one year prior to diagnosis predicted the onset of stress-related disorders.

Results

Five biomarkers significantly predicted stress-related disorders within one year prior to diagnosis. Higher potassium (HR 0.73; 95% CI, 0.63–0.84) and higher HDL cholesterol (HR 0.83; 95% CI, 0.74–0.92) levels were associated with reduced risk, whereas higher LDL cholesterol was associated with increased risk (HR 1.10; 95% CI, 1.05–1.16). Higher hemoglobin (HR, 0.98; 95% CI, 0.98–0.98) and higher sodium (HR, 0.96; 95% CI, 0.95–0.98) were also associated with small reductions in risk. No significant associations were observed for remaining biomarkers. According to temporal trend analysis, lipid differences were detectable years before diagnosis, whereas changes in potassium, sodium, and hemoglobin were more transient.

Conclusions and relevance

Several routine laboratory markers predict stress-related disorders up to one year in advance, with potassium and lipids showing strongest effects. These findings contribute to understanding the systemic nature of stress-related disorders and point to opportunities for preventive and integrative care approaches.