Heart Failure Symptoms Profile Associated With Depressive Symptoms.
Lucinda J GravenMelinda K HigginsCarolyn M ReillySandra B DunbarPublished in: Clinical nursing research (2018)
Heart failure (HF) symptoms are known to influence depressive symptoms, yet a symptom profile has not been identified. HF symptoms relative to symptom experience (frequency, severity, interference with physical activity and enjoyment of life) associated with depressive symptoms were examined. Data from three HF studies (N = 308) which used the Heart Failure Symptom Survey were included in this cross-sectional secondary analysis. Supervised classification for and identification of symptoms most associated with depressive symptoms were accomplished using random forest algorithms via conditional inference trees. The HF symptom profile associated with depressive symptoms across all four symptom experience domains included fatigue, dizziness, and forgetfulness/difficulty concentrating. Abdominal bloating, worsening cough, and difficulty sleeping were also important, but did not consistently rank in the top 5 for symptom importance relative to all symptom experience domains. Symptom profiling may enhance early identification of patients at risk for depressive symptoms and inform symptom management interventions.
Keyphrases
- depressive symptoms
- sleep quality
- heart failure
- patient reported
- social support
- physical activity
- cross sectional
- machine learning
- end stage renal disease
- left ventricular
- chronic kidney disease
- artificial intelligence
- ejection fraction
- body mass index
- newly diagnosed
- big data
- peritoneal dialysis
- neural network
- bioinformatics analysis