Evaluation of Simultaneous Effect of Lovastatin Plus Fluoxetine on Depression Using Linear Mixed Model with LASSO Penalty
Author(s) -
Marjan Faghih,
Hadi Raeisi Shahraki,
Ahmad Ghanizadeh,
Seyyed Mohhamad Taghi Ayatollahi
Publication year - 2016
Publication title -
global journal of health science
Language(s) - English
Resource type - Journals
eISSN - 1916-9744
pISSN - 1916-9736
DOI - 10.5539/gjhs.v9n4p57
Subject(s) - lovastatin , depression (economics) , fluoxetine , placebo , hamilton rating scale for depression , medicine , covariate , rating scale , hamilton depression scale , psychology , major depressive disorder , statistics , mathematics , significant difference , cholesterol , developmental psychology , receptor , alternative medicine , pathology , amygdala , serotonin , economics , macroeconomics , hamd
The effect of lovastatin plus fluoxetine on depression has been investigated in many studies, but ignoring other effective factors has decreased the accuracy of the results. The aim of this study was to assess the simultaneous effect of lovastatin plus fluoxetine on depression while controlling a large number of potential covariates using penalized linear mixed model in a longitudinal study. 60 patients with major depressive disorder according to DSM-IV diagnostic criteria were enrolled. The sample was randomly allocated into fluoxetine (up to 40 mg/day) plus lovastatin (30 mg/day) group and fluoxetine (up to 40 mg/day) plus placebo group. Hamilton depression rating scale was used to measure the depression score at baseline, week 2, and week 6. We used linear mixed model (LMM) with least absolute shrinkage and selection operator (LASSO) penalty. Among 60 patients, 39 (65%) were female with a mean age of 31.93 (9.8) years; 51.7% of the patients were married, a majority (73%) lived in village, and 45% of them had high school education. Both groups showed a significant decrease in depression score using Hamilton Depression scale. However, depression score in the treatment group decreased more than the placebo group (Mean=12.8(SD=6.3) vs. Mean=8.2(SD=4.0), t=3.4, P<.001).The proposed model revealed that in the presence of the other covariates, lovastatin plus fluoxetine could play a key role in the reduction of depression. It was also shown that all of the covariates except blood pressure had a significant effect on depression. Linear mixed model with LASSO penalty revealed that sex, age, education, physical illness had the most significant effect on depression.results demonstrated that the masters' students were possessed of less spiritual growth, indicating the need for more accurate planning towards improving students' health-promoting lifestyles. So, it was recommended that more attention be paid to the improvement of health-promoting lifestyles, especially in terms of spiritual growth.
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