This meta-analysis examined 15 clinical trials involving 916 participants to test the hypothesis that eicosapentaenoic acid (EPA) is the effective component in omega-3 polyunsaturated fatty acid (PUFA) supplementation for treating major depressive episodes. The analysis found that supplements containing at least 60% EPA were effective at reducing depression symptoms, while supplements containing less than 60% EPA were ineffective. Exploratory analyses suggested EPA was effective in a dose-dependent manner when the EPA dose exceeded the docosahexaenoic acid (DHA) dose between 200-2200 mg of EPA. The findings provide evidence that EPA, rather than DHA, is likely the active component in PUFA supplementation for treating depression.
This document discusses the history and evolution of vasopressor use for treating maternal hypotension during spinal anesthesia for cesarean section. It describes how ephedrine was originally used but was found to be associated with worse fetal outcomes compared to phenylephrine or metaraminol. Phenylephrine then emerged as the preferred vasopressor due to studies showing it improved fetal acid-base status. Recent research has focused on optimizing phenylephrine administration, comparing continuous infusions to bolus doses and investigating optimal infusion rates and regimens. However, the ideal method to both control blood pressure and minimize side effects like hypertension is still unclear.
The document summarizes a clinical trial that evaluated the efficacy and safety of the herbal supplement Tribulus terrestris for male sexual dysfunction. 180 men with mild-to-moderate erectile dysfunction were randomized to receive either Tribulus terrestris or a placebo for 12 weeks. The primary outcome was a change in the International Index of Erectile Function score from baseline to end of study. Secondary outcomes included changes in other domains of sexual function, safety assessments, and lipid and hormone levels. Results indicated that Tribulus terrestris significantly improved erectile function and overall sexual satisfaction compared to placebo, without significant safety issues.
ECONOMIC EVALUATION OF TWO ALTERNATIVE TREATMENTS FOR OVARIAN STIMULATION IN ...ELISA HERNANDEZ TORRES
This document summarizes several economic evaluations of different medical treatments:
1) An analysis found that the drug combination DRSP/E2 for treating postmenopausal hypertension in Korea was cost-effective compared to tibolone.
2) A study evaluated two ovarian stimulation treatments for assisted reproduction and found agonists of GnRH to be more effective but also more costly than antagonists, with an incremental cost-effectiveness ratio of $14.96 per additional pregnancy.
3) An analysis assessed the cost-effectiveness of the contraceptive patch Evra versus oral contraceptives for Mexican women, finding Evra to be more effective and less costly, saving between $4,840-7,454
We wrote this brief paper to help you to better understand the calculation of sample size. In clinical research, our goal is to make an inference regarding something about a population by studying a sample of that population. This sample has to be representative of the target population, and the number of participants must be appropriate. It should be large enough that the probability of finding differences between groups by mere chance is low and that of detecting true, clinically significant differences is high. Let me know if you have any questions.
Statistical Methods for Removing Selection Bias In Observational StudiesNathan Taback
The slide deck is from a talk I delivered at a Dana Farber / Harvard Cancer Center outcomes seminar. It presents an overview of currently available statistical methods to remove bias in observational studies.
This document discusses Bayesian decision making in clinical research as compared to conventional statistics. It begins with definitions of key Bayesian concepts. It then analyzes 3 case studies: [1] A clinical trial comparing treatments A and B, where both conventional and Bayesian analysis find A superior; [2] Whether high cancer rates near power lines are caused by them, where conventional analysis finds an effect but Bayesian does not; [3] Whether certain contraceptives increase blood clots, where Bayesian analysis changes conclusions versus conventional. The document concludes that Bayesian statistics provides probabilities of hypotheses given data, while conventional statistics does not directly address hypothesis probabilities.
This document summarizes a simulation study comparing the performance of different meta-analysis methods when assumptions of normality are violated. The study generated simulated datasets with various distributions for true effects and degrees of heterogeneity. It then compared methods like fixed effects, DerSimonian-Laird, maximum likelihood, and permutations in terms of coverage, power, and confidence interval estimation. The results showed that some methods are more robust to non-normal data, with profile likelihood and permutations generally performing best, while other methods like fixed effects and DerSimonian-Laird showed poorer performance.
This document provides a summary of analyses conducted on a secondary dataset about alcohol consumption among UK secondary school students. Descriptive statistics show that the average age was 13, with roughly equal proportions of boys and girls. 43% reported ever drinking alcohol. Hypothesis testing found the proportion who drank was less than the reported UK rate of 45%. Chi-square analysis revealed a weak association between peer pressure and drinking frequency. Correlation found a weak negative relationship between family attitude toward drinking and student drinking frequency. The document describes and interprets the results of these analyses to understand patterns of underage alcohol use.
This document discusses the history and evolution of vasopressor use for treating maternal hypotension during spinal anesthesia for cesarean section. It describes how ephedrine was originally used but was found to be associated with worse fetal outcomes compared to phenylephrine or metaraminol. Phenylephrine then emerged as the preferred vasopressor due to studies showing it improved fetal acid-base status. Recent research has focused on optimizing phenylephrine administration, comparing continuous infusions to bolus doses and investigating optimal infusion rates and regimens. However, the ideal method to both control blood pressure and minimize side effects like hypertension is still unclear.
The document summarizes a clinical trial that evaluated the efficacy and safety of the herbal supplement Tribulus terrestris for male sexual dysfunction. 180 men with mild-to-moderate erectile dysfunction were randomized to receive either Tribulus terrestris or a placebo for 12 weeks. The primary outcome was a change in the International Index of Erectile Function score from baseline to end of study. Secondary outcomes included changes in other domains of sexual function, safety assessments, and lipid and hormone levels. Results indicated that Tribulus terrestris significantly improved erectile function and overall sexual satisfaction compared to placebo, without significant safety issues.
ECONOMIC EVALUATION OF TWO ALTERNATIVE TREATMENTS FOR OVARIAN STIMULATION IN ...ELISA HERNANDEZ TORRES
This document summarizes several economic evaluations of different medical treatments:
1) An analysis found that the drug combination DRSP/E2 for treating postmenopausal hypertension in Korea was cost-effective compared to tibolone.
2) A study evaluated two ovarian stimulation treatments for assisted reproduction and found agonists of GnRH to be more effective but also more costly than antagonists, with an incremental cost-effectiveness ratio of $14.96 per additional pregnancy.
3) An analysis assessed the cost-effectiveness of the contraceptive patch Evra versus oral contraceptives for Mexican women, finding Evra to be more effective and less costly, saving between $4,840-7,454
We wrote this brief paper to help you to better understand the calculation of sample size. In clinical research, our goal is to make an inference regarding something about a population by studying a sample of that population. This sample has to be representative of the target population, and the number of participants must be appropriate. It should be large enough that the probability of finding differences between groups by mere chance is low and that of detecting true, clinically significant differences is high. Let me know if you have any questions.
Statistical Methods for Removing Selection Bias In Observational StudiesNathan Taback
The slide deck is from a talk I delivered at a Dana Farber / Harvard Cancer Center outcomes seminar. It presents an overview of currently available statistical methods to remove bias in observational studies.
This document discusses Bayesian decision making in clinical research as compared to conventional statistics. It begins with definitions of key Bayesian concepts. It then analyzes 3 case studies: [1] A clinical trial comparing treatments A and B, where both conventional and Bayesian analysis find A superior; [2] Whether high cancer rates near power lines are caused by them, where conventional analysis finds an effect but Bayesian does not; [3] Whether certain contraceptives increase blood clots, where Bayesian analysis changes conclusions versus conventional. The document concludes that Bayesian statistics provides probabilities of hypotheses given data, while conventional statistics does not directly address hypothesis probabilities.
This document summarizes a simulation study comparing the performance of different meta-analysis methods when assumptions of normality are violated. The study generated simulated datasets with various distributions for true effects and degrees of heterogeneity. It then compared methods like fixed effects, DerSimonian-Laird, maximum likelihood, and permutations in terms of coverage, power, and confidence interval estimation. The results showed that some methods are more robust to non-normal data, with profile likelihood and permutations generally performing best, while other methods like fixed effects and DerSimonian-Laird showed poorer performance.
This document provides a summary of analyses conducted on a secondary dataset about alcohol consumption among UK secondary school students. Descriptive statistics show that the average age was 13, with roughly equal proportions of boys and girls. 43% reported ever drinking alcohol. Hypothesis testing found the proportion who drank was less than the reported UK rate of 45%. Chi-square analysis revealed a weak association between peer pressure and drinking frequency. Correlation found a weak negative relationship between family attitude toward drinking and student drinking frequency. The document describes and interprets the results of these analyses to understand patterns of underage alcohol use.
Lecture on causal inference to the pediatric hematology/oncology fellows at Texas Children's hospital as part of their Biostatistics for Busy Clinicians lecture seriers.
Clinical Trial Simulation to Evaluate the Pharmacokinetics of an Abuse-Deterr...Loan Pham
A CTS was performed to estimate the sample size and optimal plasma sampling times that sufficiently characterize the PK parameters (CL, Vd) from a single dose of an abuse-deterrent (AD) opioid in pediatric subjects.
This document describes a Markov model that estimates the incremental cost-utility of etanercept and infliximab compared to usual care over five years for patients with active ankylosing spondylitis. The model uses probabilities for treatment response, relapse, and toxicity derived from clinical trials to estimate quality-adjusted life years and costs for each treatment. The results suggest etanercept and infliximab provide significant clinical benefits but high drug costs limit their efficient use to all patients. The validity of the model is limited by uncertainties around the long-term course of ankylosing spondylitis and effects of TNF inhibitors.
This document provides an overview of basic statistics, including descriptive and inferential statistics. Descriptive statistics such as frequencies, percentages, means and standard deviations are used to summarize single variables. Inferential statistics such as correlation, t-tests, chi-square, and logistic regression are used to test hypotheses, determine associations between variables, and make predictions. The document explains when each statistical test is appropriate and how to interpret and report the results.
The document summarizes a study that examined the impact of gender and age on the efficacy of electroconvulsive therapy (ECT) for treating major depressive disorder (MDD). The study analyzed data from 157 patients who received ECT and found that neither gender nor age significantly influenced treatment outcomes. Specifically, gender did not affect the rate of response to ECT or patient receptivity to treatment, and age was also not related to these measures of efficacy. The study had some limitations but provides initial evidence that gender and age may not be determinants of ECT effectiveness for MDD.
Zuranolone Presentation (Holden Young - Roseman University of Health Sciences)HoldenYoung3
Sage Therapeutics presented on zuranolone, an investigational drug undergoing Phase III trials for major depressive disorder (MDD) and postpartum depression (PPD). Zuranolone is a synthetic form of allopregnanolone that works as a positive allosteric modulator of GABA receptors. It is being studied as a potential oral treatment for MDD consisting of a 2-week course. Key studies include WATERFALL evaluating zuranolone 50mg for MDD, SHORELINE assessing long-term safety, and CORAL examining efficacy when co-initiated with an antidepressant. Results from these studies are expected in 2021 and could establish zuranolone as the first rapid-acting treatment
A Summary Look at Studies of Cranial Electrotherapy Stimulation by Ray B. Smith, Ph.D. The mechanism of action, research... Cranial Electrotherapy Stimulation provides small pulses of electric current across the head of patients for the FDA recognized treatment of depression, anxiety and insomnia. CES has been in clinical use in the U.S.A. since 1963 and in Europe since 1953. Hundreds of thousands of patients have been treated with CES over the years, and thousands presently use these prescription devices in their homes.
The document discusses various statistical tests used to analyze quantitative and qualitative data, including the t-test, chi-square test, and tests of significance. It explains that the t-test is used to compare the means of two groups when the sample size is less than 30, while the z-test is used when the sample size is 30 or more. The chi-square test can be used to determine if there is an association between two variables and to compare proportions between groups. Key aspects like type I and type II errors in hypothesis testing and interpreting p-values are also summarized.
This document discusses how to interpret a forest plot used in a meta-analysis. A forest plot visually displays the results of individual studies and the overall meta-analysis. It shows the odds or risk ratio for each study with confidence intervals, along with a diamond representing the combined results. The location of the diamond in relation to the line of no effect indicates whether the overall effect is statistically significant. Heterogeneity between studies is also assessed using the forest plot and quantitative measures.
1) A meta-analysis found low-dose interferon-α reduced recurrence of melanoma with an odds ratio of 0.87, providing evidence of benefit.
2) The letter argues that describing trial results simply as statistically significant or not is unsatisfactory and that quantitative meta-analysis is preferable.
3) While the evidence for a survival benefit with interferon-α remains unclear at all doses, a further individual patient data meta-analysis including longer follow-up data could help determine if certain melanoma patients benefit.
This document summarizes a randomized controlled trial that assessed the effectiveness of a new asthma drug on pulmonary function. 150 participants were randomly assigned to receive either an active inhaler or placebo inhaler and assessed at baseline and 4 weeks later. Statistical tests found that participants who received the active inhaler had a statistically significant improvement in forced vital capacity compared to the placebo group. They also had significantly fewer asthma attacks. However, the difference in pulmonary function between the groups was not large. The sample size would need to be increased to detect smaller treatment effects with greater power and confidence.
This randomized controlled trial tested the effects of docosahexaenoic acid (DHA) supplementation on perceived stress and cortisol response to stress among 64 pregnant African American women living in low-income environments. Women were randomly assigned to receive either 450 mg of DHA per day or a placebo from 16-21 weeks of gestation through the end of pregnancy. Women who received DHA reported lower levels of perceived stress at 30 weeks of gestation and had a lower cortisol response to a stress test, indicating that DHA supplementation may reduce the effects of maternal stress during late pregnancy.
This systematic review and meta-analysis evaluated the efficacy and tolerability of opioid analgesics for low back pain. The analysis included 20 randomized clinical trials involving nearly 8,000 participants. The review found that within recommended doses, opioids provided only modest short-term pain relief for chronic low back pain, with the effect unlikely to be clinically meaningful. Approximately half of trial participants withdrew from studies due to adverse effects or lack of efficacy. The review concluded that opioids provide limited benefit for chronic low back pain within guideline doses and that evidence for long-term efficacy is lacking.
This study analyzed data from 5 clinical trials comparing the effects of filgrastim and pegfilgrastim (G-CSF) to placebo in patients receiving chemotherapy. The results showed:
1) Patients receiving G-CSF had significantly lower rates of severe neutropenia and febrile neutropenia after the first cycle of chemotherapy compared to placebo.
2) Median overall survival was greater for patients receiving G-CSF versus placebo in one lung cancer trial, but the differences were not statistically significant.
3) A meta-analysis of the 3 placebo-controlled trials found a hazard ratio for overall survival of 0.77 favoring G-CSF over placebo, but again the result was not statistically significant. Further studies are
1) The study investigated whether adherence to lipid-lowering medications predicts initial adherence to CPAP therapy for obstructive sleep apnea.
2) The study found that higher adherence to lipid-lowering medications, as measured by medication refill rates in the previous year, closely predicted higher rates of at least 4 hours per night of CPAP use in the first week of therapy.
3) Demographic and clinical factors like age, race, apnea severity, and obesity did not predict initial CPAP adherence, but adherence to lipid medications did, suggesting a "healthy user bias" may confound studies linking poor CPAP adherence to health outcomes.
This document summarizes several journal articles on treatment-resistant bipolar depression. It describes a randomized controlled trial that compared electroconvulsive therapy to algorithm-based pharmacological treatment. It also reviews evidence-based treatment strategies for treatment-resistant bipolar depression from previous systematic reviews. Additional sources included are a study protocol for a Norwegian randomized controlled trial of ECT for treatment-resistant depression in bipolar disorder, a systematic review on new treatment guidelines for acute bipolar depression, and an article on definitions and evidence-based treatment of refractoriness in bipolar disorder. The results section indicates the document analyzes treatment variables and methods of assessing outcomes in trials of interventions for treatment-resistant bipolar depression.
DOES METHYLPHENIDATE STIMULANT MEDICATION OR AMPHETAMINE STIMULANT MEDICATION...Colin MacKichan
This study compared the prevalence of insomnia, loss of appetite, and weight loss in pediatric ADHD patients taking methylphenidate (Ritalin) or amphetamine stimulant medications. Parents of 24 patients (ages 5-14) reported side effects. The study found no significant differences in the percentage of patients experiencing each side effect based on medication type, gender, or dosage. Trouble sleeping was most common (around 40% for both medications), while weight loss was reported least often at under 10%. Loss of appetite was reported in about 27% of cases for both medications, but this did not meaningfully impact weight. The study supports the hypothesis that the two stimulant classes have similar side effect profiles in treating pediatric
O documento discute o desenvolvimento de pessoas e organizações. Aborda como o treinamento e desenvolvimento ajudam as pessoas a adquirirem novas atitudes e habilidades, melhorando seu desempenho e a eficácia organizacional. Também destaca a importância da criatividade, inovação e mudança para o sucesso das organizações em ambientes mutáveis.
O documento discute gestão de pessoas, especificamente treinamento e desenvolvimento (T&D). Ele define T&D, explica suas finalidades e aplicações, discute as vantagens e limitações e como T&D evoluiu para incluir novas abordagens como workshops, coaching e educação a distância.
O documento discute treinamento e desenvolvimento de pessoal, definindo treinamento como um processo educacional sistemático para adquirir conhecimentos, atitudes e habilidades. Ele explica que o treinamento envolve transmitir conhecimentos sobre o trabalho, atitudes sobre a organização e habilidades, e discute o ciclo de treinamento, incluindo programação, aprendizagem e avaliação dos resultados.
Lecture on causal inference to the pediatric hematology/oncology fellows at Texas Children's hospital as part of their Biostatistics for Busy Clinicians lecture seriers.
Clinical Trial Simulation to Evaluate the Pharmacokinetics of an Abuse-Deterr...Loan Pham
A CTS was performed to estimate the sample size and optimal plasma sampling times that sufficiently characterize the PK parameters (CL, Vd) from a single dose of an abuse-deterrent (AD) opioid in pediatric subjects.
This document describes a Markov model that estimates the incremental cost-utility of etanercept and infliximab compared to usual care over five years for patients with active ankylosing spondylitis. The model uses probabilities for treatment response, relapse, and toxicity derived from clinical trials to estimate quality-adjusted life years and costs for each treatment. The results suggest etanercept and infliximab provide significant clinical benefits but high drug costs limit their efficient use to all patients. The validity of the model is limited by uncertainties around the long-term course of ankylosing spondylitis and effects of TNF inhibitors.
This document provides an overview of basic statistics, including descriptive and inferential statistics. Descriptive statistics such as frequencies, percentages, means and standard deviations are used to summarize single variables. Inferential statistics such as correlation, t-tests, chi-square, and logistic regression are used to test hypotheses, determine associations between variables, and make predictions. The document explains when each statistical test is appropriate and how to interpret and report the results.
The document summarizes a study that examined the impact of gender and age on the efficacy of electroconvulsive therapy (ECT) for treating major depressive disorder (MDD). The study analyzed data from 157 patients who received ECT and found that neither gender nor age significantly influenced treatment outcomes. Specifically, gender did not affect the rate of response to ECT or patient receptivity to treatment, and age was also not related to these measures of efficacy. The study had some limitations but provides initial evidence that gender and age may not be determinants of ECT effectiveness for MDD.
Zuranolone Presentation (Holden Young - Roseman University of Health Sciences)HoldenYoung3
Sage Therapeutics presented on zuranolone, an investigational drug undergoing Phase III trials for major depressive disorder (MDD) and postpartum depression (PPD). Zuranolone is a synthetic form of allopregnanolone that works as a positive allosteric modulator of GABA receptors. It is being studied as a potential oral treatment for MDD consisting of a 2-week course. Key studies include WATERFALL evaluating zuranolone 50mg for MDD, SHORELINE assessing long-term safety, and CORAL examining efficacy when co-initiated with an antidepressant. Results from these studies are expected in 2021 and could establish zuranolone as the first rapid-acting treatment
A Summary Look at Studies of Cranial Electrotherapy Stimulation by Ray B. Smith, Ph.D. The mechanism of action, research... Cranial Electrotherapy Stimulation provides small pulses of electric current across the head of patients for the FDA recognized treatment of depression, anxiety and insomnia. CES has been in clinical use in the U.S.A. since 1963 and in Europe since 1953. Hundreds of thousands of patients have been treated with CES over the years, and thousands presently use these prescription devices in their homes.
The document discusses various statistical tests used to analyze quantitative and qualitative data, including the t-test, chi-square test, and tests of significance. It explains that the t-test is used to compare the means of two groups when the sample size is less than 30, while the z-test is used when the sample size is 30 or more. The chi-square test can be used to determine if there is an association between two variables and to compare proportions between groups. Key aspects like type I and type II errors in hypothesis testing and interpreting p-values are also summarized.
This document discusses how to interpret a forest plot used in a meta-analysis. A forest plot visually displays the results of individual studies and the overall meta-analysis. It shows the odds or risk ratio for each study with confidence intervals, along with a diamond representing the combined results. The location of the diamond in relation to the line of no effect indicates whether the overall effect is statistically significant. Heterogeneity between studies is also assessed using the forest plot and quantitative measures.
1) A meta-analysis found low-dose interferon-α reduced recurrence of melanoma with an odds ratio of 0.87, providing evidence of benefit.
2) The letter argues that describing trial results simply as statistically significant or not is unsatisfactory and that quantitative meta-analysis is preferable.
3) While the evidence for a survival benefit with interferon-α remains unclear at all doses, a further individual patient data meta-analysis including longer follow-up data could help determine if certain melanoma patients benefit.
This document summarizes a randomized controlled trial that assessed the effectiveness of a new asthma drug on pulmonary function. 150 participants were randomly assigned to receive either an active inhaler or placebo inhaler and assessed at baseline and 4 weeks later. Statistical tests found that participants who received the active inhaler had a statistically significant improvement in forced vital capacity compared to the placebo group. They also had significantly fewer asthma attacks. However, the difference in pulmonary function between the groups was not large. The sample size would need to be increased to detect smaller treatment effects with greater power and confidence.
This randomized controlled trial tested the effects of docosahexaenoic acid (DHA) supplementation on perceived stress and cortisol response to stress among 64 pregnant African American women living in low-income environments. Women were randomly assigned to receive either 450 mg of DHA per day or a placebo from 16-21 weeks of gestation through the end of pregnancy. Women who received DHA reported lower levels of perceived stress at 30 weeks of gestation and had a lower cortisol response to a stress test, indicating that DHA supplementation may reduce the effects of maternal stress during late pregnancy.
This systematic review and meta-analysis evaluated the efficacy and tolerability of opioid analgesics for low back pain. The analysis included 20 randomized clinical trials involving nearly 8,000 participants. The review found that within recommended doses, opioids provided only modest short-term pain relief for chronic low back pain, with the effect unlikely to be clinically meaningful. Approximately half of trial participants withdrew from studies due to adverse effects or lack of efficacy. The review concluded that opioids provide limited benefit for chronic low back pain within guideline doses and that evidence for long-term efficacy is lacking.
This study analyzed data from 5 clinical trials comparing the effects of filgrastim and pegfilgrastim (G-CSF) to placebo in patients receiving chemotherapy. The results showed:
1) Patients receiving G-CSF had significantly lower rates of severe neutropenia and febrile neutropenia after the first cycle of chemotherapy compared to placebo.
2) Median overall survival was greater for patients receiving G-CSF versus placebo in one lung cancer trial, but the differences were not statistically significant.
3) A meta-analysis of the 3 placebo-controlled trials found a hazard ratio for overall survival of 0.77 favoring G-CSF over placebo, but again the result was not statistically significant. Further studies are
1) The study investigated whether adherence to lipid-lowering medications predicts initial adherence to CPAP therapy for obstructive sleep apnea.
2) The study found that higher adherence to lipid-lowering medications, as measured by medication refill rates in the previous year, closely predicted higher rates of at least 4 hours per night of CPAP use in the first week of therapy.
3) Demographic and clinical factors like age, race, apnea severity, and obesity did not predict initial CPAP adherence, but adherence to lipid medications did, suggesting a "healthy user bias" may confound studies linking poor CPAP adherence to health outcomes.
This document summarizes several journal articles on treatment-resistant bipolar depression. It describes a randomized controlled trial that compared electroconvulsive therapy to algorithm-based pharmacological treatment. It also reviews evidence-based treatment strategies for treatment-resistant bipolar depression from previous systematic reviews. Additional sources included are a study protocol for a Norwegian randomized controlled trial of ECT for treatment-resistant depression in bipolar disorder, a systematic review on new treatment guidelines for acute bipolar depression, and an article on definitions and evidence-based treatment of refractoriness in bipolar disorder. The results section indicates the document analyzes treatment variables and methods of assessing outcomes in trials of interventions for treatment-resistant bipolar depression.
DOES METHYLPHENIDATE STIMULANT MEDICATION OR AMPHETAMINE STIMULANT MEDICATION...Colin MacKichan
This study compared the prevalence of insomnia, loss of appetite, and weight loss in pediatric ADHD patients taking methylphenidate (Ritalin) or amphetamine stimulant medications. Parents of 24 patients (ages 5-14) reported side effects. The study found no significant differences in the percentage of patients experiencing each side effect based on medication type, gender, or dosage. Trouble sleeping was most common (around 40% for both medications), while weight loss was reported least often at under 10%. Loss of appetite was reported in about 27% of cases for both medications, but this did not meaningfully impact weight. The study supports the hypothesis that the two stimulant classes have similar side effect profiles in treating pediatric
O documento discute o desenvolvimento de pessoas e organizações. Aborda como o treinamento e desenvolvimento ajudam as pessoas a adquirirem novas atitudes e habilidades, melhorando seu desempenho e a eficácia organizacional. Também destaca a importância da criatividade, inovação e mudança para o sucesso das organizações em ambientes mutáveis.
O documento discute gestão de pessoas, especificamente treinamento e desenvolvimento (T&D). Ele define T&D, explica suas finalidades e aplicações, discute as vantagens e limitações e como T&D evoluiu para incluir novas abordagens como workshops, coaching e educação a distância.
O documento discute treinamento e desenvolvimento de pessoal, definindo treinamento como um processo educacional sistemático para adquirir conhecimentos, atitudes e habilidades. Ele explica que o treinamento envolve transmitir conhecimentos sobre o trabalho, atitudes sobre a organização e habilidades, e discute o ciclo de treinamento, incluindo programação, aprendizagem e avaliação dos resultados.
O documento discute treinamento e desenvolvimento organizacional. Apresenta definições de treinamento e discute os tipos de mudanças de comportamento que podem ocorrer por meio do treinamento, como aumento de conhecimento, desenvolvimento de habilidades e atitudes. Também descreve as etapas do processo de treinamento, como levantamento de necessidades, desenho do programa e avaliação.
O documento discute estratégias de treinamento e desenvolvimento pessoal em empresas. Aborda conceitos de treinamento, objetivos, tópicos, metodologia e formas de avaliação de cursos. Também apresenta o ciclo de treinamento e meios de levantamento de necessidades de treinamento.
O documento discute conceitos e métodos de treinamento e desenvolvimento de funcionários (T&D). Ele abrange tópicos como definições de educação, T&D e seus objetivos, etapas, métodos de treinamento, tipos de treinamento, vantagens do T&D, dimensões do desenvolvimento e universidades corporativas.
O documento discute o processo de treinamento e desenvolvimento de funcionários em empresas. Ele descreve as etapas do processo, incluindo avaliar necessidades, definir objetivos, escolher tipo e logística de treinamento, conteúdo do treinamento e avaliar resultados. O documento também fornece exemplos de tipos, locais e indicadores de treinamento e pede aos leitores para criarem um plano de treinamento.
Treating Insomnia in Depression Insomnia Related Factors Pred.docxturveycharlyn
Treating Insomnia in Depression: Insomnia Related Factors Predict
Long-Term Depression Trajectories
Bei Bei
Monash University and Royal Women’s Hospital, University of
Melbourne
Lauren D. Asarnow
Stanford University
Andrew Krystal
University of California, San Francisco
Jack D. Edinger
National Jewish Health, Denver, Colorado, and Duke University
Medical Center
Daniel J. Buysse
University of Pittsburgh
Rachel Manber
Stanford University
Objective: Insomnia and major depressive disorders (MDD) often co-occur, and such comorbidity has
been associated with poorer outcomes for both conditions. However, individual differences in depressive
symptom trajectories during and after treatment are poorly understood in comorbid insomnia and
depression. This study explored the heterogeneity in long-term depression change trajectories, and
examined their correlates, particularly insomnia-related characteristics. Method: Participants were 148
adults (age M � SD � 46.6 � 12.6, 73.0% female) with insomnia and MDD who received antidepressant
pharmacotherapy, and were randomized to 7-session Cognitive Behavioral Therapy for Insomnia or
control conditions over 16 weeks with 2-year follow-ups. Depression and insomnia severity were
assessed at baseline, biweekly during treatment, and every 4 months thereafter. Sleep effort and beliefs
about sleep were also assessed. Results: Growth mixture modeling revealed three trajectories: (a)
Partial-Responders (68.9%) had moderate symptom reduction during early treatment (p value � .001)
and maintained mild depression during follow-ups. (b) Initial-Responders (17.6%) had marked symptom
reduction during treatment (p values � .001) and low depression severity at posttreatment, but increased
severity over follow-up (p value � .001). (c) Optimal-Responders (13.5%) achieved most gains during
early treatment (p value � .001), continued to improve (p value � .01) and maintained minimal
depression during follow-ups. The classes did not differ significantly on baseline measures or treatment
received, but differed on insomnia-related measures after treatment began (p values � .05): Optimal-
Responders consistently endorsed the lowest insomnia severity, sleep effort, and unhelpful beliefs about
sleep. Conclusions: Three depression symptom trajectories were observed among patients with comorbid
insomnia and MDD. These trajectories were associated with insomnia-related constructs after commenc-
ing treatment. Early changes in insomnia characteristics may predict long-term depression outcomes.
What is the public health significance of this article?
This study identified three distinct depression trajectories in patients with comorbid major depression
and insomnia disorders during treatment and 2-year follow-up. Those with the largest and most
sustained improvements in depression consistently scored the lowest on postbaseline insomnia and
insomnia-related cognitions. Early changes in insomnia symptoms and insomnia-related character ...
This document summarizes a meta-analysis of cognitive-behavioral therapy (CBT) for symptoms of schizophrenia. The meta-analysis included 34 studies examining overall symptoms, 33 examining positive symptoms, and 34 examining negative symptoms. It found small effect sizes favoring CBT across symptoms. However, effect sizes were larger in studies that masked outcome assessments, indicating masking reduced bias. The analysis also examined potential biases from randomization, incomplete data, and type of control group, but found little effect of these factors on results. While meta-analyses have found CBT effective for schizophrenia, biases like lack of masking in some studies may inflate apparent benefits.
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Available online at www.sciencedirect.comN u r s O u t l o o.docxcelenarouzie
Available online at www.sciencedirect.com
N u r s O u t l o o k 6 0 ( 2 0 1 2 ) 1 8 2 e 1 9 0
www.nursingoutlook.org
Using meta-analyses for comparative effectiveness
research
Vicki S. Conn, PhD, RN, FAAN*, Todd M. Ruppar, PhD, RN, GCNS-BC,
Lorraine J. Phillips, PhD, RN, Jo-Ana D. Chase, MN, APRN-BC
Meta-Analysis Research Center, School of Nursing, University of Missouri, Columbia, MO
a r t i c l e i n f o
Article history:
Received 30 December 2011
Revised 16 April 2012
Accepted 22 April 2012
Keywords:
Comparative effectiveness
research
Meta-analysis
* Corresponding author: Dr. Vicki S. Conn, A
Center, S317 School of Nursing, University o
E-mail address: [email protected] (V.S.
0029-6554/$ - see front matter � 2012 Elsevi
doi:10.1016/j.outlook.2012.04.004
a b s t r a c t
Comparative effectiveness research seeks to identify the most effective inter-
ventions for particular patient populations. Meta-analysis is an especially
valuable form of comparative effectiveness research because it emphasizes the
magnitude of intervention effects rather than relying on tests of statistical
significance among primary studies. Overall effects can be calculated for diverse
clinical and patient-centered variables to determine the outcome patterns.
Moderator analyses compare intervention characteristics among primary
studies by determining whether effect sizes vary among studies with different
intervention characteristics. Intervention effectiveness can be linked to patient
characteristics to provide evidence for patient-centered care. Moderator anal-
yses often answer questions never posed by primary studies because neither
multiple intervention characteristics nor populations are compared in single
primary studies. Thus, meta-analyses provide unique contributions to knowl-
edge. Although meta-analysis is a powerful comparative effectiveness strategy,
methodological challenges and limitations in primary research must be
acknowledged to interpret findings.
Cite this article: Conn, V. S., Ruppar, T. M., Phillips, L. J., & Chase, J.-A. D. (2012, AUGUST). Using meta-
analyses for comparative effectiveness research. Nursing Outlook, 60(4), 182-190. doi:10.1016/
j.outlook.2012.04.004.
Despite remarkable scientific advances over recent
decades, the effectiveness of many health interven-
tions remains unclear. The Institute of Medicine noted
that evidence of effectiveness exists for less than half of
the interventions in use today.1 Scant evidence exists
comparing multiple possible interventions for the same
health problem.2 Newer or more costly interventions
may not be linked with better outcomes, and variations
in health care expenditure may be unrelated to changes
in health outcomes.3-5 The troubling lack of information
about interventions’ relative effectiveness led to
comparative effectiveness research (CER) initiatives.
ssociate Dean & Potter-B
f Missouri, Columbia, MO
Conn).
er Inc. All rights reserved
CER can be defined as research designed to discov.
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Stability of active ingredients in lon expired prescription medicationsmack2286
This document discusses a study that analyzed the potency of active ingredients in 8 long-expired prescription medications ranging from 28 to 40 years past their expiration dates. The study found that 86% (12 out of 14) of the tested active ingredients were within 10% of their labeled concentrations, suggesting that many medications retain their potency for decades past expiration. The results support extending expiration dates to reduce healthcare costs. However, larger controlled studies are still needed to confirm these findings.
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This document provides a critique of 4 recent meta-analyses published in Health Psychology. It finds problems with transparency and completeness in how the meta-analyses were reported. It also notes a dependence on small, underpowered original trials of generally poor quality. The document questions the clinical validity and utility of conclusions drawn from these meta-analyses due to issues like clinical heterogeneity among studies and lack of consideration of methodological quality. Overall, it aims to encourage more rigorous standards for meta-analyses to avoid inaccurate or exaggerated conclusions.
Genetics of antipsychotic drug outcome and implications for the clinician in...BARRY STANLEY 2 fasd
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Module 4 Submodule 4. 2 Final June 2007Flavio Guzmán
The document discusses key considerations for clinicians in evaluating the results of drug clinical trials. It emphasizes the importance of critically assessing trial design, results, and whether the findings warrant changing clinical practice. Clinicians are advised to consider factors like trial methodology, potential biases, statistical/clinical significance, applicability to their patients, and safety. The document provides guidance on how to distinguish high-quality trials that produce useful results for patient care.
The efficacy of supplementation with the novel medical food, Souvenaid, in pa...Nutricia
Three randomized controlled trials involving 1,011 patients found:
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2) One study found Souvenaid improved verbal recall in patients with very mild Alzheimer's disease.
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This systematic review examined 67 studies on strategies to reduce or discontinue long-term opioid therapy (LTOT) for chronic pain and the effect of dose reduction on patient outcomes. The key findings were:
1) Interdisciplinary pain programs had the highest completion and opioid discontinuation rates, ranging from 76-100% and 29-100% respectively across 31 studies of varying quality.
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1. Meta-analysis: Effects of Eicosapentaenoic Acid in Clinical
Trials in Depression
M. Elizabeth Sublette, M.D., Ph.D.a,b, Steven P. Ellis, Ph.D.a,b, Amy L. Geant, B.A.a, and J.
John Mann, M.D.a,b,c
aDivision of Molecular Imaging and Neuropathology, New York State Psychiatric Institute, NY, NY
bDepartment of Psychiatry, Columbia University, NY, NY
cDepartment of Radiology, Columbia University, NY, NY
Abstract
Objective—Randomized trials of omega-3 polyunsaturated fatty acid (PUFA) treatment for
depression have differed in outcome. Recent meta-analyses ascribe discrepancies to differential
effects of eicosapentaenoic acid (EPA) vs. docosahexaenoic acid (DHA) and to diagnostic
heterogeneity. This meta-analysis tests the hypothesis that EPA is the effective component in
PUFA treatment of major depressive episodes.
Data Sources—PubMed was searched (1960 through June 2010) using terms “Fish Oils”[Mesh]
AND (“Depressive Disorder”[Mesh] OR “Bipolar Depression”) AND “Randomized Controlled
Trial”[Publication Type], for placebo-controlled trials of PUFA supplementation, a depressive
episode as primary disorder, published in English, supplemented by manual bibliography review.
Study Selection—The search yielded 15 trials involving 916 participants.
Data Extraction—Sample sizes; PUFA doses; mean ages, baseline and endpoint depression
ratings and standard deviations; and p values were extracted.
Data Synthesis—In a mixed-effect model, percentage of EPA in the supplements was the fixed-
effect predictor, dichotomized into two groups: EPA < 60% or EPA ≥ 60% of EPA + DHA.
Secondary analyses explored relevance of treatment duration, age, and EPA dose.
Results—Supplements with EPA ≥ 60% showed benefit on standardized mean depression scores
(SMD, for EPA ≥ 60% = 0.558, 95% CI = (0.277, 0.838), z = 4.195, p = 0.001; for EPA < 60% =
−0.026, 95% CI = (0.200, 0.148), z = −0.316, p =0.756), with negligible contribution of random
effects or heteroscedasticity, and no effects of treatment duration or age. Supplements with EPA <
60% were ineffective. Exploratory analyses supported a non-linear model, with improvement
determined by the dose of EPA in excess of DHA, within the range 200 to 2200 mg EPA.
Conclusions—Supplements containing EPA ≥ 60%, in dose range 200 to 2200 mg EPA in
excess of DHA, were effective against primary depression. Translational studies are needed to
determine mechanisms of EPA’s therapeutic benefit.
Keywords
n-3 PUFA; docosahexaenoic acid; eicosapentaenoic acid; clinical trials; depression; meta-analysis
Correspondence: M. Elizabeth Sublette, M.D., Ph.D., New York State Psychiatric Institute, 1051 Riverside Drive, Unit 42, NY, NY
10032, es2316@columbia.edu, Tel 212 543-6241, Fax 212 543-6017.
NIH Public Access
Author Manuscript
J Clin Psychiatry. Author manuscript; available in PMC 2013 January 02.
Published in final edited form as:
J Clin Psychiatry. 2011 December ; 72(12): 1577–1584. doi:10.4088/JCP.10m06634.
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2. INTRODUCTION
Low levels of omega-3 polyunsaturated fatty acids (PUFA) have been linked to
depression1,2 and suicide3, as well as to cardiovascular4,5 and inflammatory disorders6, and
thus may impact comorbidity of depression with diseases such as coronary heart disease7,8
and diabetes9. Previous meta-analyses disagree as to the benefit of omega-3 fatty acid
supplementation for depression.10–14 However, the trials performed to date vary in
important methodological aspects, including the type of placebo, diagnoses, monotherapy
vs. augmentation, and doses and proportions of eicosapentaenoic acid (20:5n-3; EPA) and
docosahexaenoic acid (22:6n-3; DHA) in the supplements. Two factors have recently been
proposed to account for discrepancies between studies: a greater efficacy of EPA than
DHA11,13, and greater effectiveness in patients with a diagnosed depressive disorder13,14.
The a priori goal of this meta-analysis was to test the hypothesis that EPA is the active
component of omega-3 PUFA treatment in depressive disorders. This study extends
previous work by including recent clinical trials15,16 not reviewed in prior meta-analyses,
and by proposing a novel model to explain the effects of EPA dosing. Determination of the
most effective omega-3 PUFA supplementation regimen is important for treatment of
depression and for design of future research studies.
METHOD
Literature search
Published studies eligible for this analysis were identified through a search of clinical trials
in PubMed/MeSH (1960 through June 2010) using the following terms: “Fish Oils”[Mesh]
AND (“Depressive Disorder”[Mesh] OR “Bipolar Depression”) AND “Randomized
Controlled Trial”[Publication Type] and limited to published articles written in English. The
reference lists within the resulting publications and relevant review articles were also
examined to check for completeness of the assembled list of studies.
Trial selection
Trials were included if they met the following inclusion criteria: (1) prospective,
randomized, double-blinded study design; (2) depressive episode as the primary complaint
(with or without comorbid medical conditions); (3) administration of omega–3 PUFA
supplements; (4) appropriate outcome measures to assess depressed mood; (5) a placebo
comparison group, and (6) published in English.
Data extraction
Data extracted were study design, sample size, dose and percentage of EPA and DHA,
subject mean ages, mean baseline and endpoint depression ratings and standard deviations
(SDs) for PUFA and placebo groups, and p values. Mean and SD values not included
explicitly in the published reports of Grenyer et al.17, da Silva et al.18 and Silvers et al.19
were provided electronically by the authors (Howe, P., PhD, written communication, May
28, 2010; Ferraz, A.C., PhD, written communication, June 24, 2010; Silvers, K.M., PhD,
written communication, August 14, 2010, respectively). EPA was quantified as a percentage
of (EPA + DHA) in the supplement, ranging from 0 (in one trial with DHA alone) to 100%
(ethyl-EPA alone).
The clinical outcome of interest was standardized mean difference in the change from
baseline to endpoint scores on a depression rating scale, in subjects taking PUFA
supplements vs. subjects taking placebo. Trials used the Hamilton Depression Rating
Scale20 for the main outcome measure except for 4 studies17,18,21,22 that used the Beck
Depression Inventory23, the Montgomery–Asberg Depression Scale24, the Childhood
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3. Depression Rating Scale25, and the short form of the Depression, Anxiety, and Stress
Scale26, respectively.
Primary statistical analysis
Statistical analyses were performed using R27 (R Foundation for Statistical Computing,
Vienna, Austria). Where means and SDs for baseline and endpoint were available for both
groups, the effect size was calculated according to the method of Hedges.28 The difference
in mean baseline-endpoint change between PUFA and placebo groups was divided by an
estimated SD of the change, calculated by pooling baseline and endpoint SDs in each group
and multiplying by 21/2. This technique assumes that baseline and endpoint values are
uncorrelated, whereas in actuality they are probably positively correlated. This conservative
assumption, therefore, is likely to overestimate SD’s of the change and result in smaller
estimated magnitude of effect sizes. In one study, use of the Hedges method was not
possible due to limited specificity of information29, so effect size was calculated from p-
values30, and standard error (SE) was imputed via a regression of SE on the reciprocal of the
square root of the study size, which in this sample strongly correlated with SE (r = 0.96).
The SD of the group difference was obtained by pooling SDs of the placebo and treatment
groups.
A regression analysis was used to study the contribution of the EPA proportion to the effect
size for omega-3 PUFA supplementation compared to placebo. The predictor variable for
the fixed-effect part of the model was the percentage of EPA in the supplement,
dichotomized into two groups: EPA less than 60% of DHA + EPA concentrations, or EPA
greater than or equal to 60% of EPA + DHA concentrations. This cutoff was chosen based
on the empirical observations that all significant positive studies used at least 60% EPA and
all studies with less than 60% EPA were negative (the remaining studies used at least 60%
EPA but were negative).
Two reports29,31 tested different doses of 100% ethyl-EPA; individual dose analyses within
each paper were treated for purposes of meta-analysis as separate trials. This and other cases
of studies by the same author may be statistically dependent, violating a basic assumption of
ANOVA. To test for author effects, two classes of models were generated for the random
part of the mixed model: models including ‘author’ as a random effect and those in which all
studies were regarded as independent. Another concern was whether the precision of the
estimated effect size might depend on study size, e.g. studies with fewer subjects might have
larger variance. This and two other potential conditions of heteroscedasticity in study-wise
SD were tested a priori in the mixed models: study-wise SD depended on 1) sample size or
2) EPA dichotomized at 60%, or 3) was constant. Using EPA dichotomized at 60% as the
fixed-effect term and all combinations of the 2 random-effects and 3 heteroscedasticity
possibilities, a family of 6 mixed-effects models was generated. One additional model was
fitted, a weighted least squares regression32 with weights proportional to the reciprocal of
estimated study effect size SE. The model with the smallest Bayes Information Criterion
(BIC) value33 was chosen. As a further check, a Welch Two-Sample t-test was also
performed, which is not based on an assumption that the SD’s in the high and low
percentage EPA groups are equal.
Two sources of heterogeneity were feasible to test, given the information available in the
trials included in the meta-analysis: treatment duration and mean age, included as covariates
in separate regression analyses. In these analyses, the same family of 7 models was utilized,
the dependent variable remained effect size, and the predictors were EPA dichotomized at
60% plus one of the covariates; interactions were also tested. Publication bias was assessed
with a funnel plot.
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4. Exploratory analysis of dose effects
Given the observed 60% threshold for significance, it was hypothesized that EPA was
effective to the extent that it was in excess of DHA in the supplements. Therefore,
correlations were examined between effect size and EPA dose in excess of DHA (EPA dose
– DHA dose), where positive numbers represent EPA in excess, and negative numbers
represent DHA in excess. A second observation was negative outcomes in 2 published
studies29,34 at doses of pure ethyl EPA greater than or equal to 4,000 mg. Therefore, a non-
linear relationship of EPA dose to effect size was proposed. Linear and non-linear regression
models were empirically fit to the data, using the curve-estimation module from SPSS
(Release 17.0.0, 2008, SPSS Inc., Chicago, IL, for Mac [Apple, Inc., Cupertino, CA]).
Weighted linear and quadratic least squares regression analyses were also performed, using
weights proportional to the reciprocal of estimated study effect size SE. No correction was
made for multiple testing.
RESULTS
Literature search
Twenty-four reports were identified through the MeSH/PUBMED search strategy, excluding
3 studies that were not clinical trials, 4 in which the primary diagnosis was not depression,
and 3 without a placebo arm. One additional article was identified through manual
bibliography search, resulting in 15 double-blinded, placebo-controlled trials that fulfilled
all criteria, involving 916 participants (see Table 1). Eight studies included participants with
diagnosed Major Depressive Disorder16,17,21,35–39. Two studies concerned participants with
a Major Depressive Episode in association with a medical illness: Parkinson’s disease18 and
coronary heart disease15. One study enrolled participants with a Major Depressive Episode
in context of Bipolar Disorder31. The remaining 4 studies defined the diagnostic criteria as
“episode of major depression or dysthymia”40, “ongoing depression”29, “a current
depressive episode”19, or “mild to moderately depressed”22. In 3 studies, depression
occurred in context of pregnancy or the perinatal period35,39,40. PUFA was given as
monotherapy in 6 trials 16,21,22,36,39,40, and in one trial18 as one arm of the study. The
remainder gave PUFA as adjunctive to pharmacotherapy15,17,19,29,31,37,38 or
psychotherapy35. All studies used an intent-to-treat analysis except one study38 that
excluded 4 subjects by placebo lead-in and 6 subjects after randomization, and another
study18 in which 2 patients dropped out and were not included in the efficacy analysis. The
percent composition of the supplements spanned the entire range from 100% EPA to 100%
DHA; doses ranged from 400–4,400 mg/day of EPA and 200–2,400 mg/day of DHA.
Data synthesis
The overall effect size for 60% or greater EPA in supplements compared with placebo was
0.558 (p<0.001); for EPA at less than 60%, it was non-significant at −0.026, (see Table 2
and Figure 1). Interpretation of these findings should take into account that asymmetry of
the funnel plot indicated some negative publication bias (see Figure 2).
For primary and secondary analyses, the p-values of dichotomized EPA in all models were
robust, ranging from 0.00046 to 0.00165. Results from models with the lowest BIC are
summarized in Table 2. In the primary regression analyses, the best model was the weighted
least squares regression, in which an EPA proportion of at least 60% was a significant
determinant of superiority of PUFA over placebo (t = 4.19, df = 17, p-value < 0.001). A
Welch Two Sample t-test confirmed the significance of the effect (t = 5.10, df = 16.83, p-
value < 0.0001). In secondary covariate analyses, neither treatment duration nor age
significantly predicted effect size; an EPA proportion of 60% or greater was still significant
with either variable in the model. Interactions were not statistically significant.
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5. In exploratory analyses, EPA dose in excess of DHA (EPA (mg) – DHA (mg)) correlated
similarly with effect size using either a linear (F=4.054, p=0.060, df1=1, df2=17) or a
quadratic (F=3.399, p=0.059, df1=2, df2=16) function; neither reached significance (see
Figure 3). However, weighted least squares regression analyses using weights proportional
to the reciprocal of estimated study effect size SE, were significant for both linear (F=4.843,
p=0.018, df1=1, df2=17) and quadratic (F=3.993, p=0.039, df1=2, df2=16) approaches.
DISCUSSION
In agreement with Ross et al.11 and Martins13, this study identifies EPA as the effective
PUFA component in treatment of depression. This finding is in contrast to the greater face
validity of DHA, which is the major brain omega-3 PUFA species and is lower in brains of
depressed subjects in postmortem studies2. The lack of DHA efficacy could mean that acute
supplementation does not increase brain DHA concentrations. Increases in brain DHA have
been reported after supplementation in piglets41 and in rats42. The effect of dietary DHA
supplementation on human brain levels has not been studied; however, intravenously
injected radiolabelled DHA43 resulted in an extremely low rate of DHA incorporation into
brain in healthy humans: 3.8 + 1.7 mg/day, or a whole-brain half-life of 2.5 years. If this is
an accurate paradigm for the fate of dietary DHA, then as noted by Umhau et al.43, effects of
supplementation would not be evident in clinical trials lasting a few weeks, and the delay
would be impractical for a therapeutic agent.
Possible explanations of EPA effects on depression
1. EPA could directly or indirectly facilitate an increase in brain DHA levels. Since
EPA is a precursor of DHA, an increase in EPA might increase production of
DHA44, and it has been suggested that decreased conversion of EPA to DHA could
be an etiologic factor in depression45. However, supplementation with EPA has not
been found to increase plasma or erythrocyte DHA levels in humans46 or brain
DHA levels in rats47.
2. EPA could enter the brain and act directly as the effector. Given the extremely low
EPA compared with DHA levels in brain (1:274 in mouse48), including in
postmortem human brain2, this explanation has been considered unlikely. However,
low brain levels do not necessarily indicate low uptake; they could signify rapid
turnover. For example, in mouse brain, kinetic studies suggest rapid beta-oxidation
of EPA upon uptake.48 Administration of ethyl-EPA increases neuronal and glial
EPA content in rats49, and in differentiated PC12 cells, results in neuroprotective
effects including suppression of cell death.49 This hypothesis has not been tested in
vivo in humans.
3. EPA could have non-brain effects that cause secondary brain changes. Consistent
with this model, dietary DHA and EPA exhibit differential physiologic outcomes
and phospholipid partitioning.50 Following are some instances of known EPA
effects, conceptualized within categories that may have relevance for depression
pathophysiology: inflammation, effects on fuel supply to brain, and
neuroprotection.
Inflammation—The inflammatory hypothesis of depression is based on the observations
that stress precipitates both inflammatory responses and depression, inflammatory markers
are increased in depression, and inflammatory cytokines can produce depressive symptoms
in humans.51–53
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6. Long-chain PUFAs and their metabolites have immunomodulatory properties.6 There is a
functional opposition between omega-3 and omega-6 PUFA, in which higher relative levels
of omega-3 tend to reduce the production of pro-inflammatory eicosanoids and
cytokines50,52,54. Ratios of omega-6 to omega-3 PUFA are elevated in depression55–59 and
in suicide risk3. These findings are in agreement with a theory proposing arachidonic acid
(AA) cascade abnormalities as a cause of mood dysregulation.60–62 EPA has also been
proposed29, specifically, as an important competitor with AA. For example, 1) Differences
in EPA/AA ratios affect membrane fluidity and cellular responsivity50; 2) EPA competes
with AA for cyclo-oxygenase, increasing production of anti-inflammatory
prostaglandins29,50; and 3) lower EPA levels have been found associated with a genetic
variant of phospholipase A2 (PLA2) that increased risk of interferon-induced depression63.
Effects on fuel supply to the brain—Increased PUFA oxidation could increase
ketogenesis, producing ketone bodies that could bypass glucose utilization and improve
energy supply to the brain.64 Increased fatty acid oxidation decreases production of
triacylglycerol in rat hepatocyte cell cultures65 and increases fasting glucose concentrations
in hyperlipidemic men66. Despite its low concentration in hepatocytes, EPA is a much
stronger activator than DHA of peroxisome proliferator-activated receptor α (PPARα)67, an
important regulator of energy homeostasis and PUFA β-oxidation68.
Neuroprotection—EPA supplementation in Bipolar Disorder has been observed to
increase brain N-acetyl-aspartate69, a marker for neuronal health. EPA supplementation for
9 months also increased the ratio of cerebral phosphomonesters to phosphodiesters, an
indicator of phospholipid turnover, and reversed brain atrophy, in a subject with Major
Depressive Disorder.70 No comparable studies have been performed with DHA.
The role of EPA dose
The role of dose in PUFA supplements has been difficult to understand. Although EPA at
ratios greater than 60% positively affected depression outcome, both successful 21,29,31,37–39
and unsuccessful 15–17,19,22,29,35,40 trials used EPA doses in the same ranges (400 to 4,000
mg/day). To address the effects of dose, we propose the following theoretical model:
1. There exists an approximately 1:1 competition between DHA and EPA for an
unknown biological site, such that the EPA in excess of DHA exhibits a therapeutic
outcome in depression. This postulate is consistent with findings of this meta-
analysis, in which effects of EPA were statistically significant when the
concentration of EPA in supplements rose to 10% above the DHA level. It also
makes sense mechanistically, as EPA and DHA are structurally similar and might
be expected to compete in approximately a 1:1 ratio for binding sites. This
explanation implies a functional competition not only between omega-3 and
omega-6 PUFAs61, but also within omega-3 species, with regard to depression.
Thus we postulate that EPA in excess of DHA may be considered mechanistically
to be unopposed EPA and the active component of PUFA supplements with regard
to depression treatment.
2. There is a non-linear dose effect, such that above a certain range, unopposed doses
of EPA are ineffective.
Figure 3 illustrates effect sizes as a quadratic function of unopposed PUFA dose
(EPA-DHA). A cluster of positive trials was seen at 200–2,200 mg/day of
unopposed EPA; the wide variance is presumably due to factors not controlled for
in this analysis. The maximum dose of unopposed EPA (4,000 mg) was ineffective.
The graph also shows that most studies with doses of unopposed DHA (where
EPA-DHA yielded a negative number, i.e. more DHA than EPA) were less
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7. effective than placebo. This is consistent with a suggestion71 that DHA is
contraindicated in depression on the basis of ex-vivo studies, in which it increased
the proportion of proinflammatory markers.
The right-hand, descending portion of the quadratic curve is supported by a lone point at
4000 mg of ethyl-EPA29. However, we note the existence of another clinical trial34 in BD
not included in this meta-analysis (as the sample comprised depressed and rapid-cycling
patients), in which 6,000 mg of pure ethyl-EPA was not superior to placebo. It has been
puzzling that these two well-designed studies were negative, as they seem to be comparable
to similar, successful trials at doses of 4,400 mg of EPA in MDD38 and 6,200 mg of EPA in
BD72. The problem was not the use of pure ethyl-EPA, which has been successfully used to
treat depression in several clinical trials16,29,31,37. Rather, we note that in the latter,
successful studies38,72, the unopposed doses of EPA were actually only 2,200 and 2,800 mg/
day, respectively, consistent with our model. Thus, although the linear regression was also
statistically valid, we feel that the U-shaped response curve is more likely to reflect the
reality of the clinical response, although it is currently unknown why high doses of EPA
may not be effective.
Effects of other factors
In a more broadly defined population, Martins13 found greater PUFA effects with shorter
treatment length. In this meta-analysis, which included studies ranging from 4 to 16 weeks
in duration, treatment length was not a predictor of outcome, suggesting that for patients
who have a diagnosed depressive illness, effects of EPA may not be limited to the initial
treatment period.
Limitations
This meta-analysis did not take into account unpublished clinical trials that would be
predicted by the asymmetric funnel plot to exist. The number of potential moderators
examined was limited by considerations of statistical power and inconsistent information in
the source articles. Unexamined covariates that might be relevant include baseline level of
depression, presence of stabilizing antioxidant in the supplement47, response by sex or
ethnicity, baseline plasma PUFA levels, and dietary intakes. The selection of a diagnostic
phenotype for study was limited by the relatively small number of clinical trials primarily
focusing on depression, and by a lack of diagnostic clarity in some of the studies. Thus no
inferences can be made about depressive episodes occurring within Major Depressive
Disorder as opposed to Bipolar Disorder. The theoretical model to explain dose effects is
based on a small number of studies and must be tested prospectively.
CONCLUSIONS
Recently, experts have called for more widespread use of omega-3 supplementation in
patients at risk for depression10,73. However, there are no current agreed-upon guidelines
concerning the optimal balance of constituents in omega-3 supplements. This meta-analysis
finds no evidence that DHA is acutely effective against depression, and in fact, it may block
beneficial effects of EPA at about a 1:1 dose ratio. Thus the amount of EPA unopposed by
DHA may be critical for effective PUFA supplementation in depressive episodes. These
findings argue against additional brief clinical trials of DHA for depression. At present, our
knowledge base supports the use in acute depression of omega-3 supplements containing at
least 60% EPA, with a ceiling at around 2,000 mg of EPA in excess of DHA, although the
therapeutic effects of different unopposed EPA doses should be tested further in prospective
studies that take into consideration diet and other potential confounds. We note that long-
term efficacy and health effects of PUFA supplementation in depression have yet to be
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8. evaluated. Translational studies are also required to understand mechanisms underlying EPA
effects in depression.
Acknowledgments
Sources of Financial Support: This work was partially supported by NIMH grants MH040695 and
K08MH079033-03.
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12. Figure 1.
Standardized Mean Differences and 95% Confidence Intervals for Studies in Depressive
Episodes Comparing Antidepressant Effect Between Omega-3 Polyunsaturated Fatty Acids
and Placebo, Arranged by Percentage of Eicosapentaenoic Acid (EPA) in the Supplements.
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13. Figure 2.
Funnel Plot of Effect Sizes for Clinical Trials Included in the Meta-Analysis.
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14. Figure 3.
Exploratory Study of the Relationship between Unopposed PUFA Dose and Effect Size in
Clinical Trials Comparing PUFA with Placebo Supplementation.
Abbreviations: SD = Standard Deviation; EPA=Eicosapentaenoic acid;
DHA=Docosahexaenoic acid; PUFA=Polyunsaturated Fatty Acid. Unopposed PUFA
supplement doses are defined as the absolute values of the difference between EPA (mg/
day) and DHA (mg/day) and presented in a continuum, left to right, from the greatest
unopposed DHA dose to the greatest unopposed EPA dose.
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