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1.
Atten Defic Hyperact Disord ; 9(4): 219-229, 2017 Dec.
Article in English | MEDLINE | ID: mdl-28477289

ABSTRACT

We identified relapse/maintenance-of-response (MOR) predictors following discontinuation of long-term atomoxetine treatment in pediatric and adult patients with attention-deficit/hyperactivity disorder (ADHD) and assessed correlations between ADHD symptoms and quality of life (QoL). Post hoc analyses of data from two randomized, double-blind, placebo-controlled, phase 3 withdrawal studies in patients with ADHD meeting predefined response criteria before randomization. Study 1: patients (N = 163; 6-15 years) received atomoxetine (1.2-1.8 mg/kg/day) for 1 year, followed by randomization to atomoxetine (n = 81) or placebo (n = 82) for 6 months. Study 2: patients (N = 524; 18-50 years) received atomoxetine (80-100 mg/day) for ~6 months, followed by randomization to atomoxetine (n = 266) or placebo (n = 258) for ~6 months. Placebo patients were used for the analyses. Relapse: ≥50% worsening of prerandomization improvement in ADHD symptoms and ≥2 level severity increase on the Clinical Global Impression-Severity (CGI-S) scale at 2 consecutive visits; MOR: retaining ≥75% of prerandomization symptom improvement and CGI-S ≤ 2 at all visits (study 1); retaining ≥70% of prerandomization symptom improvement and CGI-S ≤ 3 at all visits (study 2). In adults, statistically significantly (P ≤ .05) increased likelihood of relapse was associated with prerandomization presence of Conners' Adult Attention-Deficit/Hyperactivity Disorder Rating Scale-Investigator-Rated:Screening Version (CAARS-Inv:SV) items "difficulty awaiting turn" and "careless mistakes." In pediatric patients, less MOR was associated with prerandomization presence of ADHD Rating Scale-IV-Parent Version Investigator-Rated item "does not listen"; in adults, less MOR was associated with prerandomization presence of CAARS-Inv:SV items "loses things" and "difficulty awaiting turn." Changes in patients' QoL after withdrawal from atomoxetine moderately correlated with changes in ADHD symptoms in pediatric patients and mildly in adults.


Subject(s)
Atomoxetine Hydrochloride/administration & dosage , Attention Deficit Disorder with Hyperactivity/diagnosis , Attention Deficit Disorder with Hyperactivity/drug therapy , Placebo Effect , Adolescent , Adult , Atomoxetine Hydrochloride/therapeutic use , Child , Female , Humans , Male , Middle Aged , Quality of Life , Randomized Controlled Trials as Topic , Recurrence , Risk Factors , Young Adult
2.
Atten Defic Hyperact Disord ; 7(2): 141-50, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25563210

ABSTRACT

The adult attention-deficit/hyperactivity disorder (ADHD) quality-of-life (AAQoL) scale was previously validated in adult patients in the USA; here, the AAQoL is validated in adult European patients. Data from a 12-week open-label acute treatment period with atomoxetine (80-100 mg/day) in adults with ADHD were used. Patients (≥ 18 to ≤ 50 years old) had a score ≥ 2 on ≥ 6 items on the inattentive or hyperactive core subscales of Conners' Adult ADHD Rating Scale-Investigator Rated: Screening Version (CAARS-Inv:SV); a CAARS-Inv:SV 18-item total ADHD symptom score ≥ 20; and Conners' Adult ADHD Rating Scale-Observer: Screening Version 6-item inattentive or hyperactive core subscale scores ≥ 2. Data were stratified based on patients' geographic region (Europe vs USA). Scale validation psychometric properties results were very similar between European (n = 1,217; 57.7 % male; mean age 33.0 years) and US (n = 602; 62.1 % male; mean age 33.5 years) patients, including factor loading, internal consistency, convergent and discriminant validity, and responsiveness. Exploratory factor analysis confirmed four AAQoL subscales. Internal consistency was acceptable (Cronbach's alpha > 0.70 for all subscales). The AAQoL total score showed moderate convergent validity with CAARS-Inv:SV 18-item total ADHD symptom and clinical global impression-ADHD-severity (CGI-ADHD-S) scores; and strong convergent validity with Behavior Rating Inventory of Executive Function-Adult Version: Self-Report Global-Executive-Composite Index scores. Mean AAQoL total scores were significantly different among patients grouped by CGI-ADHD-S scores, suggesting good discriminant validity. The AAQoL total and subscale scores presented good responsiveness from baseline to 12 weeks. The AAQoL scale shows comparable validity in European and US adults with ADHD.


Subject(s)
Attention Deficit Disorder with Hyperactivity/psychology , Psychiatric Status Rating Scales/standards , Quality of Life/psychology , Adolescent , Adrenergic Uptake Inhibitors/therapeutic use , Adult , Atomoxetine Hydrochloride/therapeutic use , Attention Deficit Disorder with Hyperactivity/drug therapy , Clinical Trials, Phase III as Topic , Europe , Factor Analysis, Statistical , Female , Humans , Male , Middle Aged , Multicenter Studies as Topic , Psychometrics , Randomized Controlled Trials as Topic , United States , Young Adult
3.
Psychiatry Res ; 208(1): 94-6, 2013 Jun 30.
Article in English | MEDLINE | ID: mdl-23318025

ABSTRACT

In adult patients with attention-deficit/hyperactivity disorder from within and outside of Europe, Conners' Adult Attention-Deficit/Hyperactivity Disorder (ADHD) Rating Scale-Investigator Rated: Screening Version showed good internal consistency (Cronbach's α=0.930 and 0.938, respectively) and convergent validity with the Clinical (Pearson's correlation coefficients: 0.65-0.82, P<0.001) Global Impression-ADHD-Severity scale over 12 weeks of pharmacological treatment.


Subject(s)
Attention Deficit Disorder with Hyperactivity/diagnosis , Psychiatric Status Rating Scales , Adolescent , Adult , Argentina , Atomoxetine Hydrochloride , Attention Deficit Disorder with Hyperactivity/drug therapy , Europe , Female , Humans , Male , Middle Aged , North America , Propylamines/therapeutic use , Reproducibility of Results , Russia
4.
Pain Res Treat ; 2012: 898347, 2012.
Article in English | MEDLINE | ID: mdl-22973509

ABSTRACT

We summarize efficacy and safety findings from 4 double-blind, placebo-controlled, 12-week studies and 1 open-label, uncontrolled, 34-week maintenance-of-effect (MOE) study that examine duloxetine 40 and 60 mg once daily (QD) in patients with diabetic peripheral neuropathic pain (DPNP). In all placebo-controlled studies, duloxetine showed significantly (P ≤ .01) greater reduction in pain severity (weekly mean of 24-hour average pain severity ratings, primary outcome measure) compared with placebo. In all placebo-controlled studies, duloxetine showed significantly (P ≤ .05) greater improvement on brief pain inventory-Interference ratings. Patient global impression of improvement ratings were superior to placebo (P ≤ .01) for duloxetine patients in all placebo-controlled studies. Response rates (based on 30% pain reduction) ranged from 57% to 68% for duloxetine and from 35% to 47% for placebo and were statistically significantly different (P ≤ .01) between treatment groups in 3 out of 4 studies. The open-label study showed maintenance of analgesic effect of duloxetine in DPNP. In the duloxetine groups, 4.3% to 14.9% of patients discontinued because of adverse events (placebo groups: 2.6% to 7.4%). Most commonly reported treatment-emergent adverse events were nausea, somnolence, and headache. Duloxetine 40 and 60 mg QD was efficacious and well tolerated in the management of DPNP.

5.
Psychiatry Res ; 200(1): 63-5, 2012 Nov 30.
Article in English | MEDLINE | ID: mdl-22727709

ABSTRACT

In self-identified white patients with major depressive disorder (N=126) treated with open-label duloxetine (60-120 mg/d), a significant association of (P=0.020) of a composite risk score (based on SLC6A2 rs5569 [G1287A] AA, HTR1A rs6295 [C(-1019)G] GG, and COMT rs174697 AA/AG) with 17-item Hamilton Depression Rating Scale total score change from baseline to 12 weeks was observed.


Subject(s)
Antidepressive Agents/therapeutic use , Depressive Disorder, Major/drug therapy , Depressive Disorder, Major/genetics , Models, Genetic , Thiophenes/therapeutic use , Adult , Catechol O-Methyltransferase/genetics , Duloxetine Hydrochloride , Female , Humans , Male , Norepinephrine Plasma Membrane Transport Proteins/genetics , Polymorphism, Single Nucleotide , Receptor, Serotonin, 5-HT1A/genetics , Surveys and Questionnaires , Treatment Outcome
6.
J Clin Psychiatry ; 73(6): 878-85, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22480387

ABSTRACT

OBJECTIVE: To determine whether single-nucleotide polymorphisms (SNPs) in candidate genes are associated with response to olanzapine-fluoxetine combination. METHOD: A post hoc analysis of a priori-selected SNPs used data from a clinical trial (dates: April 2002-July 2005) of olanzapine-fluoxetine combination, fluoxetine, and olanzapine in patients with major depressive disorder (DSM-IV criteria) and with nonresponse to prestudy antidepressant treatment and nonresponse to fluoxetine treatment during the study. Patients received open-label treatment with fluoxetine for 8 weeks (2 weeks, 25 mg/d; then 6 weeks, 50 mg/d), at the end of which nonresponders (< 25% decline in the 17-item Hamilton Depression Rating Scale score) were randomized to receive double-blind, monotherapy treatment with olanzapine-fluoxetine combination (6/50-18/50 mg/d, n = 71), fluoxetine (50 mg/d, n = 78), or olanzapine (6-18 mg/d, n = 56) for 8 weeks. Statistical significance was assessed at P < .05. The primary efficacy measure for within-study treatment was improvement on the Montgomery-Asberg Depression Rating Scale (MADRS). RESULTS: Rs36024, an intronic SNP in the norepinephrine transporter (SLC6A2), as well as 3 SNPs in melanocortin 3 receptor (MC3R) and 2 SNPs in tryptophan hydroxylase 2 (TPH2), were associated with MADRS-defined response to treatment with olanzapine-fluoxetine combination (adjusted Li-Nyholt P < .05). Except for 1 SNP in TPH2, identified SNPs were not significantly associated with response to continued-fluoxetine or olanzapine treatments. CONCLUSIONS: Our findings further support the hypothesis that the synergistic effect of olanzapine and fluoxetine on prefrontal cortical levels of norepinephrine and dopamine might be an underlying mechanism for the efficacy of olanzapine-fluoxetine combination in the treatment of treatment-resistant depression and, if replicated, may form a basis on which response to olanzapine-fluoxetine combination versus continued fluoxetine can be predicted based on variants in SLC6A2. TRIAL REGISTRATION: Parent study registered at ClinicalTrials.gov identifier: NCT00035321.


Subject(s)
Benzodiazepines/therapeutic use , Depressive Disorder, Treatment-Resistant/genetics , Fluoxetine/therapeutic use , Norepinephrine Plasma Membrane Transport Proteins/genetics , Antidepressive Agents, Second-Generation/therapeutic use , Depressive Disorder, Treatment-Resistant/drug therapy , Double-Blind Method , Drug Combinations , Genetic Association Studies/methods , Genetic Association Studies/statistics & numerical data , Genotype , Humans , Linkage Disequilibrium/genetics , Olanzapine , Polymorphism, Single Nucleotide/genetics , Psychiatric Status Rating Scales/statistics & numerical data , Receptor, Melanocortin, Type 3/genetics , Selective Serotonin Reuptake Inhibitors/therapeutic use , Tryptophan Hydroxylase/genetics
7.
J Pain ; 12(10): 1088-94, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21763211

ABSTRACT

UNLABELLED: An unanswered, but clinically important question is whether there are early indicators that a patient might respond to duloxetine treatment for fibromyalgia pain. To address this question, pooled data from 4 double-blind, placebo-controlled trials in duloxetine-treated patients (N = 797) with primary fibromyalgia as defined by the American College for Rheumatology were analyzed. Classification and Regression Tree (CART) analysis was used to determine what level of early pain improvement as measured by the 24-hour average pain severity question on the Brief Pain Inventory (BPI) best predicted later response. The predictor variables tested were 10, 15, 20, 25, and 30% decrease in BPI 24-hour average pain from baseline to Week 1 and Week 2. The results of the CART analysis showed that for patients with ≥15% improvement in pain at Week 1 and ≥30% improvement at Week 2, the probability of response at 3 months was 75%. For patients with <15% improvement at both Week 1 and Week 2, the probability of not responding at 3 months was 86%. Quantifiable early improvement in pain during the first 2 weeks of treatment with duloxetine was highly predictive of response or nonresponse after 3 months of treatment. PERSPECTIVE: This article presents early indicators that can highly predict later pain response or nonresponse in fibromyalgia patients treated with duloxetine. The results may aid clinicians to predict the likelihood of response at 3 months within the first 2 weeks of treatment.


Subject(s)
Dopamine Uptake Inhibitors/therapeutic use , Fibromyalgia/drug therapy , Pain/drug therapy , Thiophenes/therapeutic use , Adult , Double-Blind Method , Duloxetine Hydrochloride , Female , Fibromyalgia/complications , Humans , Male , Middle Aged , Pain/etiology , Pain Measurement , Predictive Value of Tests , Regression Analysis , Time Factors
8.
J Pain ; 11(9): 910-5, 915.e1-9, 2010 Sep.
Article in English | MEDLINE | ID: mdl-20627703

ABSTRACT

UNLABELLED: We tested the hypothesis that single nucleotide polymorphisms (SNPs) in the catechol-O-methyltransferase (COMT) gene are associated with baseline pain levels in patients with major depressive disorder (MDD). Pain levels were quantified using a visual analog scale (VAS) for pain. Data from 159 female and 93 male self-reported white patients with MDD were analyzed. The associations between a haplotype previously associated with pain sensitivity created using COMT SNPs rs6269, rs4633, rs4818, and rs4680, and the proportion of female patients with "Pain While Awake" and "Overall Pain" at baseline were statistically significant (P < .05). In male patients, no statistically significant associations between COMT haplotypes and baseline pain scores were seen. The rs165599 SNP, which has previously been associated with response of depressive symptoms to treatment in patients with MDD, did not impact baseline pain in either gender. In conclusion, baseline pain levels appear to be associated with the COMT pain sensitivity haplotype in female patients with MDD. PERSPECTIVE: This article presents associations of the COMT pain sensitivity haplotype and baseline pain levels in female patients with MDD. This finding could potentially help clinicians who seek to assess how genetic polymorphisms may contribute to a patient's pain experience.


Subject(s)
Catechol O-Methyltransferase/genetics , Depressive Disorder, Major/genetics , Depressive Disorder, Major/psychology , Pain/genetics , Pain/psychology , Adult , Alleles , Depressive Disorder, Major/complications , Double-Blind Method , Female , Gene Frequency , Genotype , Humans , Linkage Disequilibrium , Male , Middle Aged , Pain/complications , Pain Measurement , Polymorphism, Single Nucleotide , Psychiatric Status Rating Scales , Sex Characteristics
9.
CNS Drugs ; 24(2): 131-61, 2010 Feb.
Article in English | MEDLINE | ID: mdl-20088620

ABSTRACT

Treatment-resistant depression (TRD) presents major challenges for both patients and clinicians. There is no universally accepted definition of TRD, but results from the US National Institute of Mental Health's (NIMH) STAR*D (Sequenced Treatment Alternatives to Relieve Depression) programme indicate that after the failure of two treatment trials, the chances of remission decrease significantly. Several pharmacological and nonpharmacological treatments for TRD may be considered when optimized (adequate dose and duration) therapy has not produced a successful outcome and a patient is classified as resistant to treatment. Nonpharmacological strategies include psychotherapy (often in conjunction with pharmacotherapy), electroconvulsive therapy and vagus nerve stimulation. The US FDA recently approved vagus nerve stimulation as adjunctive therapy (after four prior treatment failures); however, its benefits are seen only after prolonged (up to 1 year) use. Other nonpharmacological options, such as repetitive transcranial stimulation, deep brain stimulation or psychosurgery, remain experimental and are not widely available. Pharmacological treatments of TRD can be grouped in two main categories: 'switching' or 'combining'. In the first, treatment is switched within and between classes of compounds. The benefits of switching include avoidance of polypharmacy, a narrower range of treatment-emergent adverse events and lower costs. An inherent disadvantage of any switching strategy is that partial treatment responses resulting from the initial treatment might be lost by its discontinuation in favour of another medication trial. Monotherapy switches have also been shown to have limited effectiveness in achieving remission. The advantage of combination strategies is the potential to build upon achieved improvements; they are generally recommended if partial response was achieved with the current treatment trial. Various non-antidepressant augmenting agents, such as lithium and thyroid hormones, are well studied, although not commonly used. There is also evidence of efficacy and increasing use of atypical antipsychotics in combination with antidepressants, for example, olanzapine in combination with fluoxetine (OFC) or augmentation with aripiprazole. The disadvantages of a combination strategy include multiple medications, a broader range of treatment-emergent adverse events and higher costs. Several experimental pharmaceutical treatment alternatives for TRD are also being explored in combination with antidepressants or as monotherapy. These less studied alternative compounds include pindolol, inositol, CNS stimulants, hormones, herbal supplements, omega-3 fatty acids, S-adenosyl-L-methionine, folic acid, lamotrigine, modafinil, riluzole and topiramate. In summary, despite an increasing variety of choices for the treatment of TRD, this condition remains universally undefined and represents an area of unmet medical need. There are few known approved pharmacological agents for TRD (aripiprazole and OFC) and overall outcomes remain poor. This might be an indication that depression itself is a heterogeneous condition with a great diversity of pathologies, highlighting the need for careful evaluation of individuals with depressive symptoms who are unresponsive to treatment. Clearly, more research is needed to provide clinicians with better guidance in making those treatment decisions--especially in light of accumulating evidence that the longer patients are unsuccessfully treated, the worse their long-term prognosis tends to be.


Subject(s)
Antidepressive Agents/administration & dosage , Depression/drug therapy , Depression/therapy , Drug Resistance , Psychotropic Drugs/administration & dosage , Clinical Trials as Topic , Deep Brain Stimulation , Drug Therapy, Combination , Electroconvulsive Therapy , Humans , Psychotherapy , Transcranial Magnetic Stimulation , Treatment Outcome , Vagus Nerve Stimulation
10.
Biol Psychiatry ; 67(11): 1110-3, 2010 Jun 01.
Article in English | MEDLINE | ID: mdl-20110084

ABSTRACT

BACKGROUND: Recent studies have identified associations of polymorphisms in several target genes with antidepressant treatment response of serotonin reuptake inhibitors and a tricyclic antidepressant. We sought to replicate these associations in a study of a serotonin-norepinephrine reuptake inhibitor. METHODS: In 250 outpatients with nonpsychotic major depressive disorder, response to treatment with once-daily duloxetine (60 mg/day) over 6 weeks was examined for associations with polymorphisms in eight candidate genes previously associated with antidepressant response using mixed-effect model repeated-measures analysis. Treatment response was quantified on the basis of changes from baseline using 17-item Hamilton Depression Rating Scale total scores. RESULTS: Polymorphisms in PDE1A, PDE1C, PDE6A, PDE11A, ABCB1, GRIK4, SLC6A4, and OPRM1 genes showed no statistically significant associations (uncorrected, two-tailed p > .05) with duloxetine treatment response. CONCLUSIONS: Previously, described associations between polymorphisms in candidate genes and antidepressant treatment response were not replicated in this study. This result may suggest that previous associations are specific to serotonin reuptake inhibitors.


Subject(s)
Depressive Disorder/drug therapy , Depressive Disorder/genetics , Thiophenes/therapeutic use , Adult , Antidepressive Agents/therapeutic use , Double-Blind Method , Duloxetine Hydrochloride , Female , Genetic Association Studies , Genotype , Humans , Male , Middle Aged , Pharmacogenetics , Polymorphism, Single Nucleotide , Treatment Outcome
11.
Psychiatry Res ; 175(1-2): 171-2, 2010 Jan 30.
Article in English | MEDLINE | ID: mdl-19896213

ABSTRACT

In patients from two clinical trials, we investigated the associations of single nucleotide polymorphisms (SNPs) in candidate genes with prolactin level changes during treatment with olanzapine/fluoxetine combination. In both cohorts, three dopamine receptor D2 (DRD2) SNPs were associated with prolactin changes. DRD2 may influence susceptibility to hyperprolactinemia associated with antipsychotic treatment.


Subject(s)
Antipsychotic Agents/adverse effects , Benzodiazepines/adverse effects , Fluoxetine/adverse effects , Hyperprolactinemia/chemically induced , Polymorphism, Single Nucleotide/genetics , Prolactin/blood , Receptors, Dopamine D2/genetics , Adult , Aged , Analysis of Variance , Depression/drug therapy , Depression/genetics , Dose-Response Relationship, Drug , Double-Blind Method , Drug Combinations , Female , Genome-Wide Association Study/methods , Humans , Hyperprolactinemia/genetics , Male , Middle Aged , White People , Young Adult
12.
BMC Psychiatry ; 9: 12, 2009 Mar 28.
Article in English | MEDLINE | ID: mdl-19327167

ABSTRACT

BACKGROUND: This study focuses on exploring the relationship between changes in appetite or eating behaviors and subsequent weight change for adult patients with schizophrenia or bipolar disorder treated with olanzapine and adjunctive potential weight mitigating pharmacotherapy. The aim is not to compare different weight mitigating agents, but to evaluate patients' characteristics and changes in their eating behaviors during treatment. Identification of patient subgroups with different degrees of susceptibility to the effect of weight mitigating agents during olanzapine treatment may aid clinicians in treatment decisions. METHODS: Data were obtained from 3 randomized, double-blind, placebo-controlled, 16-week clinical trials. Included were 158 patients with schizophrenia or bipolar disorder and a body mass index (BMI) > or = 25 kg/m2 who had received olanzapine treatment in combination with nizatidine (n = 68), sibutramine (n = 42), or amantadine (n = 48). Individual patients were analyzed for categorical weight loss > or= 2 kg and weight gain > or = 1 kg. Variables that were evaluated as potential predictors of weight outcomes included baseline patient characteristics, factors of the Eating Inventory, individual items of the Eating Behavior Assessment, and the Visual Analog Scale. RESULTS: Predictors/correlates of weight loss > or = 2 kg included: high baseline BMI, low baseline interest in food, and a decrease from baseline to endpoint in appetite, hunger, or cravings for carbohydrates. Reduced cognitive restraint, increase in hunger, and increased overeating were associated with a higher probability of weight gain > or = 1 kg. CONCLUSION: The association between weight gain and lack of cognitive restraint in the presence of increased appetite suggests potential benefit of psychoeducational counseling in conjunction with adjunctive pharmacotherapeutic agents in limiting weight gain during antipsychotic drug therapy. TRIAL REGISTRATION: This analysis was not a clinical trial and did not involve any medical intervention.


Subject(s)
Appetite/drug effects , Benzodiazepines/adverse effects , Bipolar Disorder/complications , Feeding Behavior/drug effects , Schizophrenia/complications , Weight Gain/drug effects , Weight Loss/drug effects , Adult , Amantadine/administration & dosage , Benzodiazepines/administration & dosage , Bipolar Disorder/drug therapy , Cognition Disorders/drug therapy , Cyclobutanes/administration & dosage , Drug Therapy, Combination , Female , Humans , Male , Nizatidine/administration & dosage , Olanzapine , Randomized Controlled Trials as Topic , Schizophrenia/drug therapy
13.
BMC Bioinformatics ; 9: 481, 2008 Nov 14.
Article in English | MEDLINE | ID: mdl-19014579

ABSTRACT

BACKGROUND: Recently, microarray data analyses using functional pathway information, e.g., gene set enrichment analysis (GSEA) and significance analysis of function and expression (SAFE), have gained recognition as a way to identify biological pathways/processes associated with a phenotypic endpoint. In these analyses, a local statistic is used to assess the association between the expression level of a gene and the value of a phenotypic endpoint. Then these gene-specific local statistics are combined to evaluate association for pre-selected sets of genes. Commonly used local statistics include t-statistics for binary phenotypes and correlation coefficients that assume a linear or monotone relationship between a continuous phenotype and gene expression level. Methods applicable to continuous non-monotone relationships are needed. Furthermore, for multiple experimental categories, methods that combine multiple GSEA/SAFE analyses are needed. RESULTS: For continuous or ordinal phenotypic outcome, we propose to use as the local statistic the coefficient of multiple determination (i.e., the square of multiple correlation coefficient) R2 from fitting natural cubic spline models to the phenotype-expression relationship. Next, we incorporate this association measure into the GSEA/SAFE framework to identify significant gene sets. Unsigned local statistics, signed global statistics and one-sided p-values are used to reflect our inferential interest. Furthermore, we describe a procedure for inference across multiple GSEA/SAFE analyses. We illustrate our approach using gene expression and liver injury data from liver and blood samples from rats treated with eight hepatotoxicants under multiple time and dose combinations. We set out to identify biological pathways/processes associated with liver injury as manifested by increased blood levels of alanine transaminase in common for most of the eight compounds. Potential statistical dependency resulting from the experimental design is addressed in permutation based hypothesis testing. CONCLUSION: The proposed framework captures both linear and non-linear association between gene expression level and a phenotypic endpoint and thus can be viewed as extending the current GSEA/SAFE methodology. The framework for combining results from multiple GSEA/SAFE analyses is flexible to address practical inference interests. Our methods can be applied to microarray data with continuous phenotypes with multi-level design or the meta-analysis of multiple microarray data sets.


Subject(s)
Gene Expression Profiling/methods , Gene Expression , Oligonucleotide Array Sequence Analysis/methods , Algorithms , Databases, Genetic , Meta-Analysis as Topic , Oligonucleotide Array Sequence Analysis/statistics & numerical data , Phenotype , Proteome/metabolism
14.
Postgrad Med ; 120(2): 111-8, 2008 Jul.
Article in English | MEDLINE | ID: mdl-18654076

ABSTRACT

Since its first FDA approval in 2004, duloxetine has been taken by more than 5 million patients. A small fraction of patients treated with duloxetine develop elevations in liver enzymes, which generally resolve spontaneously without any change in treatment. Very rare cases (estimated 1-2 per 100,000 exposures) of idiosyncratic hepatic toxicity have been reported in patients taking duloxetine, particularly in those with substantial alcohol use and/or preexisting liver disease. In the context of more than 23,000 patients exposed during clinical trials, and more than 1.5 million patient years of exposure subsequent to product launch, the hepatic risk after exposure to duloxetine appears to be within the range identified for other therapeutic agents. Therefore, it does not warrant hepatic enzyme monitoring. As with any medication, physicians should follow prescribing guidelines and educate patients on the risks and benefits of duloxetine.


Subject(s)
Antidepressive Agents/adverse effects , Chemical and Drug Induced Liver Injury , Thiophenes/adverse effects , Depressive Disorder/complications , Depressive Disorder/drug therapy , Drug Approval , Drug Labeling , Duloxetine Hydrochloride , Humans , Liver Diseases/diagnosis , Liver Diseases/prevention & control , Risk Assessment , United States
15.
BMC Genomics ; 9: 288, 2008 Jun 16.
Article in English | MEDLINE | ID: mdl-18558008

ABSTRACT

BACKGROUND: Some of the biochemical events that lead to necrosis of the liver are well-known. However, the pathogenesis of necrosis of the liver from exposure to hepatotoxicants is a complex biological response to the injury. We hypothesize that gene expression profiles can serve as a signature to predict the level of necrosis elicited by acute exposure of rats to a variety of hepatotoxicants and postulate that the expression profiles of the predictor genes in the signature can provide insight to some of the biological processes and molecular pathways that may be involved in the manifestation of necrosis of the rat liver. RESULTS: Rats were treated individually with one of seven known hepatotoxicants and were analyzed for gene expression by microarray. Liver samples were grouped by the level of necrosis exhibited in the tissue. Analysis of significantly differentially expressed genes between adjacent necrosis levels revealed that inflammation follows programmed cell death in response to the agents. Using a Random Forest classifier with feature selection, 21 informative genes were identified which achieved 90%, 80% and 60% prediction accuracies of necrosis against independent test data derived from the livers of rats exposed to acetaminophen, carbon tetrachloride, and allyl alcohol, respectively. Pathway and gene network analyses of the genes in the signature revealed several gene interactions suggestive of apoptosis as a process possibly involved in the manifestation of necrosis of the liver from exposure to the hepatotoxicants. Cytotoxic effects of TNF-alpha, as well as transcriptional regulation by JUN and TP53, and apoptosis-related genes possibly lead to necrosis. CONCLUSION: The data analysis, gene selection and prediction approaches permitted grouping of the classes of rat liver samples exhibiting necrosis to improve the accuracy of predicting the level of necrosis as a phenotypic end-point observed from the exposure. The strategy, along with pathway analysis and gene network reconstruction, led to the identification of 1) expression profiles of genes as a signature of necrosis and 2) perturbed regulatory processes that exhibited biological relevance to the manifestation of necrosis from exposure of rat livers to the compendium of hepatotoxicants.


Subject(s)
Apoptosis/genetics , Liver/drug effects , Necrosis/metabolism , Necrosis/pathology , Poisons/toxicity , Animals , Bayes Theorem , Cell Death/genetics , Gene Expression/drug effects , Gene Expression Profiling , Gene Regulatory Networks , Inflammation/chemically induced , Inflammation/pathology , Liver/pathology , Models, Biological , Oligonucleotide Array Sequence Analysis , Phenotype , Predictive Value of Tests , Principal Component Analysis , Rats , Reproducibility of Results
16.
Genome Biol ; 9(6): R100, 2008.
Article in English | MEDLINE | ID: mdl-18570634

ABSTRACT

This report details the standardized experimental design and the different data streams that were collected (histopathology, clinical chemistry, hematology and gene expression from the target tissue (liver) and a bio-available tissue (blood)) after treatment with eight known hepatotoxicants (at multiple time points and doses with multiple biological replicates). The results of the study demonstrate the classification of histopathological differences, likely reflecting differences in mechanisms of cell-specific toxicity, using either liver tissue or blood transcriptomic data.


Subject(s)
Blood/metabolism , Gene Expression Profiling , Liver/injuries , Liver/metabolism , Toxicogenetics/methods , Animals , Dose-Response Relationship, Drug , Male , Rats
17.
Ther Clin Risk Manag ; 4(4): 713-20, 2008 Aug.
Article in English | MEDLINE | ID: mdl-19209252

ABSTRACT

We examined the potential risks and benefits of switching from olanzapine to quetiapine in mentally stable, obese, or overweight patients with schizophrenia or schizoaffective disorder. Patients receiving olanzapine were randomized to continuing olanzapine treatment (N =68; 7.5-20 mg/day) or switching to quetiapine (N =65; 300-800 mg/day). Time to relapse was the primary study objective; secondary objectives included changes in weight, metabolic parameters, and psychiatric symptoms, and discontinuation rates. No significant difference in time to relapse was observed (p =0.293), but significantly more patients remained on treatment in the olanzapine group compared with the quetiapine group (70.6% vs 43.1%; p =0.002). Olanzapine-treated patients had significantly lower rates of study discontinuation for lack of efficacy and psychiatric adverse events (AEs) compared to quetiapine (2.94% vs 15.38%, p =0.015). Significantly more patients in the olanzapine group experienced an increase in BMI ≥1 kg/m(2). Olanzapine-treated patients experienced significantly greater increases in weight from Weeks 2 through 13. Switching patients with stable disease from olanzapine to quetiapine did not significantly shorten time to relapse, but produced more frequent study discontinuations due to lack of efficacy or psychiatric AEs with moderate but variable improvement in weight and no significant between-group differences in mean changes in metabolic laboratory parameters.

18.
Toxicol Pathol ; 35(2): 276-83, 2007 Feb.
Article in English | MEDLINE | ID: mdl-17366322

ABSTRACT

Liver diseases that induce nonuniform lesions often give rise to greatly varying histopathology results in needle biopsy samples from the same patient. This study examines whether gene expression analysis of such biopsies could provide a more representative picture of the overall condition of the liver. We utilized acetaminophen (APAP) as a model hepatotoxicant that gives a multifocal pattern of necrosis following toxic doses. Rats were treated with a single toxic or subtoxic dose of APAP and sacrificed 6, 24, or 48 hours after exposure. Left liver lobes were harvested, and both gene expression and histopathological analysis were performed on biopsy-sized samples. While histopathological evaluation of such small samples revealed significant sample to sample differences after toxic doses of APAP, gene expression analysis provided a very homogeneous picture and allowed clear distinction between subtoxic and toxic doses. The main biological function differentiating animals that received sub-toxic from those that had received toxic doses was an acute stress response at 6 hours and signs of energy depletion at later time points. Our results suggest that the use of genomic analysis of biopsy samples together with histopathological analysis could provide a more precise representation of the overall condition of a patient's liver than histopathological evaluation alone.


Subject(s)
Gene Expression Profiling , Liver Diseases/genetics , Liver Diseases/pathology , Liver/metabolism , Liver/pathology , Acetaminophen/adverse effects , Analgesics, Non-Narcotic/adverse effects , Animals , Biopsy , Cytochrome P-450 Enzyme System/metabolism , Dose-Response Relationship, Drug , Liver/drug effects , Liver Diseases/complications , Male , Necrosis/chemically induced , Necrosis/metabolism , Necrosis/pathology , Rats , Rats, Inbred F344
19.
J Nutr Biochem ; 18(8): 541-52, 2007 Aug.
Article in English | MEDLINE | ID: mdl-17320366

ABSTRACT

The molecular basis linking folate deficiency to certain health conditions and developmental defects is not fully understood. We examined the consequences of folate deficiency on global gene expression by microarray and compared transcript levels in normal human fibroblast cells (GM03349) grown in folate-deficient and -sufficient medium. The largest represented groups from the selected genes functioned in cell signaling, the cytoskeleton and the extracellular matrix and included the Wnt pathway genes DKK1, WISP1 and WNT5A. Twelve selected genes were further validated by qRT-PCR. Analysis of six genes at 4, 7, 10 and 14 days indicated that the relative differences in transcript levels between folate-sufficient and -deficient cells increases with time. Transcripts for 7 of the 12 selected genes were detected in the human lymphoblast cell line GM02257, and of these, changes in 4 genes corresponded to the results with fibroblast cells. Fibroblast cells were treated with the compounds homocysteine, methotrexate and the MEK1/2 inhibitor U0126, and relative transcript levels of six genes were determined. U0126 caused changes that more closely mimicked those detected in folate-deficient cells. The response of the DKK1 and TAGLN gene promoters to folate deficiency and compounds was examined in NIH3T3 cells using luciferase reporter plasmids. Promoter activity for both genes was decreased by folate deficiency and methotrexate and unaffected by homocysteine. U0126 caused a decrease in DKK1 promoter activity at 50 microM and had no effect on TAGLN promoter activity. These findings suggest an alternative mechanism for how folate deficiency leads to changes in gene expression and altered cell function.


Subject(s)
Fibroblasts/physiology , Folic Acid Deficiency/physiopathology , Folic Acid/pharmacology , Gene Expression Regulation/drug effects , Signal Transduction/physiology , Apoptosis/drug effects , Cell Communication/drug effects , Cytoskeleton/drug effects , Cytoskeleton/physiology , DNA/drug effects , DNA/genetics , Extracellular Matrix/drug effects , Extracellular Matrix/physiology , Humans , Membrane Proteins/genetics , Reverse Transcriptase Polymerase Chain Reaction
20.
J Biol Chem ; 282(13): 9458-9468, 2007 Mar 30.
Article in English | MEDLINE | ID: mdl-17276990

ABSTRACT

The S checkpoint response to ultraviolet radiation (UVC) that inhibits replicon initiation is dependent on the ATR and Chk1 kinases. Downstream effectors of this response, however, are not well characterized. Data reported here eliminated Cdc25A degradation and inhibition of Cdk2-cyclin E as intrinsic components of the UVC-induced pathway of inhibition of replicon initiation in human cells. A sublethal dose of UVC (1 J/m(2)), which selectively inhibits replicon initiation by 50%, failed to reduce the amount of Cdc25A protein or decrease Cdk2-cyclin E kinase activity. Cdc25A degradation was observed after irradiation with cytotoxic fluences of UVC, suggesting that severe inhibition of DNA chain elongation and activation of the replication checkpoint might be responsible for the UVC-induced degradation of Cdc25A. Another proposed effector of the S checkpoint is the Cdc7-Dbf4 complex. Dbf4 interacted weakly with Chk1 in vivo but was recognized as a substrate for Chk1-dependent phosphorylation in vitro. FLAG-Dbf4 formed complexes with endogenous Cdc7, and this interaction was stable in UVC-irradiated HeLa cells. Overexpression of FLAG- or Myc-tagged Dbf4 abrogated the S checkpoint response to UVC but not ionizing radiation. These findings implicate a Dbf4-dependent kinase as a possible target of the ATR- and Chk1-dependent S checkpoint response to UVC.


Subject(s)
Cell Cycle Proteins/physiology , Protein Serine-Threonine Kinases/physiology , S Phase/radiation effects , Ultraviolet Rays , Cell Cycle Proteins/radiation effects , Cell Line , Cell Line, Transformed , DNA Replication/genetics , DNA Replication/radiation effects , Dose-Response Relationship, Radiation , HeLa Cells , Humans , Protein Serine-Threonine Kinases/radiation effects , Replicon/genetics , Replicon/radiation effects , S Phase/physiology , Signal Transduction/radiation effects
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