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1.
BMJ Open ; 14(9): e091214, 2024 Sep 10.
Artigo em Inglês | MEDLINE | ID: mdl-39260834

RESUMO

INTRODUCTION: Major depressive disorder (MDD), the second leading cause of disability globally, is considered to be associated with a consequent deterioration in the quality of life and can lead to a major economic burden on medical service and suicide-related costs. Previous research has shown that acupuncture may be beneficial for treating MDD. However, there is a lack of rigorous evidence from previous studies comparing acupuncture with antidepressant medications. This study aims to assess the therapeutic potential of acupuncture in the management of depressive disorders. METHODS AND ANALYSIS: A multicentre, randomised, participant-blind, sham-controlled, 2×2 factorial clinical trial, Acupuncture and Escitalopram for Treating Major Depression Clinical Study, aims to compare the efficacy of acupuncture versus escitalopram in treating depression. This study will be conducted at three hospitals in China, enrolling 260 patients with moderate-to-severe major depression, as defined by DSM-5 criteria and Hamilton Depression Rating Scale (HDRS-17) Scores above 17. Participants will be randomly assigned in equal proportions to one of four groups (acupuncture/escitalopram, sham acupuncture/escitalopram, acupuncture/placebo and sham acupuncture/placebo) and undergo 30 sessions across 10 weeks. The primary outcome is change in HDRS-17 Score and secondary outcomes include BDI, Clinical Global Impression, Generalised Anxiety Disorder-7 and Mini-Mental State Examination Scores, alongside potential biological markers. ETHICS AND DISSEMINATION: Ethical approval for the study was granted by the Ethics Committees of the Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine (2023-7th-HIRB-020), Shanghai Mental Health Centre (2022-86) and Shanghai Pudong New Area Hospital of Traditional Chinese Medicine (2023-003). Informed consent will be obtained from all participants. The study's findings are intended for publication in a scholarly journal. TRIAL REGISTRATION: NCT05901571.


Assuntos
Terapia por Acupuntura , Transtorno Depressivo Maior , Escitalopram , Humanos , Transtorno Depressivo Maior/terapia , Transtorno Depressivo Maior/tratamento farmacológico , Terapia por Acupuntura/métodos , Adulto , Escitalopram/uso terapêutico , Masculino , Feminino , Pessoa de Meia-Idade , Ensaios Clínicos Controlados Aleatórios como Assunto , China , Resultado do Tratamento , Estudos Multicêntricos como Assunto , Terapia Combinada , Qualidade de Vida , Adulto Jovem , Adolescente , Antidepressivos de Segunda Geração/uso terapêutico , Citalopram/uso terapêutico
2.
Eur J Pharm Sci ; 201: 106874, 2024 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-39121923

RESUMO

Trazodone is a triazolpyridine derivative approved for the treatment of depression, and currently marketed as oral formulations. The transdermal administration of this drug could reduce side effects, related to peak plasma concentration, and improve patient adherence due to a reduced administration frequency. The aims of this work were: (a) the evaluation of the effect of pH vehicle and permeation enhancers on trazodone permeability across porcine skin ex-vivo; (b) the development and optimization of a transdermal drug delivery system containing trazodone hydrochloride. From the results obtained, it was found that the effect of pH of the vehicle on the permeation of trazodone across the skin is quite complex, because it influences both solubility and partitioning and that the presence of fatty acids in the vehicle has a notable effect on permeation (the enhancement factor obtained was approx. 100). For both the fatty acid selected (oleic and lauric) a parabolic relationship between the transdermal flux and the concentration was found, with an optimum activity in the range 2-3 %. In the second part of the work, different patches were prepared and tested ex-vivo. Overall, the results obtained seem to highlight that drug loading, rather than the components of the adhesive matrix, plays the most relevant role for the permeation of trazodone. The addition of lauric acid, which produced a considerable enhancement in solution, was not effective when included in the patch. The obtained data are promising although probably not clinically relevant for the treatment of depression, but might be interesting for the treatment of insomnia and anxiety disorder, which require much lower doses.


Assuntos
Administração Cutânea , Absorção Cutânea , Trazodona , Trazodona/administração & dosagem , Trazodona/farmacocinética , Animais , Suínos , Absorção Cutânea/efeitos dos fármacos , Pele/metabolismo , Pele/efeitos dos fármacos , Permeabilidade , Ácido Oleico/química , Solubilidade , Concentração de Íons de Hidrogênio , Ácidos Láuricos/química , Ácidos Láuricos/administração & dosagem , Adesivo Transdérmico , Química Farmacêutica/métodos , Antidepressivos de Segunda Geração/administração & dosagem , Antidepressivos de Segunda Geração/farmacocinética , Sistemas de Liberação de Medicamentos/métodos
5.
Afr Health Sci ; 24(1): 206-212, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38962328

RESUMO

Introduction: Trazodone is an antidepressant agent approved for treating major depressive disorders and is also prescribed for insomnia due to its sedative effect. In a few cases, trazodone was associated with parkinsonism. Herein, we describe a case of parkinsonism after a brief exposure to a moderate dose of trazodone. Objective: To describe a case of a patient with trazodone-induced parkinsonism in which the diagnosis was suspected after the exclusion of other common and serious causes. Methods: A case report of trazodone-induced parkinsonism. Clinical Case: A 58-year-old male with sleeping problems was prescribed trazodone 50 mg daily at bedtime. The subject doubled the dosage without medical advice a week later. After 14 days of trazodone treatment, he started to experience difficulty in moving his upper limbs and recurrent falling. Neuroimaging, electrodiagnostic studies, and laboratory exams were unremarkable. Trazodone was discontinued, and the patient fully recovered. Noteworthy, the patient developed a recurrence of the motor symptoms with trazodone-rechallenge. Conclusion: Our case showed reversibly induced parkinsonism after a short intake of a moderate dose of trazodone which was prescribed for insomnia. The patient had a complete recovery after trazodone withdrawal. Noteworthy, the symptoms recurred upon trazodone-rechallenge.


Assuntos
Trazodona , Humanos , Trazodona/efeitos adversos , Masculino , Pessoa de Meia-Idade , Antidepressivos de Segunda Geração/efeitos adversos , Transtornos Parkinsonianos/induzido quimicamente , Transtornos Parkinsonianos/tratamento farmacológico , Distúrbios do Início e da Manutenção do Sono/tratamento farmacológico , Distúrbios do Início e da Manutenção do Sono/induzido quimicamente
6.
Brain Behav ; 14(7): e3580, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-39034363

RESUMO

BACKGROUND: Health-related quality of life (HRQL) is an important goal for patients with major depressive disorder (MDD), but whether antidepressants improve HRQL in these patients is unclear. Here, we describe the real-world effects of trazodone once-a-day (TzOAD) and selective serotonin reuptake inhibitor (SSRI) treatments on HRQL and functioning in adults with MDD. METHODS: This 8-week prospective, observational, open-label, multicenter study was conducted in adults with moderate or severe MDD for whom TzOAD or SSRI were prescribed as monotherapy. The primary outcome was life enjoyment and satisfaction assessed via the patient-reported Quality-of-Life Enjoyment and Satisfaction Questionnaire Short Form (Q-LES-Q-SF) from baseline to week 8. Secondary outcomes included change in Q-LES-Q-SF from baseline to weeks 1 and 2; severity of depressive symptoms using the Montgomery Åsberg Depression Rating Scale (MADRS) and sleep disturbance via the PROMIS SF-SD 8b questionnaire at weeks 1, 2, and 8; and overall functioning via the Sheehan Disability Scale (SDS), hedonic capacity using the Snaith-Hamilton Pleasure Scale (SHAPS), and cognitive dysfunction using the Perceived Deficits Questionnaire (PDQ-5) at baseline and week 8. RESULTS: The study included 208 adults with MDD (mean [SD] age = 50.2 [14.3] years; 68.6% female; 98.4% White). Life enjoyment and satisfaction improved from baseline to week 8 for both treatment groups: Q-LES-Q-SF mean (SD) scores were 27.5 (20.4) for the SSRI group and 39.0 (22.1) for the TzOAD group. Depressive symptoms and sleep disturbances also reduced from baseline to week 8: MADRS (SSRI, -15.7 [8.3]; TzOAD, -21.0 [9.8]); PROMIS SF-SD 8b (SSRI, -9.9 [12.6]; TzOAD, -22.0 [12.6]). Mean change scores in Q-LES-Q-SF, MADRS, and PROMIS SF-SD 8b improved as early as week 1 in both groups. Mean scores also improved from baseline to week 8 on SDS (SSRI, -9.2 [7.4]; TzOAD, -14.3 [7.5]), SHAPS (SSRI, -6.6 [4.3]; TzOAD, -8.3 [4.4]), and PDQ-5 (SSRI, -5.8 [4.5]; TzOAD, -7.7 [5.0]). CONCLUSIONS: In adults with MDD who received TzOAD or SSRIs, overall and individual HQRL domains improved rapidly and in parallel with improvements in depressive symptoms, with a slightly greater improvement observed in the TzOAD group.


Assuntos
Transtorno Depressivo Maior , Qualidade de Vida , Inibidores Seletivos de Recaptação de Serotonina , Trazodona , Humanos , Transtorno Depressivo Maior/tratamento farmacológico , Transtorno Depressivo Maior/fisiopatologia , Feminino , Masculino , Trazodona/farmacologia , Trazodona/administração & dosagem , Adulto , Pessoa de Meia-Idade , Inibidores Seletivos de Recaptação de Serotonina/administração & dosagem , Inibidores Seletivos de Recaptação de Serotonina/farmacologia , Estudos Prospectivos , Recuperação de Função Fisiológica/efeitos dos fármacos , Resultado do Tratamento , Antidepressivos de Segunda Geração/administração & dosagem , Antidepressivos de Segunda Geração/uso terapêutico , Antidepressivos de Segunda Geração/farmacologia
7.
Expert Rev Neurother ; 24(9): 837-848, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39039791

RESUMO

INTRODUCTION: Major Depressive Disorder (MDD) is a common mental health disorder marked by sadness, hopelessness, and anhedonia. Various therapies exist, but their effectiveness is limited. Dextromethorphan hydrobromide combined with bupropion hydrochloride (Auvelity®) is a recently approved alternative for treating this condition in adults. AREAS COVERED: This review summarizes the neurobiology of major depression and delves into the pharmacology, efficacy, safety, and tolerability of dextromethorphan plus bupropion in adult patients. It is based on observational studies, clinical trials, and other secondary studies obtained through systematic literature searches. EXPERT OPINION: The combination of bupropion and dextromethorphan as a new pharmacotherapy for mental health is an interesting addition to the treatment options that can be used for MDD. The combination can be used in a range of scenarios, including as a first line therapy, as a second option when a patient has failed to achieve remission with a serotonin targeting agent, and for treatment resistant depression. Further research for other indications, including addiction disorders, may provide exciting results. Although a new combination, clinicians will be very familiar with both agents, increasing their acceptability. This pharmacotherapy also may bring increased impetus for discovering other combinations that may have beneficial synergistic effects.


Assuntos
Bupropiona , Transtorno Depressivo Maior , Dextrometorfano , Humanos , Bupropiona/uso terapêutico , Bupropiona/farmacologia , Dextrometorfano/uso terapêutico , Dextrometorfano/farmacologia , Transtorno Depressivo Maior/tratamento farmacológico , Quimioterapia Combinada , Antidepressivos de Segunda Geração/uso terapêutico , Combinação de Medicamentos
9.
Expert Rev Neurother ; 24(7): 619-632, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38881379

RESUMO

INTRODUCTION: The efficacy of trazodone for several psychopathologic dimensions of depression has been shown in the literature. Trazodone has been widely used in some clinical contexts (e.g. for insomnia and depression in the elderly). However, the role of trazodone in several aspects of depression is not well known. AREA COVERED: Eight experts from academic and medical centers across Italy met to identify the difficulties and barriers faced in daily clinical practice in the assessment and management of major depressive disorder and how the use of trazodone could address some unmet needs. The objective of the expert meetings and the present document was to increase knowledge of particular areas of treatment with trazodone. EXPERT OPINION: Evidence of the role of trazodone in patients affected by major depressive disorder with anxiety symptoms, insomnia, agitation, cognitive deficits, alcohol use disorders, physical comorbidities, and suicide risk has been identified, showing the effectiveness of trazodone in different presentations of major depressive disorder. The main characteristics of patients with depression for whom trazodone seems to be most effective have been identified, providing clinicians with information on possible uses of this drug in such population of patients.


Assuntos
Antidepressivos de Segunda Geração , Transtorno Depressivo Maior , Trazodona , Trazodona/uso terapêutico , Humanos , Transtorno Depressivo Maior/tratamento farmacológico , Antidepressivos de Segunda Geração/uso terapêutico , Distúrbios do Início e da Manutenção do Sono/tratamento farmacológico , Itália
10.
Int J Pharm ; 660: 124304, 2024 Jul 20.
Artigo em Inglês | MEDLINE | ID: mdl-38848799

RESUMO

Depression is one of the most common psychiatric disorders. Nanotechnology has emerged to optimize the pharmacological response. Therefore, the aim of this work was to develop and characterize liposomes and nanocapsules containing paroxetine hydrochloride and evaluate their antidepressant-like effect using the open field and tail suspension tests in mice. Liposomes and nanocapsules were prepared using the reverse-phase evaporation and nanoprecipitation methods, respectively. The particle size of the formulation ranged from 121.81 to 310.73 nm, the polydispersity index from 0.096 to 0.303, the zeta potential from -11.94 to -34.50 mV, the pH from 5.31 to 7.38, the drug content from 80.82 to 94.36 %, and the association efficiency was 98 %. Paroxetine hydrochloride showed slower release when associated with liposomes (43.82 %) compared to nanocapsules (95.59 %) after 10 h. In Vero cells, in vitro toxicity showed a concentration-dependent effect for paroxetine hydrochloride nanostructures. Both nanostructures decreased the immobility time in the TST at 2.5 mg/kg without affecting the number of crossings in the open field test, suggesting the antidepressant-like effect of paroxetine. In addition, the nanocapsules decreased the number of groomings, reinforcing the anxiolytic effect of this drug. These results suggest that the nanostructures were effective in preserving the antidepressant-like effect of paroxetine hydrochloride even at low doses.


Assuntos
Lipossomos , Nanocápsulas , Paroxetina , Animais , Paroxetina/administração & dosagem , Paroxetina/farmacologia , Paroxetina/química , Nanocápsulas/química , Camundongos , Chlorocebus aethiops , Masculino , Células Vero , Tamanho da Partícula , Liberação Controlada de Fármacos , Depressão/tratamento farmacológico , Elevação dos Membros Posteriores , Antidepressivos/administração & dosagem , Antidepressivos/química , Antidepressivos/farmacologia , Antidepressivos de Segunda Geração/administração & dosagem , Antidepressivos de Segunda Geração/química , Antidepressivos de Segunda Geração/farmacologia , Comportamento Animal/efeitos dos fármacos , Sobrevivência Celular/efeitos dos fármacos
11.
Psychiatry Clin Neurosci ; 78(8): 468-472, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38867362

RESUMO

BACKGROUND: Habenula, a hub brain region controlling monoaminergic brain center, has been implicated in major depressive disorder (MDD) and as a possible target of antidepressant response. Nevertheless, the effect of antidepressant drug treatment on habenular volumes remains unknown. The objective of the present research was to study habenular volume change after antidepressant treatment in patients with MDD, and assess whether it is associated with clinical improvement. METHODS: Fifty patients with a current major depressive episode (MDE) in the context of MDD, and antidepressant-free for at least 1 month, were assessed for habenula volume (3T MRI with manual segmentation) before and after a 3 months sequence of venlafaxine antidepressant treatment. RESULTS: A 2.3% significant increase in total habenular volume (absolute volume: P = 0.0013; relative volume: P = 0.0055) and a 3.3% significant increase in left habenular volume (absolute volume: P = 0.00080; relative volume: P = 0.0028) were observed. A significant greater variation was observed in male patients (4.8%) compared to female patients. No association was observed between habenular volume changes and response and remission. Some habenula volume changes were associated with improvement of olfactory pleasantness. CONCLUSION: Habenular volumes increased after 3 months of venlafaxine treatment in depressed patients. Further studies should assess whether cell proliferation and density or dendritic structure variations are implied in these volume changes.


Assuntos
Transtorno Depressivo Maior , Habenula , Imageamento por Ressonância Magnética , Cloridrato de Venlafaxina , Humanos , Cloridrato de Venlafaxina/farmacologia , Transtorno Depressivo Maior/tratamento farmacológico , Transtorno Depressivo Maior/diagnóstico por imagem , Transtorno Depressivo Maior/patologia , Feminino , Masculino , Habenula/efeitos dos fármacos , Habenula/diagnóstico por imagem , Habenula/patologia , Adulto , Pessoa de Meia-Idade , Antidepressivos de Segunda Geração/farmacologia
12.
BMJ Open ; 14(6): e077975, 2024 Jun 04.
Artigo em Inglês | MEDLINE | ID: mdl-38834315

RESUMO

INTRODUCTION: Diabetes and depression are among the 10 biggest health burdens globally. They often coexist and exhibit a strong bidirectional relationship. Depression leads to decreased adherence to self-care activities. This impacts glycaemic control and worsens type 2 diabetes mellitus (T2D). Both conditions have a synergistic effect and lead to greater complications, hospitalisations, healthcare expenditure and a worse quality of life. There is no consensus on managing people with comorbid T2D and depression. Bupropion is an efficacious antidepressant with many properties suitable for T2D with depression, including a favourable metabolic profile, persistent weight loss and improvement in sexual dysfunction. We will assess the efficacy and safety of add-on bupropion compared with standard care in people with T2D and mild depression. This study can give valuable insights into managing the multimorbidity of T2D and depression. This can help mitigate the health, social and economic burden of both these diseases. RESEARCH DESIGN AND METHODS: This cross-over randomised controlled trial will recruit people with T2D (for 5 years or more) with mild depression. They will be randomised to add-on bupropion and standard care. After 3 months of treatment, there will be a washout period of 1 month (without add-on bupropion while standard treatment will continue). Following this, the two arms will be swapped. Participants will be assessed for glycosylated haemoglobin, adherence to diabetes self-care activities, lipid profile, urine albumin-to-creatinine ratio, autonomic function, sexual function, quality of life and adverse events. ETHICS AND DISSEMINATION: The Institutional Ethics Committee at All India Institute of Medical Sciences, Jodhpur has approved this study (AIIMS/IEC/2022/4172, 19 September 2022). We plan to disseminate the research findings via closed group discussions at the site of study, scientific conferences, peer-reviewed published manuscripts and social media. TRIAL REGISTRATION NUMBER: CTRI/2022/10/046411.


Assuntos
Bupropiona , Estudos Cross-Over , Depressão , Diabetes Mellitus Tipo 2 , Autocuidado , Humanos , Diabetes Mellitus Tipo 2/tratamento farmacológico , Diabetes Mellitus Tipo 2/complicações , Bupropiona/uso terapêutico , Depressão/tratamento farmacológico , Ensaios Clínicos Controlados Aleatórios como Assunto , Antidepressivos de Segunda Geração/uso terapêutico , Controle Glicêmico/métodos , Qualidade de Vida , Multimorbidade , Adesão à Medicação , Masculino
14.
Clin Toxicol (Phila) ; 62(5): 296-302, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38780445

RESUMO

INTRODUCTION: Bupropion is a popular antidepressant due to its favorable side effect profile and indications for smoking cessation and weight loss. Due to the possibility of delayed onset seizure and other adverse outcomes after bupropion overdose, patients are often observed for periods of 12-24 hours following suspected ingestion. Tachycardia is a clinical predictor that holds promise in differentiating cases at risk for seizures from low-risk cases that do not require prolonged observation. This study assessed whether heart rate within the first eight hours of presentation can identify cases that do not require extended observation. METHODS: This is a retrospective cohort study of all supra-therapeutic bupropion cases from two hospital systems between 2010 and 2022. RESULTS: Data from 216 charts were included. Seizures, hypotension, and dysrhythmias occurred in 19 percent (n = 41), 1.4 percent (n = 3), 0.9 percent (n = 2) respectively. One patient died. Delayed adverse effects were rare (n = 4); they occurred from 14 hours to 28 hours post-ingestion. Maximum heart rate in eight hours was associated with a risk of adverse outcomes. (odds ratio, 1.07; 95 percent confidence interval: 1.05 to 1.09; P < 0.001). An eight hour maximum heart rate threshold of 104 beats/minute had a negative predictive value of 100 percent (95 percent confidence interval: 96.7 percent to 100 percent) for the occurrence of delayed adverse effects. All patients with delayed effects had tachycardia within five hours of emergency department arrival. DISCUSSION: Delayed adverse outcomes of seizures, hypotension, dysrhythmia, and death were uncommon in this cohort. Heart rate during the first eight hours of observation performs reliably as a screening test to identify patients at low risk for delayed adverse outcomes. This study is limited by its retrospective nature, the inability to ascertain time of ingestion for most cases and the lack of confirmatory laboratory testing. CONCLUSION: This study supports the use of an eight hour observation period when there are no other clinical signs of toxicity to warrant admission and if no co-ingestion or administration of substances that mask tachycardia are present.


Assuntos
Bupropiona , Overdose de Drogas , Frequência Cardíaca , Valor Preditivo dos Testes , Convulsões , Humanos , Bupropiona/intoxicação , Estudos Retrospectivos , Overdose de Drogas/diagnóstico , Frequência Cardíaca/efeitos dos fármacos , Feminino , Masculino , Adulto , Convulsões/induzido quimicamente , Convulsões/fisiopatologia , Pessoa de Meia-Idade , Adulto Jovem , Taquicardia/induzido quimicamente , Taquicardia/fisiopatologia , Antidepressivos de Segunda Geração/intoxicação , Adolescente
15.
Int J Clin Pharm ; 46(4): 926-936, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38733475

RESUMO

BACKGROUND: Venlafaxine dose regimens vary considerably between individuals, requiring personalized dosing. AIM: This study aimed to identify dose-related influencing factors of venlafaxine through real-world data analysis and to construct a personalized dose model using advanced artificial intelligence techniques. METHOD: We conducted a retrospective study on patients with depression treated with venlafaxine. Significant variables were selected through a univariate analysis. Subsequently, the predictive performance of seven models (XGBoost, LightGBM, CatBoost, GBDT, ANN, TabNet, and DT) was compared. The algorithm that demonstrated optimal performance was chosen to establish the dose prediction model. Model validation used confusion matrices and ROC analysis. Additionally, a dose subgroup analysis was conducted. RESULTS: A total of 298 patients were included. TabNet was selected to establish the venlafaxine dose prediction model, which exhibited the highest performance with an accuracy of 0.80. The analysis identified seven crucial variables correlated with venlafaxine daily dose, including blood venlafaxine concentration, total protein, lymphocytes, age, globulin, cholinesterase, and blood platelet count. The area under the curve (AUC) for predicting venlafaxine doses of 75 mg, 150 mg, and 225 mg were 0.90, 0.85, and 0.90, respectively. CONCLUSION: We successfully developed a TabNet model to predict venlafaxine doses using real-world data. This model demonstrated substantial predictive accuracy, offering a personalized dosing regimen for venlafaxine. These findings provide valuable guidance for the clinical use of the drug.


Assuntos
Inteligência Artificial , Relação Dose-Resposta a Droga , Medicina de Precisão , Cloridrato de Venlafaxina , Humanos , Cloridrato de Venlafaxina/administração & dosagem , Estudos Retrospectivos , Feminino , Masculino , Pessoa de Meia-Idade , Adulto , Medicina de Precisão/métodos , Idoso , Antidepressivos de Segunda Geração/administração & dosagem , Depressão/tratamento farmacológico
16.
Int J Clin Pharm ; 46(4): 899-909, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38753076

RESUMO

BACKGROUND: Venlafaxine is frequently prescribed for patients with depression. To control the concentration of venlafaxine within the therapeutic window for the best treatment effect, a model to predict venlafaxine concentration is necessary. AIM: Our objective was to develop a prediction model for venlafaxine concentration using real-world evidence based on machine learning and deep learning techniques. METHOD: Patients who underwent venlafaxine treatment between November 2019 and August 2022 were included in the study. Important variables affecting venlafaxine concentration were identified using a combination of univariate analysis, sequential forward selection, and machine learning techniques. Predictive performance of nine machine learning and deep learning algorithms were assessed, and the one with the optimal performance was selected for modeling. The final model was interpreted using SHapley Additive exPlanations. RESULTS: A total of 330 eligible patients were included. Five influential variables that affect venlafaxine concentration were venlafaxine daily dose, sex, age, hyperlipidemia, and adenosine deaminase. The venlafaxine concentration prediction model was developed using the eXtreme Gradient Boosting algorithm (R2 = 0.65, mean absolute error = 77.92, root mean square error = 93.58). In the testing cohort, the accuracy of the predicted concentration within ± 30% of the actual concentration was 73.49%. In the subgroup analysis, the prediction accuracy was 69.39% within the recommended therapeutic range of venlafaxine concentration within ± 30% of the actual value. CONCLUSION: The XGBoost model for predicting blood concentration of venlafaxine using real-world evidence was developed, guiding the adjustment of regimen in clinical practice.


Assuntos
Aprendizado de Máquina , Cloridrato de Venlafaxina , Cloridrato de Venlafaxina/farmacocinética , Cloridrato de Venlafaxina/uso terapêutico , Cloridrato de Venlafaxina/administração & dosagem , Humanos , Feminino , Masculino , Estudos Retrospectivos , Pessoa de Meia-Idade , Idoso , Adulto , Antidepressivos de Segunda Geração/farmacocinética , Depressão/tratamento farmacológico
19.
CNS Spectr ; 29(3): 206-214, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38685594

RESUMO

OBJECTIVE: Serotonin norepinephrine reuptake inhibitors (SNRIs) have been postulated to afford benefits in alleviating anhedonia and amotivation. This post hoc pooled analysis evaluated the effect of venlafaxine XR, an SNRI, on these symptoms in patients with major depressive disorder (MDD). METHODS: Data was pooled from five short-term randomized, placebo-controlled studies of venlafaxine XR for the treatment of MDD, comprising 1087 (venlafaxine XR, n = 585; placebo, n = 502) adult subjects. The change from baseline score in the MADRS anhedonia factor (based on items 1 [apparent sadness], 2 [reported sadness], 6 [concentration difficulties], 7 [lassitude], and 8 [inability to feel]) for anhedonia, and in motivational deficits (based on 3 items of HAM-D17: involvement in work and activities, psychomotor retardation, and energy level [ie, general somatic symptoms]) for amotivation, were measured through 8 weeks. Mixed model repeated measures (MMRMs) were used to analyze changes over time and ANCOVA to analyze the change from baseline at week 8 with LOCF employed to handle missing data. RESULTS: At the end of 8 weeks, the change from baseline was significantly greater in patients on venlafaxine XR in both anhedonia (mean, 95% CI: -2.73 [-3.63, -1.82], p < 0.0001) and amotivation scores (mean, 95% CI: -0.78 [-1.04, -0.52], p < 0.0001) than those on placebo. For both measures, the between-group separation from baseline was statistically significant starting from week 2 onwards, and it increased over time. CONCLUSION: This analysis demonstrates that venlafaxine XR is effective in improving symptoms of anhedonia and motivational deficits in patients with MDD.


Assuntos
Anedonia , Transtorno Depressivo Maior , Cloridrato de Venlafaxina , Humanos , Cloridrato de Venlafaxina/uso terapêutico , Cloridrato de Venlafaxina/administração & dosagem , Cloridrato de Venlafaxina/farmacologia , Transtorno Depressivo Maior/tratamento farmacológico , Transtorno Depressivo Maior/psicologia , Anedonia/efeitos dos fármacos , Adulto , Masculino , Feminino , Pessoa de Meia-Idade , Motivação , Antidepressivos de Segunda Geração/uso terapêutico , Antidepressivos de Segunda Geração/administração & dosagem , Cicloexanóis/uso terapêutico , Cicloexanóis/administração & dosagem , Resultado do Tratamento , Método Duplo-Cego
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