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Fang Y, Xiaoling B, Huan L, Yaping G, Binying Z, Man W, Juan W, Xinyu L. Effects of exercise dose based on the ACSM recommendations on depression in hemodialysis patients: a systematic review and meta-analysis of randomized controlled trials. Front Physiol 2025; 15:1513746. [PMID: 39959813 PMCID: PMC11825786 DOI: 10.3389/fphys.2024.1513746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2024] [Accepted: 12/23/2024] [Indexed: 02/18/2025] Open
Abstract
Objective To explore the impact of various exercise doses on depressive symptoms among hemodialysis patients and offer valuable guidance for the selection of optimal exercise doses in clinical practice settings. Methods A comprehensive systematic review was conducted across four major databases, namely, PubMed, Embase, Web of Science, and Cochrane Library, covering the period from their inception until August 2024. Exercise interventions were classified based on adherence to American College of Sports Medicine (ACSM) recommendations, dividing studies into groups with high and low/uncertain ACSM adherence. A meta-analysis was performed utilising Review Manager5.4.1 to assess the effects of ACSM adherence on depression in hemodialysis patients. Results This meta-analysis incorporated a total of 19 randomized controlled trials, involving 1,285 patients. The mean age of the patients ranged from 33.2 to 70 years, and the average body mass index (BMI) fluctuated between 23.3 and 28.81 kg/m2. Males accounted for a relatively larger proportion of the participants. Among these trials, 14 were classified as having high ACSM adherence, while 5 were categorized as having low or uncertain adherence. Overall, exercise markedly improved depression in hemodialysis patients (SMD: -0.63, 95% CI: -0.87, -0.39; p < 0.05). The high ACSM adherence group showed greater improvement relative to the low/uncertain adherence group (SMD: -0.66 vs. -0.56). No notable disparities were noted in the effects of exercise duration or patient age on depression outcomes between the subgroups (p = 0.86, p = 0.48). Conclusion Exercise interventions that exhibit high adherence to the ACSM guidelines prove to be more efficacious in alleviating depression among hemodialysis patients as compared to those with low or uncertain adherence levels. Systematic Review Registration https://www.crd.york.ac.uk/prospero/#myprospero.
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Affiliation(s)
- Yang Fang
- Department of Nephrology, Guizhou Provincial People’s Hospital, Guiyang, Guizhou, China
- School of Nursing, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China
| | - Bai Xiaoling
- Department of Nursing, Guizhou Nursing Vocational College, Guiyang, Guizhou, China
| | - Li Huan
- School of Nursing, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China
- Hospital infection Management Department, Guizhou Provincial People’s Hospital, Guiyang, Guizhou, China
| | - Guan Yaping
- School of Nursing, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China
| | - Zhang Binying
- School of Nursing, Zunyi Medical University, Zunyi, Guizhou, China
| | - Wang Man
- School of Nursing, Zunyi Medical University, Zunyi, Guizhou, China
| | - Wu Juan
- Department of Nursing, The Affiliated Hospital of Guizhou Medical University, Guiyang, Guizhou, China
| | - Liu Xinyu
- School of Nursing, Guizhou University of Traditional Chinese Medicine, Guiyang, Guizhou, China
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Qammar A, Azeem B, Kumar S, Kumari M, Hassan F, Khurram L, Kumar S, Fasih A, Khan A, Basit Azeem M, Sadiq N, Dibaj R, Sharma V. Safety and efficacy of sertraline in depression among adults undergoing dialysis: a systematic review and meta-analysis. Ann Med Surg (Lond) 2024; 86:7082-7093. [PMID: 39649878 PMCID: PMC11623899 DOI: 10.1097/ms9.0000000000002677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Accepted: 10/12/2024] [Indexed: 12/11/2024] Open
Abstract
Background Depression is prevalent among patients with end-stage renal disease (ESRD) undergoing dialysis, with significant implications for their quality of life and treatment compliance. Traditional treatments for depression, including various therapies and pharmacological interventions, have limitations due to their adverse effects. Sertraline, a selective serotonin re-uptake inhibitor (SSRI), offers a promising alternative, but its efficacy and safety in this population require thorough evaluation. Objective This meta-analysis aims to assess the effectiveness and adverse effects of sertraline in treating depressive episodes in dialysis patients compared to placebo. Methods Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, the authors conducted a comprehensive search of databases, including PubMed, Cochrane Library, and Science Direct, up to 20 June 2024. The authors included randomized controlled trials (RCTs) that compared sertraline with placebo in dialysis patients with depression. Two researchers independently performed data extraction and risk of bias assessment. Statistical analysis was conducted using ReviewManager 5.4.1, employing a random effects model. Results Four RCTs involving 468 participants were included. Sertraline significantly reduced depressive symptoms, as measured by the Quick Inventory of Depressive Symptomatology (QIDS) and Beck Depression Inventory-II (BDI-II) scores, at 6 and 12 weeks compared to placebo. Improvements in kidney disease-specific quality of life (KDQOL-36) scores were also noted. However, sertraline was associated with a higher risk of adverse events compared to placebo. Conclusions Sertraline effectively reduces depressive symptoms and improves the quality of life in dialysis patients with ESRD. Despite the increased risk of adverse events, the overall benefits make sertraline a viable treatment option for this population. Larger, more comprehensive studies are needed to confirm these findings and optimize sertraline use in clinical practice.
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Affiliation(s)
- Asfia Qammar
- Baylor Scott & White Heart and Vascular Hospital, Dallas, TX, USA
| | - Bazil Azeem
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | - Sateesh Kumar
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | | | - Farhad Hassan
- Liaquat University of Medical and Health Sciences, Jamshoro, Pakistan
| | - Laiba Khurram
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | - Sumet Kumar
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | - Abdul Fasih
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | - Arwa Khan
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | | | - Nimra Sadiq
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | - Ramsha Dibaj
- Shaheed Mohtarma Benazir Bhutto Medical College Lyari, Karachi, Pakistan
| | - Varsha Sharma
- Department of Internal Medicine, Nepal Medical College, Gokarneshwar, Nepal
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Wichart J, Yoeun P, Chin T, Evernden C, Berendonk C, Kerr J, Birchall A, Boschee B, Defoe K, Dhaliwal J, KarisAllen T, Kennedy M, McDonald A, Mierzejewski MK, Schick-Makaroff K. Pharmacological treatment for mental health illnesses in adults receiving dialysis: A scoping review. Fundam Clin Pharmacol 2024; 38:862-882. [PMID: 38877814 DOI: 10.1111/fcp.13022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 05/28/2024] [Accepted: 06/03/2024] [Indexed: 06/16/2024]
Abstract
BACKGROUND Pharmacologic management of mental health illnesses in patients receiving dialysis is complex and lacking data. OBJECTIVE Our objective was to synthesize published data for the treatment of depression, bipolar and related disorders, schizophrenia or psychotic disorders, and anxiety disorders in adults receiving hemodialysis or peritoneal dialysis. METHODS We undertook a scoping review, searching the following databases: Medline, Embase, CINAHL, PsycINFO, Cochrane Library, Scopus, and Web of Science. Data on patients who received only short-term dialysis, a kidney transplant, or non-pharmacologic treatments were excluded. RESULTS Seventy-three articles were included: 41 focused on depression, 16 on bipolar disorder, 13 on schizophrenia and psychotic disorders, 1 on anxiety disorders, and 2 addressing multiple mental health illnesses. The majority of depression studies reported on selective serotonin reuptake inhibitors (SSRIs) as a treatment. Sertraline had the most supporting data with use of doses from 25 to 200 mg daily. Among the remaining SSRIs, escitalopram, citalopram, and fluoxetine were studied in controlled trials, whereas paroxetine and fluvoxamine were described in smaller reports and observational trials. There are limited published data on other classes of antidepressants and on pharmacological management of anxiety. Data on treatment for patients with bipolar disorder or schizophrenia and related disorders are limited to case reports. CONCLUSION Over half of the studies included were case reports, thus limiting conclusions. More robust data are required to establish effect sizes of pharmacological treatments prior to providing specific recommendations for their use in treating mental health illnesses in patients receiving dialysis.
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Affiliation(s)
- Jenny Wichart
- Pharmacy Services, Alberta Health Services, Calgary, Alberta, Canada
| | - Peter Yoeun
- Pharmacy Services, Alberta Health Services, Royal Alexandra Hospital, Edmonton, Alberta, Canada
| | - Tracy Chin
- Pharmacy Services, Alberta Health Services, South Health Campus, Calgary, Alberta, Canada
| | - Christopher Evernden
- Pharmacy Services, Alberta Health Services, Royal Alexandra Hospital, Edmonton, Alberta, Canada
| | - Charlotte Berendonk
- Faculty of Nursing, University of Alberta, Edmonton Clinic Health Academy, Edmonton, Alberta, Canada
| | - Jodi Kerr
- Pharmacy Services, Medicine Hat Regional Hospital, Medicine Hat, Alberta, Canada
| | - Alexandra Birchall
- DTC OR/PACU, Alberta Health Services, Royal Alexandra Hospital, Edmonton, Alberta, Canada
| | - Belinda Boschee
- Pharmacy Services, Alberta Health Services, Sheldon M. Chumir Medical Centre, Calgary, Alberta, Canada
| | - Kimberly Defoe
- Alberta Health Services, Foothills Medical Centre, Calgary, Alberta, Canada
| | - Jasleen Dhaliwal
- Faculty of Nursing, University of Alberta, Edmonton Clinic Health Academy, Edmonton, Alberta, Canada
| | - Tasia KarisAllen
- Pharmacy Services, Alberta Health Services, University of Alberta Hospital, Edmonton, Alberta, Canada
| | - Megan Kennedy
- Sperber Health Sciences Library, University of Alberta Library, Edmonton, Alberta, Canada
| | - Alexis McDonald
- Pharmacy Services, Alberta Health Services, Chinook Regional Hospital, Lethbridge, Alberta, Canada
| | - Monika K Mierzejewski
- Faculty of Nursing, University of Alberta, Edmonton Clinic Health Academy, Edmonton, Alberta, Canada
| | - Kara Schick-Makaroff
- Faculty of Nursing, University of Alberta, Edmonton Clinic Health Academy, Edmonton, Alberta, Canada
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Ansari IA, Anees MA, Sekh N, Urooj A. Comparison Between Pregabalin and Sertraline in the Treatment of Uremic Pruritus in Patients With Maintenance Hemodialysis. Cureus 2024; 16:e65788. [PMID: 39211714 PMCID: PMC11361768 DOI: 10.7759/cureus.65788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/30/2024] [Indexed: 09/04/2024] Open
Abstract
Introduction Pruritus, a medical symptom also known as itch, is characterized by an unpleasant feeling coupled with the urge to scratch. Patients with chronic kidney disease (CKD) often have symptoms of pruritus due to uremia, which has adversely affected their quality of life. The treatment protocol for CKD pruritus is still being debated due to its unclear etiopathogenesis. Pregabalin, an anticonvulsant medication, and sertraline, an antidepressant medication, have been used to treat uremic pruritus (UP) patients on maintenance hemodialysis. Objectives There are no adequate investigations comparing the efficacy of pregabalin and sertraline, particularly in under-resourced countries such as Pakistan. Method The research was a randomized trial for a period of four weeks at the nephrology department of the Mayo Hospital, Lahore. A total of 62 patients were randomly assigned to take either pregabalin (aged 48.06±13.44) or sertraline (aged 47.45±10.97) tablet once a day, a total of 31 patients to each group. The pregabalin group was specified 25 mg for the first week, 50 mg for the second week, and 75 mg for the third and fourth week. Similarly, sertraline was prescribed 25 mg for the first week and 50 mg for the remaining three weeks. However, if the patient shows improvement on the lowest dosage, therapy with the same minimum dose was proposed to be continued. Lastly, the itching score was assessed on the 5D pruritus scale. The Visit 1 (no drug) score was evaluated against post-therapy scores at two-week intervals as Visit 2 (week 2) and Visit 3 (week 4). Statistical analysis was done using the Statistical Product and Service Solutions (SPSS, version 26; IBM SPSS Statistics for Windows, Armonk, NY) with a significance level set at p<0.05 and 95% confidence level. Conclusion This research concluded that both pregabalin and sertraline significantly improved itching intensity in each treatment group; however, there was no significant difference between the two drugs in reducing UP based on the 5D itching scores. In each domain of the 5D pruritus scale, a significant difference was found in post-follow-up pregabalin and sertraline therapy.
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Affiliation(s)
| | | | - Najim Sekh
- Animal Science, Himalayan College of Agricultural Sciences and Technology, Kathmandu, NPL
| | - Aasma Urooj
- Dialysis, King Edward Medical University, Lahore, PAK
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Bossola M, Mariani I, Antocicco M, Pepe G, Petrosino A, Di Stasio E. Selective Serotonin Reuptake Inhibitors and Symptoms of Depression in Patients on Chronic Hemodialysis: A Systematic Review. J Clin Med 2024; 13:3334. [PMID: 38893046 PMCID: PMC11172416 DOI: 10.3390/jcm13113334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Revised: 05/24/2024] [Accepted: 06/04/2024] [Indexed: 06/21/2024] Open
Abstract
Objective: The use of selective serotonin reuptake inhibitors (SSRIs) is common among hemodialysis patients who receive treatment for depression. However, studies on the efficacy of SSRIs in patients on chronic hemodialysis are few and have led to conflicting results. The present systematic review aims to evaluate, in randomized, controlled studies (RCSs), the efficacy of SSRI administration in reducing symptoms of depression in patients on chronic hemodialysis when compared with placebo or psychological interventions. Method: Research was run on December 2023 in the following databases: Ovid MEDLINE (1985 to present); Ovid EMBASE (1985 to present); Cochrane Library (Wiley); and PubMed (1985 to present). The primary outcome was the frequency and severity of the symptoms of depression assessed through the Beck Depression Inventory (BDI) or the Hamilton Depression Rating Scale (HAMD). The secondary outcome was the prevalence of adverse events. Results: Seven studies totaling 433 patients were included. The number of patients in each individual study ranged from 13 to 120. The length of studies ranged from 8 weeks to 6 months. Heterogeneous data precluded informative meta-analysis. Three studies compared sertraline with a placebo. Of these, two demonstrated that sertraline was better than the placebo in reducing the symptoms of depression while one showed no statistically significant differences between sertraline and the placebo. One study, comparing fluoxetine with a placebo showed that the symptoms of depression did not differ significantly at 8 weeks. In another study, escitalopram administration led to a significantly greater reduction in the Hamilton Depression Rating Scale score compared to a placebo, as well as in the Hamilton Anxiety Rating Scale score. In one study, citalopram and psychological interventions were both effective in reducing the symptoms of depression and anxiety and, in another study, sertraline was modestly more effective than CBT at 12 weeks in reducing the symptoms of depression. Conclusions: SSRIs may be effective in reducing the symptoms of depression in patients on chronic hemodialysis. SSRI administration, at the dosage used in the studies included in the present systematic review, seems safe in most hemodialysis patients. However, the paucity of studies and the limited number of patients included in the trials may suggest that further randomized, controlled studies are needed to determine if SSRIs may be used routinely in daily clinical practice in such a population.
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Affiliation(s)
- Maurizio Bossola
- Servizio Emodialisi, Dipartimento di Scienze Mediche e Chirurgiche, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Policlinico Universitario Fondazione Agostino Gemelli IRCCS, 00168 Rome, Italy
| | - Ilaria Mariani
- Servizio Emodialisi, Dipartimento di Scienze Mediche e Chirurgiche, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Policlinico Universitario Fondazione Agostino Gemelli IRCCS, 00168 Rome, Italy
| | - Manuela Antocicco
- Policlinico Universitario Fondazione Agostino Gemelli IRCCS, 00168 Rome, Italy
- Dipartimento Scienze dell’Invecchiamento, Neurologiche, Ortopediche e Della Testa-Collo, 00168 Rome, Italy
| | - Gilda Pepe
- Servizio Emodialisi, Dipartimento di Scienze Mediche e Chirurgiche, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Divisione Chirurgia d’Urgenza, Dipartimento di Scienze Mediche e Chirurgiche, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Anna Petrosino
- Servizio Emodialisi, Dipartimento di Scienze Mediche e Chirurgiche, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Policlinico Universitario Fondazione Agostino Gemelli IRCCS, 00168 Rome, Italy
| | - Enrico Di Stasio
- Policlinico Universitario Fondazione Agostino Gemelli IRCCS, 00168 Rome, Italy
- Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
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Park Y, Lee JW, Yoon SH, Hwang WM, Yun SR, Son JY, Chung BH, Min J. Usefulness of the heart rate variability test in predicting intradialytic hypotension in patients undergoing chronic haemodialysis. Clin Kidney J 2024; 17:sfae102. [PMID: 38883161 PMCID: PMC11176866 DOI: 10.1093/ckj/sfae102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Indexed: 06/18/2024] Open
Abstract
BACKGROUND Intradialytic hypotension (IDH) is the primary complication of haemodialysis (HD); however, its diverse pathophysiology and inconsistent definitions complicate its prediction. Despite attempts using the heart rate variability (HRV) test for IDH prediction, studies on its usefulness for predicting IDH diagnosed per the nadir 90 criterion are lacking. We aimed to evaluate HRV test efficacy and reproducibility in predicting IDH based on the nadir 90 criterion. METHODS Seventy patients undergoing HD participated in this multicentre prospective observational study. The HRV test was performed during non-HD periods and IDH was monitored during 12 HD sessions. IDH was diagnosed according to the nadir 90 criterion, defined as a decrease in systolic blood pressure of ≤90 mmHg during HD. After monitoring, the HRV test was repeated. An HRV-IDH index was developed using multivariate logistic regression analysis employing HRV test parameters. The predictive power of the HRV-IDH index was analysed using the area under the receiver operating characteristics curve (AUROC). Reproducibility was evaluated using correlation analysis of two HRV tests on the same patient. RESULTS There were 37 and 33 patients in the IDH and non-IDH groups, respectively. The HRV-IDH index predicted IDH occurrence with AUROCs of 0.776 and 0.803 for patients who had experienced at least one or repeated IDH episodes, respectively. Spearman's correlation coefficient for HRV-IDH indices was 0.859 for the first and second HRV tests. CONCLUSIONS The HRV test holds promise for predicting IDH, particularly for patients with recurring IDH diagnosed based on the nadir 90 criterion.
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Affiliation(s)
- Yohan Park
- Division of Nephrology, Department of Internal Medicine, Konyang University Hospital, College of Medicine, Konyang University, Daejeon, Republic of Korea
| | - Ji Won Lee
- Division of Nephrology, Department of Internal Medicine, Konyang University Hospital, College of Medicine, Konyang University, Daejeon, Republic of Korea
| | - Se-Hee Yoon
- Division of Nephrology, Department of Internal Medicine, Konyang University Hospital, College of Medicine, Konyang University, Daejeon, Republic of Korea
| | - Won Min Hwang
- Division of Nephrology, Department of Internal Medicine, Konyang University Hospital, College of Medicine, Konyang University, Daejeon, Republic of Korea
| | - Sung-Ro Yun
- Division of Nephrology, Department of Internal Medicine, Konyang University Hospital, College of Medicine, Konyang University, Daejeon, Republic of Korea
| | - Ji-Young Son
- Division of Nephrology, Department of Internal Medicine, Bucheon St. Mary's Hospital, College of Medicine, Catholic University of Korea, Seoul, Republic of Korea
| | - Byung Ha Chung
- Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, Catholic University of Korea, Seoul, Republic of Korea
| | - Jiwon Min
- Division of Nephrology, Department of Internal Medicine, Bucheon St. Mary's Hospital, College of Medicine, Catholic University of Korea, Seoul, Republic of Korea
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Fu R, Hao X, Yu J, Wang D, Zhang J, Yu Z, Gao F, Zhou C. Machine learning-based prediction of sertraline concentration in patients with depression through therapeutic drug monitoring. Front Pharmacol 2024; 15:1289673. [PMID: 38510645 PMCID: PMC10953499 DOI: 10.3389/fphar.2024.1289673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 02/21/2024] [Indexed: 03/22/2024] Open
Abstract
Background: Sertraline is a commonly employed antidepressant in clinical practice. In order to control the plasma concentration of sertraline within the therapeutic window to achieve the best effect and avoid adverse reactions, a personalized model to predict sertraline concentration is necessary. Aims: This study aimed to establish a personalized medication model for patients with depression receiving sertraline based on machine learning to provide a reference for clinicians to formulate drug regimens. Methods: A total of 415 patients with 496 samples of sertraline concentration from December 2019 to July 2022 at the First Hospital of Hebei Medical University were collected as the dataset. Nine different algorithms, namely, XGBoost, LightGBM, CatBoost, random forest, GBDT, SVM, lasso regression, ANN, and TabNet, were used for modeling to compare the model abilities to predict sertraline concentration. Results: XGBoost was chosen to establish the personalized medication model with the best performance (R 2 = 0.63). Five important variables, namely, sertraline dose, alanine transaminase, aspartate transaminase, uric acid, and sex, were shown to be correlated with sertraline concentration. The model prediction accuracy of sertraline concentration in the therapeutic window was 62.5%. Conclusion: In conclusion, the personalized medication model of sertraline for patients with depression based on XGBoost had good predictive ability, which provides guidance for clinicians in proposing an optimal medication regimen.
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Affiliation(s)
- Ran Fu
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
| | - Xin Hao
- Dalian Medicinovo Technology Co., Ltd, Dalian, China
| | - Jing Yu
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
| | - Donghan Wang
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
| | - Jinyuan Zhang
- Beijing Medicinovo Technology Co., Ltd, Beijing, China
| | - Ze Yu
- Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Fei Gao
- Beijing Medicinovo Technology Co., Ltd, Beijing, China
| | - Chunhua Zhou
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
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Fu R, Yu Z, Zhou C, Zhang J, Gao F, Wang D, Hao X, Pang X, Yu J. Artificial intelligence-based model for dose prediction of sertraline in adolescents: a real-world study. Expert Rev Clin Pharmacol 2024; 17:177-187. [PMID: 38197873 DOI: 10.1080/17512433.2024.2304009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 01/08/2024] [Indexed: 01/11/2024]
Abstract
BACKGROUND Variability exists in sertraline pharmacokinetic parameters in individuals, especially obvious in adolescents. We aimed to establish an individualized dosing model of sertraline for adolescents with depression based on artificial intelligence (AI) techniques. METHODS Data were collected from 258 adolescent patients treated at the First Hospital of Hebei Medical University between December 2019 to July 2022. Nine different algorithms were used for modeling to compare the prediction abilities on sertraline daily dose, including XGBoost, LGBM, CatBoost, GBDT, SVM, ANN, TabNet, KNN, and DT. Performance of four dose subgroups (50 mg, 100 mg, 150 mg, and 200 mg) were analyzed. RESULTS CatBoost was chosen to establish the individualized medication model with the best performance. Six important variables were found to be correlated with sertraline dose, including plasma concentration, PLT, MPV, GL, A/G, and LDH. The ROC curve and confusion matrix exhibited the good prediction performance of CatBoost model in four dose subgroups (the AUC of 50 mg, 100 mg, 150 mg, and 200 mg were 0.93, 0.81, 0.93, and 0.93, respectively). CONCLUSION The AI-based dose prediction model of sertraline in adolescents with depression had a good prediction ability, which provides guidance for clinicians to propose the optimal medication regimen.
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Affiliation(s)
- Ran Fu
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
| | - Ze Yu
- Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Beijing Medicinovo Technology Co., Ltd, Beijing, China
| | - Chunhua Zhou
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
| | - Jinyuan Zhang
- Beijing Medicinovo Technology Co., Ltd, Beijing, China
| | - Fei Gao
- Beijing Medicinovo Technology Co., Ltd, Beijing, China
| | - Donghan Wang
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
| | - Xin Hao
- Dalian Medicinovo Technology Co., Ltd, Dalian, China
| | - Xiaolu Pang
- Department of Physical Diagnostics, Hebei Medical University, Shijiazhuang, China
| | - Jing Yu
- Department of Clinical Pharmacy, The First Hospital of Hebei Medical University, Shijiazhuang, China
- The Technology Innovation Center for Artificial Intelligence in Clinical Pharmacy of Hebei Province, The First Hospital of Hebei Medical University, Shijiazhuang, China
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Hafez G, Malyszko J, Golenia A, Klimkowicz-Mrowiec A, Ferreira AC, Arıcı M, Bruchfeld A, Nitsch D, Massy ZA, Pépin M, Capasso G, Mani LY, Liabeuf S. Drugs with a negative impact on cognitive functions (Part 2): drug classes to consider while prescribing in CKD patients. Clin Kidney J 2023; 16:2378-2392. [PMID: 38046029 PMCID: PMC10689198 DOI: 10.1093/ckj/sfad239] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Indexed: 12/05/2023] Open
Abstract
There is growing evidence that chronic kidney disease (CKD) is an independent risk factor for cognitive impairment, especially due to vascular damage, blood-brain barrier disruption and uremic toxins. Given the presence of multiple comorbidities, the medication regimen of CKD patients often becomes very complex. Several medications such as psychotropic agents, drugs with anticholinergic properties, GABAergic drugs, opioids, corticosteroids, antibiotics and others have been linked to negative effects on cognition. These drugs are frequently included in the treatment regimen of CKD patients. The first review of this series described how CKD could represent a risk factor for adverse drug reactions affecting the central nervous system. This second review will describe some of the most common medications associated with cognitive impairment (in the general population and in CKD) and describe their effects.
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Affiliation(s)
- Gaye Hafez
- Department of Pharmacology, Faculty of Pharmacy, Altinbas University, Istanbul, Turkey
| | - Jolanta Malyszko
- Department of Nephrology, Dialysis and Internal Medicine, Medical University of Warsaw, Warsaw, Poland
| | | | | | - Ana Carina Ferreira
- Nephrology Department, Centro Hospitalar e Universitário de Lisboa Central, Lisbon, Portugal
- Universidade Nova de Lisboa-Faculdade de Ciências Médicas-Nephology, Lisbon, Portugal
| | - Mustafa Arıcı
- Department of Internal Medicine, Division of Nephrology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Annette Bruchfeld
- Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
- Department of Renal Medicine, Karolinska University Hospital and CLINTEC Karolinska Institutet, Stockholm, Sweden
| | - Dorothea Nitsch
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, UK
| | - Ziad A Massy
- Paris-Saclay University, UVSQ, Inserm, Clinical Epidemiology Team, Centre de Recherche en Epidémiologie et Santé des Populations (CESP), Villejuif, France
- Department of Nephrology, Ambroise Paré University Medical Center, APHP, Paris, France
| | - Marion Pépin
- Department of Nephrology, Ambroise Paré University Medical Center, APHP, Paris, France
- Department of Geriatrics, Ambroise Paré University Medical Center, APHP, Boulogne-Billancourt, France
| | - Giovambattista Capasso
- Department of Translational Medical Sciences, University of Campania Luigi Vanvitelli, Naples, Italy
- Biogem Research Institute, Ariano Irpino, Italy
| | - Laila-Yasmin Mani
- Department of Nephrology and Hypertension, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Sophie Liabeuf
- Pharmacoepidemiology Unit, Department of Clinical Pharmacology, Amiens University Medical Center, Amiens, France
- MP3CV Laboratory, EA7517, Jules Verne University of Picardie, Amiens, France
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10
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Li Y, Zhu B, Shen J, Miao L. Depression in maintenance hemodialysis patients: What do we need to know? Heliyon 2023; 9:e19383. [PMID: 37662812 PMCID: PMC10472011 DOI: 10.1016/j.heliyon.2023.e19383] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 08/10/2023] [Accepted: 08/21/2023] [Indexed: 09/05/2023] Open
Abstract
Chronic kidney disease (CKD) is now recognized as a major public health problem in the world. The global prevalence of CKD is estimated at 13.4% (11.7-15.1%), with an estimated 490.2 to 7.083 million patients with End stage renal disease requiring renal replacement therapy. Hemodialysis is the main treatment for End stage renal disease patients because of its high safety and efficiency. The survival time of these patients was significantly prolonged, but many psychological problems followed. Depression is a type of mood disorder caused by a variety of causes, often manifested as disproportionate depression and loss of interest, sometimes accompanied by anxiety, agitation, even hallucinations, delusions and other psychotic symptoms. Depression has become the most common mental disorder in maintenance hemodialysis (MHD) patients according to the meta-analysis. In recent years, depression has seriously affected the quality of life and prognosis of MHD patients from dietary, sleep, treatment adherence, energy and other dimensions. This article reviews the epidemiology, etiology, diagnosis and treatment of depression in MHD patients.
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Affiliation(s)
- Yulu Li
- Department of Nephrology, The Third Affiliated Hospital of Soochow University, Changzhou, China
| | - Bin Zhu
- Department of Critical Care Medicine, The Third Affiliated Hospital of Soochow University, Changzhou, China
| | - Jianqin Shen
- Blood Purification Centre, The Third Affiliated Hospital of Soochow University, Changzhou, China
| | - Liying Miao
- Department of Nephrology, The Third Affiliated Hospital of Soochow University, Changzhou, China
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11
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Al-Jabi SW. Global research trends and mapping knowledge structure of depression in dialysis patients. World J Psychiatry 2023; 13:593-606. [PMID: 37701544 PMCID: PMC10494777 DOI: 10.5498/wjp.v13.i8.593] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 06/27/2023] [Accepted: 07/14/2023] [Indexed: 08/17/2023] Open
Abstract
BACKGROUND Depression is one of the most common and important psychological issues faced by dialysis patients. It can make it more difficult for them to adhere to their treatment regimen, which, in turn, can worsen their physical symptoms and lead to poorer health outcomes. AIM To examine the evolution and growth of publications related to dialysis and depression. The objectives were to identify the number of publications, the top active countries, the contributed institutions, funding agencies and journals, as well as to perform citation and research theme analysis. METHODS The search was conducted using the Scopus database for publications related to dialysis and depression between 1970 and 2022. Subsequently, bibliometric analysis was carried out on the data obtained using VOSviewer software, version 1.6.9. This analysis included visualization analysis, co-occurrence analysis and examination of publication trends in dialysis and depression. RESULTS We identified 800 publications that met the search criteria. The number of publications related to dialysis and depression has increased significantly in the past two decades. The USA led the way with 144 publications, which is 18% of all publications on this topic. Turkey came second with 88 publications (11%), followed by China with 55 publications (6.88%) and Iran with 52 publications (6.5%). Analysis of the research theme identified three main clusters related to gender differences in prevalence, identification of depression as a risk factor, and effective interventions to relieve depression. Future research direction analysis shows a shift toward effective interventions to relieve depression in dialysis patients. CONCLUSION This study provides a comprehensive overview of growth, trends and research themes related to dialysis and depression that could help researchers identify gaps in the literature and develop future research.
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Affiliation(s)
- Samah W Al-Jabi
- Department of Clinical and Community Pharmacy, College of Medicine and Health Sciences, An-Najah National University, Nablus 44839, Palestine
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12
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Elsayed MM, Elgohary IE, Abdelhamid HHS, Zaki SA. The effectiveness of sertraline in alleviating uremic pruritus in hemodialysis patients: a randomized clinical trial. BMC Nephrol 2023; 24:155. [PMID: 37270517 DOI: 10.1186/s12882-023-03212-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Accepted: 05/22/2023] [Indexed: 06/05/2023] Open
Abstract
INTRODUCTION Uremic pruritus (UP) is a common and distressing symptom in end stage renal disease (ESRD) patients. Many approaches have been tested to improve UP without a clear success. We aimed to assess the effect of sertraline on UP in hemodialysis (HD) patients. METHODS This research is a double-blinded, placebo-controlled, multicentric randomized clinical trial which included sixty patients maintained on regular HD. Patients were allocated to receive sertraline 50 mg twice daily or placebo for 8 weeks. The Visual analogue scale (VAS) and the 5-D itch scale were used to assess pruritus before and after the course of treatment. RESULTS At study end in sertraline group, there was a significant decrease from baseline findings in the VAS score (p < 0.001), and the 5-D itch scale (p < 0.001). On the other hand, in placebo group the VAS score showed a slight non-significant decrease (p = 0.469), and the 5-D scale (p = 0.584) increased from baseline measurements. The percentage of patients with severe and very severe pruritus decreased significantly in the sertraline group in both scores [(VAS score: p = 0.004), (5-D itch score: p = 0.002)] with no significant change in the placebo group [(VAS score: p = 0.739), (5-D itch scale: p = 0.763)]. There was a significant positive relation between the VAS and 5-D itch scores and serum urea with p value of 0.002 and 0.001 respectively, and serum ferritin with p value of < 0.001 with both. CONCLUSIONS Patients treated with sertraline had a significant improvement in pruritus as compared with those who received placebo suggesting a potential role for sertraline to treat uremic pruritus in HD patients. Larger randomized clinical trials are needed to confirm these findings. TRIAL REGISTRATION ClinicalTrials.gov NCT05341843. First registration date: 22/04/2022.
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Affiliation(s)
- Mohamed Mamdouh Elsayed
- Nephrology and Internal Medicine Department, Faculty of Medicine, Alexandria University, Alkhartoom Square, El Azareeta, Alexandria, 21131, Egypt.
| | - Iman Ezzat Elgohary
- Nephrology and Internal Medicine Department, Faculty of Medicine, Alexandria University, Alkhartoom Square, El Azareeta, Alexandria, 21131, Egypt
| | | | - Sherif Aziz Zaki
- Nephrology and Internal Medicine Department, Faculty of Medicine, Alexandria University, Alkhartoom Square, El Azareeta, Alexandria, 21131, Egypt
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13
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Wen J, Fang Y, Su Z, Cai J, Chen Z. Mental health and its influencing factors of maintenance hemodialysis patients: a semi-structured interview study. BMC Psychol 2023; 11:84. [PMID: 36978141 PMCID: PMC10054072 DOI: 10.1186/s40359-023-01109-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 03/03/2023] [Indexed: 03/30/2023] Open
Abstract
BACKGROUND Maintenance hemodialysis (MHD) is a commonly used renal replacement therapy for end-stage renal disease patients. MHD patients have undergone multiple physiological stressors, which may cause physical problems and affect their mental health; however, few qualitative studies have been done on the mental health of MHD patients. Such qualitative research becomes the basis for further quantitative research and is critical to validating its results. Therefore, the current qualitative study used a semi-structured interview format, and aimed to explore the mental health and its influencing factors of MHD patients who are not receiving intervention treatment to determine how best to ameliorate their mental health. METHODS Based on the application of Grounded Theory, semi-structured face-to-face interviews were conducted with 35 MHD patients, following consolidated criteria for reporting qualitative studies (COREQ) guidelines. Two indicators (emotional state and well-being) were used to assess MHD patients' mental health. All interviews were recorded, after which two researchers independently performed data analyses using NVivo. RESULTS Acceptance of disease, complications, stress and coping styles, and social support were found to be the influencing factors of MHD patients' mental health. High acceptance of disease, healthy coping styles, and high social support were positively correlated with mental health. In contrast, low acceptance of disease, multiple complications, increased stress, and unhealthy coping styles were negatively correlated with mental health. CONCLUSION One's acceptance of the disease played a more significant role than other factors in affecting MHD patients' mental health.
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Affiliation(s)
- Junjun Wen
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Chaoyang District, Beijing, 100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, 101408, China
- Hemodialysis Center, Zhanlanlu Hospital, Beijing, 100044, China
| | - Yuan Fang
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Chaoyang District, Beijing, 100101, China
| | - Zhongyan Su
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Chaoyang District, Beijing, 100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, 101408, China
| | - Jimin Cai
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Chaoyang District, Beijing, 100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, 101408, China
| | - Zhiyan Chen
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Chaoyang District, Beijing, 100101, China.
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