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Wade BSC, Pindale R, Luccarelli J, Li S, Meisner RC, Seiner SJ, Camprodon JA, Henry ME. Prediction of individual treatment allocation between electroconvulsive therapy or ketamine using the Personalized Advantage Index. NPJ Digit Med 2025; 8:127. [PMID: 40016503 PMCID: PMC11868618 DOI: 10.1038/s41746-025-01523-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 02/17/2025] [Indexed: 03/01/2025] Open
Abstract
Electroconvulsive therapy (ECT) and ketamine are effective treatments for depression; however, evidence-based guidelines are needed to inform individual treatment selection. We adapted the Personalized Advantage Index (PAI) using machine learning to predict optimal treatment assignment to ECT or ketamine using EHR data on 2506 ECT and 196 ketamine patients. Depressive symptoms were evaluated using the Quick Inventory of Depressive Symptomatology (QIDS) before and during acute treatment. Propensity score matching across treatments was used to address confounding by indication, yielding a sample of 392 patients (n = 196 per treatment). Models predicted differential minimum QIDS scores (min-QIDS) over acute treatment using pretreatment EHR measures and SHAP values identified prescriptive predictors. Patients with large PAI scores who received a predicted optimal had significantly lower min-QIDS compared to the non-optimal treatment group (mean difference = 1.19 [95% CI: 0.32, ∞], t = 2.25, q < 0.05, d = 0.26). Our model identified candidate pretreatment factors to provide actionable, effective antidepressant treatment selection guidelines.
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Affiliation(s)
- Benjamin S C Wade
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
| | - Ryan Pindale
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - James Luccarelli
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Shuang Li
- Department of Psychiatry, McLean Hospital, Belmont, MA, USA
| | - Robert C Meisner
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, McLean Hospital, Belmont, MA, USA
| | | | - Joan A Camprodon
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Michael E Henry
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
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Li J, Fei X, Wang S, Xu Z, Xu F, Wang J, Gao Y, Hu Y. A Bibliometric Analysis of the WoSCC Literature on the Use of Selective Serotonin Reuptake Inhibitors as Antidepressants. Drug Des Devel Ther 2024; 18:4961-4974. [PMID: 39525047 PMCID: PMC11545711 DOI: 10.2147/dddt.s476680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 10/26/2024] [Indexed: 11/16/2024] Open
Abstract
Background Many studies have been conducted on the use of selective serotonin reuptake inhibitors (SSRIs) for the treatment of depression. However, the overall trends in research publications in this field remain elusive. There is still little quantitative analysis of the literature in this field. Therefore, we conducted a bibliometric analysis to explore the research patterns surrounding SSRIs for depression, aiming to gain a deeper understanding of their development and impact. Methods Publications about the use of SSRIs for the treatment of depression were identified in the Web of Science Core Collection. Visualization analysis was performed with Bibliometrix, VOSviewer, and CiteSpace. Results A total of 1149 publications published from 1990 to 2024 were included in the bibliometric analysis. Since 1990, the annual number of published papers has increased annually, reaching the maximum value of output in 2004. Fitted curve showed that after 2004, the number of publications per year was essentially stable The United States dominates the field. Among these institutions, University of Pittsburgh excels in this field. Fava M has the highest scientific productivity and extensive academic influence. European Neuropsychopharmacology is the most active journal in this field. The three most relevant keywords were "fluoxetine", "double-blind", and "major depression". The trend topics in recent years were "connectivity", "c-reactive protein", and "anhedonia". Conclusion Research on the use of SSRIs for the treatment of depression continues to receive increased attention but still requiraes further exploration and innovation. We further analyze the current research hotspots and frontiers in this field.
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Affiliation(s)
- Jiyang Li
- Department of Rehabilitation Medicine, Sichuan Tianfu New Area People’s Hospital, Chengdu, People’s Republic of China
| | - Xinxing Fei
- Department of Psychiatry, Chengdu Eighth People’s Hospital (Geriatric Hospital of Chengdu Medical College), Chengdu, People’s Republic of China
| | - Shiqi Wang
- Department of Rehabilitation Medicine Center and Institute of Rehabilitation Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People’s Republic of China
- Key Laboratory of Rehabilitation Medicine in Sichuan Province, Chengdu, Sichuan, People’s Republic of China
| | - Zhangyu Xu
- Department of Rehabilitation Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
- Rehabilitation Medicine and Engineering Key Laboratory of Luzhou, Luzhou, People’s Republic of China
| | - Fangyuan Xu
- Department of Rehabilitation Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
- Rehabilitation Medicine and Engineering Key Laboratory of Luzhou, Luzhou, People’s Republic of China
| | - Jianxiong Wang
- Department of Rehabilitation Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
- Rehabilitation Medicine and Engineering Key Laboratory of Luzhou, Luzhou, People’s Republic of China
| | - Yaqian Gao
- Department of Rehabilitation Medicine, the First Affiliated Hospital of Chengdu Medical College, Chengdu, People’s Republic of China
| | - Yue Hu
- Department of Rehabilitation Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
- Rehabilitation Medicine and Engineering Key Laboratory of Luzhou, Luzhou, People’s Republic of China
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Wen W, Wenjing Z, Xia X, Duan X, Zhang L, Duomao L, Zeyou Q, Wang S, Gao M, Liu C, Li H, Ma J. Efficacy of ketamine versus esketamine in the treatment of perioperative depression: A review. Pharmacol Biochem Behav 2024; 242:173773. [PMID: 38806116 DOI: 10.1016/j.pbb.2024.173773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 04/16/2024] [Accepted: 04/17/2024] [Indexed: 05/30/2024]
Abstract
Depression is a significant factor contributing to postoperative occurrences, and patients diagnosed with depression have a higher risk for postoperative complications. Studies on cardiovascular surgery extensively addresses this concern. Several studies report that people who undergo coronary artery bypass graft surgery have a 20% chance of developing postoperative depression. A retrospective analysis of medical records spanning 21 years, involving 817 patients, revealed that approximately 40% of individuals undergoing coronary artery bypass grafting (CABG) were at risk of perioperative depression. Patients endure prolonged suffering from illness because each attempt with standard antidepressants requires several weeks to be effective. In addition, multi-drug combination adjuvants or combination medication therapy may alleviate symptoms for some individuals, but they also increase the risk of side effects. Conventional antidepressants primarily modulate the monoamine system, whereas different therapies target the serotonin, norepinephrine, and dopamine systems. Esketamine is a fast-acting antidepressant with high efficacy. Esketamine is the S-enantiomer of ketamine, a derivative of phencyclidine developed in 1956. Esketamine exerts its effect by targeting the glutaminergic system the glutaminergic system. In this paper, we discuss the current depression treatment strategies with a focus on the pharmacology and mechanism of action of esketamine. In addition, studies reporting use of esketamine to treat perioperative depressive symptoms are reviwed, and the potential future applications of the drug are presented.
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Affiliation(s)
- Wen Wen
- Beijing Anzhen Hospital, Capital Medical University
| | - Zhao Wenjing
- Beijing Anzhen Hospital, Capital Medical University
| | - Xing Xia
- Beijing Anzhen Hospital, Capital Medical University
| | | | - Liang Zhang
- Beijing Anzhen Hospital, Capital Medical University
| | - Lin Duomao
- Beijing Anzhen Hospital, Capital Medical University
| | - Qi Zeyou
- Beijing Anzhen Hospital, Capital Medical University
| | - Sheng Wang
- Beijing Anzhen Hospital, Capital Medical University
| | - Mingxin Gao
- Beijing Anzhen Hospital, Capital Medical University
| | | | - Haiyang Li
- Beijing Anzhen Hospital, Capital Medical University.
| | - Jun Ma
- Beijing Anzhen Hospital, Capital Medical University.
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9
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Chen CC, Zhou N, Hu N, Feng JG, Wang XB. Acute Effects of Intravenous Sub-Anesthetic Doses of Ketamine and Intranasal Inhaled Esketamine on Suicidal Ideation: A Systematic Review and Meta-Analysis. Neuropsychiatr Dis Treat 2023; 19:587-599. [PMID: 36942150 PMCID: PMC10024508 DOI: 10.2147/ndt.s401032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 03/03/2023] [Indexed: 03/23/2023] Open
Abstract
PURPOSE Suicide is a major public health concern with currently no validated and efficacious treatments approved. Preliminary evidence suggests that intravenous ketamine has rapid and sustained antidepressant effects, making it a candidate with therapeutic potential for depressed patients at risk for suicide. We conducted a meta-analysis to evaluate the efficacy of ketamine and esketamine in reducing suicidal ideation (SI), as well as their respective onset and duration of action. DATA SOURCES We searched PubMed, Embase, Ovid, Cochrane, and Web of Science databases for studies published from inception to September 29, 2022. STUDY ELIGIBILITY CRITERIA We conducted a systematic review of all parallel randomized controlled trials (RCTs) examining the effect and duration of ketamine or esketamine on SI. Our primary outcome measure was the Suicide Scale score, which was measured using the Scale for Suicidal Ideation (SSI), Beck Scale for Suicide Ideation (BSS), Beck Depression Inventory (BDI), or Modified Scale for Suicidal Ideation (MSSI). To obtain effect sizes (Cohen's d), we calculated the difference in Suicide Scale scores before and after administration in each group. RESULTS Our study showed that intravenous sub-anesthetic doses of ketamine and intranasal inhaled esketamine had a significant anti-SI effect. Specifically, ketamine produced a large degree of anti-SI effect within the 4-6 hours (Cohen's d = 1.16, 95% CI: 0.50, 1.81) and a medium-large degree in the 24 hours (Cohen's d = 0.95, 95% CI: 0.48, 1.41). Esketamine, on the other hand, produced a small-medium degree of anti-SI effect within the 4-6 hours timeframe (Cohen's d = 0.26, 95% CI: 0.09, 0.44) and the 24 hours (Cohen's d = 0.30, 95% CI: 0.17, 0.47). CONCLUSION Intravenous sub-anesthetic doses of ketamine and intranasal inhaled esketamine could reduce SI within 4 hours and last for 24 hours.
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Affiliation(s)
- Cheng-Chuan Chen
- Department of Anesthesiology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan Province, People’s Republic of China
| | - Na Zhou
- School of Nursing, Southwest Medical University, Luzhou, People’s Republic of China
| | - Na Hu
- Department of Anesthesiology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan Province, People’s Republic of China
| | - Jian-Guo Feng
- Department of Anesthesiology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan Province, People’s Republic of China
| | - Xiao-Bin Wang
- Department of Anesthesiology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan Province, People’s Republic of China
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Ceban F, Rosenblat JD, Kratiuk K, Lee Y, Rodrigues NB, Gill H, Subramaniapillai M, Nasri F, Lui LMW, Lipsitz O, Kumar A, Lee JG, Chau EH, Cao B, Lin K, Ho RC, Mansur RB, Swainson J, McIntyre RS. Prevention and Management of Common Adverse Effects of Ketamine and Esketamine in Patients with Mood Disorders. CNS Drugs 2021; 35:925-934. [PMID: 34363603 DOI: 10.1007/s40263-021-00846-5] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/18/2021] [Indexed: 01/22/2023]
Abstract
The emerging roles of ketamine and esketamine as effective rapid-acting antidepressants hold promise for patients suffering from treatment-resistant depression and/or major depressive disorder with suicidality. Practitioner familiarity with common tolerability/safety concerns along with pragmatic prevention and management strategies are needed to reduce patient burden and improve the acceptability and accessibility of these treatments. The most common treatment-emergent adverse events associated with ketamine/esketamine are dissociation, anxiety, nausea, increased blood pressure, and headache. The majority of side effects are mild, transient, dose dependent, and attenuate with subsequent treatments. Patient selection, baseline physical and psychiatric assessments, and an appropriate setting are critical first steps in the prevention and mitigation of adverse events. Patient education and supportive interventions play central roles in the prevention and management of select adverse events. Severe and/or clinically significant adverse effects may necessitate the judicious use of adjunctive medications. Moreover, practitioners must remain vigilant to the potential for abuse liability and long-term adverse events, for which there are insufficient data. This article succinctly reviews common treatment-emergent adverse events of ketamine and esketamine within the context of mood disorders, and provides practical suggestions for prevention and management at point-of-care.
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Affiliation(s)
- Felicia Ceban
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada
| | - Joshua D Rosenblat
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada.,Braxia Health, Mississauga, ON, Canada.,Department of Psychiatry, University of Toronto, Toronto, ON, Canada.,Department of Pharmacology, University of Toronto, Toronto, ON, Canada
| | | | - Yena Lee
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada
| | - Nelson B Rodrigues
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada.,Braxia Health, Mississauga, ON, Canada
| | - Hartej Gill
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada.,Braxia Health, Mississauga, ON, Canada
| | - Mehala Subramaniapillai
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada.,Braxia Health, Mississauga, ON, Canada
| | - Flora Nasri
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada
| | - Leanna M W Lui
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada
| | - Orly Lipsitz
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada.,Braxia Health, Mississauga, ON, Canada
| | | | - Jung Goo Lee
- Department of Psychiatry, College of Medicine, Haeundae Paik Hospital, Inje University, Busan, Republic of Korea.,Paik Institute for Clinical Research, Inje University, Busan, Republic of Korea.,Department of Health Science and Technology, Graduate School, Inje University, Busan, Republic of Korea
| | | | - Bing Cao
- Key Laboratory of Cognition and Personality, Faculty of Psychology, Ministry of Education, Southwest University, Chongqing, People's Republic of China
| | - Kangguang Lin
- Department of Affective Disorders, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou Medical University, Guangzhou, People's Republic of China.,Laboratory of Emotion and Cognition, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou Medical University, Guangzhou, People's Republic of China
| | - Roger C Ho
- Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore, Singapore
| | - Rodrigo B Mansur
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada.,Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Jennifer Swainson
- Department of Psychiatry, University of Alberta, Edmonton, AB, Canada
| | - Roger S McIntyre
- Mood Disorders Psychopharmacology Unit, Poul Hansen Family Centre for Depression, University Health Network, 399 Bathurst Street, MP 9-325, Toronto, ON, M5T 2S8, Canada. .,Braxia Health, Mississauga, ON, Canada. .,Department of Psychiatry, University of Toronto, Toronto, ON, Canada. .,Department of Pharmacology, University of Toronto, Toronto, ON, Canada.
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