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Denomme N, Hernandez CC, Bock HA, Ohana RF, Bakshi S, Sherwood AM, McCorvy JD, Daley PF, Callaway WB, Hull JM, Alt A, Isom LL, Cozzi NV. N-(4-Bromo-2,5-Dimethoxyphenethyl)-6-(4-Phenylbutoxy)Hexan-1-Amine (XOB): A Novel Phenylalkylamine Antagonist of Serotonin 2A Receptors and Voltage-Gated Sodium Channels. Mol Pharmacol 2024; 106:92-106. [PMID: 38821630 PMCID: PMC11254453 DOI: 10.1124/molpharm.123.000837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 05/17/2024] [Accepted: 05/23/2024] [Indexed: 06/02/2024] Open
Abstract
Bipolar disorder impacts millions of patients in the United States but the mechanistic understanding of its pathophysiology and therapeutics is incomplete. Atypical antipsychotic serotonin2A (5-HT2A) receptor antagonists, such as quetiapine and olanzapine, and mood-stabilizing voltage-gated sodium channel (VGSC) blockers, such as lamotrigine, carbamazepine, and valproate, show therapeutic synergy and are often prescribed in combination for the treatment of bipolar disorder. Combination therapy is a complex task for clinicians and patients, often resulting in unexpected difficulties with dosing, drug tolerances, and decreased patient compliance. Thus, an unmet need for bipolar disorder treatment is to develop a therapeutic agent that targets both 5-HT2A receptors and VGSCs. Toward this goal, we developed a novel small molecule that simultaneously antagonizes 5-HT2A receptors and blocks sodium current. The new compound, N-(4-bromo-2,5-dimethoxyphenethyl)-6-(4-phenylbutoxy)hexan-1-amine (XOB) antagonizes 5-HT-stimulated, Gq-mediated, calcium flux at 5-HT2A receptors at low micromolar concentrations while displaying negligible affinity and activity at 5-HT1A, 5-HT2B, and 5-HT2C receptors. At similar concentrations, XOB administration inhibits sodium current in heterologous cells and results in reduced action potential (AP) firing and VGSC-related AP properties in mouse prefrontal cortex layer V pyramidal neurons. Thus, XOB represents a new, proof-of-principle tool that can be used for future preclinical investigations and therapeutic development. This polypharmacology approach of developing a single molecule to act upon two targets, which are currently independently targeted by combination therapies, may lead to safer alternatives for the treatment of psychiatric disorders that are increasingly being found to benefit from the simultaneous targeting of multiple receptors. SIGNIFICANCE STATEMENT: The authors synthesized a novel small molecule (XOB) that simultaneously antagonizes two key therapeutic targets of bipolar disorder, 5-HT2A receptors and voltage-gated sodium channels, in heterologous cells, and inhibits the intrinsic excitability of mouse prefrontal cortex layer V pyramidal neurons in brain slices. XOB represents a valuable new proof-of-principle tool for future preclinical investigations and provides a novel molecular approach to the pharmacological treatment of complex neuropsychiatric disease, which often requires a combination of therapeutics for sufficient patient benefit.
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Affiliation(s)
- Nicholas Denomme
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Ciria C Hernandez
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Hailey A Bock
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Rachel F Ohana
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Shreeya Bakshi
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Alexander M Sherwood
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - John D McCorvy
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Paul F Daley
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Wyeth B Callaway
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Jacob M Hull
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Andrew Alt
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Lori L Isom
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
| | - Nicholas V Cozzi
- Department of Pharmacology (N.D., S.B., A.A., L.L.I.), Michigan Psychedelic Center (M-PsyC) (N.D., L.L.I.), Life Sciences Institute (C.C.H., A.A.), University of Michigan, Ann Arbor, Michigan; Promega Corporation, Fitchburg, Wisconsin (R.F.O.); Usona Institute, Fitchburg, Wisconsin (A.M.S.); Department of Cell Biology, Neurobiology, and Anatomy. Medical College of Wisconsin, Milwaukee, Wisconsin (H.A.B., J.D.M.); Department of Neurology and Neurologic Sciences, Stanford University, Stanford, California (J.M.H.); and Alexander Shulgin Research Institute, Lafayette, California (P.F.D., W.B.C., N.V.C.)
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Joseph B, Nunez NA, Kung S, Vande Voort JL, Pazdernik VK, Schak KM, Boehm SM, Carpenter B, Johnson EK, Malyshev G, Smits N, Adewunmi DO, Brown SK, Singh B. Efficacy of Ketamine with and without Lamotrigine in Treatment-Resistant Depression: A Preliminary Report. Pharmaceuticals (Basel) 2023; 16:1164. [PMID: 37631079 PMCID: PMC10459873 DOI: 10.3390/ph16081164] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 08/10/2023] [Accepted: 08/14/2023] [Indexed: 08/27/2023] Open
Abstract
Intravenous (IV) ketamine and FDA-approved intranasal (IN) esketamine are increasingly used for treatment-resistant depression (TRD). Preliminary studies have suggested a synergistic effect of ketamine and lamotrigine, although the data are inconclusive. Herein, we report the response to serial ketamine/esketamine treatment among patients with TRD with or without lamotrigine therapy. In this historical cohort study, we included adult patients with TRD who received serial IV racemic ketamine (0.5 mg/kg over 40-100 min) or IN esketamine (56/84 mg) treatments. A change in depressive symptoms was assessed using the 16-item Quick Inventory of Depressive Symptomatology self-report (QIDS-SR) scale. There were no significant differences in response or remission rates among the patients on or not on lamotrigine during the ketamine/esketamine treatments. For a percent change in the QIDS-SR from baseline, no interaction was found between the lamotrigine groups and treatment number (p = 0.70), nor the overall effect of the group (p = 0.38). There was a trend towards lower dissociation (based on the CADSS score) among current lamotrigine users, especially in patients who received IV ketamine. A major limitation is the limited number of patients taking lamotrigine (n = 13). This preliminary study provides insufficient evidence that continuing lamotrigine therapy attenuates the antidepressant effect of repeated ketamine/esketamine; however, there seems to be a signal toward attenuating dissociation with lamotrigine in patients receiving serial ketamine treatments. Further observational studies or randomized controlled trials are needed to replicate these findings.
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Affiliation(s)
- Boney Joseph
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
- Department of Neurology, Mayo Clinic, Rochester, MN 55905, USA
| | - Nicolas A. Nunez
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Simon Kung
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | | | - Vanessa K. Pazdernik
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - Kathryn M. Schak
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Stacey M. Boehm
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Brooke Carpenter
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Emily K. Johnson
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Grigoriy Malyshev
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Nathan Smits
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Daniel O. Adewunmi
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Sarah K. Brown
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
| | - Balwinder Singh
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN 55905, USA
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Kumar R, Garzon J, Yuruk D, Hassett LC, Saliba M, Ozger C, Oztosun C, Ahern K, Athreya AP, Singh B, Croarkin PE, Vande Voort JL. Efficacy and safety of lamotrigine in pediatric mood disorders: A systematic review. Acta Psychiatr Scand 2023; 147:248-256. [PMID: 36086813 DOI: 10.1111/acps.13500] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 08/13/2022] [Accepted: 09/03/2022] [Indexed: 12/01/2022]
Abstract
AIM To appraise the current evidence on the efficacy and safety of lamotrigine (LAM) in the treatment of pediatric mood disorders (PMD) (i.e., Major Depressive disorder [MDD], bipolar disorder [BD]). METHODS Major databases were searched for randomized controlled trials (RCTs), open-label trials, and observational studies reporting on pediatric (age < 18 years) patients treated with LAM for mood disorders. RESULTS A total of 3061 abstracts were screened and seven articles were selected for inclusion. Seven studies (319 BD and 43 MDD patients), including one RCT (n = 173), three prospective (n = 105), and three retrospective (n = 84) studies, met the study criteria with a study duration range from 8 to 60.9 weeks. The mean age of this pooled data is 14.6 ± 2.0 years. LAM daily dosage varied from 12.5 to 391.3 mg/day among the studies. In an important finding, the RCT reported favorable outcomes with LAM (HR = 0.46; p = 0.02) in 13- to 17-year-old age group as compared with 10- to 12-year-old age group (HR = 0.93; p = 0.88). In addition, time to occurrence of a bipolar event trended toward favoring LAM over placebo. All the studies identified LAM as an effective and safe drug in PMDs especially, BDs. Overall, LAM was well tolerated with no major significant side effects and no cases of Stevens-Johnson syndrome. CONCLUSIONS Most studies suggested that LAM was safe and effective in pediatric patients with mood disorders. However, the data regarding the therapeutic range for LAM are lacking. Based on the data, there is inconsistent evidence to make conclusive recommendations on therapeutic LAM dosage for mood improvement in the pediatric population. Further studies including larger sample sizes are required to address this relevant clinical question.
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Affiliation(s)
- Rakesh Kumar
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Juan Garzon
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Deniz Yuruk
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Maria Saliba
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Can Ozger
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Cinar Oztosun
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Kelly Ahern
- Mayo Clinic Alix School of Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Arjun P Athreya
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota, USA
| | - Balwinder Singh
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
| | - Paul E Croarkin
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota, USA
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Nuñez NA, Joseph B, Pahwa M, Kumar R, Resendez MG, Prokop LJ, Veldic M, Seshadri A, Biernacka JM, Frye MA, Wang Z, Singh B. Augmentation strategies for treatment resistant major depression: A systematic review and network meta-analysis. J Affect Disord 2022; 302:385-400. [PMID: 34986373 PMCID: PMC9328668 DOI: 10.1016/j.jad.2021.12.134] [Citation(s) in RCA: 66] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 12/26/2021] [Accepted: 12/31/2021] [Indexed: 12/28/2022]
Abstract
OBJECTIVE To compare the efficacy and discontinuation of augmentation agents in adult patients with treatment-resistant depression (TRD). We conducted a systematic review and network meta-analyses (NMA) to combine direct and indirect comparisons of augmentation agents. METHODS We included randomized controlled trials comparing one active drug with another or with placebo following a treatment course up to 24 weeks. Nineteen agents were included: stimulants, atypical antipsychotics, thyroid hormones, antidepressants, and mood stabilizers. Data for response/remission and all-cause discontinuation rates were analyzed. We estimated effect-size by relative risk using pairwise and NMA with random-effects model. RESULTS A total of 65 studies (N = 12,415) with 19 augmentation agents were included in the NMA. Our findings from the NMA for response rates, compared to placebo, were significant for: liothyronine, nortriptyline, aripiprazole, brexpiprazole, quetiapine, lithium, modafinil, olanzapine (fluoxetine), cariprazine, and lisdexamfetamine. For remission rates, compared to placebo, were significant for: thyroid hormone(T4), aripiprazole, brexpiprazole, risperidone, quetiapine, and olanzapine (fluoxetine). Compared to placebo, ziprasidone, mirtazapine, and cariprazine had statistically significant higher discontinuation rates. Overall, 24% studies were rated as having low risk of bias (RoB), 63% had moderate RoB and 13% had high RoB. LIMITATIONS Heterogeneity in TRD definitions, variable trial duration and methodological clinical design of older studies and small number of trials per comparisons. CONCLUSIONS This NMA suggests a superiority of the regulatory approved adjunctive atypical antipsychotics, thyroid hormones, dopamine compounds (modafinil and lisdexamfetamine) and lithium. Acceptability was lower with ziprasidone, mirtazapine, and cariprazine. Further research and head-to-head studies should be considered to strengthen the best available options for TRD.
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Affiliation(s)
- Nicolas A Nuñez
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Boney Joseph
- Department of Neurology, Mayo Clinic, Rochester, MN, United States
| | - Mehak Pahwa
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Rakesh Kumar
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Manuel Gardea Resendez
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Larry J Prokop
- Mayo Medical Libraries, Mayo Clinic College of Medicine, Rochester, MN, United States
| | - Marin Veldic
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Ashok Seshadri
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States; Department of Psychiatry and Psychology, Mayo Clinic Health System, Austin, MN, United States
| | - Joanna M Biernacka
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States; Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Zhen Wang
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, United States; Evidence-Based Practice Center, Mayo Clinic, Rochester, MN, United States
| | - Balwinder Singh
- Department of Psychiatry and Psychology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States.
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