{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T19:06:22Z","timestamp":1782846382785,"version":"3.54.5"},"reference-count":55,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Public Health Surveill"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>\n                      Drug-induced parkinsonism (DIP) predominantly occurs due to antipsychotic drugs (APDs) blocking dopamine D2 receptors (D\n                      <jats:sub>2<\/jats:sub>\n                      Rs). However, in vitro assays often fail to fully reflect real-world variability in clinical outcomes.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This study aimed to evaluate whether in vitro pharmacological metrics correspond to real-world risk of DIP associated with APD use.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      For 8 commonly used APDs, key in vitro parameters\u2014including inhibition constants (K\n                      <jats:sub>i<\/jats:sub>\n                      ) of D\n                      <jats:sub>2<\/jats:sub>\n                      Rs and the serotonin 2A receptor, reversal rate (K\n                      <jats:sub>r<\/jats:sub>\n                      ) of D\n                      <jats:sub>2<\/jats:sub>\n                      Rs, and blood-brain barrier (BBB) penetration rate\n                      <jats:sub\/>\n                      \u2014were compiled to construct 6 composite DIP risk metrics. The real-world DIP risk was assessed using the Seoul National University Hospital common data model (2002\u20102021). APD users were matched 1:1 to selective serotonin reuptake inhibitor users using propensity score matching, and Cox proportional hazard regression was performed to estimate the hazard ratios (HRs) for DIP risk. Correlation between each in vitro metric and real-world DIP risk was evaluated using logarithmic regression models.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Among 44,664 patients from 8 matched cohorts, haloperidol showed the highest DIP risk (HR=4.56, 95% CI 2.29\u20109.07), whereas aripiprazole exhibited the lowest risk (HR=2.11, 95% CI 1.56\u20102.86). Metric 4 (pK\n                      <jats:sub>r<\/jats:sub>\n                      \u00d7 BBB penetration rate\n                      <jats:sub\/>\n                      ) exhibited the strongest correlation with real-world DIP risk (\n                      <jats:italic>R<\/jats:italic>\n                      <jats:sup>2<\/jats:sup>\n                      =0.95). The correlation decreased when aripiprazole, a partial D\n                      <jats:sub>2<\/jats:sub>\n                      R agonist, was included in the analysis (\n                      <jats:italic>R<\/jats:italic>\n                      <jats:sup>2<\/jats:sup>\n                      =0.58).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>\n                      Integrating receptor-binding kinetics with BBB penetration may provide an in vitro framework that reflects real-world variation in DIP risk among D\n                      <jats:sub>2<\/jats:sub>\n                      R-antagonizing APDs. These findings support the relevance of combining kinetic and central nervous system exposure parameters for early safety evaluation.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/81876","type":"journal-article","created":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T15:30:07Z","timestamp":1767108607000},"page":"e81876-e81876","source":"Crossref","is-referenced-by-count":0,"title":["Comparison of In Vitro Metrics With Real-World Risk of Drug-Induced Parkinsonism Due to Antipsychotic Drugs: Retrospective Cohort Study"],"prefix":"10.2196","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-7533-6184","authenticated-orcid":false,"given":"Woo-Taek","family":"Lim","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5676-3846","authenticated-orcid":false,"given":"Hyun Woo","family":"Lee","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3327-3534","authenticated-orcid":false,"given":"Seungyeon","family":"Kim","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4586-5062","authenticated-orcid":false,"given":"Kwangsoo","family":"Kim","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4458-797X","authenticated-orcid":false,"given":"Yong Min","family":"Ahn","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6028-8286","authenticated-orcid":false,"given":"Minseok","family":"Hong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8267-9453","authenticated-orcid":false,"given":"Yun Mi","family":"Yu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4752-1300","authenticated-orcid":false,"given":"Ha Young","family":"Jang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,1,28]]},"reference":[{"issue":"7403","key":"R1","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1038\/nature11159","article-title":"Large-scale prediction and testing of drug activity on side-effect targets","volume":"486","author":"Lounkine","journal-title":"Nature New Biol"},{"issue":"3","key":"R2","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1038\/nrd3681","article-title":"Diagnosing the decline in pharmaceutical R&D efficiency","volume":"11","author":"Scannell","journal-title":"Nat Rev Drug Discov"},{"issue":"10","key":"R3","doi-asserted-by":"publisher","first-page":"1097","DOI":"10.1124\/dmd.119.088708","article-title":"Pharmacokinetic and drug metabolism properties of novel therapeutic modalities","volume":"47","author":"Rock","journal-title":"Drug Metab Dispos"},{"issue":"1","key":"R4","doi-asserted-by":"publisher","first-page":"15","DOI":"10.3988\/jcn.2012.8.1.15","article-title":"Drug-induced parkinsonism","volume":"8","author":"Shin","journal-title":"J Clin Neurol"},{"issue":"212","key":"R5","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1007\/978-3-642-25761-2_2","article-title":"Role of dopamine D(2) receptors for antipsychotic activity","volume":"2012","author":"Ginovart","journal-title":"Handb Exp Pharmacol"},{"issue":"12","key":"R6","doi-asserted-by":"publisher","first-page":"1206","DOI":"10.1038\/mp.2012.47","article-title":"Pharmacological treatment of schizophrenia: a critical review of the pharmacology and clinical effects of current and future therapeutic agents","volume":"17","author":"Miyamoto","journal-title":"Mol Psychiatry"},{"key":"R7","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-med-050911-161504","article-title":"Update on typical and atypical antipsychotic drugs","volume":"64","author":"Meltzer","journal-title":"Annu Rev Med"},{"issue":"9657","key":"R8","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/S0140-6736(08)61764-X","article-title":"Second-generation versus first-generation antipsychotic drugs for schizophrenia: a meta-analysis","volume":"373","author":"Leucht","journal-title":"Lancet"},{"issue":"7","key":"R9","doi-asserted-by":"publisher","first-page":"538","DOI":"10.1001\/archpsyc.1992.01820070032005","article-title":"Positron emission tomographic analysis of central D1 and D2 dopamine receptor occupancy in patients treated with classical neuroleptics and clozapine. Relation to extrapyramidal side effects","volume":"49","author":"Farde","journal-title":"Arch Gen Psychiatry"},{"issue":"7","key":"R10","doi-asserted-by":"publisher","first-page":"2244","DOI":"10.1016\/S0021-9258(17)38065-1","article-title":"Dopaminergic receptors in the anterior pituitary gland. Correlation of [3H]dihydroergocryptine binding with the dopaminergic control of prolactin release","volume":"253","author":"Caron","journal-title":"J Biol Chem"},{"key":"R11","doi-asserted-by":"publisher","DOI":"10.3389\/fphar.2023.1077607","article-title":"Risk factors, clinical correlates, and social functions of Chinese schizophrenia patients with drug-induced parkinsonism: a cross-sectional analysis of a multicenter, observational, real-world, prospective cohort study","volume":"14","author":"Weng","journal-title":"Front Pharmacol"},{"key":"R12","doi-asserted-by":"publisher","DOI":"10.2147\/TCRM.S360268","article-title":"Updated perspectives on the management of drug-induced parkinsonism (dip): insights from the clinic","volume":"18","author":"Feldman","journal-title":"Ther Clin Risk Manag"},{"issue":"2","key":"R13","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1038\/sj.mp.4000336","article-title":"Antipsychotic drugs which elicit little or no parkinsonism bind more loosely than dopamine to brain D2 receptors, yet occupy high levels of these receptors","volume":"3","author":"Seeman","journal-title":"Mol Psychiatry"},{"issue":"1","key":"R14","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-017-00716-z","article-title":"Extrapyramidal side effects of antipsychotics are linked to their association kinetics at dopamine D receptors","volume":"8","author":"Sykes","journal-title":"Nat Commun"},{"issue":"2","key":"R15","doi-asserted-by":"crossref","first-page":"685","DOI":"10.1016\/S0022-3565(25)24408-1","volume":"244","author":"Janssen","journal-title":"J Pharmacol Exp Ther"},{"issue":"1","key":"R16","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1016\/S0022-3565(25)20710-8","volume":"251","author":"Meltzer","journal-title":"J Pharmacol Exp Ther"},{"issue":"4","key":"R17","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1038\/nrd1346","article-title":"Magic shotguns versus magic bullets: selectively non-selective drugs for mood disorders and schizophrenia","volume":"3","author":"Roth","journal-title":"Nat Rev Drug Discov"},{"issue":"8","key":"R18","doi-asserted-by":"publisher","first-page":"3267","DOI":"10.1038\/s41380-023-02203-y","article-title":"Antipsychotic dose, dopamine D2 receptor occupancy and extrapyramidal side-effects: a systematic review and dose-response meta-analysis","volume":"28","author":"Siafis","journal-title":"Mol Psychiatry"},{"issue":"4","key":"R19","doi-asserted-by":"publisher","first-page":"514","DOI":"10.1176\/appi.ajp.157.4.514","article-title":"Relationship between dopamine D(2) occupancy, clinical response, and side effects: a double-blind PET study of first-episode schizophrenia","volume":"157","author":"Kapur","journal-title":"Am J Psychiatry"},{"issue":"12","key":"R20","doi-asserted-by":"publisher","first-page":"7732","DOI":"10.1038\/s41380-021-01267-y","article-title":"Neuropharmacokinetic visualization of regional and subregional unbound antipsychotic drug transport across the blood-brain barrier","volume":"26","author":"Lupt\u00e1kov\u00e1","journal-title":"Mol Psychiatry"},{"issue":"12","key":"R21","doi-asserted-by":"publisher","first-page":"1121","DOI":"10.4088\/jcp.v63n1206","article-title":"Predictors of noncompliance in patients with schizophrenia","volume":"63","author":"Perkins","journal-title":"J Clin Psychiatry"},{"issue":"7624","key":"R22","doi-asserted-by":"publisher","first-page":"806","DOI":"10.1136\/bmj.39335.541782.AD","article-title":"Strengthening the reporting of observational studies in epidemiology (STROBE) statement: guidelines for reporting observational studies","volume":"335","author":"Elm","journal-title":"BMJ"},{"issue":"D1","key":"R23","doi-asserted-by":"publisher","first-page":"D1265","DOI":"10.1093\/nar\/gkad976","article-title":"DrugBank 6.0: the DrugBank knowledgebase for 2024","volume":"52","author":"Knox","journal-title":"Nucleic Acids Res"},{"issue":"D1","key":"R24","doi-asserted-by":"publisher","first-page":"D1045","DOI":"10.1093\/nar\/gkv1072","article-title":"BindingDB in 2015: a public database for medicinal chemistry, computational chemistry and systems pharmacology","volume":"44","author":"Gilson","journal-title":"Nucleic Acids Res"},{"issue":"Database issue","key":"R25","doi-asserted-by":"publisher","first-page":"D198","DOI":"10.1093\/nar\/gkl999","article-title":"BindingDB: a web-accessible database of experimentally determined protein-ligand binding affinities","volume":"35","author":"Liu","journal-title":"Nucleic Acids Res"},{"issue":"10","key":"R26","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btad577","article-title":"A machine learning-based quantitative model (LogBB_Pred) to predict the blood-brain barrier permeability (logBB value) of drug compounds","volume":"39","author":"Shaker","journal-title":"Bioinformatics"},{"issue":"3","key":"R27","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2015-010662","article-title":"Mortality and use of psychotropic medication in patients with stroke: a population-wide, register-based study","volume":"6","author":"Jennum","journal-title":"BMJ Open"},{"issue":"1","key":"R28","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0084103","article-title":"Post-stroke mortality, stroke severity, and preadmission antipsychotic medicine use--a population-based cohort study","volume":"9","author":"Prior","journal-title":"PLoS ONE"},{"issue":"7","key":"R29","first-page":"457","volume":"15","author":"Choudhry","journal-title":"Am J Manag Care"},{"issue":"3","key":"R30","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0247354","article-title":"Drug-induced parkinsonism: a strong predictor of idiopathic Parkinson\u2019s disease","volume":"16","author":"Jeong","journal-title":"PLoS ONE"},{"key":"R31","unstructured":"Parsons LS , editor. Reducing bias in a propensity score matched-pair sample using greedy matching techniques. Presented at: Proceedings of the 26th Annual SAS Users Group International Conference; Apr 22-25, 2001; California Cary, NC. URL: https:\/\/support.sas.com\/resources\/papers\/proceedings\/proceedings\/sugi26\/p214-26.pdf [Accessed 01-01-2026]"},{"key":"R32","unstructured":"Data matching - optimal and greedy. NCSS Statistical Software. URL: https:\/\/www.ncss.com\/wp-content\/themes\/ncss\/pdf\/Procedures\/NCSS\/Data_Matching-Optimal_and_Greedy.pdf"},{"key":"R33","unstructured":"ATC\/DDD index 2025. Norwegian Institute of Public Health. 2025. URL: https:\/\/atcddd.fhi.no\/atc_ddd_index [Accessed 13-01-2025]"},{"key":"R34","unstructured":"Moore DS . The Basic Practice of Statistics. 5th ed. W.H. Freeman and Company; 2010. URL: https:\/\/ndl.ethernet.edu.et\/bitstream\/123456789\/39040\/1\/David%20S.%20Moore.pdf [Accessed 21-01-2026]"},{"issue":"8","key":"R35","doi-asserted-by":"publisher","first-page":"1400","DOI":"10.1038\/sj.npp.1300203","article-title":"Aripiprazole, a novel atypical antipsychotic drug with a unique and robust pharmacology","volume":"28","author":"Shapiro","journal-title":"Neuropsychopharmacology"},{"issue":"1-2","key":"R36","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1007\/BF02245616","article-title":"In vivo characteristics of dopamine D2 receptor occupancy by amisulpride in schizophrenia","volume":"124","author":"Martinot","journal-title":"Psychopharmacology (Berl)"},{"issue":"3","key":"R37","doi-asserted-by":"publisher","first-page":"360","DOI":"10.1176\/appi.ajp.158.3.360","article-title":"Does fast dissociation from the dopamine d(2) receptor explain the action of atypical antipsychotics?: a new hypothesis","volume":"158","author":"Kapur","journal-title":"Am J Psychiatry"},{"issue":"8","key":"R38","doi-asserted-by":"publisher","first-page":"1826","DOI":"10.1038\/npp.2010.50","article-title":"The antipsychotics olanzapine, risperidone, clozapine, and haloperidol are D2-selective ex vivo but not in vitro","volume":"35","author":"McCormick","journal-title":"Neuropsychopharmacology"},{"issue":"4","key":"R39","doi-asserted-by":"publisher","first-page":"2545","DOI":"10.1007\/s10072-021-05650-z","article-title":"Use of antipsychotics and long-term risk of parkinsonism","volume":"43","author":"d\u2019Errico","journal-title":"Neurol Sci"},{"issue":"6","key":"R40","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1016\/j.amjopharm.2012.11.001","article-title":"Atypical antipsychotic use and parkinsonism in dementia: effects of drug, dose, and sex","volume":"10","author":"Marras","journal-title":"Am J Geriatr Pharmacother"},{"issue":"2","key":"R41","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1097\/01.yic.0000185025.40656.30","article-title":"Aripiprazole-induced parkinsonism","volume":"21","author":"Sharma","journal-title":"Int Clin Psychopharmacol"},{"issue":"1","key":"R42","doi-asserted-by":"publisher","first-page":"23","DOI":"10.2165\/00023210-200216010-00003","article-title":"Effects of newer antipsychotics on extrapyramidal function","volume":"16","author":"Tarsy","journal-title":"CNS Drugs"},{"issue":"9","key":"R43","doi-asserted-by":"publisher","first-page":"1538","DOI":"10.1002\/mds.21025","article-title":"Aripiprazole associated with severe exacerbation of Parkinson\u2019s disease","volume":"21","author":"Wickremaratchi","journal-title":"Mov Disord"},{"issue":"6","key":"R44","doi-asserted-by":"publisher","first-page":"744","DOI":"10.1177\/0269881110388332","article-title":"Effectiveness of haloperidol, risperidone and olanzapine in the treatment of first-episode non-affective psychosis: results of a randomized, flexible-dose, open-label 1-year follow-up comparison","volume":"25","author":"Crespo-Facorro","journal-title":"J Psychopharmacol"},{"issue":"5","key":"R45","doi-asserted-by":"publisher","first-page":"1164","DOI":"10.1093\/schbul\/sbt125","article-title":"Spontaneous parkinsonism is associated with cognitive impairment in antipsychotic-naive patients with first-episode psychosis: a 6-month follow-up study","volume":"40","author":"Cuesta","journal-title":"Schizophr Bull"},{"issue":"9618","key":"R46","doi-asserted-by":"publisher","first-page":"1085","DOI":"10.1016\/S0140-6736(08)60486-9","article-title":"Effectiveness of antipsychotic drugs in first-episode schizophrenia and schizophreniform disorder: an open randomised clinical trial","volume":"371","author":"Kahn","journal-title":"Lancet"},{"issue":"5","key":"R47","doi-asserted-by":"publisher","first-page":"995","DOI":"10.1038\/sj.npp.1300157","article-title":"Atypical and conventional antipsychotic drugs in treatment-naive first-episode schizophrenia: a 52-week randomized trial of clozapine vs chlorpromazine","volume":"28","author":"Lieberman","journal-title":"Neuropsychopharmacology"},{"issue":"7","key":"R48","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1017\/S1461145708008791","article-title":"Short-term treatment with risperidone or haloperidol in first-episode schizophrenia: 8-week results of a randomized controlled trial within the German Research Network on Schizophrenia","volume":"11","author":"M\u00f6ller","journal-title":"Int J Neuropsychopharmacol"},{"issue":"12","key":"R49","doi-asserted-by":"publisher","first-page":"2096","DOI":"10.1176\/ajp.2006.163.12.2096","article-title":"Randomized comparison of olanzapine versus risperidone for the treatment of first-episode schizophrenia: 4-month outcomes","volume":"163","author":"Robinson","journal-title":"Am J Psychiatry"},{"issue":"1","key":"R50","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1176\/ajp.156.1.79","article-title":"Olanzapine versus haloperidol treatment in first-episode psychosis","volume":"156","author":"Sanger","journal-title":"Am J Psychiatry"},{"issue":"5","key":"R51","doi-asserted-by":"publisher","first-page":"947","DOI":"10.1176\/appi.ajp.162.5.947","article-title":"Risperidone and haloperidol in first-episode psychosis: a long-term randomized trial","volume":"162","author":"Schooler","journal-title":"Am J Psychiatry"},{"issue":"8","key":"R52","doi-asserted-by":"publisher","first-page":"2860","DOI":"10.3390\/jcm12082860","article-title":"Treatment changes and prognoses in patients with incident drug-induced parkinsonism using a Korean nationwide healthcare claims database","volume":"12","author":"Kim","journal-title":"J Clin Med"},{"issue":"13","key":"R53","doi-asserted-by":"publisher","first-page":"3111","DOI":"10.1038\/npp.2008.33","article-title":"Dose-occupancy study of striatal and extrastriatal dopamine D2 receptors by aripiprazole in schizophrenia with PET and [18F]fallypride","volume":"33","author":"Kegeles","journal-title":"Neuropsychopharmacology"},{"issue":"9","key":"R54","doi-asserted-by":"publisher","first-page":"1411","DOI":"10.1176\/appi.ajp.2007.06091479","article-title":"Differential effects of aripiprazole on D(2), 5-HT(2), and 5-HT(1A) receptor occupancy in patients with schizophrenia: a triple tracer PET study","volume":"164","author":"Mamo","journal-title":"Am J Psychiatry"},{"issue":"2","key":"R55","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1016\/S0893-133X(02)00304-4","article-title":"Dopamine D2 and D3 receptor occupancy in normal humans treated with the antipsychotic drug aripiprazole (OPC 14597): a study using positron emission tomography and [11C]raclopride","volume":"27","author":"Yokoi","journal-title":"Neuropsychopharmacology"}],"container-title":["JMIR Public Health and Surveillance"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/publichealth.jmir.org\/2026\/1\/e81876","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T18:15:47Z","timestamp":1782843347000},"score":1,"resource":{"primary":{"URL":"https:\/\/publichealth.jmir.org\/2026\/1\/e81876"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,28]]},"references-count":55,"URL":"https:\/\/doi.org\/10.2196\/81876","relation":{},"ISSN":["2369-2960"],"issn-type":[{"value":"2369-2960","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,28]]},"article-number":"v12i7403e81876"}}