Abstract
Objective
We constructed epilepsy multimorbidity networks to study associations with chronic conditions, and co-prescriptions and drug–disease networks to assess potential interactions. We conducted a population-based study in Catalonia, Spain, with electronic files of 3,135,948 adult patients with multimorbidity, 32,625 of them with epilepsy (active diagnosis any time during 2006–2017). We constructed epilepsy comorbidity networks using logistic regression models from odds ratio estimates adjusted by age, sex, and comorbidities with R software and generated trajectories to study the progression of epilepsy. We constructed drug-disease and co-prescription networks using mixed models with repeated measures adjusting by age, sex, and period with chronic prescription invoiced data. Comorbidity more frequently preceding epilepsy included cerebrovascular accident (OR: 3.59), congenital anomalies (2.18), and multiple sclerosis (1.33); and following epilepsy: dementia (1.91), personality disorder (1.59), alcohol abuse (1.22), and Parkinson (1.21). Mental retardation (13.08), neurological cancer (8.49), benign neoplasm (4.69), infections (3.14), and psychosis (1.58) might precede or not epilepsy. A common progression was to schizophrenia, dementia, and other neurological diseases (mainly cerebral palsy and other degenerative diseases of nervous system). Co-prescription associations with major-moderate potential interactions were 54% for carbamazepine, 61% phenytoin, 53% phenobarbital, and 32% valproate. Major potential interactions were with antipsychotic, anxiolytic, opioid, cardiovascular, and other anti-seizure medications (ASMs). The most frequent comorbidities of epilepsy were congenital, cerebrovascular, and neurological and psychiatric conditions. High comorbidity and co-prescription with potential interactions can increase the complexity of care of patients with epilepsy.
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Data availability
The data that support the results of the study are available from SIDIAP. Some restrictions apply to the availability of them. They were released after the signature of a contract and can only be used for the current study, and so they are not publicly available. However, they are available from the authors upon reasonable request and with permission of SIDIAP.
References
Gaitatzis A, Carroll K, Majeed A, J WS, (2004) The epidemiology of the comorbidity of epilepsy in the general population. Epilepsia 45:1613–1622. https://doi.org/10.1111/j.0013-9580.2004.17504.x
Taylor RS, Sander JW, Taylor RJ, Baker GA (2011) Predictors of health-related quality of life and costs in adults with epilepsy: a systematic review. Epilepsia 52:2168–2180. https://doi.org/10.1111/j.1528-1167.2011.03213.x
Tao G, Auvrez C, Nightscales R, Barnard S, McCartney L, Malpas CB, Perucca P, Chen Z, Adams S, McIntosh A, Ignatiadis S, O’Brien P, Cook MJ, Kwan P, Berkovic SF, D’Souza W, Velakoulis D, O’Brien TJ (2021) Association between psychiatric comorbidities and mortality in epilepsy. Neurol Clin Pract 11:429–437. https://doi.org/10.1212/CPJ.0000000000001114
Bunschoten JW, van der Palen J, Sander JW, Thijs RD (2020) Medication burden in epilepsy: exploring the impact of non-epilepsy concomitant drugs load. Seizure 81:104–110. https://doi.org/10.1016/j.seizure.2020.07.017
Centers for Disease C, Prevention (2013) Comorbidity in adults with epilepsy—United States, 2010. MMWR Morb Mortal Wkly Rep 62:849–853
Ottman R, Lipton RB, Ettinger AB, Cramer JA, Reed ML, Morrison A, Wan GJ (2011) Comorbidities of epilepsy: results from the Epilepsy Comorbidities and Health (EPIC) survey. Epilepsia 52:308–315. https://doi.org/10.1111/j.1528-1167.2010.02927.x
Rai D, Kerr MP, McManus S, Jordanova V, Lewis G, Brugha TS (2012) Epilepsy and psychiatric comorbidity: a nationally representative population-based study. Epilepsia 53:1095–1103. https://doi.org/10.1111/j.1528-1167.2012.03500.x
Tellez-Zenteno JF, Patten SB, Jette N, Williams J, Wiebe S (2007) Psychiatric comorbidity in epilepsy: a population-based analysis. Epilepsia 48:2336–2344. https://doi.org/10.1111/j.1528-1167.2007.01222.x
Divo MJ, Casanova C, Marin JM, Pinto-Plata VM, de Torres JP, Zulueta JJ, Cabrera C, Zagaceta J, Sanchez-Salcedo P, Berto J, Davila RB, Alcaide AB, Cote C, Celli BR, Group BC (2015) COPD comorbidities network. Eur Respir J 46:640–650. https://doi.org/10.1183/09031936.00171614
Liu J, Ma J, Wang J, Zeng DD, Song H, Wang L, Cao Z (2016) Comorbidity analysis according to sex and age in hypertension patients in China. Int J Med Sci 13:99–107. https://doi.org/10.7150/ijms.13456
World Organization of Family Doctors (WONCA) (1998) International Classification Committee (WICC). International Classification of Primary Care, Second edition (ICPC-2). Oxford University Press
O’Halloran J, Miller GC, Britt H (2004) Defining chronic conditions for primary care with ICPC-2. Fam Pract 21:381–386. https://doi.org/10.1093/fampra/cmh407
Drugsite Trust. Drugs.com drug interaction checker.
Medscape LLC. Medscape.com drug interaction checker.
British Medical Association, Pharmaceutical Society. British National Formulary 79 (March-September 2020). BMJ Group and Pharmaceutical Press, London
Aguado A, Moratalla-Navarro F, Lopez-Simarro F, Moreno V (2020) MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity. Sci Rep 10:2416. https://doi.org/10.1038/s41598-020-59336-1
Hesdorffer DC, Ishihara L, Mynepalli L, Webb DJ, Weil J, Hauser WA (2012) Epilepsy, suicidality, and psychiatric disorders: a bidirectional association. Ann Neurol 72:184–191. https://doi.org/10.1002/ana.23601
Matsuura M, Adachi N, Muramatsu R, Kato M, Onuma T, Okubo Y, Oana Y, Hara T (2005) Intellectual disability and psychotic disorders of adult epilepsy. Epilepsia 46(Suppl 1):11–14. https://doi.org/10.1111/j.0013-9580.2005.461004.x
Yang TW, Kim DH, Kim YS, Kim J, Kwon OY (2020) Anxiety disorders in outpatient clinics of epilepsy in tertiary care hospitals: a meta-analysis. Seizure 75:34–42. https://doi.org/10.1016/j.seizure.2019.12.011
Kim M, Kim YS, Kim DH, Yang TW, Kwon OY (2018) Major depressive disorder in epilepsy clinics: a meta-analysis. Epilepsy Behav 84:56–69. https://doi.org/10.1016/j.yebeh.2018.04.015
Abraham N, Buvanaswari P, Rathakrishnan R , Tran BX, Thu GV, Nguyen LH, Ho CS, Ho RC 2019 A meta-analysis of the rates of suicide ideation, attempts and deaths in people with epilepsy Int J Environ Res Public Health 16. https://doi.org/10.3390/ijerph16081451
Bruun E, Virta LJ, Kalviainen R, Keranen T (2017) Co-morbidity and clinically significant interactions between antiepileptic drugs and other drugs in elderly patients with newly diagnosed epilepsy. Epilepsy Behav 73:71–76. https://doi.org/10.1016/j.yebeh.2017.05.022
Pugh MJ, Vancott AC, Steinman MA, Mortensen EM, Amuan ME, Wang CP, Knoefel JE, Berlowitz DR (2010) Choice of initial antiepileptic drug for older veterans: possible pharmacokinetic drug interactions with existing medications. J Am Geriatr Soc 58:465–471. https://doi.org/10.1111/j.1532-5415.2010.02732.x
Stefan H, May TW, Pfafflin M, Brandt C, Furatsch N, Schmitz B, Wandschneider B, Kretz R, Runge U, Geithner J, Karakizlis C, Rosenow F, Kerling F (2014) Epilepsy in the elderly: comparing clinical characteristics with younger patients. Acta Neurol Scand 129:283–293. https://doi.org/10.1111/ane.12218
Group TR- (2000) Social aspects of epilepsy in the adult in seven European countries. Epilepsia 41:998–1004. https://doi.org/10.1111/j.1528-1157.2000.tb00285.x
Keezer MR, Sisodiya SM, Sander JW (2016) Comorbidities of epilepsy: current concepts and future perspectives. Lancet Neurol 15:106–115. https://doi.org/10.1016/s1474-4422(15)00225-2
Perucca E, Kwan P (2005) Overtreatment in epilepsy: how it occurs and how it can be avoided. CNS Drugs 19:897–908. https://doi.org/10.2165/00023210-200519110-00001
Park KM, Kim SE, Lee BI (2019) Antiepileptic drug therapy in patients with drug-resistant epilepsy. J Epilepsy Res 9:14–26. https://doi.org/10.14581/jer.19002
Alexander HB, Broshek DK, Quigg M (2018) Quality of life in adults with epilepsy is associated with anticonvulsant polypharmacy independent of seizure status. Epilepsy Behav 78:96–99. https://doi.org/10.1016/j.yebeh.2017.11.006
Narayanan J, Simon KC, Choi J, Dobrin S, Rubin S, Taber J, Wang C, Pham A, Chesis R, Hadsell B, Epshteyn A, Wilk G, Tideman S, Meyers S, Frigerio R, Maraganore D (2019) Factors affecting cognition and depression in adult patients with epilepsy. J Epilepsy Res 9:103–110. https://doi.org/10.14581/jer.19018
Matsuura M (2000) Patient satisfaction with polypharmacy reduction in chronic epileptics. Psychiatry Clin Neurosci 54:249–253. https://doi.org/10.1046/j.1440-1819.2000.00666.x
Sveinsson O, Andersson T, Mattsson P, Carlsson S, Tomson T (2020) Pharmacologic treatment and SUDEP risk: a nationwide, population-based, case-control study. Neurology 95:e2509–e2518. https://doi.org/10.1212/WNL.0000000000010874
Baftiu A, Feet SA, Larsson PG, Burns ML, Henning O, Saetre E, Molden E, Granas AG, Johannessen SI, Landmark CJ (2018) Utilisation and polypharmacy aspects of antiepileptic drugs in elderly versus younger patients with epilepsy: a pharmacoepidemiological study of CNS-active drugs in Norway, 2004–2015. Epilepsy Res 139:35–42. https://doi.org/10.1016/j.eplepsyres.2017.11.001
Bosak M, Cyranka K, Dudek D, Kowalik M, Molek P, Slowik A (2018) Psychiatric comedication in patients with epilepsy. Epilepsy Behav 83:207–211. https://doi.org/10.1016/j.yebeh.2018.03.033
Jacoby A, Snape D, Baker GA (2009) Determinants of quality of life in people with epilepsy. Neurol Clin 27:843–863. https://doi.org/10.1016/j.ncl.2009.06.003
Gidal BE, French JA, Grossman P, Le Teuff G (2009) Assessment of potential drug interactions in patients with epilepsy: impact of age and sex. Neurology 72:419–425. https://doi.org/10.1212/01.wnl.0000341789.77291.8d
Jabareen A, Leker RR, Eyal S, Ekstein D (2018) Treatment with antiepileptic drugs in patients with stroke. A change in clinical practice may be required. J Neurol Sci 395:4–7. https://doi.org/10.1016/j.jns.2018.09.026
Zaccara G, Perucca E (2014) Interactions between antiepileptic drugs, and between antiepileptic drugs and other drugs. Epileptic Disord 16:409–431. https://doi.org/10.1684/epd.2014.0714
Stephen LJ (2003) Drug treatment of epilepsy in elderly people: focus on valproic acid. Drugs Aging 20:141–152. https://doi.org/10.2165/00002512-200320020-00005
Willmore LJ (2000) Choice and use of newer anticonvulsant drugs in older patients. Drugs Aging 17:441–452. https://doi.org/10.2165/00002512-200017060-00002
Uribe-San-Martin R, Ciampi E, Uslar W, Villagra S, Plaza J, Godoy J, Mellado P (2017) Risk factors of early adverse drug reactions with phenytoin: a prospective inpatient cohort. Epilepsy Behav 76:139–144. https://doi.org/10.1016/j.yebeh.2017.08.032
Guo Y, Xu ZY, Cai MT, Gong WX, Shen CH (2021) Epilepsy with suicide: a bibliometrics study and visualization analysis via CiteSpace. Front Neurol 12:823474. https://doi.org/10.3389/fneur.2021.823474
Rissanen I, Jaaskelainen E, Isohanni M, Koponen H, Ansakorpi H, Miettunen J (2015) Use of antiepileptic or benzodiazepine medication and suicidal ideation—the Northern Finland Birth Cohort 1966. Epilepsy Behav 46:198–204. https://doi.org/10.1016/j.yebeh.2015.03.001
Welton JM, Walker C, Riney K, Ng A, Todd L, D’Souza WJ (2020) Quality of life and its association with comorbidities and adverse events from antiepileptic medications: online survey of patients with epilepsy in Australia. Epilepsy Behav 104:106856. https://doi.org/10.1016/j.yebeh.2019.106856
Tombini M, Assenza G, Quintiliani L, Ricci L, Lanzone J, Di Lazzaro V (2021) Epilepsy and quality of life: what does really matter? Neurol Sci 42:3757–3765. https://doi.org/10.1007/s10072-020-04990-6
Trinka E, Bauer G, Oberaigner W, Ndayisaba JP, Seppi K, Granbichler CA (2013) Cause-specific mortality among patients with epilepsy: results from a 30-year cohort study. Epilepsia 54:495–501. https://doi.org/10.1111/epi.12014
Aagaard SK, Dreier JW, Sun Y, Laursen TM, Christensen J (2020) Accidental deaths in young people with epilepsy and psychiatric comorbidity—a Danish nationwide cohort study. Epilepsia 61:479–488. https://doi.org/10.1111/epi.16453
Fazel S, Wolf A, Langstrom N, Newton CR, Lichtenstein P (2013) Premature mortality in epilepsy and the role of psychiatric comorbidity: a total population study. Lancet 382:1646–1654. https://doi.org/10.1016/S0140-6736(13)60899-5
Gorton HC, Webb RT, Carr MJ, DelPozo-Banos M, John A, Ashcroft DM (2018) Risk of unnatural mortality in people with epilepsy. JAMA Neurol 75:929–938. https://doi.org/10.1001/jamaneurol.2018.0333
Majkowska-Zwolinska B, Jedrzejczak J, Majkowski J (2011) Use and costs of concomitant medicines in epileptic patients in Poland: a 12-month prospective multicentre study. Seizure 20:673–678. https://doi.org/10.1016/j.seizure.2011.06.015
Funding
The study was funded by Institute of Health Carlos III, and co-funded by The European Regional Development Fund (ERDF) — a way to build Europe — (Grant: PI17/01182, 2017), and Agency for Management of University and Research Grants, AGAUR, of the Catalan Government (Grant: 2017SGR723).
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A.A. and V.M. designed the study. F.M.N. prepared the database, performed the statistical analysis, and constructed the networks and website. V.M. coordinated the analysis, networks, and website. A.A., F.M.N., F.L.S., M.E.B., and V.M. analyzed the results. A.A., M.E.B., and F.L.S. wrote and edited the manuscript. All authors provided critical review and approved the manuscript.
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The study was approved by the Integral Sanitary Consortium Ethics Committee (16/457) and IDIAP Jordi Gol Ethics Committee (P17/207). It was performed in accordance with the standards laid down in the 1964 Declaration of Helsinki and its later amendments.
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We could not obtain written informed consent from patients to use clinical data because the study is population-based and observational retrospective. Consent was waived thy the Ethics Committes. Data was anonymized and did not contain variables that might identify individual patients. The study was conducted according to the Spanish law on the protection of personal data and the guarantee of digital rights (Organic Law 3/2018 of December 5), and Regulation of the European Parliament and Council on the protection of people (EU 2016/679 of April 27).
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Moratalla-Navarro, F., Moreno, V., López-Simarro, F. et al. Multimorbidity and chronic co-prescription networks and potential interactions in adult patients with epilepsy: MorbiNet study. Neurol Sci 43, 6889–6899 (2022). https://doi.org/10.1007/s10072-022-06375-3
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DOI: https://doi.org/10.1007/s10072-022-06375-3