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Nationwide Study of Pediatric Drug-Resistant Epilepsy in Estonia: Lower Incidence and Insights into Etiology

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28 October 2025

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30 October 2025

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Abstract
Background/Objectives: Drug-resistant epilepsy (DRE) is a significant health problem leading to cognitive impairment and reduced quality of life. This study aimed to in-vestigate the incidence and etiology of DRE in children in Estonia. Methods: A retrospective, population-based study of childhood DRE was conducted in Estonia from January 1, 2013, to December 31, 2017. All cases were identified through the only two pediatric neurology departments in the country, both located at tertiary care hospitals (Tartu University Hospital and Tallinn Children’s Hospital), ensuring complete nationwide coverage. Epidemiological, magnetic resonance imaging (MRI), and genetic data (chromosomal microarray, single-gene tests, gene panels, and exome/genome se-quencing) were collected. Results: The incidence rate of childhood epilepsy was 84.1 per 100,000. DRE developed in 10% of children with new-onset epilepsy, corresponding to an incidence rate of 8.5 per 100,000. Etiologically relevant MRI abnormalities were identified in 43% of patients with DRE, most commonly congenital brain malformations (19%). Pathogenic single-gene sequence variants were detected in 27% of patients who underwent genetic testing. Copy number variants were identified in 4% of tested patients, and chromosomal aberrations in 1%. Four patients carried novel candidate disease genes, although their pathogenicity remains uncertain. The most frequent etiology of DRE was structural (29%), followed by genetic (19%), with combined etiologies (13%) also contributing significantly. Conclusions: Our study is the first epidemiological study of DRE in children in Estonia and the Baltic region. The relatively low incidence observed may reflect the comprehensive national ascertainment and centralized management of pediatric epilepsy in tertiary care centers.
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1. Introduction

Epilepsy is defined as a chronic brain disorder characterized by a persisting predisposition to generate seizures and by the neurobiological, cognitive, psychological, and social consequences of seizure recurrences [1,2]. Epilepsy is one of the most common neurological disorders worldwide, with a lifetime prevalence of 7.6 per 1,000 population [3]. The incidence of childhood epilepsy ranges from 41-187 per 100,000 being highest in the first year of life and declining to adult levels by the end of ten years [4].
Drug-resistant epilepsy (DRE) affects one-third of persons with epilepsy, and it is defined by the International League Against Epilepsy (ILAE) as ongoing epileptic seizures despite two tolerated, appropriately chosen, and used antiseizure medication (ASM) regimens [5,6]. DRE is a significant health problem resulting in increased risk of sudden unexplained death in epilepsy, injuries, psychosocial dysfunction, cognitive impairment, and reduced quality of life [7,8].
A systematic review and meta-analysis of DRE shows that the pooled incidence ranges from 15% in children under 17 years of age to 34% in adults [9]. The pooled incidence is 24% across studies that included both children and adults [9]. According to the Scottish epidemiological survey of early childhood epilepsies (under three years of age), 36% of children develop DRE 24 months after presentation [10].
Epilepsy etiology is categorized into six groups: structural, genetic, infectious, metabolic, immune, and unknown. Sometimes, more than one category applies—such as genetic-structural etiology in patients with tuberous sclerosis [11].
Identification of genetic etiology and presentation with seizures before the age of 12 months are determinants of DRE [10]. Abnormal electroencephalography (EEG) and neuroimaging, status epilepticus, symptomatic etiology, intellectual disability, abnormal neurological exam, multiple seizure types, and febrile seizures have also been identified as risk factors for DRE [12,13,14].
We have conducted a retrospective population-based epidemiological study of DRE in children who have been newly diagnosed with epilepsy during a five-year study period in Estonia. This study aims to investigate the incidence and etiology of DRE in children in Estonia.

2. Materials and Methods

2.1. Patients

A retrospective, population-based epidemiological study of childhood DRE was conducted from January 1, 2013, to December 31, 2017, at the Children’s Clinic of Tartu University Hospital and Tallinn Children’s Hospital in Estonia. Estonia is a small country with a population of approximately 1.3 million during the study period and has only two pediatric neurology departments, located in these two hospitals. According to national clinical practice, epilepsy in children is diagnosed exclusively by pediatric neurologists.
Both hospitals are tertiary care centers with comprehensive, digitized medical record systems, and nearly all pediatric neurologists in Estonia work in these institutions. Therefore, the study included all children in Estonia with DRE whose epilepsy was first diagnosed during the study period and who met the inclusion criteria.
The inclusion criteria were as follows:
(1)
DRE as defined by ILAE — „failure of adequate trials of two tolerated and appropriately chosen and used antiepileptic drug (AED) schedules (whether as monotherapies or in combination) to achieve sustained seizure freedom“. Patients prescribed a third ASM regimen due to the ineffectiveness of prior treatments were selected;
(2)
age ≤18 years; and
(3)
residence in Estonia.

2.2. Patient Ascertainment

Patients were identified by retrieving all children with a first-time diagnosis of epilepsy between January 1, 2013, and December 31, 2017, from the electronic databases of the Children’s Clinic of Tartu University Hospital and Tallinn Children’s Hospital. The International Classification of Diseases, 10th Revision (ICD-10) codes G40 and G41 were used to search both outpatient and inpatient records for initial epilepsy diagnoses.
Following case identification, electronic medical records of all patients were reviewed in detail from the time of epilepsy diagnosis (2013–2017) through September 1, 2020, to ensure that (1) the recorded year of first epilepsy diagnosis fell within the study period, and (2) the epilepsy diagnosis was confirmed, not merely suspected and later disproved.
Based on this review, patients were included in the present study if they met criteria for DRE, defined as failure to achieve seizure control with two appropriately chosen and tolerated ASM regimens, with a third ASM initiated after the prior two were ineffective.

2.3. Clinical Information and Results of Etiological Investigations

Clinical data of patients with DRE were collected through a comprehensive review of medical records. The following information was obtained: full medical history (including birth and family history), clinical examination findings, seizure characteristics (age at seizure onset, seizure types at onset and during the disease course, and seizure frequency at the time the third ASM regimen was initiated), age at epilepsy diagnosis, epilepsy syndrome classification, and treatment history (types and combinations of ASMs, duration of treatment trials, use of glucocorticoids or ketogenic diet, and surgical interventions).
Results of repeated investigations during the course of epilepsy were also extracted, including cognitive assessments, EEG, and magnetic resonance imaging (MRI) of the brain. Genetic testing results—including chromosomal microarray analysis, next-generation sequencing (NGS) techniques such as single-gene sequencing, targeted gene panels, whole-exome sequencing (WES), and/or whole-genome sequencing (WGS), and, in some cases, karyotyping)—were collected from clinical diagnostic evaluations or research studies, provided that results were validated in a certified diagnostic laboratory.

2.4. Statistical Methods

Incidence rates of epilepsy and DRE were calculated as the number of newly diagnosed cases per population at risk, expressed per 100,000 person-years. Population denominators were obtained from Statistics Estonia (www.stat.ee) and included individuals aged 18 years or younger at the beginning of each year. The mean population of children and adolescents in Estonia between 2013 and 2017 was 257,996 per year, remaining stable during the study period (range 256,249–261,253). A cumulative denominator of 1,289,979 was used to estimate the total population aged <19 years over the five-year period. Age- and sex-specific incidence rates of DRE were calculated similarly. Ninety-five percent confidence intervals (95% CIs) were estimated using the Poisson distribution.

3. Results

3.1. Incidence

According to hospital medical records, epilepsy was first diagnosed between 2013 and 2017 in 681 patients at the Children’s Clinic of Tartu University Hospital and in 761 patients at Tallinn Children’s Hospital. After a detailed review of all 1,442 (n=681+761) epilepsy-related records from both hospitals, patients were excluded from the final analysis if they had been diagnosed before the study period, were not Estonian citizens, or had a suspected diagnosis that was not later confirmed.
Following this exclusion process, 573 patients at Tartu University Hospital and 554 patients at Tallinn Children’s Hospital remained with a first-time epilepsy diagnosis. Forty-two of the 1,127 patients (including 43% with DRE) were treated at both hospitals. Thus, the total number of children in Estonia with a first-time epilepsy diagnosis from 2013 to 2017 was 1,085.
The overall incidence of childhood epilepsy was 84.1 per 100,000 children (95% CI 79.2–89.3). Of these, 110 children (10%) had DRE, defined as failure to achieve seizure control with two appropriately chosen and tolerated ASM regimens, with a third regimen subsequently initiated. Table 1 presents the numbers and percentages of newly diagnosed epilepsy and DRE patients by year of diagnosis. On average, 217 children were newly diagnosed with epilepsy and 22 with DRE per year in Estonia.
Fifty-seven of 110 patients with DRE (52%) were male, and 53 (48%) were female, resulting in a male-to-female ratio of 1.1:1. The mean age at epilepsy diagnosis was 4.7 years (95% CI 4.0–5.5), with males averaging 4.7 years (95% CI 3.7–5.6) and females 4.8 years (95% CI 3.6–6.0).
The overall incidence of DRE in children was 8.5 per 100,000 person-years, with similar rates in males (8.6 per 100,000) and females (8.5 per 100,000). The highest incidence (17.7 per 100,000) was observed in children under four years of age, whereas the lowest incidence (0.8 per 100,000) occurred in adolescents aged 15–18 years. In children aged 5–9 and 10–14 years, the incidence rates were 8.9 and 3.5 per 100,000 person-years, respectively. Table 2 presents the age- and sex-adjusted incidence rates of DRE per 100,000 person-years.

3.2. Neuroimaging

Brain MRI was performed in 108 of 110 patients with DRE (98%). Depending on availability, 3 Tesla MRI was performed in 47 patients (44%) and 1.5 Tesla MRI in 61 patients (56%). Neuroimaging was not performed in two patients with generalized idiopathic epilepsy (childhood and juvenile absence epilepsy).
Among the 108 patients with DRE, MRI was completely normal in 40 (37%) and showed no clinically relevant pathology in 16 (15%), for a total of 56 patients (52%). These nonspecific, non-relevant findings included small subcortical white matter lesions, hippocampal malrotation, small benign cysts, subtle ventricular widening, and benign enlargement of the subarachnoid space in infancy. In addition, six patients exhibited either brain atrophy or progression of atrophy on consecutive MRIs without other structural pathology; four of these six patients (67%) had additional genetic abnormalities that may have contributed to the development of atrophy.
Etiologically relevant MRI changes were observed in 46 of 108 patients (43%). The most common structural etiology was congenital brain malformation, identified in 20 patients (19%), of whom eight (40%) had focal cortical dysplasia. Other structural causes included perinatal stroke (n=4) and white matter injury or intraventricular hemorrhage associated with preterm birth (n=4). Inflammatory changes were observed in four patients with autoimmune encephalitis and in one patient with acute disseminated encephalomyelitis (ADEM). Three patients each had hypoxic-ischemic perinatal injury, brain tumor, or traumatic brain injury. Tuberous sclerosis was identified in two patients, mesial temporal sclerosis in one patient, and a structural change associated with Herpes Simplex Virus Type 2 (HSV2) encephalitis in one patient (Table 3).

3.3. Genetic Testing

Genetic testing included chromosomal microarray analysis, NGS techniques such as single-gene sequencing, targeted gene panels, WES, and/or WGS, and, in some cases, karyotyping. Ninety-two of 110 patients with DRE (84%) underwent at least one genetic analysis. Chromosomal microarray analysis was performed in 69 patients (63%), targeted gene panels in 78 patients (71%), and single-gene sequencing in four patients (4%). Exome and/or genome sequencing was conducted in 21 patients (19%).
Table 4 presents the extent of genetic analyses performed in each patient, as determined by the managing child neurologist and clinical geneticist. The largest group of patients (n=42, 38%) received both chromosomal microarray analysis and a gene panel. Chromosomal microarray, gene panel, and WES/WGS were performed in 14 patients (13%). Genetic testing was not performed in 18 patients, including ten with a known structural and/or immune etiology for their DRE.
Among the 92 patients with DRE who underwent genetic testing, 48 (52%) had normal results, and 10 (11%) had sequence variants of uncertain significance (VUS) according to the American College of Medical Genetics and Genomics (ACMG) criteria. Table 5 summarizes the pathogenic genetic findings identified in tested patients.
Pathogenic sequence variants were detected in 25 of 92 patients (27%) using ACMG criteria. Copy number variants (CNVs) were identified in four patients (4%), including one patient each with a 10q26.3 deletion, a 15q13.3 microdeletion, a 22q11.2 deletion, and a 22q11.2 microduplication syndrome. A chromosomal aberration—ring chromosome 14—was detected in one patient (1%).
In addition, reanalysis of sequencing data revealed novel candidate disease genes in four patients with DRE; however, the pathogenicity of these variants remains uncertain (Table 6). Two of the genetic findings identified in this study cohort had been previously reported [15,16].
Table 6 shows that the most common pathogenic epilepsy-related gene variants were in MECP2, PCDH19, SCN1A, and TSC2, each detected in two patients with DRE. Other pathogenic variants in genes were each found in a single patient, including CDKL5 [15], COL4A1, CPA6, CSNK2A1, DNM1, DYNC1H1, GABRG2, IRF2BPL, KCNQ2, KMT2D, LAMB1, PPT1, PRRT2, SLC2A1, SMARCB1, SYNGAP1, and UNC13D. The latter gene was found to harbour biallelic pathogenic variants in one patient with primary hemophagocytic lymphohistiocytosis who subsequently developed ADEM.
Among the novel disease gene candidates, functional studies are ongoing to assess the pathogenicity of biallelic SIRT6 variants identified in siblings within a single family. One patient had biallelic variants in ACSL5, a novel candidate gene; however, these variants did not fully explain the patient’s phenotype. Recently, a second de novo variant was detected in the RNU2-2P gene (corresponding to the WDR74 5´ UTR region) has been reported as pathogenic in a preprint publication [17]. In one patient, two different novel candidate genes—LMTK3 and DSCAM—were identified, with DSCAM prioritized as the more plausible candidate.
At present, the pathogenicity of these novel candidate genes remains uncertain, and further functional studies are required to clarify their role in epilepsy.

3.4. Etiology

The etiology of epilepsy was identified in 67 of 110 patients with DRE (61%) whose epilepsy was first diagnosed between 2013 and 2017 (Table 7). The most frequent causes were structural and genetic, occurring either alone or in combination with other etiologic factors. However, in 39% of patients, the etiology remained unknown.
A single etiological factor for DRE was identified in nearly half of the patients: a solely structural cause in 32 patients (29%) and a pathogenic genetic cause in 21 patients (19%) (Table 8). Among strictly structural causes, the most common were congenital brain malformations, present in 15 patients (14%). White matter injury or intraventricular hemorrhage associated with preterm birth was identified in four patients. Three patients each had perinatal stroke, brain tumor, hypoxic-ischemic perinatal injury, or traumatic brain injury.
A solely genetic cause was identified in 21 of 110 patients (19%). Among these, 16 children (15%) had pathogenic single-gene variants, most frequently in MECP2, SCN1A, and PCDH19, each found in two different patients. DRE in four patients was associated with CNVs, and in one patient with a ring chromosome 14.
We found that combined etiology was also an important factor in children with DRE, identified in 14 of 110 patients (13%) (Table 9). The most frequent combination was genetic–structural etiology, observed in 7 patients (6%). Among these, four patients had pathogenic single-gene variants along with congenital brain malformations. Two patients had tuberous sclerosis caused by pathogenic variants in the TSC2 gene, and one patient carried a COL4A1 variant predisposing to perinatal hemorrhagic stroke.
The second most common combined etiology was immune–structural, observed in five patients (5%), including four with autoimmune encephalitis and one with ADEM.

4. Discussion

According to our study, the incidence rate of epilepsy in Estonia among the patients under 19 years of age is 84.1 per 100,000 persons-years (95% CI 79.2-89.3). This finding is consistent with a previous Estonian study conducted between 2009 and 2011, which reported an incidence rate of 86.3 per 100,000 person-years [18]. In contrast, a childhood epilepsy study conducted in Estonia from 1995 to 1997 reported a lower overall incidence of 45 per 100,000 children aged 1 month to 19 years, with the highest rate observed in children under four years of age (75 per 100,000) [19]. The increase in incidence over time likely reflects improved diagnostic methods, better access to pediatric neurologists, the availability of EEG in tertiary care centers, and digitized medical records.
Comparisons with other epidemiological studies should be made cautiously due to differences in study methodologies [20]. The incidence rate observed in our study is broadly comparable to reports from Nordic countries, which range from 25 to 87 per 100,000 person-years (Finland: 25–87; Sweden: 40–82; Norway: 47) [20,21,22,23,24,25,26,27,28]. Another Norwegian study reported an incidence of 58 per 100,000 person-years in children aged 1–10 years and 144 per 100,000 in the first year of life [29].
Unlike previous Estonian childhood epilepsy incidence studies, which examined two earlier periods, our study specifically focused on the development of DRE in newly diagnosed epilepsy patients. To our knowledge, this is the first epidemiological study of DRE in children in the Baltic countries. We found that the incidence of DRE in Estonian patients under 19 years of age is 10%, which is lower than reported in most literature. A recent systematic review and meta-analysis reported a cumulative DRE incidence of 25% in pediatric studies and 14.6% in adult or mixed-age populations [30]. Our estimate aligns more closely with other meta-analyses reporting a pooled pediatric incidence of 15% (<17 years) [9].
Current guidelines suggest that patients who fail to achieve seizure control with two appropriately chosen and tolerated ASM regimens should be referred to a comprehensive epilepsy center [31]. In Estonia, there are only two pediatric neurology departments, both located at tertiary care centers, where all patients with new-onset epilepsy are treated. We hypothesize that early management in high-expertise tertiary centers may reduce the risk of progression to DRE, potentially explaining the lower incidence observed in our study. Further research is needed to evaluate whether early referral to centers of expertise improves treatment responsiveness and long-term prognosis.
Differences in DRE definitions across studies also affect incidence estimates. Among 38 studies on pediatric DRE, only four (10.5%) fully adhered to the ILAE criteria regarding the number of failed ASMs, appropriateness of ASM treatment, and the period for assessing seizure remission [9]. Although most prior studies predate the 2010 ILAE guidelines, we applied strict DRE criteria in our study, including only patients who initiated a third ASM regimen. It is possible that some patients whose seizures were not controlled by the second ASM were not captured because a third regimen was not prescribed, which may further explain the lower incidence observed in our cohort.
Our study provides overall and age- and sex-specific incidence rates of DRE per 100,000 person-years, which have not previously been reported in the literature. The overall incidence of DRE in patients under 19 years was 8.5 per 100,000 person-years (95% CI 7.0–10.3). Symonds et al. reported a DRE incidence of 82 per 100,000 live births in Scotland among patients whose epilepsy was diagnosed before the age of three years [10].
In our cohort, the incidence was similar between genders, with 8.6 per 100,000 for males and 8.5 per 100,000 for females, consistent with other studies showing no significant sex differences [10,32]. The highest incidence was observed in children whose epilepsy was diagnosed under four years of age, particularly in infants under one year (36.1 per 100,000). This finding aligns with previous reports indicating that the highest incidence of epilepsy occurs in the first years of life [33] and that seizure onset during the first year of life is a recognized risk factor for drug resistance [34].
Our study focused on the development of DRE in newly diagnosed, rather than chronic, epilepsy patients; therefore, prevalence estimates are not provided. Reported prevalence of DRE varies from 13.7% in population- or community-based cohorts to 36.3% in clinic-based cohorts [27].
Brain MRI was performed in the majority of patients (98%), with etiologically relevant abnormalities observed in 43% of children with DRE. Previous studies have shown that the risk of developing DRE is nearly three times higher in patients with symptomatic compared to idiopathic epilepsy [9], and abnormal neuroimaging is consistently associated with an increased risk of drug resistance [9,14,35].
In our cohort, structural abnormalities were less frequent than reported in other studies, which ranged from 76% to 80.7% [14,35]. The most common structural abnormality was congenital brain malformations, including focal cortical dysplasia, present in 19% of patients. This finding is similar to that reported by Nasiri et al., who identified cerebral dysgenesis in 17.6% of patients with intractable seizures [35]. Less frequent structural findings included perinatal stroke, white matter injury or intraventricular hemorrhage associated with preterm birth, inflammatory changes related to autoimmune encephalitis or ADEM, hypoxic-ischemic perinatal injury, brain tumors, and traumatic brain injury.
Pathogenic sequence variants were identified in 27% of patients with DRE who underwent genetic testing. Additionally, 4% of patients harbored candidate disease-causing variants; however, their pathogenicity remains uncertain, and they were therefore not considered contributory to the genetic etiology in our cohort. Copy number variants were detected in 4% of patients, and chromosomal aberrations in 1%. These findings are consistent with previous reports, which indicate that developmental and epileptic encephalopathies are caused by sequence variants in 30–40% of cases and by chromosomal deletions or duplications in 5–10% of cases [36,37].
There have been significant advances in the discovery of disease-related genes, and to date, more than 900 genes are associated with epilepsy [38,39]. According to the meta-analysis of genetic causes of DRE and the study by Lin et al., the most common gene variants have been identified in SCN1A, PCDH19, SCN8A, SCN2A, MECP2, KCNQ2, CDKL5, TSC1, and TSC2, which are also found in our patients, except TSC1 [40]. We identified pathogenic variants in the following genes: MECP2, PCDH19, SCN1A, and TSC2 in two patients each.
The novel disease gene candidate SIRT6 is less well characterized than the previously mentioned genes. SIRT6 is a histone deacetylase that plays a role in genomic stability, DNA repair, cancer, metabolism, and aging. It has been shown that SIRT6 participates in brain development, regulating the proliferation of neural precursor cells and cortical neurogenesis [41]. Ferrer et al. reported severe neurodevelopmental and cardiac anomalies and perinatal lethality in four affected fetuses with a homozygous inactivating variant in the SIRT6 gene [42].
In our study, two triplet siblings carried compound heterozygous variants in SIRT6, presented with epilepsy and brain malformations, and two met criteria for DRE. SIRT6 deficiency is associated with high lethality; all three siblings died within the first two years of life. Functional analyses of SIRT6 are currently ongoing. Therefore, we classified the etiology of epilepsy in these patients as structural rather than genetic-structural.
Identifying the underlying etiology of DRE is crucial for improving diagnosis, management, and prognosis. In our study, the etiology of DRE was established in 61% of patients, which is lower than previously reported by Nasiri et al. (80.6%) and Symonds et al. (82%) [10,35]. This discrepancy may reflect differences in study design and the fact that genetic analyses were not performed in 8 of 43 patients (19%) with unknown etiology.
We classified the etiology as unknown in five patients whose MRIs were normal or showed no relevant pathology, and who carried variants of unknown significance or candidate disease-causing variants. Further functional studies are required to clarify the potential genetic contribution in these cases.
In our cohort, the most common etiology of DRE was structural (29%), followed by genetic (19%). Combined etiologies were also significant, identified in 13% of patients. The most frequent combined etiologies were genetic-structural (6%) and immune-structural (5%), followed by infectious-structural and genetic-metabolic-structural, each observed in 1% of patients.
These findings are broadly comparable to a Scottish study of children under three years of age with epilepsy, in which 139 children (36%) developed DRE within 24 months of presentation. Structural etiologies were reported in 26.6% of patients, structural-metabolic in 0.7%, and structural-infectious in 1.4%. Notably, the prevalence of immune-structural etiology in our cohort (5%) was higher than in the Scottish study (0.7%), which may reflect that all of our patients with immune-structural etiology were older than three years at epilepsy onset, whereas the Scottish cohort included younger children. Conversely, the frequency of defined genetic etiology was lower in our study than in the Scottish cohort (19% vs. 52.5%) [10].
Overall, the etiology of DRE remained unknown in 39% of our patients, a rate higher than that reported in the Scottish study [10]. Performing genetic analyses in the remaining 19% of patients with unknown etiology who have not yet been tested may reveal additional genetic contributions to DRE in our cohort.
A limitation of our study is the relatively small cohort, which reflects Estonia’s overall small population. Nevertheless, the country’s well-digitized, nationwide medical system enables population-based epidemiological research. Although epilepsy in children in Estonia is expected to be diagnosed by pediatric neurologists, who predominantly work in the only two tertiary pediatric neurology centers, it is possible that a few newly diagnosed cases were missed. We believe, however, that nearly all children with DRE were captured in our study, given the small population, accessible tertiary care centers, and parental healthcare-seeking behavior in cases of more severe epilepsy.
A major strength of our study is the extensive diagnostic evaluation performed in patients with DRE. By providing detailed etiological data, our findings may inform better management of pediatric epilepsy. Our study adds to the literature the hypothesis that treating all newly diagnosed epilepsy patients in tertiary care centers reduces the possibility of drug resistance. However, further exploration of this point will be needed.

5. Conclusions

This study represents the first epidemiological investigation of DRE in children in Estonia and the Baltic region. The overall incidence of childhood epilepsy was comparable to studies from Nordic countries and a previous Estonian survey. DRE was identified in 10% of patients, which is lower than commonly reported in the literature, likely reflecting the comprehensive nationwide management of pediatric epilepsy in Estonia’s centralized tertiary care system. The most frequent etiologies were congenital brain malformations and pathogenic gene variants, with combined genetic, immunologic, and structural factors also contributing to DRE development. This unique healthcare setting enabled detailed characterization of the etiological spectrum of DRE.

Supplementary Materials

The following supporting information can be downloaded at the website of this paper posted on Preprints.org, Table S1: Sequence variants and chromosomal aberrations

Funding

This work is supported by Estonian Research Council grants PSG297, PRG471, PRG2040, and PSG774. The Broad Institute Center for Mendelian Genomics (UM1HG008900) is funded by the National Human Genome Research Institute, with supplemental funding from the National Heart, Lung, and Blood Institute under the Trans-Omics for Precision Medicine (TOPMed) program and the National Eye Institute. K23HD102589 supports MHW.

Institutional Review Board Statement

The study was conducted in accordance with the Declaration of Helsinki. All procedures were performed in compliance with relevant laws and institutional guidelines. The study was approved by the Research Ethics Committee of the University of Tartu (protocol numbers: 244/T-7 and 301/M-19). Genomic investigations done at the Broad Institute of MIT and Harvard were approved by the Research Ethics Committee of the University of Tartu (Certificate No 269/M-18). Genomic investigations performed since 2020 were approved by the Research Ethics Committee of the University of Tartu (certificates 327/T-3, 366/M-6, 371/M-13, 374/M-1 and 390/M-6).

Informed Consent Statement

Informed consent was obtained from all patients regarding the clinical management of epilepsy. Most examinations, including MRI and standard genetic testing, were performed as part of routine clinical care. For some patients, additional genetic analyses—such as whole-exome or whole-genome sequencing—were conducted in a research setting, for which separate informed consent was obtained.

Conflicts of Interest

The authors declare no conflicts of interest. The funders had no role in the design of the study, the collection, analysis, or interpretation of data, writing of the manuscript, or decision to publish the results.

Abbreviations

The following abbreviations are used in this manuscript:
ACMG American College of Medical Genetics and Genomics
ADEM Acute disseminated encephalomyelitis
AED Antiepileptic drugs
ASM Antiseizure medications
CIs Confidence intervals
CNVs Copy number variants
DRE Drug-resistant epilepsy
EEG Electroencephalography
GLUT1-DS Glucose Transporter Type 1 Deficiency Syndrome
HSV2 Herpes Simplex Virus Type 2
ICD-10 International Classification of Diseases
ILAE International League Against Epilepsy
MRI Magnetic resonance imaging
NGS Next-generation sequencing
VUS Variants of uncertain significance
WES Whole-exome sequencing
WGS Whole-genome sequencing

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Table 1. Newly diagnosed epilepsy patients and DRE cases (n, %) by year of diagnosis.
Table 1. Newly diagnosed epilepsy patients and DRE cases (n, %) by year of diagnosis.
Year New epilepsy patients (n) Patients with DRE, n (%)
2013 216 25 (12%)
2014 220 25 (11%)
2015 204 26 (13%)
2016 226 15 (7%)
2017 219 19 (9%)
Average per year 217 22 (10%)
Table 2. Age- and sex-specific incidence rate (per 100,000 children) of DRE.
Table 2. Age- and sex-specific incidence rate (per 100,000 children) of DRE.
Age (years) Total Males Females
Persons
at risk
Cases (n) Rate (95% CI) Persons
at risk
Cases (n) Rate (95% CI) Persons at risk Cases (n) Rate (95% CI)
0–4 362,308 64 17.7 (13.6-22.6) 185,965 33 17.8 (12.2–24.9) 176,343 31 17.6 (11.9–25.0)
5-9 371,781 33 8.9 (6.1–12.5) 191,173 19 9.9 (6.0–15.5) 180,608 14 7.8 (4.2–13.0)
10-14 315,408 11 3.5 (1.7–6.2) 161,948 5 3.1 (1.0–7.2) 153,460 6 3.9 (1.4–8.5)
15-18 240,482 2 0.8 (0.1–3.0) 123,791 0 0 (–) 116,691 2 1.7 (0.2–6.2)
Total 1,289,979 110 8.5 (7.0–10.3) 662,877 57 8.6 (6.5–11.1) 627,102 53 8.5 (6.3–11.1)
Table 3. Neuroimaging findings in 46 patients with structurally relevant pathology.
Table 3. Neuroimaging findings in 46 patients with structurally relevant pathology.
Structural pathology Patients (n)
Congenital brain malformations (including focal cortical dysplasia) 20 (8)
Perinatal stroke 4
Preterm-related white matter injury or intraventricular hemorrhage 4
Inflammatory changes associated with autoimmune encephalitis 4
Hypoxic ischemic perinatal injury 3
Inflicted traumatic brain injury 3
Brain tumor 3
Tuberous sclerosis 2
Mesial temporal sclerosis 1
ADEM 1
Structural changes associated with HSV2-encephalitis 1
Table 4. Extent of genetic analysis in genetically tested patients with DRE.
Table 4. Extent of genetic analysis in genetically tested patients with DRE.
Genetic assay Patients (n)
Chromosomal microarray only 5
Chromosomal microarray and single gene testing 4
Chromosomal microarray and gene panel 42
Chromosomal microarray and WES/WGS 4
Chromosomal microarray and gene panel and WES/WGS 14
Gene panels only 20
Gene panel and WES/WGS 2
WES/WGS only 1
Table 5. Pathogenic variants were identified in 30 of 92 DRE patients.
Table 5. Pathogenic variants were identified in 30 of 92 DRE patients.
Genetic findings Patients, n (%)
Pathogenic gene sequence variants 25 (27%)
CNVs 4 (4%)
Chromosomal aberration 1 (1%)
Table 6. Single gene sequence variants (according to ACMG criteria).
Table 6. Single gene sequence variants (according to ACMG criteria).
Sequence variants Patients (n) Genes
Pathogenic 25 Two cases: MECP2, PCDH19, SCN1A, TSC2
One patient: CDKL5 [15], COL4A1, CPA6, CSNK2A1, DNM1, DYNC1H1, GABRG2, IRF2BPL, KCNQ2, KMT2D, LAMB1, PPT1, PRRT2, SLC2A1, SMARCB1, SYNGAP1, UNC13D
Novel disease
gene candidates
(unclear pathogenicity)
4 Two cases: SIRT6
One patient: ACSL5/RNU2-2P, DSCAM/LMTK3
VUS
(nonpathogenic)
10 Two cases: SCN2A
One patient: ALG13 [16], CACNA1E, HCN1, KIF1A, RYR2, SLC9A6, SPTAN, WNK3
Table 7. Etiology of DRE in 110 pediatric patients in Estonia.
Table 7. Etiology of DRE in 110 pediatric patients in Estonia.
Etiology (ILAE 2017) Patients, n (%)
Unknown 43 (39%)
Structural (only) 32 (29%)
Genetic (only) 21 (19%)
Genetic-structural 7 (6%)
Immune-structural 5 (5%)
Infectious-structural 1 (1%)
Genetic-metabolic-structural 1 (1%)
Table 8. Strictly structural or genetic etiology in DRE patients.
Table 8. Strictly structural or genetic etiology in DRE patients.
Etiology Patients, n (%)
Structural 32 (29%)
Congenital brain malformations (including focal cortical dysplasia) 15 (6)
Preterm-related white matter injury or intraventricular hemorrhage 4
Perinatal stroke 3
Brain tumor 3
Hypoxic ischemic perinatal injury 3
Inflicted traumatic brain injury 3
Mesial Temporal Sclerosis 1
Genetic 21 (19%)
Pathogenic gene sequence variants:
Two cases: MECP2, PCDH19, SCN1A
One patient each: CDKL5 [15], CPA6, DNM1, DYNC1H1,
GABRG2, IRF2BPL, KCNQ2, PPT1, PRRT2, SYNGAP1
16


Copy number variants:
10q26.3 deletion, 15q13.3 microdeletion,
22q11.2 deletion, 22q11.2 microduplication
4

Chromosomal aberration:
Ring chromosome 14
1
Table 9. Combined etiology in DRE patients.
Table 9. Combined etiology in DRE patients.
Combined etiology Patients, n (%)
Genetic-structural 7 (6%)
SMARCB1, KMT2D, LAMB, CSNK2A1 pathogenic variants and
congenital brain malformations
4
TSC2 pathogenic variants and tuberous sclerosis 2
COL4A1 pathogenic variant and perinatal hemorrhagic stroke 1
Immune-structural 5 (5%)
Autoimmune encephalitis 4
ADEM 1
Infectious-structural 1 (1%)
HSV2-encephalitis with subsequent porencephaly 1
Genetic-metabolic-structural 1 (1%)
SLC2A1 pathogenic variant (GLUT1-DS) and focal cortical dysplasia 1
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