| Literature DB >> 32704494 |
Eun Hye Lee1,2, Hye Ran Yang3,4.
Abstract
PURPOSE: This was a nationwide population-based study conducted to investigate the epidemiology, treatment, disease outcomes, and associated factors of childhood intussusception in South Korea.Entities:
Keywords: Child; Epidemiology; Intussusception; Outcome; Treatment
Year: 2020 PMID: 32704494 PMCID: PMC7354872 DOI: 10.5223/pghn.2020.23.4.329
Source DB: PubMed Journal: Pediatr Gastroenterol Hepatol Nutr ISSN: 2234-8840
Characteristics of pediatric intussusception cases during the overall study duration (2007–2017) in South Korea
| Variable | No. of patients | Incidence (/105 person-yr) | IRR (95% CI) | Age (mo) | |
|---|---|---|---|---|---|
| Total patients | 30,444 (100.0) | 28.3 | 18.7 (10.6–30.1)* | ||
| Boys | 19,530 (64.2) | 34.8 | 1.64 (1.61–1.68) | 19.7 (11.2–31.4)* | |
| Girls | 10,914 (35.8) | 21.2 | Reference | 16.9 (9.8–27.7)* | |
| Only one admission or hospital visit | 27,218 (89.4) | 25.3 | 19.0 (10.8–30.5) | ||
| Only enema procedure | 24,577 (80.7) | 22.8 | 19.1 (11.0–30.1) | ||
| Surgery after enema failure | 666 (2.2) | 0.6 | 16.3 (8.5–29.8) | ||
| Primary surgery | 1,975 (6.5) | 1.8 | 17.5 (8.9–38.0) | ||
| Post-discharge recurrence | 3,226 (10.6) | 3.0 | 21.1 (11.8–33.2) | ||
| Only enema reduction | 2,572 (8.4) | 2.4 | 21.4 (12.2–33.2) | ||
| Surgery after enema failure | 552 (1.8) | 0.5 | 23.9 (12.6–40.2) | ||
| Primary surgery without enema | 102 (0.3) | 0.1 | 15.7 (8.0–32.5) | ||
| Number of post-discharge recurrences | 3,226 (100.0) | 3.0 | |||
| 1 | 2,562 (79.4) | 2.4 | |||
| 2 | 466 (14.4) | 0.4 | |||
| 3 | 129 (4.0) | 0.1 | |||
| 4 | 36 (1.1) | 0.03 | |||
| ≥5 | 33 (1.0) | 0.03 | |||
Values are presented as number (%) or median (interquartile range). The incidence was calculated by dividing the number of new cases by the corresponding population size as published by Statistics Korea (Korean National Statistical Office).
IRR: incidence rate ratio, CI: confidence interval.
The IRR and 95% CI were calculated using Poisson regression.
*Children's age at the first intussusception occurrence.
Annual incidence of pediatric intussusception in South Korea
| Year | New cases of intussusception | Incidence (per 105 person-years) | M/F incidence ratio | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Boys | Girls | Total | Boys | Girls | Total | IRR | IRR 95% CI | |||
| 2007 | 2,140 | 1,156 | 3,296 | 37.4 | 22.4 | 30.2 | Reference | 1.67 | ||
| 2008 | 1,887 | 1,036 | 2,923 | 33.5 | 20.3 | 27.2 | 0.90 | 0.86–0.95 | <0.0001 | 1.65 |
| 2009 | 1,714 | 987 | 2,701 | 31.1 | 19.7 | 25.7 | 0.85 | 0.81–0.89 | <0.0001 | 1.58 |
| 2010 | 2,212 | 1,189 | 3,401 | 41.2 | 24.3 | 33.1 | 1.10 | 1.04–1.15 | 0.0002 | 1.70 |
| 2011 | 1,668 | 912 | 2,580 | 31.9 | 19.0 | 25.7 | 0.85 | 0.81–0.90 | <0.0001 | 1.67 |
| 2012 | 1,785 | 979 | 2,764 | 35.0 | 20.9 | 28.2 | 0.93 | 0.89–0.98 | 0.0076 | 1.68 |
| 2013 | 1,891 | 1,110 | 3,001 | 38.1 | 24.2 | 31.4 | 1.04 | 0.99–1.09 | 0.1265 | 1.58 |
| 2014 | 1,567 | 931 | 2,498 | 32.5 | 20.8 | 26.9 | 0.89 | 0.84–0.94 | <0.0001 | 1.56 |
| 2015 | 1,586 | 879 | 2,465 | 33.8 | 20.1 | 27.2 | 0.90 | 0.85–0.95 | <0.0001 | 1.68 |
| 2016 | 1,747 | 1,015 | 2,762 | 38.2 | 23.8 | 31.3 | 1.03 | 0.98–1.09 | 0.2011 | 1.61 |
| 2017 | 1,333 | 720 | 2,053 | 30.0 | 17.3 | 23.9 | 0.79 | 0.75–0.83 | <0.0001 | 1.73 |
| Total | 19,530 | 10,914 | 30,444 | 34.8 | 21.2 | 28.3 | 1.64 | |||
The annual incidence of pediatric intussusception was calculated by dividing annual new cases by each mid-year population aged <18 years.
M: male, F: female, IRR: incidence rate ratio, CI: confidence interval.
IRR, 95% CI, and p-values were calculated using Poisson regression.
Fig. 1Annual incidence of intussusception in patients <18 years old between 2007 and 2017 in South Korea. (A) Annual new cases of intussusception and annual mid-year population. (B) The annual incidence, except in 2010, generally decreased from 30.2/105 person-years in 2007 to 23.9/105 person-years in 2017 based on the incidence in 2007 as the mid-year population continuously decreased from 109 million in 2007 to 86 million in 2017. The incidence in 2013 and 2016 were not statistically significantly different. *The incidence in 2010 was significantly higher than that in 2007. The overall intussusception incidence was 28.3/105 person-years.
Age- and sex-specific incidence of childhood intussusception in South Korea
| Age (yr) | New cases of intussusception | Incidence (per 105 person-years) | M/F incidence ratio | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Boys | Girls | Total | Fraction (%) | Accumulation (%) | Boys | Girls | Total | IRR | IRR 95% CI | |||
| 0 | 5,519 | 3,751 | 9,270 | 30.45 | 30.45 | 226.0 | 162.6 | 195.2 | 35.18 | 34.01–36.40 | <0.0001 | 1.39 |
| 1 | 6,338 | 3,697 | 10,035 | 32.96 | 63.41 | 245.7 | 151.8 | 200.1 | 36.07 | 34.88–37.30 | <0.0001 | 1.62 |
| 2 | 4,024 | 1,967 | 5,991 | 19.68 | 83.09 | 154.7 | 80.2 | 118.6 | 21.37 | 20.59–22.18 | <0.0001 | 1.93 |
| 3 | 1,826 | 838 | 2,664 | 8.75 | 91.84 | 69.5 | 33.9 | 52.2 | 2.05 | |||
| 4 | 827 | 306 | 1,133 | 3.72 | 95.56 | 31.1 | 12.3 | 21.9 | 2.53 | |||
| 5 | 391 | 143 | 534 | 1.75 | 97.32 | 14.5 | 5.7 | 10.2 | 2.55 | |||
| 6 | 169 | 62 | 231 | 0.76 | 98.08 | 6.1 | 2.4 | 4.3 | 2.54 | |||
| 7 | 111 | 47 | 158 | 0.52 | 98.59 | 3.9 | 1.8 | 2.9 | 2.19 | |||
| 8 | 58 | 24 | 82 | 0.27 | 98.86 | 2.0 | 0.9 | 1.5 | Reference (≥3 yr) | 2.24 | ||
| 9 | 64 | 12 | 76 | 0.25 | 99.11 | 2.1 | 0.4 | 1.3 | 4.92 | |||
| 10 | 38 | 12 | 50 | 0.16 | 99.28 | 1.2 | 0.4 | 0.8 | 2.91 | |||
| 11 | 38 | 14 | 52 | 0.17 | 99.45 | 1.2 | 0.5 | 0.8 | 2.49 | |||
| 12 | 29 | 7 | 36 | 0.12 | 99.57 | 0.8 | 0.2 | 0.6 | 3.77 | |||
| 13 | 35 | 8 | 43 | 0.14 | 99.71 | 1.0 | 0.3 | 0.6 | 3.96 | |||
| 14 | 20 | 6 | 26 | 0.09 | 99.79 | 0.5 | 0.2 | 0.4 | 3.00 | |||
| 15 | 16 | 9 | 25 | 0.08 | 99.88 | 0.4 | 0.3 | 0.3 | 1.60 | |||
| 16 | 18 | 7 | 25 | 0.08 | 99.96 | 0.5 | 0.2 | 0.3 | 2.30 | |||
| 17 | 9 | 4 | 13 | 0.04 | 100.00 | 0.2 | 0.1 | 0.2 | 2.01 | |||
| Total | 19,530 | 10,914 | 30,444 | 100.00 | 34.8 | 21.2 | 28.3 | 1.64 | ||||
The age- and sex-specific incidence was calculated by dividing the number of new cases in each age and sex group by the age- and sex-specific population size of children aged <18 years from 2007 through 2017.
M: male, F: female, IRR: incidence rate ratio, CI: confidence interval.
IRR, 95% CI, and p-values were calculated using Poisson regression.
Fig. 2Age- and sex- specific incidence of intussusception in patients <18 years of age between 2007 and 2017 in South Korea. (A) Age- and sex- specific incidence at every 1 year in patients younger than 18 years. The incidence is presented per 105 person-years. (B) Cumulative percentage of age- and sex-specific incidence.
In-hospital recurrence and post-discharge recurrence of pediatric intussusception
| Accompanied | Only one admission or one hospital visit | Revisiting a hospital or re-admission (post-discharge recurrence) | Total patients |
|---|---|---|---|
| No in-hospital recurrence | 25,864 (95.0) | 2,738 (84.9) | 28,602 (93.9) |
| In-hospital recurrence | 1,354 (5.0) | 488 (15.1) | 1,842 (6.1) |
| 27,218 (100.0) | 3,226 (100.0) | 30,444 (100.0) |
Values are presented as number (%).
Post-discharge recurrence was defined as revisiting a hospital or re-admission for intussusception. In-hospital recurrence was defined as a relapse in one admission or one hospital visiting period. The post-discharge recurrence rate was 10.6% (3,226/30,444) and the in-hospital recurrence rate was 6.1% (1,842/30,444). The total recurrence rate (children with post-discharge recurrence and/or in-hospital recurrence) was 15.0% (4,580 [2,738+1,842]/30,444). Patients with post-discharge recurrence had a higher incidence of in-hospital recurrence than children with only one admission/hospital visit for intussusception
(15.1% vs. 5.0%, p<0.001).
The p-value was calculated using the chi-square test.
Non-surgical reduction and surgical treatment among the entire childhood intussusception cases
| Variable | Non-surgical enema reduction (air or barium enema) | Surgery | Total intussusception cases | |||
|---|---|---|---|---|---|---|
| Total surgical cases | Surgery after enema failure | Primary surgery | ||||
| Total | 31,207 (90.0) | 3,481 (10.0) | 835 (2.4) | 2,646 (7.6) | 34,688 (100.0) | <0.001* |
| Boys | 20,104 (89.4) | 2,396 (10.6) | 566 (2.5) | 1,830 (8.1) | 22,500 (100.0) | <0.001† |
| Girls | 11,103 (91.1) | 1,085 (8.9) | 269 (2.2) | 816 (6.7) | 12,188 (100.0) | |
| Age (mo) | 19.6 (11.3–30.8) | 17.4 (8.6–35.0) | 18.2 (9–31.8) | 17.2 (8.6–36.5) | 19.4 (10.9–31.1) | <0.001‡ |
Values are presented as number (%) or median (interquartile range).
*The p-value between non-surgical enema reduction treatment and surgical treatment was calculated using the chi-square test. †The difference of non-surgical treatment and surgical treatment between boys and girls was calculated using the chi-square test. ‡The age difference (19.6 vs. 17.4 months) between the non-surgical enema reduction group and the surgical treatment group was calculated using the Mann-Whitney U-test.
Characteristics of surgical interventions for childhood intussusception
| Variable | Value | ||
|---|---|---|---|
| Sex | |||
| Boys | 2,268 (68.8) | <0.001 | |
| Girls | 1,027 (31.2) | ||
| Age (mo) | |||
| Total | 17.4 (8.6–35.2) | ||
| Boys | 19.0 (9.1–37.4) | <0.001* | |
| Girls | 14.5 (7.8–29.3) | ||
| Primary surgery vs. surgery after enema failure | 2,646 (75.8) | <0.001 | |
| 835 (23.9) | |||
| Laparotomy vs. laparoscopy | 2,746 (78.9) | <0.001 | |
| 735 (21.1) | |||
| Bowel resection vs. non-bowel resection | 648 (18.6) | <0.001 | |
| 2,833 (81.4) | |||
| Seasonal distribution | <0.001 | ||
| Spring | 918 (26.4) | ||
| Summer | 948 (27.2) | ||
| Autumn | 849 (24.4) | ||
| Winter | 766 (22.0) | ||
| Type of hospital | |||
| Tertiary hospital | 1,829 (52.5) | <0.001 | |
| General hospital | 1,616 (46.4) | ||
| Hospital | 36 (1.0) | ||
| Length of hospitalization (d) | 6.0 (4–8) | ||
| Number of surgeries | <0.001 | ||
| 1 | 3,124 (94.8) | ||
| 2 | 161 (4.9) | ||
| ≥3 | 10 (0.3) | ||
Values are presented as number (%) or median (Interquartile range).
A total of 3,295 (10.8%) patients among 30,444 pediatric intussusception patients had 3,481 surgeries.
*The p-value of age between boys and girls was calculated using the Mann-Whitney U-test. Other p-values were calculated using the chi-square test.
Fig. 3Annual numbers of surgeries in children with intussusception between 2007 and 2017 in South Korea. As annual new cases of intussusception decreased, the annual surgery numbers and laparotomy numbers also decreased. However, the laparoscopic surgery numbers continuously increased.
Accompanying diagnosis codes in surgical cases of pediatric intussusception
| Accompanying diagnosis in surgical cases | Total number | Age (yr) | |
|---|---|---|---|
| <6 | 6≤, <18 | ||
| Appendicitis, inflamed appendix, appendix problems | 362 (46.1) | 322 (54.5) | 40 (20.5) |
| Lymphadenitis, lymph node disorder | 102 (13.0) | 85 (14.4) | 17 (8.7) |
| Meckel's diverticulum | 70 (8.9) | 48 (8.1) | 22 (11.3) |
| Malrotation, congenital malformations including malformation of intestinal fixation, intestinal adhesions (bands) with obstruction | 63 (8.0) | 54 (9.1) | 9 (4.6) |
| Lymphoma | 47 (6.0) | 12 (2.0) | 35 (17.9) |
| Benign neoplasm of the GI tract, GI tract polyp, Peutz-Jeghers syndrome | 67 (8.5) | 23 (3.9) | 44 (22.6) |
| Vascular disorder of intestine | 20 (2.5) | 12 (2.0) | 8 (4.1) |
| Henöch-Schönlein purpura | 18 (2.3) | 10 (1.7) | 8 (4.1) |
| Diverticular disease of the intestine | 12 (1.5) | 10 (1.7) | 2 (1.0) |
| Malignant neoplasm of the GI tract | 5 (0.6) | 6 (1.0) | 0 (0.0) |
| Duplication of the intestine | 6 (0.8) | 0 (0.0) | 5 (2.6) |
| Hirschsprung disease | 4 (0.5) | 4 (0.7) | 0 (0.0) |
| Benign neoplasm of intra-abdominal soft tissue (including peritoneum) | 4 (0.5) | 3 (0.5) | 1 (0.5) |
| Leukemia | 3 (0.4) | 1 (0.2) | 2 (1.0) |
| Kawasaki disease | 2 (0.3) | 1 (0.2) | 1 (0.5) |
| Malignant neoplasm of intra-abdominal soft tissue | 1 (0.1) | 0 (0.0) | 1 (0.5) |
| 786 (100.0) | 591 (100.0) | 195 (100.0) | |
Values are presented as number (%).
GI: gastrointestinal.
In a total of 30,444 pediatric intussusception patients, 3,295 children had 3,481 surgeries for intussusception. Among 3,481 medical claim data in the national Health Insurance Review and Assessment Service database, 728/3,481 (20.9%) surgical cases had 786 accompanying diagnosis codes with the intussusception diagnosis code in 713/3,295 (21.6%) children.
Associated factors of pediatric intussusception in the first occurrence and in total occurrences
| Variable | First occurrence | Total occurrences (first occurrence plus post-discharge recurrence) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No. of cases | % | OR | 95% CI | No. of cases | % | OR | 95% CI | ||||||
| Age (yr) | |||||||||||||
| 0≤, <1 | 9,270 | 30.45 | Reference | 10,036 | 28.93 | Reference | |||||||
| 1≤, <2 | 10,035 | 32.96 | 0.65 | 0.61 | 0.70 | <0.0001 | 11,295 | 32.56 | 0.85 | 0.80 | 0.90 | <0.0001 | |
| 2≤, <3 | 5,991 | 19.68 | 0.62 | 0.57 | 0.67 | <0.0001 | 7,037 | 20.29 | 0.95 | 0.89 | 1.02 | 0.1581 | |
| ≥3 | 5,148 | 16.91 | 0.80 | 0.74 | 0.87 | <0.0001 | 6,320 | 18.22 | 1.27 | 1.19 | 1.36 | <0.0001 | |
| Sex | |||||||||||||
| Girls | 10,914 | 35.85 | Reference | 12,188 | 35.14 | Reference | |||||||
| Boys | 19,530 | 64.15 | 1.34 | 1.26 | 1.43 | <0.0001 | 22,500 | 64.86 | 1.32 | 1.26 | 1.39 | <0.0001 | |
| Season | |||||||||||||
| Spring (Mar to May) | 7,413 | 24.35 | Reference | 8,401 | 24.22 | Reference | |||||||
| Summer (Jun to Aug) | 8,782 | 28.85 | 0.92 | 0.85 | 0.99 | 0.0288 | 10,040 | 28.94 | 0.97 | 0.91 | 1.03 | 0.2908 | |
| Autumn (Sep to Nov) | 8,093 | 26.58 | 0.90 | 0.83 | 0.98 | 0.0113 | 9,233 | 26.62 | 0.98 | 0.91 | 1.04 | 0.4464 | |
| Winter (Dec to Feb) | 6,156 | 20.22 | 1.00 | 0.92 | 1.09 | 0.9640 | 7,014 | 20.22 | 1.03 | 0.96 | 1.10 | 0.4143 | |
| Type of hospital | |||||||||||||
| Hospital | 274 | 0.90 | 1.01 | 0.74 | 1.37 | 0.9630 | 297 | 0.86 | 0.84 | 0.65 | 1.10 | 0.2074 | |
| General hospital | 15,043 | 49.41 | Reference | 16,907 | 48.74 | Reference | |||||||
| Tertiary hospital | 15,127 | 49.69 | 1.08 | 1.02 | 1.14 | 0.0119 | 17,484 | 50.40 | 1.16 | 1.11 | 1.22 | <0.0001 | |
| Total cases | 30,444 | 100.00 | 34,688 | 100.00 | |||||||||
OR: odds ratio, CI: confidence interval, Mar: March, Jun: June, Aug: August, Sep: September, Nov: November, Dec: December, Feb: February.
OR and CI were analyzed using a multiple logistic regression model.
Associated factors of post-discharge recurrence and risks of surgical treatment in pediatric intussusception
| Variable | Total cases | Post-discharge recurrence | Surgery | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cases (n) | % | OR | 95% CI | Cases (n) | % | OR | 95% CI | |||||||
| Age (yr) | ||||||||||||||
| 0≤, <1 | 10,036 | 1,936 | 19.29 | Reference | 1,319 | 13.14 | Reference | |||||||
| 1≤, <2 | 11,295 | 2,313 | 20.48 | 1.08 | 1.01 | 1.16 | 0.0199 | 841 | 7.45 | 0.52 | 0.48 | 0.57 | <0.0001 | |
| 2≤, <3 | 7,037 | 1,650 | 23.45 | 1.28 | 1.19 | 1.38 | <0.0001 | 482 | 6.85 | 0.47 | 0.42 | 0.53 | <0.0001 | |
| ≥3 | 6,320 | 1,571 | 24.86 | 1.36 | 1.26 | 1.46 | <0.0001 | 839 | 13.28 | 0.98 | 0.89 | 1.07 | 0.6009 | |
| Sex | ||||||||||||||
| Girls | 12,188 | 2,254 | 18.49 | Reference | 1,085 | 8.90 | Reference | |||||||
| Boys | 22,500 | 5,216 | 23.18 | 1.30 | 1.23 | 1.37 | <0.0001 | 2.396 | 10.65 | 1.23 | 1.14 | 1.33 | <0.0001 | |
| Season | ||||||||||||||
| Spring (Mar to May) | 8,401 | 1,772 | 21.09 | Reference | 918 | 10.93 | Reference | |||||||
| Summer (Jun to Aug) | 10,040 | 2,195 | 21.86 | 1.04 | 0.97 | 1.12 | 0.2741 | 947 | 9.43 | 0.84 | 0.76 | 0.92 | 0.0003 | |
| Autumn (Sep to Nov) | 9,233 | 1,990 | 21.55 | 1.05 | 0.97 | 1.13 | 0.2127 | 849 | 9.20 | 0.80 | 0.73 | 0.89 | <0.0001 | |
| Winter (Dec to Feb) | 7,014 | 1,513 | 21.57 | 1.04 | 0.97 | 1.13 | 0.2806 | 767 | 10.94 | 0.98 | 0.88 | 1.08 | 0.6830 | |
| Specialization of clinic | ||||||||||||||
| Hospital | 297 | 45 | 15.15 | 0.68 | 0.49 | 0.94 | 0.0177 | 36 | 12.12 | 1.30 | 0.91 | 1.86 | 0.1435 | |
| General hospital | 16,907 | 3,424 | 20.25 | Reference | 1,616 | 9.56 | Reference | |||||||
| Tertiary hospital | 17,484 | 4,001 | 22.88 | 1.17 | 1.11 | 1.24 | <0.0001 | 1,829 | 10.46 | 1.10 | 1.02 | 1.18 | 0.0113 | |
| Post-discharge recurrence | ||||||||||||||
| No | 27,218 | 2,641 | 9.70 | Reference | ||||||||||
| Yes | 7,470 | 840 | 11.24 | 1.17 | 1.08 | 1.27 | 0.0002 | |||||||
| Surgery | ||||||||||||||
| No | 31,207 | 6,630 | 21.25 | Reference | ||||||||||
| Yes | 3,481 | 840 | 24.13 | 1.17 | 1.08 | 1.27 | 0.0002 | |||||||
| Total cases | 34,688 | 7,470 | 3,481 | |||||||||||
OR: odds ratio, CI: confidence interval, Mar: March, Jun: June, Aug: August, Sep: September, Nov: November, Dec: December, Feb: February.
OR and 95% CI were calculated using multiple logistic regression analysis.
Length of hospitalization and direct medical costs of childhood intussusception in South Korea
| Cases | % | No. of patients | Mean length of hospitalization (days) | Mean direct medical costs (KRW) | Mean direct medical costs (USD) | ||
|---|---|---|---|---|---|---|---|
| Total | 34,688 | 100.0 | 30,444 | 3.4 | 744,552 | 657.2 | |
| Treatment type, admission | |||||||
| Enema reduction and non-admission* | 3,940 | 11.4 | 3,734 | 1.2 | 238,660 | 210.6 | |
| Enema reduction and admission | 27,267 | 78.6 | 24,593 | 3.2 | 582,900 | 514.5 | |
| Surgical treatment and admission | 3,481 | 10.0 | 3,295 | 7.3 | 2,583,382 | 2,280.1 | |
| ICU admission | 33 | 0.1 | 33 | 9.8 | 5,338,540 | 4,711.9 | |
| Age (yr) | |||||||
| <3 | 28,368 | 81.8 | 25,296 | 3.3 | 717,980 | 633.7 | |
| 3≤, <18 | 6,320 | 18.2 | 5,686 | 3.6 | 863,822 | 762.4 | |
KRW: Korean won, USD: US dollars, ICU: intensive care unit.
In the present study, direct medical costs did not include non-insurance medical expenses such as ultrasound cost. Therefore, the real average medical cost of intussusception may be higher than that reported in our study.
*Non-admission included outpatient clinic visits and emergency department stays.
1 USD=1,133 KRW (exchange rate on November 15, 2018).