| Literature DB >> 32188901 |
Maria Moitinho de Almeida1, Benjamin-Samuel Schlüter2,3, Joris Adriaan Frank van Loenhout2, Sunil Singh Thapa4, K C Kumar5, Ravikant Singh6, Debarati Guha-Sapir2, Deepak Prakash Mahara4.
Abstract
Literature on earthquake impact on hospital admissions is lacking, particularly in low-resource settings. Our aim was to study the pattern of admissions before and after the 2015 earthquake in a tertiary hospital in Nepal. We used routine hospital data from 9,596 admissions, and defined four periods: pre-earthquake (pre-EQ), acute (EQ1), post-acute (EQ2), and post-earthquake (post-EQ). We compared length of hospital stay (LOS) across the study periods using negative binomial regressions. We used logistic regressions to study changes in probability of admission for diagnostic categories, and Generalized Additive Models to model the difference in number of admissions compared to pre-EQ baseline. LOS was longer in EQ1 than during pre-EQ, in particular for injury-related admissions. In EQ1, the odds of injury admissions increased, while they decreased for the majority of other diagnoses, with the odds of pregnancy-related admissions remaining low until post-EQ. The number of admissions dropped in EQ1 and EQ2, and returned to pre-EQ trends in post-EQ, accumulating 381 admissions lost (CI: 206-556). Our findings suggest that hospital disaster plans must not only foresee injury management after earthquakes, but also ensure accessibility, in particular for pregnant women, and promote a quick return to normality to prevent additional negative health outcomes.Entities:
Mesh:
Year: 2020 PMID: 32188901 PMCID: PMC7080816 DOI: 10.1038/s41598-020-61901-7
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Evolution of number of admissions over time and smoothing trend. The smoothing curve is a local polynomial regression with span 0.5, where local regressions used to produce the curve incorporate 50% of the total nearest data points. The shaded area corresponds to the 95% confidence interval of the local polynomial regression. Red dots correspond to Saturdays, the weekly non-working day in Nepal. Dashed lines delimit different periods: pre-earthquake (pre-EQ), acute earthquake (EQ1), post-acute earthquake (EQ2), post-earthquake (post-EQ).
Absolute and relative frequency of admissions by earthquake period, diagnostic category, sex, and age group.
| All periods, N (%) | pre-EQ, N (%) | EQ1, N (%) | EQ2, N (%) | post-EQ, N (%) | ||
|---|---|---|---|---|---|---|
| ICD-10 category | Perinatal conditions | 136 (1.5) | 44 (1.9) | 13 (1.2) | 6 (0.5) | 73 (1.7) |
| Infectious and parasitical diseases | 352 (4.0) | 89 (3.8) | 22 (2.1) | 46 (4.1) | 195 (4.6) | |
| Congenital conditions | 110 (1.2) | 20 (0.9) | 3 (0.3) | 10 (0.9) | 77 (1.8) | |
| Blood forming organ and immune system diseases | 120 (1.4) | 28 (1.2) | 9 (0.9) | 23 (2.0) | 60 (1.4) | |
| Diseases of the circulatory system | 408 (4.6) | 99 (4.2) | 50 (4.8) | 54 (4.7) | 205 (4.8) | |
| Diseases of the digestive system | 954 (10.8) | 266 (11.3) | 58 (5.5) | 136 (12.0) | 494 (11.6) | |
| Diseases of the ear and mastoid process | 128 (1.4) | 38 (1.6) | 8 (0.8) | 18 (1.6) | 64 (1.5) | |
| Genitourinary diseases | 879 (10.0) | 282 (11.9) | 45 (4.3) | 100 (8.9) | 452 (10.6) | |
| Musculoskeletal and connective tissue diseases | 109 (1.2) | 15 (0.6) | 5 (0.5) | 12 (1.1) | 77 (1.8) | |
| Neurological diseases | 217 (2.5) | 40 (1.7) | 24 (2.3) | 25 (2.2) | 128 (3.0) | |
| Respiratory diseases | 899 (10.2) | 297 (12.6) | 78 (7.4) | 115 (10.2) | 409 (9.6) | |
| Skin and subcutaneous diseases | 123 (1.4) | 47 (2.0) | 5 (0.5) | 17 (1.5) | 54 (1.3) | |
| Endocrine, nutritional and metabolic diseases | 256 (2.9) | 62 (2.6) | 18 (1.7) | 36 (3.2) | 140 (3.3) | |
| Contact with health services | 902 (10.2) | 210 (8.9) | 125 (11.9) | 119 (10.5) | 448 (10.5) | |
| Injuries and other external causes | 1284 (14.6) | 263 (11.1) | 405 (38.5) | 160 (14.2) | 456 (10.7) | |
| Mental and behavioural disorders | 202 (2.3) | 52 (2.2) | 29 (2.8) | 27 (2.4) | 94 (2.2) | |
| Neoplasms | 424 (4.8) | 107 (4.5) | 21 (2.0) | 64 (5.7) | 232 (5.4) | |
| Pregnancy, childbirth and the puerperium | 1061 (12.0) | 326 (13.8) | 120 (11.4) | 125 (11.1) | 490 (11.5) | |
| Other not elsewhere classified | 186 (2.1) | 56 (2.4) | 14 (1.3) | 21 (1.9) | 95 (2.2) | |
| Age | 0–4 years | 770 (8.0) | 206 (8.7) | 64 (6.1) | 81 (7.2) | 360 (8.4) |
| 5–14 years | 889 (9.3) | 215 (9.1) | 99 (9.4) | 92 (8.1) | 409 (9.6) | |
| 15–49 years | 5555 (57.9) | 1353 (57.3) | 633 (60.1) | 651 (57.6) | 2512 (58.8) | |
| ≥ 50 years | 2379 (24.8) | 589 (24.9) | 257 (24.4) | 306 (27.1) | 990 (23.2) | |
| Sex | Male | 4178 (43.6) | 1001 (42.4) | 443 (42.1) | 502 (44.4) | 1864 (43.6) |
| Female | 5416 (56.4) | 1362 (57.6) | 610 (57.9) | 628 (55.6) | 2407 (56.4) | |
| Total |
ICD-10 category names are simplified from their original designations for readability. Sums do not always add up due to missing values. pre-EQ: pre-earthquake period; EQ1: acute earthquake period; EQ2: post-acute earthquake period; post-EQ: post-earthquake period; ICD-10: international classification of diseases, 10th revision.
Central tendency and dispersion statistics for length of hospital stay. All values shown are in days. sd: standard deviation.
| Period | Mean (sd) | Median | Range (minimum-maximum) | Interquartile range |
|---|---|---|---|---|
| Pre-EQ | 7.05 (8.30) | 5 | 0–110 | 3–8 |
| EQ1 | 9.80 (12.46) | 5 | 0–106 | 3–12 |
| EQ2 | 7.49 (8.88) | 5 | 0–87 | 3–9 |
| Post-EQ | 7.58 (9.58) | 5 | 0–175 | 3–9 |
Measures of association of ICD-10 Category.
| ICD-10 Category | aOR (95% CI) | se | p-value | aOR (95% CI) | se | p-value | aOR (95% CI) | se | p-value | |
|---|---|---|---|---|---|---|---|---|---|---|
| Perinatal conditions | Ref | 0.66 (0.35–1.23) | 0,21 | 0.190 | 0.28 (0.12–0.66) | 0,12 | 0.004** | 0.91 (0.63–1.33) | 0,18 | 0.642 |
| Infectious and parasitical diseases | Ref | 0.56 (0.35–0.89) | 0,13 | 0.015* | 1.09 (0.76–1.57) | 0,2 | 0.643 | 1.22 (0.94–1.57) | 0,16 | 0.135 |
| Congenital conditions | Ref | 0.36 (0.11–1.22) | 0,22 | 0.099 | 1.11 (0.52–2.40) | 0,44 | 0.781 | 2.16 (1.31–3.55) | 0,55 | 0.002** |
| Blood forming organ and immune system diseases | Ref | 0.71 (0.33–1.52) | 0,27 | 0.379 | 1.74 (1.00–3.03) | 0,49 | 0.051 | 1.19 (0.76–1.87) | 0,27 | 0.456 |
| Disease of the circulatory system | Ref | 1.16 (0.81–1.65) | 0,21 | 0.411 | 1.09 (0.78–1.54) | 0,19 | 0.610 | 1.18 (0.92–1.52) | 0,15 | 0.184 |
| Disease of the digestive system | Ref | 0.45 (0.34–0.61) | 0,07 | <0.001*** | 1.05 (0.84–1.31) | 0,12 | 0.688 | 1.03 (0.88–1.21) | 0,08 | 0.737 |
| Diseases of the ear and mastoid process | Ref | 0.46 (0.21–0.98) | 0,18 | 0.045* | 1.05 (0.59–1.85) | 0,31 | 0.880 | 0.90 (0.60–1.35) | 0,19 | 0.607 |
| Genitourinary diseases | Ref | 0.32 (0.24–0.45) | 0,05 | <0.001*** | 0.70 (0.55–0.90) | 0,09 | <0.001*** | 0.87 (0.74–1.02) | 0,07 | 0.085 |
| Musculoskeletal and connective tissue diseases | Ref | 0.74 (0.27–2.04) | 0,38 | 0.559 | 1.68 (0.78–3.61) | 0,66 | 0.183 | 2.84 (1.63–4.94) | 0,81 | <0.001*** |
| Neurological diseases | Ref | 1.40 (0.84–2.33) | 0,36 | 0.200 | 1.32 (0.80–2.20) | 0,34 | 0.277 | 1.80 (2.26–2.58) | 0,33 | 0.001** |
| Respiratory diseases | Ref | 0.57 (0.43–0.74) | 0,07 | <0.001*** | 0.77 (0.61–0.97) | 0,09 | 0.029* | 0.73 (0.62–0.86) | 0,06 | <0.001*** |
| Skin and subcutaneous diseases | Ref | 0.23 (0.09–0.59) | 0,11 | 0.002** | 0.75 (0.43–1.31) | 0,21 | 0.313 | 0.62 (0.42–0.92) | 0,13 | 0.019* |
| Endocrine, nutritional and metabolic diseases | Ref | 0.64 (0.38–1.10) | 0,17 | 0.107 | 1.18 (0.78–1.80) | 0,25 | 0.438 | 1.31 (0.96–1.78) | 0,2 | 0.084 |
| Contact with Health Services | Ref | 1.47 (1.14–1.89) | 0,19 | 0.003** | 1.31 (1.02–1.69) | 0,17 | 0.038* | 1.23 (1.03–1.48) | 0,11 | 0.024* |
| Injuries and other external causes | Ref | 5.33 (4.44–6.40) | 0,5 | <0.001*** | 1.32 (1.07–1.64) | 0,14 | 0.011* | 0.94 (0.80–1.11) | 0,08 | 0.456 |
| Mental and behavioural Disorders | Ref | 1.21 (0.76–1.92) | 0,29 | 0.418 | 1.05 (0.65–1.68) | 0,25 | 0.852 | 0.97 (0.69–1.37) | 0,17 | 0.860 |
| Neoplasms | Ref | 0.43 (0.27–0.69) | 0,1 | <0.001*** | 1.22 (0.88–1.69) | 0,2 | 0.225 | 1.26 (0.99–1.59) | 0,15 | 0.060 |
| Pregnancy, childbirth and the puerperium | Ref | 0.74 (0.59–0.94) | 0,09 | 0.012* | 0.75 (0.60–0.95) | 0,09 | 0.016* | 0.77 (0.65–0.90) | 0,06 | <0.001*** |
| Other not elsewhere classified | Ref | 0.59 (0.33–1.06) | 0,18 | 0.080 | 0.81 (0.49–1.34) | 0,21 | 0.410 | 0.94 (0.67–1.32) | 0,16 | 0.716 |
*p < 0.05; **p < 0.01; ***p < 0.001. aOR: adjusted odds ratio; CI: Confidence Interval; se: standard error; Ref: Reference category.
Each ICD-10 category is compared to all other categories combined. Only ICD-10 categories with more than 70 observations are included. We removed the variable age group for diagnostic category “perinatal conditions” (concerning only children aged 0–4 years), and the sex variable for pregnancy-related conditions (concerning only females). The number of observations included was n = 8817. The ICD-10 category names presented are simplified from the original denomination for readability. Also for readability concerns we are not showing aOR for sex and age groups, although these variables have been adjusted for. A full table can be consulted in Supplementary Table S3.
Figure 2Difference of daily hospital admissions, compared to baseline pre-EQ median. The line and shade represent the predicted values resulting from our model and their 95% confidence interval. Diff. = Difference; pre-eq= pre-earthquake period from March 15th to April 24th 2015.
Figure 3Daily admissions due to injury in all periods. Dashed lines differentiate earthquake periods. pre-EQ: pre-earthquake period (from March 15th to April 24th); EQ1: acute earthquake period (from April 25th to May 15th); EQ2: post-acute earthquake period (from May 16th to June 5th); post-EQ: post-earthquake period (from June 6th to August 17th).