Descriptive analysis: Hospitalization, permanence, lethality, and expenses.
The IAM showed a significant increase in the number of hospitalizations in the last decade, with stability from the advent of the pandemic. As noted in Table 1, in 2011, a total of 81,446 hospitalizations were recorded nationwide, increasing to 132,614 in 2019. More specifically, in 2020, reaching 129,710 cases with a downward trend curve for 2021, which until April had a total of 30,737 cases, with a monthly average of 7,684 cases, 28.91% lower than the monthly average of 2020.
Observing the nominal values in relation to the population, there was an increase of 41.43 cases per 100,000 inhabitants in 2011 to 61.26 cases per 100,000 inhabitants in 2020, making a significant increase of 47.86% (Table 1).
Table 1
Historical series of IAM hospitalizations from 2011 to 2020 for every 100,000 inhabitants
Year
|
Admissions
|
Population
|
Percentage (%)
|
100 Habits
|
2011
|
81,446
|
196,589,921
|
0.04%
|
41.43
|
2012
|
85,309
|
198,310,734
|
0.04%
|
43.02
|
2013
|
87,462
|
200,033,072
|
0.04%
|
43.72
|
2014
|
96,068
|
201,752,062
|
0.05%
|
47.62
|
2015
|
101,539
|
203,462,824
|
0.05%
|
49.91
|
2016
|
108,527
|
205,160,483
|
0.05%
|
52.90
|
2017
|
114,053
|
206,840,164
|
0.06%
|
55.14
|
2018
|
120,436
|
208,496,988
|
0.06%
|
57.76
|
2019
|
132,614
|
210,126,079
|
0.06%
|
63.11
|
2020
|
129,710
|
211,722,560
|
0.06%
|
61.26
|
Observing the historical series of IAM hospitalizations by state of the Brazilian federation, the general behavior of Brazil was repeated in all regions, without exceptions, thus demonstrating the evident increase in prevalence, considering the data presented in Figure 1.
Although the history of hospitalizations from IAM with the Brazilian Unified Health System shows a significant increase, the rate of permanence of hospitalized patients is within a range of little elasticity. As shown in Graph 2, in 2011, the rate of permanence of hospitalized patients with IAM was 6.72 days on average, reaching a period of 7.60 days in 2018, with a decrease from 2020, which has an average of 6.92 days, and 5.51 in 2021 (data until April).
When observing this historical series of permanence by the states of Brazilian Federation, the general data for the country are presented differently across the states. Thus, Mato Grosso do Sul, Paraná, Roraima, and Sergipe are increasing throughout the study period. All other states follow the national trend and show a reduction in the length of stay from 2020 to 2021. Table 2 presents in blue the periods of increasing permanence, and in yellow, the periods of decreasing permanence.
Table 2
Historical series of average rate of IAM permanence by states of the Federation from 2011 to April 2021
States
|
2011
|
2015
|
2019
|
2020
|
*2021
|
Acre
|
7. 22
|
11. 86
|
9. 51
|
7. 38
|
6. 65
|
Alagoas
|
6. 54
|
7. 25
|
8. 76
|
9. 37
|
6. 80
|
Amapá
|
8. 43
|
8. 52
|
8. 31
|
8. 38
|
3. 65
|
Amazon
|
8. 54
|
10. 83
|
11. 57
|
10. 90
|
9. 66
|
Bahia
|
8. 77
|
9. 95
|
8. 66
|
8. 29
|
7. 03
|
Ceará
|
6. 97
|
8. 35
|
8. 25
|
10. 48
|
7. 89
|
Federal District
|
16. 70
|
11. 87
|
12. 24
|
14. 20
|
10. 78
|
Holy Spirit
|
7. 82
|
7. 90
|
7. 77
|
5. 91
|
4. 66
|
Goias
|
4. 34
|
4. 51
|
4. 84
|
5. 47
|
4. 75
|
Marana
|
4. 79
|
9. 10
|
11. 35
|
10. 86
|
8. 23
|
Mato Grosso
|
6. 13
|
7. 92
|
6. 40
|
6. 28
|
5. 24
|
Mato Grosso do Sul
|
4. 67
|
5. 00
|
5. 87
|
6. 30
|
6. 58
|
Minas Gerais
|
6. 59
|
6. 59
|
7. 27
|
7. 03
|
5. 98
|
Stop
|
6. 01
|
6. 94
|
7. 23
|
8. 55
|
3. 85
|
Paraiba
|
4. 60
|
4. 35
|
6. 02
|
7. 08
|
5. 60
|
Paraná
|
4. 36
|
4. 72
|
5. 08
|
4. 94
|
5. 46
|
Pernambuco
|
7. 73
|
9. 52
|
11. 11
|
10. 09
|
10. 50
|
Piaui
|
4. 44
|
6. 45
|
6. 55
|
4. 10
|
2. 00
|
Rio de Janeiro
|
9. 76
|
12. 25
|
13. 26
|
11. 60
|
8. 85
|
Rio Grande do Norte
|
8. 21
|
9. 48
|
10. 25
|
8. 52
|
7. 74
|
Rio Grande do Sul
|
6. 40
|
6. 98
|
7. 75
|
7. 56
|
6. 80
|
Rondonia
|
4. 80
|
6. 95
|
9. 42
|
9. 63
|
7. 49
|
Roraima
|
7. 17
|
7. 95
|
10. 22
|
12. 25
|
12. 76
|
Santa Catarina
|
6. 90
|
8. 08
|
6. 60
|
8. 24
|
5. 40
|
Sao Paulo
|
9. 13
|
9. 63
|
9. 49
|
8. 84
|
7. 43
|
Sergipe
|
5. 33
|
6. 70
|
10. 38
|
10. 77
|
11. 31
|
Tocantins
|
5. 24
|
5. 68
|
6. 13
|
5. 62
|
2. 10
|
* Corresponding to data until April 2021 |
Among the probable explanations of the relevant differences between the states of the Brazilian Federation, the structural differences in resources for health care and care protocols represent the central hypothesis.12
Regarding the IAM lethality, COVID-19 promoted a significant increase in mortality worldwide;15 in addition to the increase of deaths from the pandemic, several countries also observed a significant increase in deaths from cardiovascular diseases.15 The lethality of IAM decreased from 2011 (14.77%) to 2019 (10.69%), with percentage stability in 2020 (10.69%) and a small increase in 2021 (January to April: 11.15%). Among the probable hypotheses, the historical decrease followed by stability and the small post-COVID-19 increase, it is possible to highlight the decrease or delay of the population’s demand for assistance in cases of lower severity, as well as the dedicated allocation of health structures for exclusively COVID-19 cases in 2020 and 2021. Graph 3 shows the historical series of IAM mortality rates from 2011 to April 2021.
When observing this historical series of the IAM mortality rate, one can notice a historical decrease in lethality in almost all states from 2011 to 2019, except for Ceará, Maranhão, and Paraíba. By descriptively analyzing the pre- and post-COVID-19 period, it is possible to identify that most states, following national trends, had a small worsening of lethality from 2020, whose statistical analysis is presented in the article. The state-specific data are shown in Table 3.
Table 3
Historical series of IAM lethality rate by states of the Federation from 2011 to April 2021
States
|
2011
|
2015
|
2019
|
2020
|
*2021
|
Acre
|
27.70%
|
22.75%
|
19.67%
|
15.78%
|
30.36%
|
Alagoas
|
19.62%
|
17.13%
|
16.01%
|
13.41%
|
19.81%
|
Amapá
|
6.19%
|
17.69%
|
9.77%
|
14.79%
|
6.67%
|
Amazon
|
10.72%
|
10.41%
|
10.51%
|
12.57%
|
7.00%
|
Bahia
|
13.81%
|
12.23%
|
10.59%
|
11.30%
|
10.82%
|
Ceará
|
10.26%
|
12.73%
|
13.67%
|
13.69%
|
11.21%
|
Federal District
|
9.84%
|
11.78%
|
3.58%
|
3.42%
|
4.04%
|
Holy Spirit
|
12.84%
|
8.57%
|
5.60%
|
7.17%
|
5.95%
|
Goias
|
11.97%
|
11.98%
|
8.92%
|
8.12%
|
7.26%
|
Maranhao
|
13.08%
|
15.32%
|
12.15%
|
15.24%
|
16.60%
|
Mato Grosso
|
19.81%
|
13.96%
|
10.67%
|
8.73%
|
8.67%
|
Mato Grosso do Sul
|
14.62%
|
13.33%
|
11.71%
|
9.43%
|
11.76%
|
Minas Gerais
|
10.20%
|
9.32%
|
8.11%
|
8.16%
|
7.55%
|
Stop
|
16.81%
|
14.23%
|
12.02%
|
10.18%
|
11.16%
|
Paraiba
|
18.36%
|
8.32%
|
11.51%
|
20.27%
|
17.35%
|
Paraná
|
13.47%
|
13.17%
|
10.93%
|
11.26%
|
10.55%
|
Pernambuco
|
12.00%
|
10.24%
|
9.91%
|
9.81%
|
10.88%
|
Piaui
|
14.53%
|
9.29%
|
7.17%
|
6.47%
|
4.94%
|
Rio de Janeiro
|
14.05%
|
15.06%
|
12.28%
|
11.86%
|
13.47%
|
Rio Grande do Norte
|
15.82%
|
13.36%
|
9.65%
|
8.47%
|
9.70%
|
Rio Grande do Sul
|
11.24%
|
10.20%
|
8.45%
|
7.50%
|
8.97%
|
Rondonia
|
20.84%
|
15.71%
|
10.85%
|
10.53%
|
8.81%
|
Roraima
|
24.91%
|
13.91%
|
12.41%
|
8.99%
|
15.03%
|
Santa Catarina
|
10.37%
|
9.23%
|
8.62%
|
8.69%
|
10.59%
|
Sao Paulo
|
13.10%
|
11.85%
|
9.54%
|
9.69%
|
9.31%
|
Sergipe
|
16.64%
|
14.16%
|
12.15%
|
10.67%
|
15.25%
|
Tocantins
|
15.82%
|
12.80%
|
12.09%
|
12.56%
|
7.31%
|
* Corresponding to data until April |
Regarding the amounts spent by public health, in the period from January 2011 to April 2021, there was a total sum of over 762 million dollars,11,13 of which 12.04% were allocated to elective cases and 87.96% to cases classified as urgency or emergency. The amounts allocated for IAM can be considered relevant to the reality of public health in the country. Graph 4 thus shows the historical series of the amounts spent on IAM in the Brazilian public health year by year.
During this period, the average payment ticket for IAM went from US$ 598.78 in 2011 to US$ 707.05 in 2021, representing a nominal growth of 18.08%. The average period ticket is shown in Graph 5.
If we consider the health price adjustment index in the Brazilian market (IPCA Saúde) during the same period, there is an adjustment of 88.12%,2,11 as shown in Graph 6.
When relating the average ticket to the Health IPCA during the same period, it is observed that although in nominal terms, the average ticket represents an increase of 18.08%, in real terms, when considering the price adjustment indexes of the same period, there is a relevant reduction of 70.04% in the average ticket of IAM visits from 2011 to April 2021. This percentage mismatch in time can be explained by two main hypotheses: the first and most likely is due to the chronic sub-financing of the Brazilian health system,4 the focus of many markets research analysis;6,22 the second is due to the improvement of care conditions, technologies, and care protocols.
COVID-19 impact analysis
To analyze the impact of COVID-19 on IAM, a total of 124 months from January 2011 to April 2021 were analyzed. The initial 111 months were considered as the pre-COVID-19 period, from January 2011 to March 2020, and 13 months later as the COVID-19 period, from April 2020 to April 2021.
Hospitalizations per 100,000 inhabitants had a median of 92.45 (77.68–106.98) monthly hospitalizations, with a minimum value of 36.72 in April 2021, and a maximum of 129.54 in July 2019. In the comparison between the periods, there was a historical increase in hospitalizations until 2020 (Table 1). In the analysis of ITS, the trend of hospitalizations in the pre-COVID-19 period was in an increasing curve of 0.519 (p < 0.001) monthly hospitalizations, which underwent a trend change of -4.648 (p < 0.001) after the beginning of the COVID-19 period, as observed in Tables 2 and 3 and Figure 2, evidencing, therefore, that IAM in attention to COVID-19 generated a decrease in IAM hospitalizations, in relation to the growth trend of cases before the pandemic.
Table 4
Comparison between the periods
|
Pre-COVID-19 Period (SD, IQR)
|
COVID-19 period (SD, IQR)
|
p-value
|
Admissions per 100,000 inhabitants
|
91.09 (77.40-106.56)
|
109.17 (94.11-118.32)
|
0.04
|
Length of stay (days)
|
7.20 (0.54)
|
6.40 (1.14)
|
0.03
|
Lethality rate (%)
|
12.69 (1.71)
|
11.02 (1.78)
|
0.001
|
Average Ticket
|
450.30 (380.17-514.74)
|
500.70 (464.44-583.51)
|
0.01
|
SD. Standard deviation; IQR. Interquartile range. |
The mean length of stay due to IAM throughout the period was 7.11 (DS; 0.67) days, with a minimum value of 3.54 days in April 2021, and a maximum value of 8.83 days in August 2018. The mean length of stay was reduced by 0.80 (p = 0.03) when comparing the COVID-19 period with the pre-COVID-19 period (Table 4). In the initial period, the average length of stay was 6.78 days with a monthly increase trend of 0.007 days (p = 0.001). After the beginning of the COVID-19 period, there was a change in the trend, resulting in a negative slope of -0.157 (p = 0.005) (Table 5).
Table 5
Interrupted time series analysis.
|
Pre-COVID-19 Period Coefficient
|
Pre-COVID-19 Period Slope
|
p-value
|
Level Change
|
p-value
|
Slope Change
|
p-value
|
Admissions per 100,000 inhabitants
|
64.52
|
0.519
|
<0.001
|
-9.228
|
0.155
|
-4.648
|
<0.001
|
Lenght of stay (days)
|
6.78
|
0.007
|
0.001
|
-0.387
|
0.337
|
-0.157
|
0.005
|
Lethality rate (%)
|
14.87
|
-0.039
|
<0.001
|
1.445
|
0.062
|
-0.097
|
0.343
|
Average Ticket (BRL)
|
380.96
|
1.510
|
0.002
|
-41.441
|
0.600
|
-0.114
|
0.991
|
The lethality rate averaged 12.49% (DS; 1.78) in the accumulated period, with the lowest value of 8.98% in September 2019, and a higher value of 16.28% in June 2012. The lethality rate decreased from 12.69–11.02% compared to that during the pre-COVID-19 period (Table 3). In the STI analysis, the lethality rate suffered a monthly decrease of -0.039 percentage points from the beginning, remaining with a similar trend and throughout the period studied (Table 4); thus, there was no significant change in lethality, although the first four months of 2021 presented a small increase (Graph 3).
The average ticket exercised by the hospitals had a median of US$ 457.23 (IQR: 387.30-525.46) during the study period. The lowest amount was US$ 276.81 in December 2011, and the maximum amount was US$ 906.17 in October 2018. The analysis did not demonstrate relevant impacts on this variable due to COVID-19, confirming the economic analyses already presented in the research.
Upper left graph. Monthly IAM admissions per 100,000 inhabitants. Upper right graph. Monthly mean length of stay in days. Lower left graph. Monthly percent IAM lethality rate. Lower right graph. Monthly average ticket in US$ dollars
Open dots represent pre-COVID-19 period monthly data, and black solid dots represent the COVID-19 period. The dashed line illustrates monthly trends. The vertical solid line represents the time interruption between the periods.