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Journal of Clinical Medicine logoLink to Journal of Clinical Medicine
. 2021 Jan 10;10(2):223. doi: 10.3390/jcm10020223

Epidemiology of Anterior Cruciate Ligament Reconstruction Surgery in Italy: A 15-Year Nationwide Registry Study

Umile Giuseppe Longo 1,*, Kanto Nagai 2, Giuseppe Salvatore 1, Eleonora Cella 3, Vincenzo Candela 1, Francesca Cappelli 1, Massimo Ciccozzi 3, Vincenzo Denaro 1
PMCID: PMC7826510  PMID: 33435155

Abstract

There remains little information on the epidemiology of anterior cruciate ligament reconstruction (ACL-R), therefore, we performed an epidemiological evaluation on the ACL-R procedures performed in Italy from 2001 to 2015 to highlight potential disparities in access to healthcare. The National Hospital Discharge records (SDO) maintained at the Italian Ministry of Health were analyzed from 2001 to 2015; 248,234 ACL-Rs were performed in Italy over the 15-year study period in the adult population (starting from 15 years old), and the incidence rate per year in 100,000 persons ranged from 21.70 to 33.60 over the study period. The overall male/female ratio was 4.54. The length of hospitalization ranged from four days in 2001 to two days in 2015. Italy is historically divided into north, center, and south regions, and more than half of ACL-R surgery was performed in the north (67.2%); 95.2% of ACL-Rs were underwent in public institutions. The predicted model projected a slight growth in the number of ACL-Rs in the next 10 years (2016–2025). The number of ACL-R procedures increased in the adult population from 2001 to 2015. The ACL-R procedures were concentrated in the north of Italy, suggesting that efforts on regionalization of ACL-Rs should turn toward improving quality in hospitals in the south of Italy.

Keywords: anterior cruciate ligament, epidemiology, registry, surgery, prevalence, reconstruction

1. Introduction

The anterior cruciate ligament (ACL) is one of the most commonly injured ligaments of the knee [1], and ACL reconstruction (ACL-R) is widely accepted as the treatment of choice for individuals with functional instability due to ACL deficiency [2]. The literature on ACL-R has focused primarily on individual practice patterns, choice of graft type, surgical approach, and other technical aspects of the procedure [3,4]. Although the reports from large registry databases and a long-term cohort study have shown that the incidence of ACL-R procedures increased in the US [3,5,6] and other countries [5,6,7,8], there remains little information on the epidemiology of ACL-Rs. One of the founding principles of the Italian National Health Service (NHS) is fairness in access to healthcare. The Italian NHS is free to patients at the point of use. By evaluating national databases, which provide an overview of the epidemiological models of a disease, allowing through statistical inference to analyze the entire general population, we can better understand the epidemiological models of ACL-R procedures in Italy. In this way, we will be able to improve treatment strategies and health service planning in order to improve patients’ quality of life.

Therefore, the aim of the present study was (1) to perform an epidemiological evaluation on the ACL-R procedures performed in Italy from 2001 to 2015 and (2) to highlight potential disparities in access to healthcare in Italy and patients’ necessity to migrate among regions in order to obtain it by analyzing the national hospital discharge record (SDO) data of the Italian Ministry of Health.

2. Material and Methods

Data from national hospital discharge records (SDO) maintained at the Italian Ministry of Health for ACL repair (ICD-9-CM 81.45 or 81.43) from 2001 to 2015 were collected to perform this investigation (all data typologies contained in SDO’s related to ACL repair are shown in supplementary Table S1).

Since the Italian Ministerial Decree of 28 December 1991, SDO is the ordinary instrument for the collection of each patient’s information, derived from all Italian public and private hospitalization facilities. SDO contains anonymous data, including the patient’s age (evaluated in the ISTAT age group), sex, census region (region of residence), the region of hospitalization, length of hospitalization, public or private reimbursement, and diagnosis.

The Italian Ministry of Health has defined the mode of transmission of this information: each public or private hospital compiles the SDOs from the medical records of the patients discharged. Subsequently, on a monthly basis, each facility sends the data to the region. After carrying out the necessary checks, the region sends the data to the Ministry of Health within 45 days.

The ICD-9-CM is an international system of classification of diagnoses and surgical and diagnostic-therapeutic procedures. It is used in the SDOs to code the corresponding information.

In this study, ACL surgery reconstruction was defined by the combination of the following ICD-9-CM codes:

  • Diagnosis Code: 717.83 (old disruption of anterior cruciate ligament)

  • Surgical Treatment Code: 81.45 (other repair of the cruciate ligaments) or 81.43 (triad knee repair).

The annual number of ACL repairs in the whole Italian population was calculated by analyzing the incidence rates, using the annual population size obtained from ISTAT (National Institute for Statistics). ISTAT divides the whole population into age classes starting at age 0 and ending at age 100+. Each class comprises five years (such as 0–4 years old, 5–9 years old, and so forth). So even though this study analyzes the adult population, data from those whose age was 15 years or older were included in the present study (starting from the age group 15–19 years old). The age group 0–14 years old was included in the pediatric and young adult population [9].

Therefore, considering this way of census and the frequency of data updating, the high information content allows the performance of important clinical-epidemiological analyses to evaluate the effectiveness of the assistance provided and potential health planning interventions [9,10,11,12,13].

2.1. Region of Hospitalization and Domicile of the Patients, Public or Private Surgery

A descriptive statistic to evaluate patients’ census region, the region of hospitalization, and region where surgery was performed. Procedures performed on patients residing in the same region of hospitalization were defined as regional surgeries. Procedures performed on patients not living in the same region of hospitalization were defined as extra-regional surgeries. The Italian regions were divided into three macro-regions: north, center, and south (Figure 1).

Figure 1.

Figure 1

Percentage of ACL-Rs in Italian macro-regions.

The north includes the regions of the northwest (Liguria, Lombardy, Piedmont, and Aosta Valley) and those of the northeast (Emilia–Romagna, Friuli–Venezia Giulia, Trentino—South Tyrol, Veneto). The center includes the regions of Lazio, Marche, Tuscany, and Umbria. The south includes the regions of southern Italy (Abruzzo, Basilicata, Calabria, Campania, Molise, and Apulia) and the islands (Sardinia and Sicily).

Descriptive statistical analyses were used to calculate the annual number of ACL reconstruction in the whole Italian population. Incidence rates were calculated using the annual adult population size obtained from ISTAT.

2.2. Projection

Projection of the trend in the number of ACL repairs in the next 10 years (2016–2025) was performed using the forecast function in Excel (Microsoft) software, including age and gender as variables. The data were treated as a time series, since they represent a set of data points that are measured at successive and uniformly spaced time intervals, in accordance with relevant guidelines and regulations. The forecasting function in the Excel software is based on linear regression. Linear regression is a linear approach to modelling the relationship between a dependent variable and one or more independent variables. Linear regression is the first type of regression analysis model that has been commonly used in the studies. It can easily fit the historical data and fit a predictive model to an observed data set better than other methods.

2.3. Cost Analysis

Analyses of ACL-R costs were based on the costs ascribed to diagnosis-related groups (DRGs) according to the ministerial decree (27 January 2010).

3. Results

3.1. Region of Hospitalization and Domicile of the Patients, Public or Private Surgery

There were 248,234 ACL-Rs performed in Italy during the study period. All of the epidemiological characteristics are described in Table 1.

Table 1.

Data on demographics.

2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 TOTAL
Total population ≥ 15
year old (ISTAT
database)
48,884,353 49,172,932 49,697,896 50,206,663 50,467,775 50,809,387 51,252,247 51,513,562 51,862,391 52,003,159 51,068,990 51,336,889 52,334,535 52,412,490 52,383,692 765,406,961
Number of hospitalizations 10,607 12,568 13,696 14,917 15,884 16,438 17,033 18,220 18,637 18,482 18,954 18,658 18,200 18,337 17,603 248,234
Male 8716 10,348 11,296 12,235 13,105 13,442 14,227 15,048 15,331 15,098 15,507 15,416 14,627 14,852 14,142 203,390
Female 1891 2220 2400 2682 2779 2996 2806 3172 3306 3384 3447 3242 3573 3485 3461 44,844
Male/female ratio 4.61 4.66 4.71 4.56 4.72 4.49 5.07 4.74 4.64 4.46 4.50 4.76 4.09 4.26 4.09 4.54
Region of hospitalization
North 7622 8518 9387 10,160 10,702 11,032 11,269 12,107 12,558 12,233 12,506 12,348 12,063 12,065 12,207 166,777 67.2%
Center 1647 2197 2338 2531 2690 2623 2701 2549 2535 2533 2594 2619 2629 2977 2565 37,728 15.2%
South 1338 1853 1971 2226 2492 2783 3063 3564 3544 3716 3854 3691 3508 3295 2831 43,729 17.6%
Domicile of hospitalized patients
From the north 7258 7991 8745 9427 9940 10,190 10,268 11,132 11,554 11,341 11,380 11,294 11,063 11,158 11,300 154,041 62.2%
From the center 1599 2229 2415 2655 2890 2885 3087 3013 2914 2849 2915 2977 2764 2850 2619 40,661 16.4%
From the south 1737 2321 2508 2800 3023 3325 3620 4026 4124 4255 4612 4336 4320 4277 3632 52,916 21.4%
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 TOTAL
Incidence of surgeries performed per 100,000 inhabitants 21.70 25.56 27.56 29.71 31.47 32.35 33.23 35.37 35.94 35.54 37.11 36.34 34.78 34.99 33.60 32.43
Public hospitalizations per 100,000 inhabitants 21.14 24.45 26.46 28.17 29.77 30.68 31.66 33.62 34.04 33.78 35.21 34.58 32.87 33.42 32.16 30.88
Private hospitalizations per 100,000 inhabitants 0.56 1.11 1.09 1.54 1.70 1.67 1.57 1.75 1.88 1.74 1.91 1.76 1.91 1.57 1.44 1.55
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 TOTAL
Hospitalization length (days) 4.98 4.35 3.97 3.67 3.42 3.28 3.08 2.92 2.81 2.70 2.58 2.43 2.31 2.15 2.09 3.00

The total male/female ratio was 4.54, whereas the macro region of hospitalization was primarily the north of Italy with 67.2% of the surgeries. The median length of hospitalization ranged from 4.98 days in 2001 to 2.09 days in 2015. The cumulative period of incidence was 32.43 ACL-Rs for every 100,000 Italian adult inhabitants (Figure 2).

Figure 2.

Figure 2

(A) Number of surgeries per year—the entire population; (B) incidence of surgeries performed per 100,000 inhabitants.

The incidence rate per year out of 100,000 inhabitants ranged from 21.70 to 33.60 in the study period (2001–2015), with a peak of 37.11 in year 2011 and a light decrease in the last four years (2012–2015).

The average male/female ratio was 4.54, implying that men were more subjected to this surgery. The male/female ratio increased each year, reaching a peak of 5.07 in 2007 and decreasing in the last few years (Figure 3A).

Figure 3.

Figure 3

(A) Number of ACL-Rs in Italy during the study period classified by gender; (B) age classes involved in ACL-Rs.

The distribution of the data looks like a curve skewed to the right; this means that there was a peak at the young age class (15–39 years) followed by a decrease in the elderly age classes (Figure 3B).

The macro region most involved in the ACL-R surgery was the north (67.2%), followed by the south (17.6%) and center (15.2%) (Figure 4).

Figure 4.

Figure 4

ACL-R surgery involvement regions.

In northern Italy, Lombardy, Emilia Romagna, and Veneto were found as the regions with the highest number of surgeries. It was not possible to determine the domicile region for 616 (0.25%) of the 248,234 surgeries.

Patients living in the north mostly underwent surgeries in their region of residence (98.9%), whereas this tendency was less observed in the south (79.1%) and in the center of Italy (79.6%) (Table 2 and Figure 5).

Table 2.

Migratory flows between regions.

Macro-Region of Residence Macro-Region of Hospitalization Frequency Percent
Missing data North 442 71.8
Center 108 17.5
South 66 10.7
Total 616 100.0
North North 152,350 98.9
Center 1306 0.8
South 385 0.2
Total 154,041 100.0
Center North 6868 16.9
Center 32,366 79.6
South 1427 3.5
Total 40,661 100.0
South North 7117 13.4
Center 3948 7.5
South 41,851 79.1
Total 52,916 100.0

Figure 5.

Figure 5

ACL-R surgery trend based on regional residence.

Following the movement of the population, we have found that of 248,234 surgeries performed. In Table 3, it is evident that people living in the northern region of Italy preferred to have surgery in the same region, whereas the movement of the patient was mainly represented in the south toward the northern region of Italy, in the center of the country. The tendency was to have surgery in the same region or in the neighboring regions (see the diagonal in Table 3).

Table 3.

Data on regions.

Patient’s Origin TOTAL for Each Origin
2001–2015 TIME SPAN Abruzzo Basilicata Calabria Campania Emilia Romagna Friuli Venezia Giulia Lazio Liguria Lombardy Marche Molise A.P. of Bolzano A.P. of Trento Piedmont Apulia Sardinia Sicily Tuscany Umbria Aosta Valley Veneto
Region of Hospitalization Abruzzo 2024 3 8 75 6 1 992 1 8 102 118 1 0 5 82 3 7 9 2 0 8 3462
Basilicata 0 281 8 43 0 0 1 0 1 0 1 0 0 0 50 0 0 1 0 0 0 386
Calabria 0 1 1141 4 3 2 7 1 3 1 0 0 0 3 5 1 14 4 0 1 0 1191
Campania 19 94 150 11,781 29 16 169 7 50 7 25 4 5 16 330 8 19 36 2 2 11 12,802
Emilia Romagna 249 128 546 436 19,943 154 259 122 989 3079 82 25 67 153 904 181 836 1348 369 6 1816 31,836
Friuli Venezia Giulia 2 3 4 4 8 3773 9 0 15 1 0 2 2 4 5 0 36 4 3 0 1810 5693
Lazio 181 103 287 662 45 13 14,500 36 76 165 70 0 11 40 500 51 246 302 155 6 42 17,565
Liguria 3 0 12 8 9 0 7 2329 7 0 0 1 1 57 16 6 7 385 1 7 3 2867
Lombardy 136 55 319 534 1717 95 150 1206 53,732 460 14 76 180 2704 413 95 783 438 33 131 734 64,155
Marche 345 11 13 33 604 0 90 1 8 3131 16 1 0 6 80 1 20 5 29 0 7 4406
Molise 36 2 3 98 7 0 19 0 5 2 884 0 0 2 435 0 0 1 1 0 1 1496
A.P. of Bolzano 0 0 5 3 8 16 14 4 13 1 0 3184 290 4 14 5 7 29 1 0 117 3725
A.P. of Trento 1 0 2 4 4 2 6 3 31 1 0 36 1862 2 4 1 6 5 2 0 194 2174
Piedmont 5 7 124 22 38 7 18 607 1278 8 0 0 3 18,859 53 28 85 41 2 401 18 21,656
Apulia 8 534 162 40 20 14 30 1 31 6 2 2 0 13 10,174 2 10 10 0 0 14 11,092
Sardinia 1 1 0 1 6 5 4 2 17 2 0 4 0 6 1 5518 4 3 0 0 4 5582
Sicily 1 2 238 8 4 2 8 3 15 4 0 1 2 11 3 1 7387 4 0 1 8 7718
Tuscany 36 91 149 336 55 3 929 181 94 63 11 1 6 24 101 32 98 10,499 240 0 21 12,997
Umbria 93 10 12 18 8 1 327 1 7 295 28 2 1 3 297 0 17 142 1494 0 2 2760
Aosta Valley 0 1 0 1 2 1 2 3 8 0 0 1 0 209 0 2 3 3 0 613 0 851
Veneto 45 35 58 224 884 2271 90 16 723 26 26 214 1353 27 337 34 158 64 9 3 27,163 33,820
TOTAL for each Region 3185 1362 3241 14,335 23,400 6376 17,631 4524 57,111 7354 1277 3555 3783 22,148 13,804 5969 9743 13,333 2343 1171 31,973

In the study period, the ratio of ACL-Rs performed in public institutions was 95.20%, and in the entire study period, this ratio was very similar to the average ratio of the whole period of observation.

3.2. Projection

The projection model obtained with the Microsoft Excel forecast function analyzes the ACL-R data between 2001 and 2015 (shown in blue in Figure 6) to estimate future growth in the number of ACL-Rs over the next 10 years (2016–2025). In this regard, the expected growth is 24.16% in 10 years until this reaches a plateau around 2024–2025 (shown in orange in Figure 6). This means that there will be a 24.16% net increase in ACL surgeries in 2025 compared to 2016.

Figure 6.

Figure 6

Projection analysis of ACL-Rs.

The projection model shows that the number of ACL-Rs is expected to increase by 23.47% in males and 26.29% in females between 2016 and 2025 (Figure 7). However, despite the significant increase in the incidence of ACL-Rs in females, the prevalence of ACL-Rs remains consistently higher in males. Moreover, Figure 8 shows a predictable increase in ACL-Rs in all age groups, but particularly in the 40–59 and 60+ age groups.

Figure 7.

Figure 7

Projection analysis of ACL-Rs by gender.

Figure 8.

Figure 8

Projection analysis of ACL-Rs by age group.

3.3. Cost Analysis

The actual average hospital reimbursement was €1252.36 per ACL-R. Thus, about €310,878,332 has been spent for ACL-Rs in Italy between 2001 and 2015. In line with the forecast model, hospital costs borne by the NHS for ACL procedures are projected to be approximately €253,901,945 over the next 10 years (from 2016 to 2025).

For a more complete view to the Reader, the Results of this study are summarized in Table 4.

Table 4.

Summary of results.

Number of Hospitalizations 248,234
Male/Female Ratio 4.54
Region of Hospitalization (%) North: 67.2%
Center: 15.2%
South: 17.6%
Incidence of Surgeries performed per 100,000 inhabitants 2001: 21.7
2015: 33.60
Total: 32.43
Hospitalization length (days) 2001: 4.98
2015: 2.09
Total: 3.00
Surgeries in the region of residence North: 98.9%
Center: 79.6%
South: 79.1%
Burden Private: 4.8%
Public: 95.2%
Expected growth of ACL-Rs from 2016 to 2025 24.16%
Hospital costs between 2001 and 2015 310,878,332 euros
Hospital costs expected from 2016 to 2025 253,901,945 euros

4. Discussion

The main finding of the present study is that the number of ACL-R procedures increased in the adult population between 2001 and 2015 in Italy, and the projection model predicted a slight increase in the number of surgeries until 2025. The incidence of ACL-Rs rose from 21.70 per 100,000 person-years in 2001 to 33.60 per 100,000 person-years in 2015, with a peak of 37.11 per 100,000 person-years in year 2011 and a light decrease in the last four years (2012–2015). The trend toward an increased number of ACL-R procedures was similar to previous studies in the US [3,5,6]. A study from New Zealand demonstrated an incidence of ACL-Rs of 36.9 per 100,000 person-years between 2000 and 2005 [5]. The cause of this upward trend in the frequency of ACL-Rs is likely multifactorial, and may represent an increasing activity level over time and a greater desire to return to an active lifestyle after an ACL injury. It may also represent an increase in the frequency of ACL injury, or in the likelihood of ACL-Rs should an injury occur, or both [3]. Another hypothesis could be that the new surgical techniques of ACL reconstruction allowed the treatment of patients who could not be treated in the traditional modality, such as patients with chronic unilateral ACL rupture and poor femoral bone quality [14,15,16]. Sanders et al. demonstrated that the incidence of new-onset ACL tears is decreasing over time among males, while remaining relatively stable in females from 1990 to 2010 [17].

In the whole adult population in Italy, the peak number of ACL-Rs was found in the 20–24 age group in both males and females in the present study. The results of the present investigations are in agreement with the literature, and confirm the higher prevalence of ACL-R interventions in men, although the incidence of ACL-Rs increased in females and decreased in men, still maintaining an overall male/female ratio of 4.54. In addition, the results of this study confirmed what has been described in the literature, emphasizing that ACL-R is performed primarily in the young population [18]. Moreover, a wide range of incidence rates of ACL-Rs has been published [3,5,6,17,18]; the incidence rates of ACL injury and ACL-Rs depend on the population being studied, and are likely higher in athletic populations compared to the population as a whole [18,19].

Interestingly, over this 15-year study period, the geographical variations in ACL-R procedures were present among Italian macro-regions; 67.2% of ACL-R surgeries were performed in the north, 15.2% in the center, and 17.6% in the south, which is a similar trend to the incidence of surgeries for rotator cuff tears in Italy [13]. Furthermore, those who lived in the northern region of Italy preferred to have surgery in the same region, whereas the movement of the patient is mainly represented in the south toward the north of Italy. In the view of the government and the Italian Ministry of Health’s focus on reducing health inequalities, the difference in ACL-R surgeries among regions of Italy reflects the heterogeneity of the care provided in different regions in Italy. It is known that the need is greater among the most deprived groups, and that education and income are unrelated to willingness to undergo surgery [20]. It is also well-known that, although a trend toward more frequent operative management of ACL damage was demonstrated [21], a variation in the management of these injuries persists [22]. It is probably for this last reason that citizens from less efficient regions are willing to travel from their home (and regional healthcare system [23]. Furthermore, these results seem to point out that getting patients from other regions may improve the quality of care for residents. In some ways, this is an interesting result, since it suggests that better quality of care is achieved because of patients’ mobility rather than competition in the internal market [23].

The length of hospitalization decreased from four days in 2001 to two days in 2015 in Italy, which is a similar finding to the length of hospital stay for the surgery of rotator cuff tears in Italy. This is somewhat expected, given the fact that hospitals have tried to shorten the length of hospitalization as much as possible under intense financial pressure.

The total amount of ACL-R procedures in private hospitals remained consistent over the study period, and most of the surgeries were performed in public hospitals. The main reason is that one of the founding principles of the Italian NHS is fairness in access to healthcare, and it is free for the patients at the point of use. The strength of the present study included the nationwide coverage, long time period, use of reliable nationwide data, and that the study population comprised the entire adult population of Italy, since data collection for the Italian Ministry of Health is mandatory for all hospitals, including public and private hospitals.

The Italian healthcare system follows the Beveridge model, where private healthcare activity complements but does not replace public healthcare guaranteed by the state. The cost analysis shows that surgical ACL repair is an average cost procedure, especially when there are no post-surgical complications and when no pathologies are associated. To compare with the United States, in which the national healthcare model is private, here the total cost of an ACL repair averages $2039.09 [24]. Considering that between approximately 100,000 and 130,000 ACL surgeries are performed each year in the United States [18] and that the cost per single ACL-R in the United States is higher than in Italy, the same money is spent each year in the United States as was used in 15 years (2001–2015) in Italy for ACL-Rs.

Several limitations should be noted. First, potential errors in data entry may exist due to the nature of database studies and does not relate to authors’ errors in data collection. However, this can exist in any national database. Second, there is a possibility that changes in coding practices could have impacted the current results. That means we are unaware of any systematic changes in coding of ACL-Rs, which would have significantly impacted the current findings. As with any health outcome study based on administrative data, our study had limitations with regard to the very nature of the data. We lacked clinical information, such as the mechanism of injury, operative details, complexity of the procedure, and rehabilitation protocol.

5. Conclusions

The number of ACL-R procedures increased in the adult population from 2001 to 2015, and the projection model predicted a slight increase in the number of surgeries until 2025 in Italy. The ACL-R procedures were concentrated in the northern region of Italy. The findings suggest that efforts on regionalization of ACL-Rs should turn towards improving quality in hospitals in the south of Italy, and there is evidence of inequity in access to ACL-Rs across the macro regions of Italy.

Acknowledgments

We thank the Direzione Generale della Programmazione Sanitaria–Banca Dati SDO of the Italian Ministry of Health for the support in providing data for this research.

Supplementary Materials

The following are available online at https://www.mdpi.com/2077-0383/10/2/223/s1, Table S1: Kind of data contained in the SDO registries of the Italian Ministry of Health regarding ACL injury and treatment.

Author Contributions

Conceptualization, U.G.L. and V.C.; methodology, M.C.; software, E.C.; validation, V.D., K.N., and U.G.L.; formal analysis, G.S.; investigation, F.C. and E.C.; resources, V.C.; data curation, M.C.; writing—original draft preparation, K.N.; writing—review and editing, F.C.; visualization, G.S.; supervision, V.D.; project administration, U.G.L. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The data presented in this study are available on request from the corresponding author from Direzione Generale della Programmazione Sanitaria–Banca Dati SDO. The availability of these data is restricted and is therefore not available to the public.

Conflicts of Interest

The authors declare no conflict of interest.

Footnotes

Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Data Availability Statement

The data presented in this study are available on request from the corresponding author from Direzione Generale della Programmazione Sanitaria–Banca Dati SDO. The availability of these data is restricted and is therefore not available to the public.


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