Abstract
Community incidence estimates are necessary to assess the burden and impact of infections on health and to set priorities for surveillance, research, prevention, and control strategies. The current study was performed to estimate the community incidence of campylobacteriosis and nontyphoidal salmonellosis in France from the number of laboratory-confirmed cases reported to the national reference center (NRC). The probabilities of a case in the community visiting a doctor, having a stool sample requested, having a positive laboratory test, and having the case reported to the NRC were estimated using data of national surveillance systems, national hospitalization and health insurance databases, and specific surveys informing about these parameters. Credible intervals (CrI) were calculated using Monte Carlo simulation. In addition, we estimated the number of hospitalizations for both infections in France. The annual community incidence rate in France is estimated at 842 cases per 100,000 (90%CrI 525–1690) for campylobacteriosis and 307 cases per 100,000 (90%CrI 173–611) for salmonellosis. The annual number of hospitalizations is estimated at 5182 for campylobacteriosis and 4305 for salmonellosis. The multiplication factors between cases ascertained by the surveillance system and cases in the community were 115 for campylobacteriosis and 20 for salmonellosis. They are consistent with estimates reported in other countries, indicating a high community incidence of campylobacteriosis and salmonellosis in France.
Introduction
I
Several countries recently estimated community incidence via a pyramid reconstruction approach in which the different steps that must occur for a symptomatic infection in the community to be reported in a laboratory-based surveillance system are estimated (Scallan et al., 2011; Kubota et al., 2011; Thomas et al., 2013; Kirk et al., 2014). Since 2008, several surveys have been carried out in France in the general population, among physicians and laboratories to obtain specific information that was lacking to estimate the proportion of cases (un)recognized at each surveillance step (Bessède et al., 2011; Van Cauteren et al., 2012, 2015). The current study was performed to estimate the community incidence of campylobacteriosis and salmonellosis from the number of laboratory-confirmed cases reported to the NRC in mainland France (overseas French territories not included, hereafter referred to as France). In addition, we estimated the number of hospitalizations for both infections.
Materials and Methods
The parameters needed to estimate the community incidence were as follows: the proportion of cases consulting a physician; the proportion of cases for whom a stool sample was requested; the proportion of stool samples tested for each pathogen; the diagnostic sensitivity for each pathogen; and the completeness of case reporting to the NRC. We made an inventory of data in national surveillance systems, national databases, and specific surveys informing about these parameters.
Proportion of cases consulting a physician
Healthcare-seeking behavior for acute gastroenteritis (AG) in France was assessed in a population-based survey carried out in 2009–2010 and identified duration of illness as the most important factor associated with consultation (Van Cauteren et al., 2012). Therefore, we estimated specific proportions of laboratory-confirmed campylobacteriosis or salmonellosis cases who had short (1–2 days), medium (3–5 days) and long (more than 5 days) duration of illness. We used data from a case–control study for campylobacteriosis (Gallay et al., 2008) and from outbreak investigations for salmonellosis (unpublished data, French Institute of Public Health Surveillance [InVS]). For the outbreak investigation data, duration of diarrhea was used as a proxy for the duration of illness. Consultation rates for short, medium, and long duration of illness estimated in the population-based survey were then applied to the proportion of reported cases in each category to estimate the proportion of cases of campylobacteriosis and salmonellosis consulting a physician.
Proportion of cases having a stool culture requested
Bloody diarrhea, a long duration of illness before consultation, and occurrence in the summer season were identified as the main factors associated with an increased stool culture request in a survey among general practitioners (GP) in France in 2013–2014 (Van Cauteren et al., 2015). Two different approaches, taking into account seasonality and bloody diarrhea, were used to estimate the proportion of cases consulting for their illness that had a stool sample requested. The first approach was based on the proportion of stool samples requested by GP for AG cases consulting in the summer when incidence of both infections is highest (Van Cauteren et al., 2015). The second approach was based on the proportion of laboratory-confirmed campylobacteriosis or salmonellosis cases that had bloody diarrhea (Gallay et al., 2008; unpublished outbreak investigation data, InVS) and applied stool sample request rates for bloody and nonbloody diarrhea estimated in the GP survey.
Proportion of stool samples tested
Laboratory practices regarding testing for Campylobacter were assessed in a national quality assurance (NQA) survey among the 2824 registered bacteriology laboratories in France in 2010 (unpublished data, InVS). This survey indicated that 99% of the laboratories used culture as the diagnostic method for Campylobacter infection; 47% of the laboratories reported that all stool samples submitted for culture were tested for Campylobacter; 35% tested depending on different criteria such as a specific request for Campylobacter testing, the age of the patient, or the presence of visible blood or mucus; and 18% of the laboratories did not perform testing for Campylobacter. For Salmonella, expert consultation estimated that all stool samples submitted for culture are routinely tested in France.
Diagnostic sensitivity
The sensitivity of culture for Campylobacter testing was estimated in a study carried out by the NRC in 2009 (Bessède et al., 2011). On 242 stool specimens, 2 culture methods (on selective and nonselective media with filtration) were compared to 2 molecular methods and 3 immunoenzymatic methods. This study estimated the sensitivity of the 2 culture methods at 55% and 65%, respectively.
Completeness of case reporting
In France, surveillance of both infections is based on voluntary reporting of cases to the NRC by public hospitals and private clinical laboratories. The number of participating laboratories is about 1500 for the Salmonella network and 350 for the Campylobacter network (King and Mégraud, 2012; Jones et al., 2014). The completeness of case reporting is defined as the match between the number of cases reported to the NRC and the total number of cases that are laboratory confirmed in all bacteriological laboratories in France. The total number of laboratory-confirmed cases of salmonellosis (in 2008) and campylobacteriosis (in 2009) were estimated via 2 NQA surveys carried out among all registered bacteriology laboratories in France in 2009 (3046 laboratories) and 2010 (2824 laboratories). The completeness of case reporting was estimated at 66% for the Salmonella network (Carrillo-Santisteve et al., 2010) and at 21% for the Campylobacter network (unpublished data, InVS).
Number of hospitalizations
The national hospital information system (PMSI: Programme de Médicalisation du Système d'Information) was used to estimate the number of hospitalizations for both infections. This database records administrative and medical information of all public and private hospitals in France. For each hospitalization, discharge diagnoses are coded according to the International Classification of Diseases, 10th Revision (ICD-10). Age, gender, length of stay, and residential location are also recorded. We selected all records with a discharge date between January 2008 and December 2013 containing codes (principal, related, or secondary diagnoses) for campylobacteriosis (A04.5) or salmonellosis (A02.0 to A02.9). Trends over time, age, and gender of the PMSI records were compared to NRC surveillance data in order to assess the validity of the PMSI database to estimate the number of hospitalizations (data not shown). We assumed that stool samples of all hospitalized cases were tested for both pathogens. We applied a diagnostic sensitivity of 55–65% for Campylobacter and 90–100% for Salmonella to correct for underdiagnosis.
Results for each parameter were discussed by a multidisciplinary study committee. For each parameter, a minimum and maximum was chosen and a Beta distribution (α=β=2) was used to incorporate uncertainty and variability. This symmetric unimodal distribution with the mean as the most likely value and a range defined between the minimum/maximum was defined as an appropriate distribution for the different parameters. A number of cases in the community were generated via Monte Carlo simulations (10,000 iterations). Median values are reported and the range between the 5 and 95 percentiles of the output distribution was used to define a 90% credible interval (90%CrI). The software package R was used for simulations.
Results
Proportion of cases consulting a physician
The proportion of laboratory-confirmed cases that had short, medium, or long duration of illness were estimated at 2%, 27%, and 71% for campylobacteriosis and 4%, 47%, and 49% for salmonellosis. Consultation rates were estimated in the population-based survey (95% CI) at 10–26% for cases of AG with a short duration of illness, 30–54% for medium, and 51–90% for long duration of illness (Table 1).
NRC, National Reference Centers.
Proportion of cases having a stool culture requested
The GP survey indicated that in the summer, the proportion of cases of AG having a stool culture requested was 10%. It also indicated that a stool sample was requested for 49.2% of the AG cases with and 3.8% of the AG cases without bloody diarrhea. The proportion of laboratory-confirmed salmonellosis or campylobacteriosis cases having bloody diarrhea was 43% and 47%, respectively. Given these data, the proportion of cases consulting for their illness that had a stool culture requested was estimated between 10% and 25% for Campylobacter and between 10% and 23% for Salmonella.
Proportion of stool samples tested, diagnostic sensitivity, and completeness of case reporting
To estimate the overall proportion of submitted stool samples tested for Campylobacter, we calculated the weighted mean of the different proportions reported by the laboratories in the NQA survey. We assumed that the 35% of the laboratories that indicated testing for Campylobacter depending on different criteria, tested between 25% and 75% of their stool samples. The overall proportion of stool samples tested for Campylobacter was therefore estimated to be between 56% [(0.47*1)+(0.35*0.25)+(0.18*0)] and 73% [(0.47*1)+(0.35*0.75)+(0.18*0)]. The sensitivity of culture for Campylobacter was estimated to be between 55% and 65%. For Salmonella, it was assumed that almost all stool samples are routinely tested (90–100%) with a high diagnostic sensitivity (90–100%). The completeness of case reporting was estimated at 21% for the Campylobacter network and 66% for the Salmonella network.
Community incidence
Between 2008 and 2013, the mean number of cases annually reported by the NRC was 4608 for campylobacteriosis and 9827 for salmonellosis. Taking into account the parameters described above, the annual number of community cases was estimated at 528,780 (90%CrI 329,745–1,060,616) for campylobacteriosis and 192,450 (90%CrI 108,445–383,362) for salmonellosis (Fig. 1). Considering a population of 62,765 million in 2010, the annual community incidence was estimated to be 842 cases/100,000 (90%CrI 525–1690) for campylobacteriosis and 307 cases/100,000 (90%CrI 173–611) for salmonellosis. The number of cases that consulted is estimated at 327,026 (90%CrI 210,964–477,187) for campylobacteriosis and 100,190 (90%CrI 77,120–140,627) for salmonellosis. Yearly, an estimated 7 million persons consult for AG (Van Cauteren et al., 2012). Therefore, the prevalence of both infections among AG cases consulting a physician can be estimated at 1 per 21 and 1 per 70, respectively.

Distribution of the estimates of the annual number of cases of salmonellosis and campylobacteriosis, 10,000 iterations, France, 2008–2013.
Hospitalizations
On average, between 2008 and 2013, 3088 campylobacteriosis-associated and 4194 salmonellosis-associated hospitalizations were annually identified in the PMSI database. After correcting for the diagnostic sensitivity of stool culture, the mean annual number of hospitalizations for campylobacteriosis was estimated at 5182 (min 4750; max 5614) and 4305 (min 4194; max 4415) for salmonellosis, resulting in an annual incidence rate of 8.3 hospitalized campylobacteriosis cases/100,000 and 6.9 hospitalized salmonellosis cases/100,000, respectively. For both pathogens, the incidence rate of hospitalized cases was highest among children <5 years (33 cases/100,000 for salmonellosis and 22 cases/100,000 for campylobacteriosis).
Discussion
We estimated that 528,780 cases (90%CrI 329,745–1,060,616) of campylobacteriosis and 192,450 cases (90%CrI 108,445–383,362) of salmonellosis occur each year in France. The multiplication factors between cases ascertained through surveillance and cases in the community were 115 for campylobacteriosis and 20 for salmonellosis. The lower proportion of stool samples tested, the lower diagnostic sensitivity, together with a lower completeness of case reporting, explain the higher multiplication factor for campylobacteriosis than for salmonellosis.
Accurately estimating community incidence using a pyramid reconstruction approach is challenging and depends on data sources informing about the different parameters. Duration of illness was derived from laboratory-confirmed cases reported to the NRC and was used in the calculations to estimate the proportion of cases consulting for their illness. Laboratory-confirmed cases may not be representative of all cases of illness and may over-represent those with severe illness (e.g., a long duration of illness) who are more likely to consult and have a stool culture requested. Therefore, we may have overestimated the proportion of cases that consulted, resulting in an underestimate of the true number of community cases. A similar approach has been used in other studies using a pyramid reconstruction model (Scallan et al., 2011; Haagsma et al., 2013; Thomas et al., 2013; Kirk et al., 2014). However, categories (bloody diarrhea and/or duration of illness or duration of diarrhea) and data sources (case–control studies, outbreak investigation, literature) were different between these studies. It is important to notice that these differences may have a major impact on the estimates of the proportion of cases consulting and thus on the final community incidence estimate. In a French case–control study (Gallay et al., 2008), duration of diarrhea of campylobacteriosis cases was shorter than duration of illness. The use of duration of diarrhea rather than illness for campylobacteriosis would have resulted in a higher proportion of cases classified as having a short duration of illness, seeking less medical care. This would have led to a higher estimated incidence (1091 cases versus 842 cases/100,000) and also a much higher degree of uncertainty (90%CrI 535–3303 versus 525–1690 cases/100,000).
The proportion of reported cases with bloody diarrhea in our laboratory-based surveillance systems may be overestimated. Therefore, the proportion of stool samples prescribed for both pathogens using this approach (23% and 25%) was considered a maximum value. Consultations for less severe AG illness, not related to campylobacteriosis or salmonellosis, and for which less laboratory tests are requested, may occur in the summer period. Thus, the proportion estimated among AG cases during the summer period in the GP survey may underestimate the real proportion of stool samples prescribed. The proportion of stool samples prescribed using this approach (10%) was therefore considered as a minimum value.
Culture is currently the main diagnostic method used in France for Campylobacter and is considered to be technically more demanding than for Salmonella. Therefore, many laboratories do not routinely culture for Campylobacter. Recent surveys among clinical laboratories in the United States have shown that, although almost all laboratories routinely included testing for Campylobacter using culture methods, procedures and laboratory practices differ widely, likely resulting in a lower sensitivity compared to a reference laboratory (Hurd et al., 2012; M'ikanatha et al., 2012). We used the sensitivity of Campylobacter culture testing estimated from a study of the NRC on cases in the university hospital where the NRC is located (Bessède et al., 2011). In this study, culture was carried out on fresh stools within 4 h after arriving in the laboratory. Outside the hospital or study setting, transport toward routine diagnostic laboratories and nonoptimal laboratory practices may result in a lower diagnostic sensitivity for Campylobacter in France than the sensitivity estimated in the NRC survey, resulting in an underestimate of the true number of community cases.
The community incidence of both pathogens has been estimated in 27 European member states, including France, based on the disease risks of returning Swedish travelers (Havelaar et al., 2013). Our estimated incidence in France was similar for Salmonella (307 versus 299 cases/100,000), but substantially lower for Campylobacter (842 versus 1700 cases/100,000).
The estimated incidence of Salmonella and Campylobacter were within the range of those reported by other countries that used a similar pyramid reconstruction approach (209–450 cases/100,000 for Salmonella and 440–1500 cases/100,000 for Campylobacter) (Kubota et al., 2011; Scallan et al., 2011; Havelaar et al., 2012; Thomas et al., 2013; Kirk et al., 2014). For Campylobacter there was a greater variability in the incidence estimates between countries that may reflect real differences in incidence rather than in methodology used (Vally et al., 2009).
We estimated that around 4300 hospitalizations for salmonellosis and 5200 hospitalizations for campylobacteriosis occur each year in France. These numbers may be underestimated as hospitalizations may have occurred without appropriate diagnostic tests being requested or the ICD-10 coding may have been inaccurate. We corrected for diagnostic sensitivity, but we decided not to assume an additional underdiagnosis multiplier of 2 (CrI1-3), which has been assumed in some studies (Scallan et al., 2011; Kirk et al., 2014). For every case hospitalized, it was estimated that there are 45 salmonellosis cases and 102 campylobacteriosis cases in the community. Despite differences in methodologies, these results are consistent with findings in the United States (Scallan et al., 2011), the Netherlands (Havelaar et al., 2012), and Australia (Kirk et al., 2014), indicating a larger proportion of hospitalization for salmonellosis (factor 19–53) than for campylobacteriosis (factor 56–100).
Our results illustrate that healthcare-seeking behavior, laboratory practices, and reporting of laboratory-confirmed infections are important country-specific and pathogen-specific parameters that need to be taken into account for the estimation of community incidences and the interpretation of the number of reported cases in laboratory-based surveillance systems. Our results indicate a high number of community cases and hospitalizations for both infections in France. The findings suggest a high economic and human cost of these diseases and will help to set priorities for surveillance, prevention, and control strategies.
Footnotes
Acknowledgments
We thank all corresponding laboratories for sending isolates or reporting laboratory-confirmed cases to the French NRC. We thank Javier Nicolau and Laure Fonteneau for their support with data extraction from the national databases.
Disclosure Statement
No competing financial interests exist.
