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Despite a reduction in mortality rates over the past several decades, diarrhea remains a significant factor in both morbidity and mortality among children under the age of five worldwide (1-3). Diarrhea is typified by primary clinical symptoms of diarrhea and vomiting, which can result in dehydration, sepsis, and in severe instances, death. The presence of numerous enteric viruses, bacterial pathogens, and parasites is the root cause of this condition (2-3). Among these, enteric viruses are the most prevalent source of diarrhea in children (2,4-5). The significant enteric viruses include human group A rotaviruses (RVA), noroviruses (NoVs), astroviruses (As), and adenoviruses (Ad), with transmission primarily occurring via the fecal-oral route. RVA is the leading pathogen associated with childhood diarrhea (6), and NoVs present an increased risk of diarrhea outbreaks in communal settings (5). What is particularly noteworthy is the common occurrence of co-infections, wherein multiple etiologic agents emerge in individuals with diarrhea. Prior studies have found co-infections in 10% to 40% of diarrhea cases and in 0% to 15% of non-diarrheal children, with infections from as many as 2 to 5 pathogens (2,4,7).
Current research on the impact of co-infections of enteric viral pathogens on human health and the nature of their interactions, whether synergistic or antagonistic, is lacking. This study employed hospital-based, case-control data to evaluate the prevalence and pathogenicity of common enteric viral pathogens in a population comprised of children under the age of five in northern China from January 1 through December 31, 2019. To assess pathogenicity, a clear distinction was made between single infections and co-infections. Potential interactions between co-infecting pathogens were examined by evaluating their biological synergy through the use of both additive and multiplicative models. This research received ethical approval from the Ethical Review Committee of Guangzhou Women and Children’s Medical Center (No. 2017111501) and was registered in the Chinese Clinical Trial Registry (ChiCTR-ROC-17013620). Sentinel surveillance hospitals for this research included Guangzhou Women and Children’s Medical Center, Guangzhou Children’s Hospital, and Guangzhou Maternity and Child Health Care Hospital. For the purposes of this study, acute diarrhea is characterized as children experiencing three or more bowel movements in the past 24 hours with abnormal stool consistency (4). Children with acute diarrhea were recorded as cases from the outpatient and inpatient departments of the gastroenterology department. Children without diarrhea were identified as controls from other inpatient departments and internal medicine outpatient centers. Consent was obtained from either the parents or legal guardians of the children prior to their inclusion in the study. Uniform inclusion criteria for both cases and controls included: being under the age of five, no gender bias, and parental informed consent. Exclusion criteria applicable to both groups included the presence of other gastrointestinal diseases, severe illnesses, mental disorders, and the use of antiviral drugs and antibiotics in the past two months. Additional criteria for cases included experiencing diarrhea for less than 14 days prior to a doctor’s visit. Controls were similar in age and gender to the cases experiencing diarrhea.
In this study, trained nurses performed field questionnaire surveys to gather epidemiological data. Information collected included participant’s gender, age, date of visit, any known food allergies, medical history and primary clinical manifestations. The frequency of diarrhea, for instance, was noted as a significant factor in evaluating the severity of the condition. Concurrently, stool samples were collected in sterile conditions. These were then stored in a bio-safe transport box at temperatures of 4–8 °C, and transported to the laboratory at the Guangzhou Women and Children’s Medical Center within a 12-hour timeframe. Upon receipt, the samples were frozen at −70 °C in preparation for centralized testing. The study made use of an automated system for extracting total nucleic acid from the stool samples. A real-time reverse transcription-polymerase chain reaction (real-time RT-PCR) was then administered to detect the nucleic acids of RVA, NoVs, As, and Ad (8-10).
Qualitative data were analyzed using frequencies, percentages, odds ratios (ORs
), and 95% confidence intervals (CIs ), and compared using the chi-square test or Fisher’s exact test. Quantitative variables were described using medians and interquartile ranges (IQRs ) and compared using the Kruskal-Wallis H test or Mann-Whitney U test. The interactions among the pathogens were evaluated using logistic regression models, adjusting for relevant host factors (3-4). Statistical significance was determined at a two-tailed P-value less than 0.05. All statistical analyses were performed using R software (version 4.2.1; R Foundation for Statistical Computing, Vienna, Austria). The study was performed with a total of 930 children participants under the age of five. Of these participants, 67.7% (n=630) were identified as children with diarrhea, and 32.3% (n=300) were classified as non-diarrheic participants. The participant pool was predominantly comprised of males (n=611, 65.7%) and a significant number were under the age of 2 (n=638, 68.6%) and were originally recruited from outpatient clinics (n=760, 81.7%). The median age of the participants stood at 14 months with an IQR of 7 to 28 months. There were balanced distributions between the two groups concerning age, gender, collection season, case source, and underlying diseases (Table 1). Amongst the diarrheic cases, the median number of defecation episodes in the 24-hour period preceding the medical consultation was 5 with an IQR of 4 to 7 occurrences.
Variable Subgroup Non-diarrhea, N=300
n (%)Diarrhea, N=630
n (%)χ2 P OR (95% CIs) Age < 24 months 231 (77.0) 472 (74.9) 0.476 0.491 1 (reference) 24–60 months 69 (23.0) 158 (25.1) 1.121 (0.811, 1.549) Gender Female 104 (34.7) 215 (34.1) 0.026 0.871 1 (reference) Male 196 (65.3) 415 (65.9) 1.024 (0.767, 1.368) Season Spring 80 (26.7) 255 (40.5) 2.557 0.457 1 (reference) Summer 98 (32.7) 144 (22.9) 0.461 (0.322, 0.660) Autumn 51 (17.0) 117 (18.6) 0.720 (0.476, 1.089) Winter 71 (23.7) 114 (18.1) 0.504 (0.342, 0.743) Subjects source Outpatient 244 (81.3) 516 (81.9) 0.044 0.833 1 (reference) Inpatient 56 (18.7) 114 (18.1) 0.963 (0.675, 1.372) Lactose intolerance No 292 (97.3) 618 (98.1) 0.561 0.545 1 (reference) Yes 8 (2.7) 12 (1.9) 0.709 (0.287, 1.753) Systemic lupus erythematosus No 299 (99.7) 620 (99.8) − 0.541 1 (reference) Yes 1 (0.3) 1 (0.2) 0.475 (0.030, 7.626) Allergic purpura No 298 (99.3) 628 (99.7) − 0.598 1 (reference) Yes 2 (0.7) 2 (0.3) 0.475 (0.067, 3.385) Milk protein allergy No 299 (99.7) 623 (98.9) 1.442 0.231 1 (reference) Yes 1 (0.3) 7 (1.1) 3.360 (0.411, 27.431) Any viral pathogen No 249 (83.0) 394 (62.5) 39.873 <0.001 1 (reference) Yes 51 (17.0) 236 (37.5) 2.924 (2.078, 4.116) Number of viral pathogens No 249 (83.0) 394 (62.5) 41.573 <0.001 1 (reference) Only one pathogen 46 (15.3) 192 (30.5) 2.638 (1.843, 3.776) Only two pathogens 5 (1.7) 41 (6.5) 5.182 (2.021, 13.292) Three pathogens 0 (0.0) 3 (0.5) − RVA No 274 (91.3) 460 (73.0) 40.994 <0.001 1 (reference) Yes 26 (8.7) 170 (27.0) 3.895 (2.511, 6.041) NoVs GII No 288 (96.0) 559 (88.7) 13.214 <0.001 1 (reference) Yes 12 (4.0) 71 (11.3) 3.048 (1.627, 5.712) As No 287 (95.7) 605 (96.0) 0.069 0.793 1 (reference) Yes 13 (4.3) 25 (4.0) 0.912 (0.460, 1.809) Ad No 295 (98.3) 613 (97.3) 0.937 0.333 1 (reference) Yes 5 (1.7) 17 (2.7) 1.636 (0.598, 4.478) NoVs GI No 299 (99.7) 629 (99.8) 0.289 0.591 1 (reference) Yes 1 (0.3) 1 (0.2) 0.475 (0.030, 7.626) Co-infection of any type No 294 (98.0) 585 (92.9) 10.371 0.001 1 (reference) Yes 6 (2.0) 45 (7.1) 3.769 (1.590, 8.937) Co-infection of three pathogens No 300 (100.0) 627 (99.5) − 0.555 1 (reference) Yes 0 (0.0) 3 (0.5) − RVA-NoVs GII-As No 300 (100.0) 629 (99.8) − 0.998 1 (reference) Yes 0 (0.0) 1 (0.2) − RVA-NoVs GII-Ad No 300 (100.0) 628 (99.7) − 0.997 1 (reference) Yes 0 (0.0) 2 (0.3) − Co-infection of two pathogens No 296 (98.7) 600 (95.2) 6.782 0.009 1 (reference) Yes 4 (1.3) 30 (4.8) 3.700 (1.293, 10.601) RVA-NoVs GII No 298 (99.3) 597 (94.8) 11.726 0.001 1 (reference) Yes 2 (0.7) 33 (5.2) 8.236 (1.963, 34.556) RVA-As No 299 (99.7) 623 (98.9) 1.442 0.231 1 (reference) Yes 1 (0.3) 7 (1.1) 3.361 (0.412, 27.431) RVA-Ad No 299 (99.7) 623 (98.9) 1.442 0.231 1 (reference) Yes 1 (0.3) 7 (1.1) 3.361 (0.412, 27.431) NoVs GII-As No 299 (99.7) 629 (99.8) 0.289 0.591 1 (reference) Yes 1 (0.3) 1 (0.2) 0.475 (0.030, 7.626) NoVs GII-Ad No 300 (100.0) 628 (99.7) − 0.997 1 (reference) Yes 0 (0.0) 2 (0.3) − As-Ad No 299 (99.7) 629 (99.8) − 0.591 1 (reference) Yes 1 (0.3) 1 (0.2) 0.475 (0.030, 7.626) RVA single No 278 (92.7) 504 (80.0) 24.367 <0.001 1 (reference) Yes 22 (7.3) 126 (20.0) 3.159 (1.963, 5.085) NoVs GII single No 291 (97.0) 592 (94.0) 3.893 0.048 1 (reference) Yes 9 (3.0) 38 (6.0) 2.089 (1.004, 4.364) As single No 289 (96.3) 612 (97.1) 0.441 0.507 1 (reference) Yes 11 (3.7) 18 (2.9) 0.773 (0.360, 1.657) Ad single No 296 (98.7) 620 (98.4) 0.088 0.766 1 (reference) Yes 4 (1.3) 10 (1.6) 1.194 (0.371, 3.837) NoVs GI single No 299 (99.7) 629 (99.8) 0.289 0.591 1 (reference) Yes 1 (0.3) 1 (0.2) 0.475 (0.030, 7.626) Note: The “−” symbol indicates the data can not be calculated.
Abbreviation: Cl=confidence interval; OR=odds ratio; RVA=human group A rotaviruses; NoVs=noroviruses; Ad=adenoviruses; As=astroviruses.Table 1. Epidemiological characteristics and co-infections of viral enteric pathogens in children with diarrhea and healthy individuals in Guangzhou City, Guangdong Province, China, 2019.
In this study, the prevalence of infection with at least one viral pathogen was significantly higher among children with diarrhea compared to those without diarrhea (37.5% vs. 17.0%. χ2=39.875, P<0.001). Specifically, the detection rates of RVA and NoVs GII were substantially elevated in the group of children experiencing diarrhea compared to their counterparts [(χ2=340.994, P<0.001) & (χ2=13.214, P<0.001), respectively]. However, there was no statistically meaningful discrepancy in the detection rates of NoVs GI, As, and Ad between the two groups. Within the population of children with diarrhea, RVA presented the highest rate of infection, followed by NoVs, As, and Ad. Among all the detected viral pathogens, RVA exhibited the highest detection rate, subsequently followed by NoVs GII, As, and Ad.
The co-infection rate was decidedly higher in children with diarrhea than those without (7.1% vs. 2.0%, χ²=10.371, P=0.001). Eight distinct forms of co-infection were identified across the five viral pathogens. Remarkably, only three cases of triple co-infection were found, and all were exclusive to children with diarrhea (0.5%, 3/630). Pairwise co-infections were similarly more prevalent in children with diarrhea than those without (4.8% vs. 1.3%, χ²=6.782, P=0.009). The co-infection of RVA-NoVs GII was the most commonly observed, with a higher prevalence amongst children with diarrhea. Importantly, RVA was a key player in various co-infection combinations. Notably, after excluding co-infection cases, both RNA and NoVs GII were significantly associated with singular infection diarrhea cases[(χ2=24.367, P<0.001) & (χ2=3.893, P=0.048) (Table 1).
The frequency of diarrheal episodes among children varies substantially depending on whether they experience a co-infection or a single infection (H=44.187, P<0.001). Notably, RVA-NoVs GII-As, RVA-NoVs GII-Ad, and RVA-NoVs GII co-infections exhibit the highest frequency of diarrheal episodes, with an average of eight episodes. This is closely followed by the co-infection of RVA-Ad, which has an average of seven episodes. Single infections of RVA, NoVs GII, and the co-infection of RVA-Ad, each average around six episodes. Additional types of single infections and co-infections result in a milder form of the diarrhea illness, with the number of episodes ranging from three to six. This study suggests that the co-infection of RVA-NoVs GII is associated with a higher frequency of diarrheal episodes and a more severe diarrheal illness.
The observed association between RVA-NoVs GII co-infection and diarrhea demonstrated a strength of 8.236 (95% CI: 1.963, 34.556). In cases of RVA solo infection, diarrhea demonstrated a strength of 3.159 (95% CI: 1.963, 5.085), whereas in NoVs GII single infection cases, the strength was 2.089 (95% CI: 1.004, 4.364). Subsequently, the interaction contrast ratio (ICR) was calculated to be 3.996, and the multiplicative interaction value equated to 1.248. These findings suggest a notable additive interaction between RVA-NoVs GII in the progression of diarrhea.
Our co-occurrence examination of two pathogens indicated that 93.3% (14/15) of classifiable species pairs exhibited random associations (Figure 1). No negative co-occurrences were identified. However, positive co-occurrences were noted in only 7.7% (1/15) of acute diarrhea cases in children, specifically with an RVA-NoVs GII co-infection.
Figure 1.Heatmap showing associations between significant enteric viral pathogen species determined using the probabilistic co-occurrence model for viral pathogens detected in 630 children (<5 years) suffering from acute diarrhea in Guangzhou City, Guangdong Province, China, 2019.
Note: The columns and rows represent pairwise relationship between two enteric viral pathogens. Boxes in grey indicate random co-occurrences, orange boxes indicate associations that were more common than expected by chance.
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