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Use of next-generation amplicon sequencing to study Blastocystis genetic diversity in a rural human population from Mexico
Parasites & Vectors volume 12, Article number: 566 (2019)
The intestinal parasite Blastocystis is found in humans and animals around the world. It is spread through the consumption of contaminated food and water and has been associated with a variety of intestinal symptoms. Blastocystis is one of the most common intestinal parasites in humans, yet its prevalence and distribution in humans in North America is not well characterized.
Next-generation amplicon sequencing of a region of the Blastocystis SSU rRNA gene was applied to DNA extracted from fecal specimens obtained from 182 inhabitants of a rural population in Mexico to characterize Blastocystis prevalence, subtype distribution, and intra-host subtype diversity in humans.
Of the 182 samples tested in this study, 68.1% (124) contained one or more Blastocystis subtypes. Subtype 3 was the most common subtype observed and was found in 81.5% of the positive samples. Subtype 1, 16.9% of the positive samples, and subtype 2, 17.7% of the positive samples, were also found in this population. Mixed infections were observed in 13.7% of the positive samples. In this population, the odds of having Blastocystis increased in adulthood (> 15 years; OR: 1.72, P < 0.0001), and the odds of having subtype 1 increased in the presence of farm animals (OR: 1.51, P = 0.03). The odds of having subtype 1, subtype 2, or a mixed infection decreased in the presence of cement flooring (OR: − 1.61, P = 0.005; OR: − 1.14, P = 0.03; OR: − 1.48, P = 0.02) possibly indicating socioeconomic factors are involved in the risk of acquiring one of these subtypes.
These data contribute to our understanding of the epidemiology of Blastocystis infection in humans and can be used to shape future studies which aim to better characterize the transmission pathways and health outcomes of Blastocystis infections.
Blastocystis is a cosmopolitan enteric parasite found in humans and a wide range of animals across the world. Currently, Blastocystis is the most common intestinal parasite in humans in developing and developed countries . However, the role of Blastocystis as a pathogen is still controversial, mainly because it is found in both patients suffering with intestinal symptomatology, such as diarrhea, flatulence, bloating or abdominal discomfort, as well as in healthy people . Blastocystis has also been associated with irritable bowel syndrome and with cutaneous symptoms (urticaria) [2, 3]. Blastocystis is transmitted via the fecal-oral route either indirectly through ingestion of food or water contaminated with cysts or directly by contact with infected persons or animals .
A high degree of genetic diversity has been found among Blastocystis isolates based on nucleotide differences in the small subunit (SSU) of the ribosomal RNA (rRNA) gene. So far, at least 26 subtypes (STs) have been proposed [5,6,7]. Ten subtypes, ST1-ST9 and ST12, have been reported in humans, and of these subtypes all but ST9 are also found in other mammalian and avian hosts indicating the potential for zoonotic transmission [8, 9]. Of the ten subtypes reported in humans, ST1 to ST4 are most commonly found in humans worldwide . Blastocystis in humans in North America is not well characterized at the molecular level. In fact, in the USA, only one molecular survey of Blastocystis has been performed in humans and found ST1, ST2 and ST3 were all present in humans from Colorado . In Mexico, most molecular studies have been conducted in patient populations to understand the association between Blastocystis and irritable bowel syndrome and have reported ST1, ST2, ST3 and ST7 in humans [12, 13].
Molecular characterization to identify subtypes present in samples is critical to unravel Blastocystis epidemiology and to characterize subtype level differences in host specificity, transmission, public health significance, and pathogenicity. Mixed subtype infections are often overlooked in molecular studies of Blastocystis, and a better characterization of these infections is needed to fully understand the epidemiology of Blastocystis. Recently, it was demonstrated that next-generation amplicon sequencing is a powerful tool to investigate mixed infections and detect low abundance subtypes of Blastocystis . The aim of the present study was to investigate Blastocystis in a rural population from Mexico using next-generation amplicon sequencing to better characterize Blastocystis prevalence, subtype distribution, and intra-host subtype diversity in humans and to evaluate potential association of socioeconomic factors with Blastocystis infection in this population.
One hundred and eighty-two volunteers living in the community of Xoxocotla, State of Morelos (Mexico) participated in the study conducted between May and November 2014 that included 86 males, 96 females, 66 children (≤ 15 years-old), and 116 adults (> 15 years-old) with age ranging from 2 to 51 years (median age of 23 years). Each participant provided three fecal samples that were collected on three consecutive days. The samples were maintained at 4 °C and transported to the laboratory in Mexico City. The sample size was calculated considering the total number of inhabitants in Xoxotla (21,074). The minimum required sample size was calculated to be 96 individuals based on an expected frequency of intestinal parasitic infection of 50%, the worst acceptable level was 10%, the confidence level was 95%, and the results were considered statistically significant when P < 0.05.
A similar volume of the three samples provided by each participant was combined and mixed thoroughly. Then, an aliquot of 250 mg from the mixture was used to extract genomic DNA using the QIAamp DNA Stool Mini Kit (Qiagen, Hilden, Germany) per manufacturer’s instructions. DNA was stored at − 20 °C until further molecular analysis.
Molecular detection, NGS amplicon library preparation and bioinformatic analysis
Next-generation amplicon sequencing libraries were prepared as previously described . Briefly, all samples were screened by PCR using primers ILMN_Blast505_532F and ILMN_Blast998_1017R. These primers amplify a region of the SSU rRNA gene and are identical to Blast505_532F/Blast998_1017R , with the exception of containing the Illumina overhang adapter sequences on the 5′-end. Final libraries were quantified using the Quant-iT dsDNA Broad-Range Assay Kit (Thermo Fisher Scientific, Waltham, MA, USA) on a SpectraMax iD5 (Molecular devices, San Jose, CA, USA) prior to normalization. A final pooled library concentration of 8 pM with 20% PhiX control was sequenced using Illumina MiSeq 600 cycle v3 chemistry (Illumina, San Diego, CA, USA). Paired end reads were processed and analyzed with an in-house pipeline that uses the BBTools package v38.22 , VSEARCH v2.8.0 , and BLAST+ 2.7.1. After removing singletons, clustering and the assignment of centroid sequences to operational taxonomic units (OTU) was performed within each sample at a 98% identity threshold. Only those OTUs with a minimum of 100 sequences were retained. All raw fastq files were deposited to the NCBI sequence read archive under the accession number PRJNA523857. The nucleotide sequences for unique OTUs obtained in this study have been deposited in GenBank under the accession numbers MK874780-MK874822.
At the time of providing the samples, a questionnaire was administered to collect information on the following variables: age (child ≤ 15 years-old or adult > 15 years-old), gender (male or female), presence of symptoms (present or absent), type of flooring (dirt or cement), water source (city or other source), sewage disposal (in-house or other disposal), presence of animals (livestock, poultry, or companion), and presence of house pests (present or absent). The status of symptomatic was defined per the ROME III criteria commonly used by clinicians to classify gastrointestinal disorders.
Logistic regression analysis was used to identify factors associated with Blastocystis infection. The following demographic and socioeconomic variables were included: age (child or adult), presence of symptoms defined as answering yes to one or more Rome III criteria (asymptomatic or symptomatic), type of flooring (dirt or cement), water source (city water or other source), sewage disposal (in-house or other source), presence of domestic animals (yes or no), presence of farm animals (yes or no), presence of chickens (yes or no), and presence of house pests (yes or no). Collected sociodemographic information for this population is presented in Table 1. P-values < 0.05 were considered statistically significant. Statistical analyses were performed using R version 3.5.1 (R Core Team, 2018).
Of the 182 samples screened 68.1% (124) were found to contain Blastocystis by PCR. A higher prevalence was observed in adults (81.9%; 95/116) than in children (43.9%; 29/66), and in females (62%; 54/87) than in males (74%; 70/95) (Table 1). A similar prevalence was found for asymptomatic (68%; 98/144) and symptomatic (68%; 26/38) participants (Table 1 and Fig. 1).
Blastocystis subtypes identified using next-generation amplicon sequencing
All 124 PCR-positive samples were sequenced using the MiSeq platform. A total of 17,514,676 read pairs were generated from the samples included in this study with an average of 141,247 reads per sample. Following trimming, pair merging, and quality filtering there were a total of 4,968,142 merged reads. After chimera filtering 4,784,056 remained. Clustering yielded 176 Blastocystis OTUs across the 124 Blastocystis-positive samples of which 43 (24.4%) OTUs were unique (Table 2).
Three Blastocystis subtypes (ST1, ST2 and ST3) were detected in this study. Mono-subtype infections were more common than mixed infections (more than one subtype present in a single sample) representing 86.3% (n = 107) and 13.7% (n = 17) of the positive samples, respectively (Table 3; Additional file 1: Table S1). Subtype 3 was the most frequently observed subtype in this population and was found in 81.5% (n = 101) of the positive samples either as mono-infection (n = 84) or a mixed infection (n = 17) (Table 3). Subtypes 1 and 2 were observed in 16.9% (n = 21) and 17.7% (n = 22) positive samples, respectively, as either mono-infections (9 ST1 and 14 ST2) or mixed (12 ST1 and 8 ST2). A mix of ST1 and ST3 was the most common subtype combination and was found in 52.9% (n = 9) of the mixed infection samples. A mix of ST2 and ST3 was observed in 29.4% (n = 5) of mixed infections, and a mix of ST1, ST2 and ST3 was observed in 17.6% (n = 3) of the mixed infection samples. No ST1 and ST2 mixed infections were detected (Table 3).
Forty-three unique OTUs were detected among the three Blastocystis subtypes present in this study. Subtype 1 and 2 had similar intra-subtype diversity in this study with 15 unique OTUs among 21 ST1-positive samples and 16 unique OTUs among the 22 ST2-positive samples (Table 2). Subtype 3 displayed the least intra-subtype diversity with only 12 unique OTUs among 101 ST3-positive samples. Samples frequently contained multiple unique OTUs of ST1 and ST2, and up to three unique OTUs of ST1 or ST2 were detected in individual samples (Table 3). However, multiple OTUs of ST3 were not observed in the same sample. Furthermore, while unique OTUs of ST1 and ST2 were relatively evenly distributed among individual samples, two unique OTUs of ST3 were dominant in this population and were observed in 81 of 101 Blastocystis ST3-positive samples (Table 2).
Association between sociodemographic variables and presence of Blastocystis
Logistic regression analyses were performed to determine if any associations existed between Blastocystis infection and gender, adulthood, presence of symptoms, type of flooring, water source, sewage disposal, presence of domestic animals, presence of farm animals, presence of chickens, or presence of house pests (Table 1). Adulthood was the only variable with a statistically significant association with Blastocystis infection (any subtype or subtype combination) (Fig. 1a). The odds of having Blastocystis was greater in the adult category (OR: 1.72, 95% CI: 0.95–2.49, P < 0.0001), and adulthood also had a statistically significant association with being ST2- and ST3-positive when these outcomes were considered individually (OR: 1.6, 95% CI: 0.23–2.97, P = 0.02; OR: 1.36, 95% CI: 0.62–2.09, P = 0.0003) (Fig. 1a). Flooring type was also statistically significant for the outcomes of mixed STs, ST1- and ST2-positive (OR: − 1.48, 95% CI: − 2.70 to − 0.27, P = 0.02; OR: − 1.61, 95% CI: − 2.74 to − 0.48, P = 0.005; OR: − 1.14, 95% CI: − 2.17 to − 0.11, P = 0.03) (Fig. 1b). The odds of having mixed STs, ST1 or ST2 infection were all found to be lower if a sample came from a person living in a home with a cement floor. This effect was not observed for Blastocystis infection (any subtype or subtype combination) or ST3 infections. The presence of farm animals increased the odds of being ST1-positive (OR: 1.51, 95% CI: 0.18–2.84, P = 0.03) (Fig. 1c). Being symptomatic decreased the odds of being ST3 positive, although the association was weak (OR: − 0.88, 95% CI: − 1.73 to − 0.03, P = 0.04) (Fig. 1d). No other statistically significant associations between Blastocystis infection status or individual subtypes were found.
Blastocystis is a common intestinal parasite found in humans and many other animals, and its prevalence and subtype distribution have been described in human populations from around the world . However, molecular studies of Blastocystis in North America remain lacking. This study describes the prevalence and subtypes of Blastocystis present in a rural population in Mexico for which data on socioeconomic and demographic variables was also collected. This study also represents the first application of next-generation amplicon sequencing (NGS) of the Blastocystis SSU rRNA gene to a human population to characterize intra-host subtype diversity.
Fecal samples from 182 humans ranging in age from 2 to 51 years from a single rural community in Mexico were screened for the presence of Blastocystis by PCR of the SSU rRNA gene follow by NGS to determine subtypes. One or more Blastocystis subtype was found in 68.1% of the samples. While this prevalence is on par with other studies of Blastocystis prevalence in rural populations from both the Americas and other regions of the world, it is on the higher end of the reported prevalence of Blastocystis in humans. Diagnostic methods used in different studies could account for prevalence differences. Indeed, a lower prevalence was reported for Blastocystis for this same study population using microscopy (59.9%;109/182) with molecular confirmation in only 66% of those 109 microscopy positives .
From the 124 positive samples in this study, subtypes 1, 2 and 3 were found. These three subtypes are frequently reported in humans in the Americas and around the world . Subtype 3 was the dominant subtype in this population, and was observed in 81.5% of Blastocystis-positive samples and 55.5% of the study population. Subtypes 1 and 2 were observed much less frequently in 16.9% and 17.7% of the positive samples, respectively. These results are similar to observations of Blastocystis subtypes from a multi-country study in South America and a study in Brazil where ST3 was the most prevalent subtype found among Blastocystis-positive human samples followed by ST1 and ST2 [8, 19]. Both studies reported other subtypes in low numbers, ST4-ST8, ST12, and novel subtypes in the multi-country study and ST4, ST6 and ST8 in the study from Brazil. However, no other Blastocystis subtypes were observed in the samples in this study. Similarly, in a study in the USA that examined 50 family units (101 adults and 38 children/adolescents) from Colorado only subtypes ST1 (20%), ST2 (30%), and ST3 (50%) were identified . In a survey of intestinal parasites in members of the Tapirapé ethnic group from the Brazilian Amazon region, only ST1, ST2 and ST3 were detected, but in their study ST1 was the most frequently identified subtype . These differences between studies could be due to the geographical restrictions of some studies and may reflect population level or climatic influences on risk of infection with different Blastocystis subtypes.
The worldwide prevalence of Blastocystis mixed infections has been estimated to be 6% from previous studies on Blastocystis subtype diversity in humans . This topic is not well explored, and only one study has directly addressed Blastocystis mixed subtype infections in humans . By using a nested PCR assay that can identify subtypes 1 through 4, Scanlan et al.  demonstrated that 22% of Blastocystis-positive samples previously shown to contain a single subtype contained multiple Blastocystis subtypes. An advantage of NGS is its ability to assess intra-host subtype diversity . The present study identified 17 mixed infections representing 13.7% of all Blastocystis infections in the population. Mixed subtype infections are underrepresented compared to expectations from subtype prevalence. However, mixed infections in our study were within the range of observations from other human studies [21, 22]. Combinations of ST1 + ST3, ST2 + ST3, and ST1 + ST2 + ST3 were all observed. ST3 was observed in all mixed Blastocystis infections, ST1 in 12 mixed infections, and ST2 in eight mixed infections. Although the population studied here was limited in its Blastocystis subtype diversity, these data support the use of NGS for exploring mixed subtype infections in humans.
Intra-subtype variability could play a role in understanding Blastocystis transmission and pathogenicity [6, 14, 23,24,25]. In the present study, intra-subtype variability varied widely between the subtypes. While ST1 and ST2 had high proportions of unique sequences, ST3 was surprisingly homogeneous. Unique sequences represented 71.4% of ST1 sequences and 72.7% of ST2 sequences, but only 11.9% of ST3 sequences were unique. Two OTUs of ST3 also dominated in this population representing 80.2% of all ST3 observations. This lower level of intra-subtype variability has been reported before for ST3 both in humans and cattle [6, 26]. There was also no within-host variation in ST3 despite multiple OTUs of ST1 or ST2 being frequently observed in the same host. The homogeneity of ST3 in this population may indicate that ST3 is highly endemic in this community and may be acquired from a common source or may pass more easily between humans than the other subtypes observed in this study.
In previous studies Blastocystis infection has been associated with factors such as age, animal contact, and sanitation practices [27,28,29]. To better understand what factors might influence Blastocystis infection risk in this population, demographic and socioeconomic data was collected and logistic regression analysis was used to determine if any associations exist between having Blastocystis, mixed STs, ST1, ST2 or ST3 infections and any of these factors. Because only two of the 43 unique OTUs detected in this study were found in more than 10 samples, statistical analyses attempting to link unique OTUs with risk factors were not performed.
In this population, the only factor associated with having Blastocystis was adulthood, with the odds of being Blastocystis-positive being greater in the adult (> 15 years-old) category (OR: 1.72, P ≤ 0.0001). In the present study, 116 of the 182 samples were adults (> 15 years-old) and 81.9% were Blastocystis-positive while 43.9% of the 66 children were Blastocystis-positive. Age has been indicated as a risk factor for Blastocystis in other studies, and human infants and young animals tend to have lower infection rates than adults [6, 29,30,31]. Adulthood was also associated with increased odds of having an ST2 or an ST3 infection (OR: 1.6, P = 0.02; OR: 1.36, P = 0.03), but this association was not observed for mixed or ST1 infections. These results could indicate that behavioral or physiological differences between adults and children may be important in determining infection risk for specific subtypes of Blastocystis.
Flooring material was significantly associated with mixed, ST1, and ST2 infections, and the odds of having one of these types of infections was decreased in homes with cement floors (OR: − 1.48, P = 0.02; OR: − 1.61, P = 0.005; OR: − 1.14, P = 0.03). This outcome may capture some socioeconomic effect such as improved hygiene not directly measured in this study as socioeconomic status has been associated with infection risk previously . Having farm animals significantly increased the odds of having ST1 (OR: 1.51, P = 0.03). No other subtypes were associated with animals in this study. These results may indicate that zoonotic transmission of ST1 occurs in this population although data on the subtypes circulating in the animals owned or handled by ST1-positive individuals would be necessary to confirm this finding. Notably, artiodactyls such as pigs and cattle are the second most common host reported for ST1 after humans, further supporting the potential for zoonotic transmission of this subtype .
Being symptomatic, defined as answering yes to one or more Rome III criteria, was significantly associated with ST3 infection, although the association was negative (OR: − 0.88, P = 0.04). Being symptomatic decreased the odds of having ST3. This association while significant was not strong and caution should be taken in overinterpretation of this result as associations between subtypes and symptomatology is still unclear. Some studies have indicated that there is no association between diarrhea and ST1, ST2 or ST3, but ST4 is associated with diarrhea and irritable bowel syndrome [32,33,34]. However, ST1 and ST3 have been associated with intestinal symptoms in other studies [35, 36].
Subtype 1 has been found in drinking water in Thailand and river water in Nepal, and waterborne transmission of Blastocystis to humans was suspected in these studies . In the present study, no statistically significant association was found between infection and water source indicating that transmission in this community may occur through other routes. No statistically significant associations were found between any infection outcomes and sewage disposal, presence of domestic animals, presence of chickens, or presence of house pests.
This study provides important information about the epidemiology of Blastocystis and represents the first application of a Blastocystis-specific NGS protocol to study Blastocystis in humans. Although the study population described had a relatively homogenous Blastocystis subtype community, infection status and individual subtypes could still be linked to specific risk factors. More studies which aim to characterize mixed subtype infections and intra-subtype variation are needed to understand the transmission dynamics, epidemiology, and pathogenicity of Blastocystis in humans and animals. NGS provides a valuable tool for achieving this goal.
Availability of data and materials
All raw fastq files were deposited to the NCBI sequence read archive under the accession number PRJNA523857. The nucleotide sequences for unique OTUs obtained in this study have been deposited in the GenBank database under the accession numbers MK874780-MK874822.
polymerase chain reaction
- SSU rRNA:
small subunit of the ribosomal RNA
operational taxonomic unit
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The authors thank Nadja George, Tobías Portillo, Eric G. Hernández, Miriam E. Nieves-Ramírez, Oswaldo Partida-Rodríguez and Ulises Magaña for their technical support of this study. We also thank Dr Luis E. Eguiarte and Dr Daniel Piñero for their constructive comments to the manuscript. The authors are grateful to the Health Ministry of the state of Morelos, Mexico for supporting this study in the community of Xoxocotla. LR-V is a doctoral student from Programa de Doctorado en Ciencias Biomédicas, Universidad Nacional Autónoma de México (UNAM) and was supported by the fellowship 348424/239901 from CONACYT. This paper constitutes a partial fulfilment of the Graduate Program.
The present work was supported by Grants IN215018, N202408 and IN218214 from PAPIIT (DGAPA), Universidad Nacional Autónoma de México (UNAM), 2016-1 272601, 00257091 and 0362010 from the National Council for Science and Technology in Mexico (CONACYT). Liliana Rojas-Velázquez was supported by the fellowship 348424/239901 from CONACYT.
Ethics approval and consent to participate
Sample collections in this study were conducted under the ethical principles and approval of both the Mexican Commission on Ethics and Research of the Health Ministry of the state of Morelos (Comisiones de Ética y de Investigación del Ministerio de Salud del Estado de Morelos); and the Commission on Ethics in Research of the Facultad de Medicina of the Universidad Nacional Autónoma de México (UNAM) (Comité de Ética de Investigación de la Facultad de Medicina de la Universidad Nacional Autónoma de México). The guidelines of the committees are based on the Mexican Official Norm (Norma Oficial Mexicana NOM-012-SSA3-2007), which regulates the ethical principles of every research on humans and on laboratory animals, as well as on the Declaration of Helsinki, which set ethical principles regarding human experimentation developed by the World Health Organization (WHO). Based on these guidelines, our study only used samples from volunteers, who were informed about research objectives and sampling procedures. An informed consent letter was obtained from all participants or from one parent of each minor (under 18 years-old).
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Rojas-Velázquez, L., Maloney, J.G., Molokin, A. et al. Use of next-generation amplicon sequencing to study Blastocystis genetic diversity in a rural human population from Mexico. Parasites Vectors 12, 566 (2019). https://doi.org/10.1186/s13071-019-3814-z
- Mixed infections
- Next-generation sequencing
- Risk factors