Sample population
The cow-calf operations participating in this study were enrolled in the western Canadian Cow-Calf Surveillance Network (WCCCSN). The formation of this network has previously been described [15,16]. Briefly, producers for the WCCCSN were enrolled based on national agricultural census data to obtain a geographically representative sample population from western Canada, including Alberta, Saskatchewan, and Manitoba. Private veterinarians providing services to cow-calf operations in these provinces were asked to assist in recruiting producers. Inclusion criteria for participation were a minimum herd size of 100 cows, willingness to complete questionnaires, and allowing the collection of biological samples from cattle. In situations where more producers were identified than needed from a particular region, the required number of producers was selected on a random basis. At the time of data collection for this study, there were 111 cow-calf operations enrolled in the WCCCSN (55 in Alberta, 35 in Saskatchewan, and 21 in Manitoba). Through a survey on parasite management distributed in the summer of 2016, producers were asked to collect fecal samples from their heifers during the fall pregnancy diagnosis. They were also asked to voluntarily collect fecal samples from their 2016 calf crop around weaning (fall 2016 and winter 2017) and submit them to the laboratory for processing [17].
Fecal sample collection
Fecal sampling from heifers took place between September 2016 and February 2017. Each herd was provided with a sampling kit. The herd veterinarian was asked to collect fecal samples from the rectum of 20 randomly selected heifers based on the availability; if 20 heifers were not available, the youngest bred cows were sampled for a total of 20 samples per herd. This sampling strategy resulted in a median age of sampled heifers of 20 months (range 12–36 months). Calves were sampled from November 2016 to February 2017. Producers were instructed to collect at least two handfuls of feces (freshly voided or rectally collected) from 20 conveniently selected individual calves. The median age of calves sampled was eight months (range 7–9 months). The number of samples collected from each herd ranged from 6 to 20 samples (median 20) for heifers and 10 to 25 (median 20) for calves. Individual fecal samples from heifers and calves were collected into labeled plastic bags, with the air expelled, stored in an insulated container at room temperature, and shipped within 24 hours of collection to the laboratory at the University of Saskatchewan, Saskatoon, Saskatchewan, Canada (heifer samples), or the laboratory at the University of Calgary, Calgary, Alberta, Canada (calf samples).
Fecal egg counting
There were 1,655 heifer samples (Alberta = 876, Saskatchewan = 468, Manitoba = 311) from 85 herds (Alberta = 45, Saskatchewan = 24, Manitoba = 16) available to obtain fecal egg counts (FEC) and subsequent analysis. For the calves, 824 (Alberta = 447, Saskatchewan = 211, Manitoba = 166) fecal samples from 42 herds (Alberta = 23, Saskatchewan = 10, Manitoba = 9) were processed.
Individual fecal samples were processed within three to five days of collection. A modified Wisconsin sugar flotation technique with minor modifications was used to process fecal samples [18]. Five and 3 g of feces were used to obtain FEC from heifers and calves, respectively. Gastrointestinal nematode eggs were identified as strongyle-type spp., Nematodirus spp., or Trichuris spp.
Coproculture larval harvesting
A different pooling strategy was used for the heifer and calf samples because the low number of larvae harvested per herd for the former did not allow meaningful quantitative data to be generated at the individual herd level.
Heifer samples
A modified coproculture protocol was used to harvest third stage nematode larvae (L3) [19]. Briefly, a composite fecal sample was prepared for each herd by pooling 12 g of homogenized feces from the individual heifers and three coprocultures set up comprising eighty grams of the composite feces mixed with vermiculite and tap water in a 250 mL glass. Cultures were incubated at room temperature (approximately 20 to 23°C) for 21 days, after which time L3 were harvested, washed twice in tap water by centrifugation at 3725 g for 3 minutes before resuspending in 0.3 mL of tap water, and fixed by the addition of 0.7 ml of 95% ethanol. The larvae derived from the three coprocultures per herd composite fecal samples were then pooled to provide one pool of harvested larvae per herd. After the enumeration of an aliquot of larvae by microscopy, samples were stored in the refrigerator (4°C) for several weeks before being sent to the University of Calgary laboratory and kept frozen at –80°C for archiving and ITS-2 rDNA nemabiome metabarcoding. Since there were insufficient larvae obtained for meaningful quantitative analysis at the individual herd level, the L3 harvested from each herd were put into two pools per province; one pool for small herds (≤ 300 cow-calf pairs) and one pool for large herds (> 300 cow-calf pairs). The small herd pools comprised 29, 16, and 10 herds, and the large herd pools comprised 15, 8, and 5 herds for Alberta, Saskatchewan, and Manitoba, respectively. This pooling strategy was chosen to give some degree of replication within the limitations of the small number of larvae harvested from many individual herds and compare the species abundance between herds of different sizes and between provinces. The total number of L3 in the small and large herd pools, respectively were: Alberta = 4,200 and 3,900 L3, Saskatchewan = 3,600 and 4,400 L3, Manitoba = 3,800 and 5,200 L3. Three separate aliquots of 1000 L3 were then taken from each pool to prepare triplicate genomic DNA samples for nemabiome metabarcoding.
Calf samples
For calves, individual animal coprocultures were prepared from 40 g of homogenized feces as per the method of Roberts and O'Sullivan [19]. Culture conditions and harvesting procedures were similar to those described for the heifer samples. Larvae were counted by microscopy, and 50% of the larvae from individual samples were pooled to create a single herd-level pool of larvae. Pooled L3 were washed, centrifuged, enumerated, and fixed in 95% ethanol, similar to the procedure described for heifers. Samples were stored at –80°C until being processed for ITS-2 rDNA nemabiome metabarcoding.
There were adequate L3 counts for quantifying GIN species proportions at the herd level for 40 out of 42 herds sampled (n = 22, 10, and 8) in Alberta, Saskatchewan, and Manitoba, respectively). Genomic DNA prepared from 250 L3 from each herd-level pool was used for ITS-2 rDNA sequencing. There were sufficient larvae in most herd-level pools for two or three separate aliquots of 250 L3 to prepare duplicate or triplicate genomic DNA samples. However, four herd-level pools had insufficient larvae for duplicate samples; consequently, a single aliquot of 250 L3 was processed (Additional file: Figure 1).
ITS-2 rDNA nemabiome metabarcoding
The ITS-2 rDNA nemabiome metabarcoding methodology has been previously described and validated [9]. Protocol details are available at https://www.nemabiome.ca/sequencing.html [20]. Briefly, larvae were placed in a Proteinase K (120 μg/mL) lysis buffer (50 mM KCl, 10 mM Tris (pH8.3), 2.5 mM MgCl2, 0.45% Nonidet P-40, 0.45% Tween 20, 0.01% (w/v) gelatin) to create pooled crude lysates. Molecular grade ddH2O was used to make 1:10 dilutions of the pooled crude lysates used as a template for first-round PCR amplification of the ITS-2 rDNA target as described in Avramenko et al. [9]. Following purification with AMPure XP Magnetic Beads (1X) (Beckman Coulter Inc., Indianapolis, Indiana, USA), Illumina indices and P5/P7 sequencing tags (Illumina inc., San Diego, California, USA) were added using limited cycle PCR amplification, and the final amplicon products purified using the same method as above. Approximately 50 ng of amplicon were pooled from each sample to make up the master sequencing library, quantified using the KAPA qPCR Library Quantification Kit (KAPA Biosystems inc., Wilmington, Massachusetts, USA). The final concentration of the pooled library was 12.5 nM, with the addition of 25% PhiX Control v3 (Illumina, FC-110-3001), and it was run on an Illumina MiSeq Desktop Sequencer using a 500-cycle pair-end reagent kit (MiSeq Reagent Kits v2, MS-103-2003). Utilizing the Mothur software package, a bioinformatic pipeline was used to assign nematode species identity to each sequenced read using previously described methods [3]. Further details of the pipeline are available at https://www.nemabiome.ca/analysis.html [21]. Sequence reads were multiplied by previously validated correction factors specific to individual GIN species [9]. The number of sequence reads mapping to each species reference sequence was divided by the total number of mapped reads per sample to determine the percentage species composition of each sample. The total sequence read number mapping to ITS-2 rDNA reference sequences for each sample ranged from 13,401 to 32,801 reads for heifer samples and 15,178 to 83,935 reads for calf samples.
Data analyses
At the individual animal level, the proportions of individual fecal samples (95% confidence interval (CI)) positive for strongyle-type, Nematodirus spp., and Trichuris spp. were determined for calves and heifers based on identifying at least one GIN egg under the microscope. The overall arithmetic mean EPG (± standard deviation (SD)) of the three morphologically different GIN egg types were also calculated for both heifers and calves. For calves, the herd-level arithmetic mean EPG (± SD) of all GIN egg types was calculated and presented with the relative herd-level GIN species proportions.
At the provincial level, the arithmetic mean EPG (± SD) of strongyle-type FEC for each province was calculated, and the statistical difference between provinces was determined using a Generalized Estimating Equations model with a negative binomial distribution and log link function, accounting for clustering at the herd-level for both calves and heifers. Nematodirus spp. and Trichuris spp. FEC were very low in both calves and heifers; therefore, their provincial-level arithmetic means were not estimated.
Alpha diversity was calculated to determine the overall species diversity of GIN populations in calves and heifers within a province. For calves, species diversity data of analytical replicates (i.e., 250 L3 aliquots; 62, 36, and 20 aliquotes for Alberta, Saskatchewan, and Manitoba, respectively) of herd-level pools were used for the mean comparison. For heifers, species diversity data of analytical replicates (i.e., 1000 L3 aliquots; 12 aliquots per province) of each provincial pool were used for the mean comparison. Analytical replicates for heifers were meaningful because they represent multiple herds within a province as larvae from many individual herds went into each provincial pool. The calculations were performed in Mothur v.1.36.1 using the built-in inverse Simpson calculation as previously reported [9]. To assess whether the inverse Simpson index differed significantly between each province, a one-way ANOVA, assuming non-equal variances, was performed using a Games-Howell post-hoc comparison in SPSS statistical software (IBM Corp. Released 2012. IBM SPSS Statistics for Macintosh, Version 21.0. Armonk, New York, USA).
Beta diversity estimation was performed for three major species, O. ostertagi, C. oncophora, and C. punctata, using the MetaStats plugin in 275 Mothur v. 1.36.1, using 1000 permutations and default parameters to determine whether the species composition differed in calves and heifers between two different provinces [22]. MetaStats assumed that the data was not normally distributed; therefore, modified non-parametric t-tests (two-tailed) for pairwise comparisons of beta diversity estimations of each GIN species in each province were used [22]. This method can overestimate the GIN species with a lower abundance; therefore, significance was not claimed if the species were present at less than 2% on average in both comparable groups. Significance was declared if P < 0.05. In terms of calves, the arithmetic mean FEC of strongyle-type spp., Nematodirus spp., and Trichuris spp. for each herd were reported with the relative GIN species proportions in each sample.