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In June 2019, ticks and midges were collected from three sites in the Poyang Lake area, Jiangxi Province, China, namely, Qunlu Practice Base (Pengze County, 29°48’ N, 116°39’ E), Peach Blossom Garden (Pengze County, 29°53’ N, 116°41’ E), and Huangtong Animal Husbandry (De’an County, 29°24’ N, 115°43’ E) (Supplementary Table S1, available in www.besjournal.com). The temperature in the sampling area was about 20–30 °C, and the humidity was approximately 70%–90%. A total of 3,650 biting midges were gathered by UV (24 W, 220 V) light traps at dusk from animal sheds (sheep and chickens inside). There were 140 free ticks sampled by flagging grass and shrubs with a white cotton flag, and 95 ticks parasitizing on deer and sheep were collected. All ticks parasitizing on animals were in the engorgement stages. Depending on morphological features and detection of mitochondrial molecular genes, all arthropods were identified as adults and classified (Supplementary Table S1). Various molecular markers have been used to identify vectors by amplification and sequencing the mitochondrial molecular genes, including cytochrome c oxidase subunit 2 (cox2)[18], cytochrome b (cytb)[18] and cytochrome c oxidase subunit I (COI)[19]. The primers were shown in Supplementary Table S2, available in www.besjournal.com. As previously reported[20], the most widespread species of midges was Culicoides arakawae Arakawa (found at all sites), followed by Culicoides nipponensis Tokunaga and Culicoides punctatus Meigen. All ticks were identified as Haemaphysalis longicornis Neumann. The collected arthropod samples were stored in 2 mL sterile tubes, subsequently transferred to our laboratory in Beijing at 4 °C and kept in the refrigerator at −80 °C until DNA extraction.
Species Sample types Sample No. ACE Chao1 Shannon Simpson goods_Coverage Midges Culicoides spp. M01 167.79 165.20 1.17 0.40 1.00 M02 148.68 136.20 1.79 0.58 0.99 M03 185.32 189.14 1.22 0.28 0.99 M04 266.44 254.00 2.67 0.77 0.99 M05 30.10 26.33 0.90 0.34 1.00 M06 124.80 133.13 1.65 0.52 1.00 M07 125.99 107.38 1.56 0.47 1.00 M08 77.95 81.00 1.85 0.60 0.99 M09 176.82 141.93 3.03 0.78 1.00 M10 181.30 168.05 3.44 0.80 0.99 M11 198.50 246.86 2.86 0.73 0.99 M12 170.08 144.17 3.42 0.77 0.99 M13 96.45 78.00 1.84 0.62 0.99 M14 52.07 49.25 2.37 0.74 1.00 M15 121.29 107.17 1.56 0.42 1.00 M16 236.69 234.14 4.94 0.94 0.97 M17 158.75 161.50 1.61 0.59 1.00 M18 90.01 65.09 1.84 0.59 1.00 Mean 144.95 138.25 2.21 0.61 0.99 Ticks Free-living ticks T01 231.30 188.00 1.93 0.64 0.99 T02 197.59 189.14 3.91 0.87 0.99 T03 250.63 240.40 0.81 0.14 0.99 T04 174.00 172.18 0.82 0.16 0.99 T05 111.58 117.27 0.78 0.16 1.00 T06 157.93 137.91 0.45 0.08 0.99 T07 164.58 175.83 1.42 0.28 0.99 Mean 183.94 174.39 1.45 0.33 0.99 Ticks parasitizing on animals T08 68.12 70.11 2.13 0.65 0.99 T09 112.26 122.20 0.41 0.08 0.99 T10 157.00 102.00 0.11 0.02 0.99 T11 116.51 136.50 2.13 0.52 0.98 T12 104.85 128.00 2.35 0.61 0.99 T13 244.13 210.19 0.52 0.08 0.98 T14 72.66 57.00 0.81 0.20 0.99 T15 54.02 54.25 1.33 0.48 0.99 Mean 116.20 110.03 1.22 0.33 0.99 Table 1. The main alpha-diversity indices of microbial community structure in all samples
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According to the size of the individual arthropods, a certain number of arthropods were divided into a sample pool. The individuals in each sample pool were collected from the same site. Approximately 50–300 biting midges were grouped into one sample, while 7–20 ticks were sorted into one sample. Finally, we had 18 midge samples and 15 tick samples.
Each sample was rinsed with 70% ethanol for 5 minutes, then rinsed with sterile water, and repeated the above steps twice[21]. Before DNA extraction, two blank control groups without samples were set up for midge and tick samples, respectively. A total of 33 arthropod mixed samples and 4 blank control groups were individually homogenized in 1X phosphate buffer solution (PBS) with a pH of 7.4 using the TissueLyser II system (Qiagen, Germany) and were centrifuged at 13,000 × g for 10 min. The total DNA was extracted according to the manufacturer’s instructions, using the DNeasy Blood and Tissue Kit (Qiagen). The DNA concentration of each sample was estimated by a NanoDrop 2000 (Thermo, USA). Amplification of full-length 16S rRNA gene (V1-V9 region) was conducted using universal primers 27F (50-AGAGTTTGATCCTGGCTCAG-30)/1492R (50-GNTACCTTGTTACGACTT-30) with 16 nt symmetric (reverse complement) barcodes tagged at the 5’ end, as described in previous research[22]. We obtained PCR products of the 16S rRNA gene by repeatedly amplification (25 µL/tube, amplify 8 tubes for each sample pool) rather than increasing the number of cycles to reduce error and bias. Libraries of PCR products were generated, followed by sequencing on the PacBio Sequel platform at Tianjin Biochip Corporation, China. Finally, the blank control groups did not pass the step for “sequencing library preparation”, because the concentration of the PCR amplicon of the negative controls did not get the required input.
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Filtering and quality control of the raw sequences was conducted with previous pipeline[22,23], i.e., all the full-length 16S rRNA gene sequences were clustered into operational taxonomic units (OTUs) at a 98.7% identity threshold[24], and all the OPUs were determined using the Arb tool by the visual inspection of the final phylogenetic trees. The only difference was that the reference database used was LTP132 (the latest version at the time of this study). OPU was defined as the smallest monophyletic branch of the phylogenetic tree, consisting of one or multiple OTU sequences and adjacent reference sequences[25,26]. An OPU was considered to be a member of the same species with more than 98.7% similarity to the sequences of nearly type strains. For OPUs that represented an independent lineage within a genus, amplicons were considered to be unclassified new species within the genus. When unique lineages were classified into other known genera, sequences were clustered into uncultured lineages of known families, orders, or classes.
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The alpha diversity of each sample was calculated using the Vegan package in R software (version 4.1.0). PAST v4.09 software[27] was used to plot rarefaction curves based on OPU abundances. The beta diversity was performed to identify the differences in the composition of the arthropod communities. Permutation multivariate analysis of variance (R: vegan: Adonis)[28] used both Jaccard and Bray‒Curtis distance matrices to determine the reliability of differential analysis. The DESeq2 package[29] was used to differentially analyze the OPU composition in the arthropod species.
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To further verify the distribution of high-abundance bacteria in the samples, genus-specific PCR was performed to screen for Pantoea spp. based on the atpD gene[30] in midge samples and Coxiella spp. based on the groEL gene[31] in tick samples. The sequences of all primers in this study and their expected amplification fragment sizes are shown in Supplementary Table S2. All PCR mixtures were composed of 1 µL DNA template and 19 µL reaction mix containing 10 µL of 2 × Es Taq MasterMix (CoWin Biotech), 7 µL deionized distilled water and 1 µL of each primer. PCR amplifications were executed on a Labcycler (SensoQuest, Germany) by using the following program settings: one cycle of 94 °C (5 min) for initial denaturation, 30 cycles of 94 °C (30 s) for denaturation, 52 °C (30 s) for annealing temperature, and 72 °C (2 min) for extension, and a final extension period (72 °C, 10 min) for Pantoea-specific amplification. Alternatively, we conducted a nested PCR assay to screen for Coxiella infection in tick samples, whereby 1 µL of the 1st PCR product was used as a DNA template for the second reaction. Both reaction conditions followed as previously described, except for adjustments in annealing temperatures to 56 °C according to the primer Tm value. Each PCR-based assay included a DNA-free negative control. PCR products were electrophoresed in 1.5% agarose gels stained with GoldenView and visualized under a UV transilluminator. The positive amplicons were sent to Ruiboxingke Biotechnology (Beijing, China) for sequencing. The results were then compared with other sequences available in the GenBank nucleotide sequence database.
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Representative sequences of designated OPUs were aligned with almost full-length 16S rRNA gene sequences of related species using ClustalW, and maximum-likelihood phylogenetic trees were constructed with MEGA X[32]. Bootstrap analysis was conducted with 1000 replicates to evaluate the reliability of branches.
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Sample Collection
Total DNA Extraction and Full-Length 16S rDNA Amplification and Sequencing
Species-level Taxonomy by Operational Phylogenetic Unit (OPU) Analyses
Statistical Analysis
Screening for Pantoea and Coxiella
16S rRNA Gene Based Phylogenetic Analysis
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