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Characterization of the seminal bacterial microbiome of healthy, fertile stallions using next-generation sequencing

Abstract

High-throughput sequencing studies have shown the important role microbial communities play in the male reproductive tract, indicating differences in the semen microbial composition between fertile and infertile males. Most of these studies were made on human beings but little is known regarding domestic animals. Seminal bacteria studies made in stallions mostly focus on pathogenic bacteria and on their impact on reproductive technology. However, little is known about stallion commensal seminal microflora. That ultimately hinders our capacity to associate specific bacteria to conditions or seminal quality. Therefore, the aim of this study was to characterize the seminal microbial composition of 12 healthy, fertile stallion using next-generation sequencing. Hypervariable region V3 was chosen for bacterial identification. A total of nine phyla was detected. The most abundant ones were Bacteroidetes (46.50%), Firmicutes (29.92%) and Actinobacteria (13.58%). At family level, we found 69 bacterial families, but only nine are common in all samples. Porphyromonadaceae (33.18%), Peptoniphilaceae (14.09%), Corynebacteriaceae (11.32%) and Prevotellaceae (9.05%) were the most representative ones, while the Firmicutes phylum displayed the highest number of families (23, a third of the total). Samples showed high inter-subject variability. Findings previously described in other species notably differ from our findings. Families found in human such as Lactobacillaceae, Staphylococcaceae and Streptococcaceae only represented a 0.00%, 0.17% and 0.22% abundance in our samples, respectively. In conclusion, Porphyromonadaceae, Prevotellaceae, Peptoniphilaceae and Corynebacteriaceae families are highly represented in the seminal microbiome of healthy, fertile stallions. A high variation among individuals is also observed.

Keywords:
horse; microbiome; semen; next-generation sequencing

Introduction

Next-generation sequencing has been used in horses to characterize the bacterial flora of the digestive tract (Costa and Weese, 2012Costa MC, Weese JS. The equine intestinal microbiome. Anim Health Res Rev. 2012;13(1):121-8. http://dx.doi.org/10.1017/S1466252312000035. PMid:22626511.
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). These studies brought to light the important role microbial communities play in maintaining the homeostasis of this complex environment not only in the horses (Costa and Weese, 2018Costa MC, Weese JS. Understanding the Intestinal Microbiome in Health and Disease. Vet Clin North Am Equine Pract. 2018;34(1):1-12. http://dx.doi.org/10.1016/j.cveq.2017.11.005. PMid:29402480.
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) but also in other domestic animal species (Wu et al., 2016Wu X, Zhang H, Chen J, Shang S, Wei Q, Yan J, Tu X. Comparison of the fecal microbiota of dholes high-throughput Illumina sequencing of the V3-V4 region of the 16S rRNA gene. Appl Microbiol Biotechnol. 2016;100(8):3577-86. http://dx.doi.org/10.1007/s00253-015-7257-y. PMid:26728019.
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). More recent studies have shown the interaction between bacterial flora and the host may contribute to the occurrence of laminitis (Milinovich et al., 2010Milinovich GJ, Klieve AV, Pollitt CC, Trott DJ. Microbial events in the hindgut during carbohydrate-induced equine laminitis. Vet Clin North Am Equine Pract. 2010;26(1):79-94. http://dx.doi.org/10.1016/j.cveq.2010.01.007. PMid:20381737.
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), colic (Al Jassim and Andrews, 2009Al Jassim RAM, Andrews FM. The bacterial community of the horse gastrointestinal tract and its relation to fermentative acidosis, laminitis, colic, and stomach ulcers. Vet Clin North Am Equine Pract. 2009;25(2):199-215. http://dx.doi.org/10.1016/j.cveq.2009.04.005. PMid:19580934.
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) and stomach ulcers (Al Jassim and Andrews, 2009Al Jassim RAM, Andrews FM. The bacterial community of the horse gastrointestinal tract and its relation to fermentative acidosis, laminitis, colic, and stomach ulcers. Vet Clin North Am Equine Pract. 2009;25(2):199-215. http://dx.doi.org/10.1016/j.cveq.2009.04.005. PMid:19580934.
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). It has even described that they are able to induce alterations of behavioural and mood status in human beings (Costa and Weese, 2018Costa MC, Weese JS. Understanding the Intestinal Microbiome in Health and Disease. Vet Clin North Am Equine Pract. 2018;34(1):1-12. http://dx.doi.org/10.1016/j.cveq.2017.11.005. PMid:29402480.
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). These discoveries have led to the use of probiotics as a prophylactic and sometimes therapeutic tool for some digestive conditions in the horse (Coverdale, 2016Coverdale JA. HORSE SPECIES SYMPOSIUM: can the microbiome of the horse be altered to improve digestion? J Anim Sci. 2016;94(6):2275-81. http://dx.doi.org/10.2527/jas.2015-0056. PMid:27285904.
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; Swyers et al. 2008Swyers KL, Burk AO, Hartsock TG, Ungerfeld EM, Shelton JL. Effects of direct-fed microbial supplementation on digestibility and fermentation end-products in horses fed low- and high-starch concentrates. J Anim Sci. 2008;86(10):2596-608. http://dx.doi.org/10.2527/jas.2007-0608. PMid:18407981.
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). These findings have opened the door to study the microbiome in new niches, such as lower respiratory tract (Manguin et al., 2020Manguin E, Pépin E, Boivin R, Leclere M. Tracheal microbial populations in horses with moderate asthma. J Vet Intern Med. 2020;34(2):986-95. http://dx.doi.org/10.1111/jvim.15707. PMid:31985115.
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), conjunctive (LaFrentz et al., 2020LaFrentz S, Abarca E, Mohammed HH, Cuming R, Arias CR. Characterization of the normal equine conjunctival bacterial community using culture-independent methods. Vet Ophthalmol. 2020;23(3):480-8. http://dx.doi.org/10.1111/vop.12743. PMid:32017364.
http://dx.doi.org/10.1111/vop.12743...
) or female reproductive tract (Barba et al., 2020Barba M, Martínez-Boví R, Quereda JJ, Mocé ML, Plaza-Dávila M, Jiménez-Trigos E, Gómez-Martín Á, González-Torres P, Carbonetto B, García-Roselló E. Vaginal Microbiota Is Stable throughout the Estrous Cycle in Arabian Maress. Animals (Basel). 2020;10(11):2020. http://dx.doi.org/10.3390/ani10112020. PMid:33153053.
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; Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
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). However, little is known regarding the commensal flora of the male reproductive tract. That ultimately would hinder our capacity to associate specific bacteria to conditions.

There are very few studies of the male reproductive tract microbiome in humans (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Liu et al., 2014Liu CM, Osborne BJW, Hungate BA, Shahabi K, Huibner S, Lester R, Dwan MG, Kovacs C, Contente-Cuomo TL, Benko E, Aziz M, Price LB, Kaul R. The semen microbiome and its relationship with local immunology and viral load in HIV infection. PLoS Pathog. 2014;10(7):e1004262. http://dx.doi.org/10.1371/journal.ppat.1004262. PMid:25058515.
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; Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
) and practically none in animals (Rosenfeld et al., 2018Rosenfeld CS, Javurek AB, Johnson SA, Lei Z, Sumner LW, Hess RA. Seminal fluid metabolome and epididymal changes after antibiotic treatment in mice. Reproduction. 2018;156(1):1-10. http://dx.doi.org/10.1530/REP-18-0072. PMid:29692359.
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; Javurek et al., 2016Javurek AB, Spollen WG, Ali AMM, Johnson SA, Lubahn DB, Bivens NJ, Bromert KH, Ellersieck MR, Givan SA, Rosenfeld CS. Discovery of a Novel Seminal Fluid Microbiome and Influence of Estrogen Receptor Alpha Genetic Status. Sci Rep. 2016;6(1):23027. http://dx.doi.org/10.1038/srep23027. PMid:26971397.
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; Wickware et al., 2020Wickware CL, Johnson TA, Koziol JH. Composition and diversity of the preputial microbiota in healthy bulls. Theriogenology. 2020;145:231-7. http://dx.doi.org/10.1016/j.theriogenology.2019.11.002. PMid:31732161.
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; Serrano et al., 2020Serrano M, Climent E, Freire F, Martínez-Blanch JF, González C, Reyes L, Solaz-Fuster MC, Calvo JH, Jiménez MÁ, Codoñer FM. Influence of the ovine genital tract microbiota on the species artificial insemination outcome. A pilot study in commercial sheep farms. High Throughput. 2020;9(3):16. http://dx.doi.org/10.3390/ht9030016.
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; Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
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). In spite of that, a few studies have already associated the presence of some bacteria families to fertility (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Kiessling et al., 2008Kiessling AA, Desmarais BM, Yin H-Z, Loverde J, Eyre RC. Detection and identification of bacterial DNA in semen. Fertil Steril. 2008;90(5):1744-56. http://dx.doi.org/10.1016/j.fertnstert.2007.08.083. PMid:18191853.
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). In the studies performed in horses, researchers have mostly focused on the detection and reduction of pathogenic bacteria in the reproductive tract to prevent their spread (Samper, 2009Samper JC. Equine breeding management and artificial insemination. USA: Elsevier Health Sciences; 2009. 336 p.; Al-Kass et al., 2019Al-Kass Z, Eriksson E, Bagge E, Wallgren M, Morrell JM. Bacteria detected in the genital tract, semen or pre-ejaculatory fluid of Swedish stallions from 2007 to 2017. Acta Vet Scand. 2019;61(1):25. http://dx.doi.org/10.1186/s13028-019-0459-z. PMid:31146786.
http://dx.doi.org/10.1186/s13028-019-045...
); whereas some others focused their research on associating bacteria genera to its effect on reproductive technologies (Moretti et al., 2009Moretti E, Capitani S, Figura N, Pammolli A, Federico MG, Giannerini V, Collodel G. The presence of bacteria species in semen and sperm quality. J Assist Reprod Genet. 2009;26(1):47-56. http://dx.doi.org/10.1007/s10815-008-9283-5. PMid:19089609.
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; Ortega-Ferrusola et al., 2009Ortega-Ferrusola C, González-Fernández L, Muriel A, Macías-García B, Rodríguez-Martínez H, Tapia JA, Alonso JM, Peña FJ. Does the microbial flora in the ejaculate affect the freezeability of stallion sperm? Reprod Domest Anim. 2009;44(3):518-22. http://dx.doi.org/10.1111/j.1439-0531.2008.01267.x. PMid:19655428.
http://dx.doi.org/10.1111/j.1439-0531.20...
; Varela et al., 2018Varela E, Rey J, Plaza E, Muñoz de Propios P, Ortiz-Rodríguez JM, Álvarez M, Anel-López L, Anel L, De Paz P, Gil MC, Morrell JM, Ortega-Ferrusola C. How does the microbial load affect the quality of equine cool-stored semen? Theriogenology. 2018;114:212-20. http://dx.doi.org/10.1016/j.theriogenology.2018.03.028. PMid:29653389.
http://dx.doi.org/10.1016/j.theriogenolo...
). To the best of our knowledge, there is only one article (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
) describing the seminal microbiome in horses. Results vary among those articles, maybe because microflora may depend on external factors, such as environment or region (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
). In order to have broader picture of the commensal flora of the stallion reproductive tract, more metagenomic analysis are needed. Therefore, the aim of this study is characterizing the seminal microbial composition of healthy, fertile stallion in the south of Spain using next-generation sequencing.

Methods

Ethical statement

Animals were raised and handled in accordance with the Spanish law for animal welfare (Law 32/07). Animals were not submitted to extra semen extractions for our experiment sample collection nor was their daily workflow interrupted. Samples were not collected for the purpose of the study.

Animals and semen collection

Samples

Samples were obtained from 12 (seven Andalusian and five Arabian) healthy and fertile stallions located in the Equine Breeding Centre of the Spanish Army of Écija (Seville, Spain). Stallions ranged in age from 7 to 24 years and were included in the reproductive breeding program of the Centre. All the stallions were housed in individual boxes with a straw bedding. Faeces were removed from the housing daily. The feeding consisted of oats, commercial concentrate and water ad libitum. Animals lived under the same dietary and exercise conditions.

Semen was collected using an in-line gel-filter Missouri artificial vagina, with a mare in estrus as a teaser. An inner disposable plastic liner was used with each animal so to avoid cross-contamination. Semen was regularly collected, two or three times per week, in intervals of at least 24 h between semen collections (Monday, Wednesday and Friday) throughout the breeding season (from March to July). A total of 12 ejaculates were collected (one per stallion) by the end of the month of March. No clinical diseases were reported. All the stallions had physiological values of sperm quality parameters. Mean ± standard deviation values of the following parameters were: volume = 31.4 ± 21.2 ml; sperm concentration = 276.0 ± 95.1 spermatozoa/ml; total motility = 80.4 ± 7.9%; and progressive motility = 37.0 ± 10.1%.

DNA extraction control sample

A pattern was created in order to evaluate the quality of the DNA extraction and its amplification. It was composed of five field strain species. Rhodococcus equi and Taylorella equigenitalis came from the Microbiology Department of Military Veterinary Centre, (Ministry of Defence, Spain). The other three strain species came from Colección Española de Cultivos Tipo: Staphylococcus aureus (ATCC 43300), Klebsiella pneumoniae (ATCC 10031) and Pseudomonas aeruginosa (CECT 108).

The pattern sample contained 2x107 bacteria, equally distributed among the five species (4x106 cells each). Counting was performed with a Neubauer chamber. It was submitted to DNA extraction at the same time as the rest of samples.

Next generation sequencing

DNA extraction

Samples were cryopreserved immediately after their extraction. Then, DNA extraction was performed using a ZymoBIOMICS® DNA Miniprep kit (Zymo Research, CA) commercial kit. Samples were previously submitted to a combination of mechanic and enzymatic-digestion cell disruption as described by Bag (Bag et al., 2016Bag S, Saha B, Mehta O, Anbumani D, Kumar N, Dayal M, Pant A, Kumar P, Saxena S, Allin KH, Hansen T, Arumugam M, Vestergaard H, Pedersen O, Pereira V, Abraham P, Tripathi R, Wadhwa N, Bhatnagar S, Prakash VG, Radha V, Anjana RM, Mohan V, Takeda K, Kurakawa T, Nair GB, Das B. An improved method for high quality metagenomics DNA extraction from human and environmental samples. Sci Rep. 2016;6:26775. http://dx.doi.org/10.1038/srep26775.
http://dx.doi.org/10.1038/srep26775...
). Then, DNA extraction was performed following the manufacturer’s instructions.

Library preparation and sequencing:

Amplicons were obtained using an Ion 16S Metagenomics® kit (Thermo Fisher, Waltham, MA). This kit characterizes five different sets of 16S hypervariable regions, V2, V3, V4, V67 and V8. The library was constructed with an Ion Plus Fragment Library kit and amplicons were labelled with an XpressTM Barcode Adapters 1-16 kit. Samples were then pooled using Ion PGM® (Thermo Fisher, Waltham, MA), HiQ Sequencing kit®, Ion 316 v2 BC® chip and sequenced using the Ion 16S™ Metagenomics Workflow in Ion Reporter™ Software. OTUs were obtained from the Ion Reporter server system (Thermo Fisher Scientific, Waltham, MA, USA).

Statistical analysis

The Ion Reporter server system was used for data analysis (Thermo Fisher Scientific, 2021Thermo Fisher Scientific. Ion Reporter Software 5.18.1.0 [software]. 2021 [cited 2021 Jul 20]. Available from: https://ionreporter.thermofisher.com/ir/.
https://ionreporter.thermofisher.com/ir/...
). The α-diversity analysis with Chao 1 non-parametric model to confirm that all potential bacteria have been detected (Mira Obrador, 2014Mira Obrador A. Análisis taxonómico y funcional humano mediante aproximaciones clásiclas moleculares y metagenómica. Valencia: Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunidad Valenciana; 2014.). OTUs from hypervariable region V3 was chosen for bacterial identification, as it obtained the highest number of copies. Moreover, it has been suggested to detect a wider range of bacterial species (Fullston et al., 2015Fullston T, McPherson NO, Owens JA, Kang WX, Sandeman LY, Lane M. Paternal obesity induces metabolic and sperm disturbances in male offspring that are exacerbated by their exposure to an “obesogenic” diet. Physiol Rep. 2015;3(3):e12336. http://dx.doi.org/10.14814/phy2.12336.
http://dx.doi.org/10.14814/phy2.12336...
). Then, mean values and standard error of the mean were calculated for each phylum. Inter-subject variability was calculated with Bray-Curtis dissimilarity index.

Results

Control

The microbiome is described at a taxonomic family level. The observed proportions in the pattern were 23.1% for Alcaligenaceae, 31.4% for Enterobacteriaceae, 15.5% for Pseudomonadaceae, 27.0% for Nocardiaceae, and 2.7% for Staphylococcaceae. In most of the cases, sequenced families have appeared in the expected proportion (20%). Nevertheless, Staphylococcaceae lowers its proportion (near 2.7%) in Enterobacteriaceae’s favour (31.4%).

Microbial abundance and composition

Table 1 shows the number of valid sequences obtained and the number of which that were assigned to different OTUs. The α-diversity analysis show samples were sequenced to the plateau (Figure 1), which means that the analysis have virtually located all bacteria present in the samples (Espinosa, 2019Espinosa CI. Medidas de Alpha diversidad [Internet]. Ecología en Práctica; 2019 [cited 2021 Apr 12]. Available from: https://ciespinosa.github.io › AlphaDiversidad
https://ciespinosa.github.io ...
). The β-diversity analysis shows a high inter-subject variability (Figure 2).

Table 1
Number of valid sequence (VS) and mapped sequences (MS) per sample according to V3 results. Numbers correspond to the stallions. Results are expressed as number of copies.
Figure 1
Rarefaction curves using Chao 1 model. All samples reach to the plateau, which is an indicator that all potential families have been detected.
Figure 2
β-diversity using Bray-Curtis dissimilarity index. Samples are uniformly distributed along de spectrum. It was not possible to classify animals into subgroups, which is an indirect indicator of inter-subject variability.

A total of nine phyla were found. The most abundant ones were Bacteroidetes (46.50%), Firmicutes (29.92%) and Actinobacteria (13.58%). The following most common phyla were Fusobacteria (4.50%), Proteobacteria (4.32%) and Spirochaetes (4.10%), but only Proteobacteria was detected in all horses. Fusobacteria only appeared in five of them, and Spirochaetes in nine. The last three phyla were Synergestes (0.99%), Tenericutes (0.40%) and Chloroflexi (0.10%), which only were present in seven, two and one animals, respectively.

A total of 69 families (Figure 3) were found and nine phyla were found (Figure 4). Only 22 families out of 69 exceed a 1% presence. In addition, only nine appear to be common in all samples. The most common families were Porphyromonadaceae (32.61 ± 18.16%), Corynebacteriaceae (11.05 ± 6.10%), Peptoniphilaceae (13.69± 4.28%) and Prevotellaceae (10.05 ± 10.83%). The following most common families were Clostridiaceae (3.59 ± 4.22%), XI Family, which includes several non-identifiable genera of Clostridia (3.31 ± 5.60%) and Peptostreptococcaceae (3.05 ± 5.33%).

Figure 3
Detailed bacteria family composition of the samples. The results are expressed as percentages (%). Only common families with a relative abundance above 1% are included separately. Sections in blue represents Firmicutes phylum; green represents Bacteroidetes phylum; red represents Actinobacteria phylum; grey represents the rest of phyla.
Figure 4
Phyla detected in samples. The results are expressed as percentages (%).

Discussion

In this study, next generation sequencing has been used for characterizing the seminal microbiome of stallions. This technique is more efficient for analysing microbial flora than culture-based methods, especially for hard-to-cultivate species (Zhang et al., 2016Zhang D, Ji H, Liu H, Wang S, Wang J, Wang Y. Changes in the diversity and composition of gut microbiota of weaned piglets after oral administration of Lactobacillus or an antibiotic. Appl Microbiol Biotechnol. 2016;100(23):10081-93. http://dx.doi.org/10.1007/s00253-016-7845-5. PMid:27757509.
http://dx.doi.org/10.1007/s00253-016-784...
). That is why it has been used for characterizing gut microbiome (Su et al., 2020Su S, Zhao Y, Liu Z, Liu G, Du M, Wu J, Bai D, Li B, Bou G, Zhang X, Dugarjaviin M. Characterization and comparison of the bacterial microbiota in different gastrointestinal tract compartments of Mongolian horses. MicrobiologyOpen. 2020;9(6):e1020. http://dx.doi.org/10.1002/mbo3.1020.
http://dx.doi.org/10.1002/mbo3.1020...
), lower respiratory tract (Manguin et al., 2020Manguin E, Pépin E, Boivin R, Leclere M. Tracheal microbial populations in horses with moderate asthma. J Vet Intern Med. 2020;34(2):986-95. http://dx.doi.org/10.1111/jvim.15707. PMid:31985115.
http://dx.doi.org/10.1111/jvim.15707...
), conjunctive (LaFrentz et al., 2020LaFrentz S, Abarca E, Mohammed HH, Cuming R, Arias CR. Characterization of the normal equine conjunctival bacterial community using culture-independent methods. Vet Ophthalmol. 2020;23(3):480-8. http://dx.doi.org/10.1111/vop.12743. PMid:32017364.
http://dx.doi.org/10.1111/vop.12743...
). To the best of our knowledge, there is only one paper analysing the seminal microbiome in stallions with NGS technology (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
). However, authors have stated that there may be variations due to external factors. (Wickware et al., 2020Wickware CL, Johnson TA, Koziol JH. Composition and diversity of the preputial microbiota in healthy bulls. Theriogenology. 2020;145:231-7. http://dx.doi.org/10.1016/j.theriogenology.2019.11.002. PMid:31732161.
http://dx.doi.org/10.1016/j.theriogenolo...
; Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
; Tomaiuolo et al., 2020Tomaiuolo R, Veneruso I, Cariati F, D’Argenio V. Microbiota and human reproduction: the case of male infertility. High Throughput; 2020;9(2):10. http://dx.doi.org/10.3390/ht9020010.
http://dx.doi.org/10.3390/ht9020010...
). Therefore, it is of the utmost interest to keep exploring seminal metagenomics.

According to our study, there are four main families that represent the seminal microbiome in healthy and fertile stallions: Porphyromonadaceae (Bacteroidetes phylum), Peptoniphilaceae (Firmicutes phylum), Corynebacteriaceae (Actinobacteria phylum) and Prevotellaceae (Bacteroidetes phylum). Our results greatly concur with the ones found in the north of Europe (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
). However, they plainly differ from studies made in human, where gram-positive bacteria prevail (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
). With respect to other species, they also differ from mice (Rosenfeld et al., 2018Rosenfeld CS, Javurek AB, Johnson SA, Lei Z, Sumner LW, Hess RA. Seminal fluid metabolome and epididymal changes after antibiotic treatment in mice. Reproduction. 2018;156(1):1-10. http://dx.doi.org/10.1530/REP-18-0072. PMid:29692359.
http://dx.doi.org/10.1530/REP-18-0072...
; Javurek et al., 2016Javurek AB, Spollen WG, Ali AMM, Johnson SA, Lubahn DB, Bivens NJ, Bromert KH, Ellersieck MR, Givan SA, Rosenfeld CS. Discovery of a Novel Seminal Fluid Microbiome and Influence of Estrogen Receptor Alpha Genetic Status. Sci Rep. 2016;6(1):23027. http://dx.doi.org/10.1038/srep23027. PMid:26971397.
http://dx.doi.org/10.1038/srep23027...
) and ram (Serrano et al., 2020Serrano M, Climent E, Freire F, Martínez-Blanch JF, González C, Reyes L, Solaz-Fuster MC, Calvo JH, Jiménez MÁ, Codoñer FM. Influence of the ovine genital tract microbiota on the species artificial insemination outcome. A pilot study in commercial sheep farms. High Throughput. 2020;9(3):16. http://dx.doi.org/10.3390/ht9030016.
http://dx.doi.org/10.3390/ht9030016...
).

Starting with the Bacteroidetes phylum, there is no a general consensus about its function in semen. It has been identified in healthy, fertile men (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Liu et al., 2014Liu CM, Osborne BJW, Hungate BA, Shahabi K, Huibner S, Lester R, Dwan MG, Kovacs C, Contente-Cuomo TL, Benko E, Aziz M, Price LB, Kaul R. The semen microbiome and its relationship with local immunology and viral load in HIV infection. PLoS Pathog. 2014;10(7):e1004262. http://dx.doi.org/10.1371/journal.ppat.1004262. PMid:25058515.
http://dx.doi.org/10.1371/journal.ppat.1...
), while some authors associated the combination of this family and Prevotellaceae with a higher rate of reproductive inflammatory conditions (Mändar et al., 2015Mändar R, Punab M, Borovkova N, Lapp E, Kiiker R, Korrovits P, Metspalu A, Krjutškov K, Nõlvak H, Preem JK, Oopkaup K, Salumets A, Truu J. Complementary seminovaginal microbiome in couples. Res Microbiol. 2015;166(5):440-7. http://dx.doi.org/10.1016/j.resmic.2015.03.009. PMid:25869222.
http://dx.doi.org/10.1016/j.resmic.2015....
). In any case, the vast majority of human studies leave the presence of Porphyromonadaceae in the background, as its percentage is usually less than that of other families.

The other member from this same phylum is Prevotellaceae, traditionally defined as a natural component of vaginal, oral, cutaneous and digestive microflora. This family has been correlated with low semen quality by some authors (Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
), whereas others have found it to share a niche with healthy flora (Liu et al., 2014Liu CM, Osborne BJW, Hungate BA, Shahabi K, Huibner S, Lester R, Dwan MG, Kovacs C, Contente-Cuomo TL, Benko E, Aziz M, Price LB, Kaul R. The semen microbiome and its relationship with local immunology and viral load in HIV infection. PLoS Pathog. 2014;10(7):e1004262. http://dx.doi.org/10.1371/journal.ppat.1004262. PMid:25058515.
http://dx.doi.org/10.1371/journal.ppat.1...
; Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
; Mändar et al., 2015Mändar R, Punab M, Borovkova N, Lapp E, Kiiker R, Korrovits P, Metspalu A, Krjutškov K, Nõlvak H, Preem JK, Oopkaup K, Salumets A, Truu J. Complementary seminovaginal microbiome in couples. Res Microbiol. 2015;166(5):440-7. http://dx.doi.org/10.1016/j.resmic.2015.03.009. PMid:25869222.
http://dx.doi.org/10.1016/j.resmic.2015....
). Our findings concur with the latter ones, as the animals in our study do not show clinical signs of disease and have a good semen quality. It is noteworthy to say that Bacteroidetes families scarcely appear in classical references. This is because this phylum is mostly composed of anaerobic gram-negative organisms. These bacteria are laborious to culture and, therefore, have been systematically omitted in culture-based microflora studies. Having pointed that, this family has neither been detected in the horse semen in other NGS studies (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
).

Regarding Corynebacteriaceae, it has been consistently defined as a natural component of seminal flora in humans (Liu et al., 2014Liu CM, Osborne BJW, Hungate BA, Shahabi K, Huibner S, Lester R, Dwan MG, Kovacs C, Contente-Cuomo TL, Benko E, Aziz M, Price LB, Kaul R. The semen microbiome and its relationship with local immunology and viral load in HIV infection. PLoS Pathog. 2014;10(7):e1004262. http://dx.doi.org/10.1371/journal.ppat.1004262. PMid:25058515.
http://dx.doi.org/10.1371/journal.ppat.1...
; Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
; Mändar et al., 2015Mändar R, Punab M, Borovkova N, Lapp E, Kiiker R, Korrovits P, Metspalu A, Krjutškov K, Nõlvak H, Preem JK, Oopkaup K, Salumets A, Truu J. Complementary seminovaginal microbiome in couples. Res Microbiol. 2015;166(5):440-7. http://dx.doi.org/10.1016/j.resmic.2015.03.009. PMid:25869222.
http://dx.doi.org/10.1016/j.resmic.2015....
; Ivanov et al., 2009Ivanov IB, Kuzmin MD, Gritsenko VA. Microflora of the seminal fluid of healthy men and men suffering from chronic prostatitis syndrome. Int J Androl. 2009;32(5):462-7. http://dx.doi.org/10.1111/j.1365-2605.2008.00878.x. PMid:18328042.
http://dx.doi.org/10.1111/j.1365-2605.20...
; Jarvi et al., 1996Jarvi K, Lacroix JM, Jain A, Dumitru I, Heritz D, Mittelman MW. Polymerase chain reaction-based detection of bacteria in semen. Fertil Steril. 1996;66(3):463-7. http://dx.doi.org/10.1016/S0015-0282(16)58520-3. PMid:8751749.
http://dx.doi.org/10.1016/S0015-0282(16)...
). This concurs with previous studies in the stallion (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
; Varela et al., 2018Varela E, Rey J, Plaza E, Muñoz de Propios P, Ortiz-Rodríguez JM, Álvarez M, Anel-López L, Anel L, De Paz P, Gil MC, Morrell JM, Ortega-Ferrusola C. How does the microbial load affect the quality of equine cool-stored semen? Theriogenology. 2018;114:212-20. http://dx.doi.org/10.1016/j.theriogenology.2018.03.028. PMid:29653389.
http://dx.doi.org/10.1016/j.theriogenolo...
;, Althouse et al., 2010Althouse C, Skaife J, Loomis P. Prevalence and types of contaminant bacteria in extended, chilled equine semen. Anim Reprod Sci. 2010;121(1, Suppl):224-5.; Maasen and Christensen, 1995Maasen M, Christensen P. Bacterial flora of semen collected from Danish warmblood stallions by artificial vagina. Acta Vet Scand. 1995;36(1):1-7. http://dx.doi.org/10.1186/BF03547698. PMid:7572447.
http://dx.doi.org/10.1186/BF03547698...
; Pickett et al., 1999Pickett BW, Voss JL, Jones RL. Control of bacteria in stallions and their semen. J Equine Vet Sci. 1999;19(7):424-69. http://dx.doi.org/10.1016/S0737-0806(99)80254-8.
http://dx.doi.org/10.1016/S0737-0806(99)...
; Varner et al., 1998Varner DD, Scanlan CM, Thompson JA, Brumbaugh GW, Blanchard TL, Carlton CM, Johnson L. Bacteriology of preserved stallion semen and antibiotics in semen extenders. Theriogenology. 1998;50(4):559-73. http://dx.doi.org/10.1016/S0093-691X(98)00161-7. PMid:10732147.
http://dx.doi.org/10.1016/S0093-691X(98)...
). Other authors (Kiessling et al., 2008Kiessling AA, Desmarais BM, Yin H-Z, Loverde J, Eyre RC. Detection and identification of bacterial DNA in semen. Fertil Steril. 2008;90(5):1744-56. http://dx.doi.org/10.1016/j.fertnstert.2007.08.083. PMid:18191853.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Mändar, 2013Mändar R. Microbiota of male genital tract: impact on the health of man and his partner. Pharmacol Res. 2013;69(1):32-41. http://dx.doi.org/10.1016/j.phrs.2012.10.019. PMid:23142212.
http://dx.doi.org/10.1016/j.phrs.2012.10...
) state that they are commensal bacteria that can become pathogenic when the flora unbalances or when there is a high activity of caspases (Ortega-Ferrusola et al., 2009Ortega-Ferrusola C, González-Fernández L, Muriel A, Macías-García B, Rodríguez-Martínez H, Tapia JA, Alonso JM, Peña FJ. Does the microbial flora in the ejaculate affect the freezeability of stallion sperm? Reprod Domest Anim. 2009;44(3):518-22. http://dx.doi.org/10.1111/j.1439-0531.2008.01267.x. PMid:19655428.
http://dx.doi.org/10.1111/j.1439-0531.20...
).

The following four more common families belong to the Firmicutes phylum, Clostridia class: Peptoniphilaceae, Peptostreptococcaceae, Clostridiaceae and XI Family. Studies performed in humans show that these families are clearly rarer than in our case, excepting Peptoniphilaceae (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Sanocka-Maciejewska et al., 2005Sanocka-Maciejewska D, Ciupińska M, Kurpisz M. Bacterial infection and semen quality. J Reprod Immunol. 2005;67(1–2):51-6. http://dx.doi.org/10.1016/j.jri.2005.06.003. PMid:16112738.
http://dx.doi.org/10.1016/j.jri.2005.06....
). The same applies in the case of horses (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
). Interestingly, another class of this very same phylum, Bacilli, seems to be the most represented one in human semen, with families such as Lactobacillaceae, Staphylococcaceae and Streptococcaceae (Rando, 2012Rando OJ. Daddy issues: paternal effects on phenotype. Cell. 2012;151(4):702-8. http://dx.doi.org/10.1016/j.cell.2012.10.020. PMid:23141533.
http://dx.doi.org/10.1016/j.cell.2012.10...
; Ng et al., 2010Ng S-F, Lin RCY, Laybutt DR, Barres R, Owens JA, Morris MJ. Chronic high-fat diet in fathers programs β-cell dysfunction in female rat offspring. Nature. 2010;467(7318):963-6. http://dx.doi.org/10.1038/nature09491. PMid:20962845.
http://dx.doi.org/10.1038/nature09491...
;, Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
; Varner et al., 1998Varner DD, Scanlan CM, Thompson JA, Brumbaugh GW, Blanchard TL, Carlton CM, Johnson L. Bacteriology of preserved stallion semen and antibiotics in semen extenders. Theriogenology. 1998;50(4):559-73. http://dx.doi.org/10.1016/S0093-691X(98)00161-7. PMid:10732147.
http://dx.doi.org/10.1016/S0093-691X(98)...
; Fullston et al., 2015Fullston T, McPherson NO, Owens JA, Kang WX, Sandeman LY, Lane M. Paternal obesity induces metabolic and sperm disturbances in male offspring that are exacerbated by their exposure to an “obesogenic” diet. Physiol Rep. 2015;3(3):e12336. http://dx.doi.org/10.14814/phy2.12336.
http://dx.doi.org/10.14814/phy2.12336...
; Bromfield et al., 2014Bromfield JJ, Schjenken JE, Chin PY, Care AS, Jasper MJ, Robertson SA. Maternal tract factors contribute to paternal seminal fluid impact on metabolic phenotype in offspring. Proc Natl Acad Sci USA. 2014;111(6):2200-5. http://dx.doi.org/10.1073/pnas.1305609111. PMid:24469827.
http://dx.doi.org/10.1073/pnas.130560911...
; Pasing et al., 2013Pasing SS, Aurich C, von Lewinski M, Wulf M, Krüger M, Aurich JE. Development of the genital microflora in stallions used for artificial insemination throughout the breeding season. Anim Reprod Sci. 2013;139(1–4):53-61. http://dx.doi.org/10.1016/j.anireprosci.2013.03.009. PMid:23602488.
http://dx.doi.org/10.1016/j.anireprosci....
; Rando and Simmons, 2015Rando OJ, Simmons RA. I’m eating for two: parental dietary effects on offspring metabolism. Cell. 2015;161(1):93-105. http://dx.doi.org/10.1016/j.cell.2015.02.021. PMid:25815988.
http://dx.doi.org/10.1016/j.cell.2015.02...
; Rodgers et al., 2013Rodgers AB, Morgan CP, Bronson SL, Revello S, Bale TL. Paternal stress exposure alters sperm microRNA content and reprograms offspring HPA stress axis regulation. J Neurosci. 2013;33(21):9003-12. http://dx.doi.org/10.1523/JNEUROSCI.0914-13.2013. PMid:23699511.
http://dx.doi.org/10.1523/JNEUROSCI.0914...
; Rota et al., 2011Rota A, Calicchio E, Nardoni S, Fratini F, Ebani VV, Sgorbini M, Panzani D, Camillo F, Mancianti F. Presence and distribution of fungi and bacteria in the reproductive tract of healthy stallions. Theriogenology. 2011;76(3):464-70. http://dx.doi.org/10.1016/j.theriogenology.2011.02.023. PMid:21529914.
http://dx.doi.org/10.1016/j.theriogenolo...
; Sharma et al., 2010Sharma S, Dhaliwal GS, Dadarwal D. Reproductive efficiency of Thoroughbred mares under Indian subtropical conditions: a retrospective survey over 7 years. Anim Reprod Sci. 2010;117(3–4):241-8. http://dx.doi.org/10.1016/j.anireprosci.2009.05.011. PMid:19505777.
http://dx.doi.org/10.1016/j.anireprosci....
). In our findings, these families were only represented at 0%, 0.17% and 0.22%, respectively. The only family related to these bacteria with a higher presence in our study was Aerococcaceae (1.23%), which has been associated with infertility cases in humans (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
).

Conclusion

In conclusion, the equine seminal microbiome is principally represented by Porphyromonadaceae, Peptoniphilaceae, Corynebacteriaceae and Prevotellaceae. A high inter-subject variability is also observed. Our results concur with the ones found in other studies (Al-Kass et al., 2020Al-Kass Z, Guo Y, Vinnere Pettersson O, Niazi A, Morrell JM. Metagenomic analysis of bacteria in stallion semen. Anim Reprod Sci. 2020;221:106568. http://dx.doi.org/10.1016/j.anireprosci.2020.106568. PMid:32861118.
http://dx.doi.org/10.1016/j.anireprosci....
). However, they differ from studies made in other species (Hou et al., 2013Hou D, Zhou X, Zhong X, Settles ML, Herring J, Wang L, Abdo Z, Forney LJ, Xu C. Microbiota of the seminal fluid from healthy and infertile men. Fertil Steril. 2013;100(5):1261-9. http://dx.doi.org/10.1016/j.fertnstert.2013.07.1991. PMid:23993888.
http://dx.doi.org/10.1016/j.fertnstert.2...
; Weng et al., 2014Weng S-L, Chiu C-M, Lin F-M, Huang W-C, Liang C, Yang T, Yang TL, Liu CY, Wu WY, Chang YA, Chang TH, Huang HD. Bacterial communities in semen from men of infertile couples: metagenomic sequencing reveals relationships of seminal microbiota to semen quality. PLoS One. 2014 Oct 23;9(10):e110152. https://doi.org/10.1371/journal.pone.0110152.
https://doi.org/10.1371/journal.pone.011...
; Rosenfeld et al., 2018Rosenfeld CS, Javurek AB, Johnson SA, Lei Z, Sumner LW, Hess RA. Seminal fluid metabolome and epididymal changes after antibiotic treatment in mice. Reproduction. 2018;156(1):1-10. http://dx.doi.org/10.1530/REP-18-0072. PMid:29692359.
http://dx.doi.org/10.1530/REP-18-0072...
; Javurek et al., 2016Javurek AB, Spollen WG, Ali AMM, Johnson SA, Lubahn DB, Bivens NJ, Bromert KH, Ellersieck MR, Givan SA, Rosenfeld CS. Discovery of a Novel Seminal Fluid Microbiome and Influence of Estrogen Receptor Alpha Genetic Status. Sci Rep. 2016;6(1):23027. http://dx.doi.org/10.1038/srep23027. PMid:26971397.
http://dx.doi.org/10.1038/srep23027...
; Serrano et al., 2020Serrano M, Climent E, Freire F, Martínez-Blanch JF, González C, Reyes L, Solaz-Fuster MC, Calvo JH, Jiménez MÁ, Codoñer FM. Influence of the ovine genital tract microbiota on the species artificial insemination outcome. A pilot study in commercial sheep farms. High Throughput. 2020;9(3):16. http://dx.doi.org/10.3390/ht9030016.
http://dx.doi.org/10.3390/ht9030016...
). Further studies are needed to fully characterise the natural flora composition of stallion reproductive tract.

Acknowledgements

The authors would like to thank the institution Diputación de Córdoba for their technical assistance. The authors would also like to thank Harry Cullen for the English review.

  • Financial support: None.
  • How to cite: Quiñones-Pérez C, Hidalgo M, Ortiz I, Crespo F, Vega-Pla JL. Characterization of the seminal bacterial microbiome of healthy, fertile stallions using next-generation sequencing. Anim Reprod. 2021;18(2):e20200052. https://doi.org/10.1590/1984-3143-AR2020-0052

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Publication Dates

  • Publication in this collection
    06 Aug 2021
  • Date of issue
    2021

History

  • Received
    10 Dec 2020
  • Accepted
    22 June 2021
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