The tolerance of ruminants to gossypol, a natural phenolic compound derived from the cotton plant, is greater than that of monogastric animals, partially because of the gossypol-degrading bacteria in the rumen of the ruminants. In this study, we aimed to examine the effect of gossypol supplementation on fermentation characteristics, bacterial α-diversity and community structure in the rumen fluid of sheep to analyse the change of bacterial in response to gossypol. 8 sheep with permanent fistula were randomly divided into 2 groups, a control and gossypol acetate supplementation groups. Sheep in the latter group were supplemented with gossypol acetate at the levels of 600 mg and 1,200 mg/animal per day during the first (S1, days 1 to 27) and subsequent (S2, days 28 to 47) stages. Gossypol supplementation significantly increased the molar proportion of acetate, and decreased the molar proportion of isobutyric acid, butyric acid, and isovaleric acid in the rumen fluid. Gossypol supplementation have no significant effect on bacterial diversity in the rumen fluid. At the phylum level, gossypol had no effect on bacterial community. At the genus level, gossypol supplementation significantly increased the relative abundance of Treponema_2. However, there were no significant differences in the relative abundance of dominant bacterial genera. In conclusion, gossypol supplementation had an effect on molar proportion of acetate, isobutyric acid, butyric acid, and isovaleric acid, but had no significant effect on the bacterial diversity and relative abundance of dominant bacteria in rumen fluid of sheep.
Citation: Wang C, Li Y, MaiTiSaiYiDi T, Yang H, Yang K (2020) Effect of dietary gossypol supplement on fermentation characteristics and bacterial diversity in the rumen of sheep. PLoS ONE 15(6): e0234378. https://doi.org/10.1371/journal.pone.0234378
Editor: Shihui Yang, Hubei University, CHINA
Received: November 2, 2019; Accepted: May 26, 2020; Published: June 10, 2020
Copyright: © 2020 Wang et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Data Availability: All relevant data are within the paper and its Supporting Information files. High throughput sequencing data of the article are available in the NCBI Sequence Read Archive, accession number: PRJNA597568.
Funding: This work was funded by the Joint Fund of China Agricultural University and Xinjiang Agricultural University (2017TC002).
Competing interests: The authors have declared that no competing interests exist.
Whole cottonseeds are rich in protein , energy , and fibre  and are extenstively used as an important feed ingredient, especially for high-yield dairy cows. However, the presence of gossypol hinders the potential use of cottonseed by-products in farm animal feeding. Gossypol is a toxic phenolic compound derived from the cotton plant, with the greatest concentration found in cottonseeds . The presence of gossypol can enhance the resistance to pests for genus Gossypium . Numerous in vitro studies have shown that gossypol has anticancer , antivirus , antimicrobial , and antiparasitic [9–10] properties. For a long time, it was believed that ruminants in comparison with monogastric animals are believed to be more tolerant to free gossypol . Currently, two possible mechanisms have been proposed to explain gossypol detoxification in ruminant animals. One explanation is that the free gossypol can be converted into bound gossypol by binding to soluble proteins . The other is that gossypol can be used as a carbon source by rumen microorganisms, assuming that gossypol is degraded into nontoxic metabolites .
Bacteria (1010 to 1011 CFU/mL) are the most abundant microorganisms in the rumen ecosystem compared with protozoa, fungi, and methanogens . Previous studies have mainly addressed the feeding effects of whole cottonseeds on dry matter intake (DMI) in dairy cows . In consecutive batch cultures, gossypol initially causes a decrease in the level of rumen microorganisms at first exposure, however, these microorganisms are able to adapt following prolonged exposure to gossypol . Although the application of high-throughput sequencing technologies has increased the ability to study microbial communities at a high taxonomic resolution [17–18], limited information is available regarding the effect of gossypol on rumen bacterial diversity. It is also not clear if gossypol dietary intake could change the dominant bacteria composition in the rumen. In the present study, high-throughput sequencing technology was applied in a sheep feeding trial, and the main objective was to determine if dietary gossypol supplementation could shift rumen fermentation and bacteria composition in rumen fluid.
Material and methods
The experimental protocol was approved (animal protocol number: 2017006) by the Animal Care and Use Committee of Xinjiang Agricultural University, Urumqi, Xinjiang, China. After the experiment, the sheep were housed for use in further research. The study was conducted from August to October 2017 at Hui Kang Animal Husbandry Biotechnology Co., Ltd. breeding farm in Urumqi, Xinjiang, China.
Animals, diet, and experimental procedure
Eight healthy 3-year-old female adult Kazakh sheep with an average body weight of 49.13 ± 4.70 kg were served as experimental animal, and each animal was surgically fitted with a rumen fistula (2 cm diameter). The animals were randomly arranged into 2 groups with 4 sheep per group. The sheep had free access to water and were individually kept in separate cages and fed the same basal diet (Table 1) twice daily at 08:00 and 20:00 for 47 days. During feeding trial, sheep in the control group were fed the basal diet, and sheep in the gossypol group were fed a basal diet supplemented with gossypol acetate (98% purity, Hubei Xin Yuan Shun chemical Co., Ltd., Hubei province, China). Dietary gossypol acetate levels in the gossypol group were 600 mg and 1,200 mg/animal per day during the first stage (S1, days 1 to 27) and the subsequent stage (S2, days 28 to 47). The gossypol choice of 1200 mg/animal in the present study was set based on the maximum limit allowance when in ruminant feeds (cotton products) in China . To facilitate the gossypol administration, sheep in the gossypol treatment group were individually offered the experimental amounts of gossypol acetate after being mixed with 50 g of a powdered commercial concentrate (Tian Kang Animal Husbandry Biotechnology Co., Ltd., Xinjiang, China) in advance, whereas the sheep in the control group was fed only with the 50 g of the same commercial concentrate. Ingredients and nutritional levels of the commercial concentrate are listed in S1 Table. Afterwards, the same basal diet in Table 1 were provided ad libitum. Initial live body weight and final live body weight were weighed and recorded to calculated average daily gain (ADG), and dry matter intake of each sheep was measured according to difference of the diet offered and leftovers in the troughs throughout the whole feeding trial.
During the 47-day feeding trial, rumen contents were collected 3 h after the morning feeding on day 5, 10, 15, 20 of S1 stage and day 32, 37, 42 and 47 of S2 stage and were filtered using a nylon bag (pore size of 250 μm). The filtrated rumen fluid (20 mL) of each sheep was sampled and sub-packed into sterilized cryopreservation tubes, immediately frozen in liquid nitrogen, and then stored at −80°C. All rumen fluid samples were used for ammonia N (NH3-N) and volatile fatty acid (VFA) analysis except that the samples collected on day 20 and day 47 were used for bacterial DNA extraction and sequencing.
Rumen NH3-N and VFAs measurement
An indophenol colorimetric reaction was used to determine the ammonia N concentration in rumen fluid. phenolic absorbance at 630 nm was measured using a spectrophotometer . Gas chromatography (GC-2010, Shimadzu, Japan) was used to measure the VFA concentration in the sheep rumen fluid . And 4-methyl valaric was used as internal standard. The following chromatographic conditions were used: capillary column 30 m × 0.32 mm × 0.25 mm film thickness, column temperature 150°C, and detector temperature 220°C.
DNA extraction and sequencing
The thawed samples of rumen fluid (1.5 mL) were centrifuged at 800 g for 5 min at 4°C, then the supernatant was centrifuged at 10,000 g for 10 min at 4°C. The sediments of the second centrifuged samples were used to extracted the total DNA. Total genomic DNA was extracted using the CTAB/SDS method, the procedure was operated in a clean bench. The concentration and purity of the total genome DNA were assessed following a separation on 0.8% agarose gels. The DNA was diluted to 1 ng/μL using sterile water before analysis. The bacterial 16S rDNA V3-V4 primers were 341F: 5′-CCTAYGGGRBGCASCAG-3′ and 806R: 5′-GGACTACNNGGGTATCTAAT-3′. All polymerase chain reactions (PCRs) were conducted using a Phusion® High-Fidelity PCR Master Mix. Briefly, PCR was in a 25 μL reaction mixture containing 10 ng of DNA, 0.2 μM of each primer, 12.5 μL of Phusion® High-Fidelity PCR Master Mix. The PCR program was as follows: 95°C for 30 s, followed by 30 cycles of 95°C for 10 s, 55°C for 30 s, 72°C for 30 s, and last 72°C for 5 min. The TruSeq® DNA PCR-Free Sample Preparation Kit (Illumina, San Diego, California, USA) was used to generate the sequencing libraries. Library qualities were evaluated using a Qubit 2.0 Fluorometer (Thermo Scientific, Massachusetts, USA) and the Agilent Bioanalyzer 2100 System. Finally, the IonS5TM XL platform was used to sequence the libraries, generating 600-bp single-end reads. The DNA extraction, PCR, and sequencing were completed by Beijing Novogene biology Co., Ltd.
Sequence data processing
Cutadapt version 1.9.1  was used to remove low-quality (quality values of less than 17) parts of the reads. Using the barcode, each sample data were obtained from the reads. The truncated barcode and primer sequences were used for the initial quality control to obtain the raw reads. The UCHIME algorithm  was used to compare the raw read sequences to the database to detect chimeric sequences  and then to remove them to obtain clean data. Raw data were available at the NCBI Sequence Read Archive, BioProject accession number: PRJNA597568.
Uparse version 7.0.1001  was used to cluster the clean data sequences into operational taxonomic units (OTUs) with 97% identity. Using the Mothur method and SILVA 128 database [26,27] to perform species annotation analysis (the threshold was set from 0.8 to 1). Finally, the sample data were normalized using R-2.15.3, and normalization was performed based on the smallest amount of data in the sample (Random sampling: equal proportion of each OTU were selected). To removing chloroplast, mitochondrial, archaeal, eukaryotic and unidentified reads. QIIME (version 1.9.1) was used to calculate the α-diversity of bacterial community in the rumen fluid of sheep. Simpson and Shannon are usually used to estimate the community diversity. However, regarding diversity, not only the qualitative amount of species, but also the abundance of the species must be taken into account. Chao1 and ACE are used to estimate the community richness. The Goods coverage is used to estimate the sequencing depth. R 3.5.1 were used to perform non-metric multidimensional scaling (NMDS) analysis. To further examine the effect of gossypol on the pattern of the bacterial in rumen fluid, the permutational multivariate analysis of variance using distance matrices (PERMANOVA) based on Binary Jaccard dissimilarity matrix were conducted.
Data were analysed using the MIXED procedure of the SAS software (version 9.2; SAS Institute, Cary, NC, USA). The model was applied as follow: Where, Yijk was the response variable, μ is the overall mean, Ti was the fixed effect of the treatment (control vs gossypol), Sj was the fixed effect of stage (j = S1 and S2), Ck was the random effect of the animal (k = 1 to 6) and eijk was the residual error. First-order utoregressive and compound symmetry (homogenous and heterogeneous) were tested as covariance structures, and the covariance structure with the lowest Akaike’s Information Criterion was retained in the final model. The least square means and standard errors were estimated with the LSMEANS statement of the SAS software (version 9.2; SAS Institute, Cary, NC, USA). The means between the control and gossypol administration were compared with Tukey’s method. Significance was declared at P < 0.05 unless otherwise noted.
Live body weight and DMI response to dietary gossypol supplement
As shown in Table 2, initial body weight of sheep did not differ between the control and gossypol group. No difference for final body weight was observed between two groups though ADG was numerically increased in gossypol group in comparison with the control. Increasing gossypol feeding up to 1,200 mg/animal numerically decreased ADMI by 4%. Consequently, feed: gain ratio was slightly decreased in gossypol group compared with the control though such decrease was not statistically significant.
Gossypol supplementation effects on fermentation parameters
As shown in Table 3, Compared with the control group, gossypol significantly decreased the molar proportion of isovaleric acid during S1. Regarding the effect of gossypol intake levels (600 mg vs 1,200 mg), supplementation with gossypol acetate significantly increased the molar proportion of acetate (P < 0.01), and significantly decreased the molar proportion of isobutyric acid (P = 0.02), butyric acid (P < 0.01), and isovaleric acid (P = 0.01) in the sheep rumen fluid, but had no significant effect on the concentration of NH3-N, tVFA and the molar proportion of propionate, and valeric acid.
Taxonomic characterization of microbiota in the rumen fluid of sheep
A total of 851,105 clean reads were detected by high-throughput sequencing in 16 samples, with an average of 53,194 reads per sample (S2 Table). The clean reads were annotated into 4,189 OTUs, belonging to 19 phylum, 37 classes, 61 orders, 86 families and 185 genera. In Fig 1, the rarefaction curve tends to be flat, indicating that only a few new species appeared when the sequencing depth was increased, the sequencing depth covered most of the bacteria in the rumen fluid.
Gossypol supplementation effects on the bacteria α-diversity in rumen fluid
As shown in Table 4, regarding the effect of the gossypol intake level, supplementation with gossypol acetate, the diversity indexes of OTUs (P = 0.009), Chao1 (P = 0.09) and ACE (P = 0.08) have a trend increase. While there were no difference on Shannon and Simpson indexes. The effect of the gossypol on goods coverage of bacterial in the rumen fluid were approximately 1 for the two groups, indicating that the sequencing depth of each sample satisfied the condition for subsequent analysis.
Analyses of bacterial community structure
The NMDS plot (Fig 2) of bacterial in the rumen fluid were clustered into 4 groups, with the samples in the gossypol group separated from those in the control group obviously at day 20 (S1), showed a shift in the microbial communities of the rumen fluid in sheep by supplementation with gossypol. The bacterial community trends tend towards closeness, between groups, at day 47 (S2). Results of the testing indicated no statistically significant differences in bacterial community between gossypol and control group at day 20 (F = 1.22, R squared = 0.16, P = 0.15), and at day 47 (F = 0.98, R squared = 0.14, P = 0.53) based on PERMANOVA analyse. The difference of results between NMDS and PERMANOVA anlysis, may be due to different analysis methods and sample size.
Gossypol supplementation effects on the relative abundance of bacteria at the phylum level in rumen fluid
At the phylum level (Table 5), the dominant bacteria in the sheep rumen fluid were Bacteroidetes and Firmicutes. Gossypol supplementation had little impact on the relative abundance of the major phyla. Compared with the control, there were no significant differences in the relative abundance of phylum level bacteria at S1 and S2. Regarding the effect of gossypol intake levels (600 mg vs 1,200 mg), there were no significant differences in the relative abundance of phylum-level bacteria (P > 0.05). However, the supplementation time significantly affected the relative abundance of Tenericutes (P = 0.01). After supplement with gossypol acetate, the relative abundance of Spirochaetes has a trend to decrease (P = 0.06).
Gossypol supplementation effects on the relative abundance of bacteria at the genus level in rumen fluid
At the genus level (Table 6), the dominant bacteria in the sheep rumen fluid was Prevotella_1. Gossypol supplementation had little impact on the relative abundance of the major genera. Gossypol treatment significantly decreased the relative abundance of Treponema_2 (P = 0.03). After supplement with gossypol acetate, the relative abundance of Ruminobacter (P = 0.07) have a trend to significant difference. All other genus levels of liquid-phase bacteria were not affected by gossypol treatment.
Gossypol as an anti-nutritional factor hinders the use of cotton by-products in animal diets. In our present study, the DMI of sheep, rumen fermentation characteristics and bacterial diversity in rumen fluid were reported after supplementation with gossypol. The result showed that gossypol supplementation significantly increased the molar proportion of acetate, and significantly decreased the molar proportion of isobutyric acid, butyric acid, and isovaleric acid in the sheep rumen fluid. But supplemented with gossypol had no significant effect on DMI and on the relative abundance of dominant bacterial phylum and genus.
In our study, we found that gossypol supplementation had no impact on DMI. This result is similar to previous reports showing that different feed levels of gossypol contained in cottonseed had no impact on DMI in sheep . Similarly, no difference in feed consumption was found when comparing high and low levels of gossypol feed in lambs . These data suggest that the total nutrient intake in control and gossypol sheep groups was similar.
Ismartoyo found that the concentration of acetate, propionate, and butyric acid were changed by supplementation with the highest level of whole cottonseed in sheep . Previous studies used cottonseed, which also contains other anti-nutritional factors that may have effect on rumen microbiome, such as tannins, clopropenoid fatty acids, etc. However, our study used gossypol acetate as the research object. In our study, supplementation with gossypol acetate significantly effected the proportion of acetate, butyric acid, isovaleric acid and valeric acid in sheep rumen fluid. The effect of gossypol on rumen fluid fermentation characteristics was well studied.
In this study we used next-generation sequencing technology to provide a direct estimate of the effect of gossypol on the bacterial community in the sheep rumen. The high-throughput sequencing analysis showed that, after the appropriate quality control, there were 4,189 OTUs (1,247 OTUs per sample). After supplemented with gossypol acetate, the diversity indexes of OTUs, Chao1 and ACE have a trend increase. It has been shown that gossypol decreases the number of rumen microorganisms at first exposure, but that the number of microorganisms recovers after prolonged gossypol exposure . Previous studies have studied the effect of gossypol on the number of rumen microorganisms. Similarly, studies have shown that rumen microorganisms can degrade or tolerate allyl cyanide and other substances and quickly adapt to these toxic substances . It has also been shown that oxalate significantly increases the relative abundance of bacteria capable of oxalate degradation in mammalian herbivores  The diversity of rumen microorganisms is a benefit for balancing the rumen environment .
For the NMDS plot reviewed that control and gossypol treatment tended to converge in microbial community at day 47 (S2) relative to day 20 (S1). It may be due to the long-term addition of gossypol, the rumen microorganisms became adaptive to gossypol. This was consistent with that microorganisms are able to adapt following prolonged exposure to gossypol .
At the phylum level, Bacteroidetes and Firmicutes were found to be the dominant phyla in the sheep rumen fluid. this finding is consistent with findings in lamb  and calves . Here, we found that compared to sheep in the control group, the relative abundance of Spirochaetes in the rumen was found to trend deceased following supplementation with gossypol. Studies have suggested that Spirochaetes are associated with diarrhoea in the intestine [36,37]. It is suggested that we need to pay attention to the intestinal health when using cotton by-products containing gossypol as feed material. However, it is not clear why the levels of these bacteria change following supplementation with gossypol. Future studies should evaluate differences in function and metabolism in the rumen after supplementation with gossypol. Gossypol treatment had no effect on the relative abundance of bacterial at phylum level.
At the genus level, Prevotella_1 was found to be the dominant bacteria in the rumen of sheep, which is consistent with previous studies . Supplementation with gossypol acetate decreased the relative abundance of Treponema_2 and the relative abundance of Ruminobacter have a trend to significant difference. Ruminobacter ferment products including succinate, acetate and formate , which is consistent with the increase in acetate concentration seen following supplementation with gossypol acetate.
Gossypol has been shown to have a strong inhibitory effect on gram-positive bacteria than on gram-negative bacteria. For example, in one study, 100 μg/mL gossypol could inhibit all gram-positive bacteria, but only 16 of the 45 gram-negative strains used were inhibited at a concentration of 200 μg/mL . It has been reported that 3 μg/mL gossypol can inhibit the growth of Edwardsiella ictaluri, but that a sterilization effect was still not achieved at 100 μg/mL . The minimum inhibitory concentration of gossypol has been reported to be 10 μg/mL for Staphylococcus aureus and Leuconostoc mesenteroides, 25 μg/mL for Sarcina lutea and Bacillus licheniformis, and 50 μg/mL for Bacillus polymyxa, Bacillus megaterium, Bacillus cereus, and Bacillus thermoacidurans . In our previous study, it was found that the concentration of gossypol in the rumen liquid was between 1.50 μg/mL and 2.36 μg/mL . Therefore, the concentration of gossypol in rumen fluid was obviously decreased. Plant secondary metabolites will accumulate when the rate of ingestion exceeds the rate of detoxification . The concentration of gossypol in the rumen fluid did not reach the minimum inhibitory concentration for major bacteria in the rumen fluid. Therefore, undigested gossypol will accumulate in the rumen fluid. Our results revealed that gossypol acetate affected low abundance rumen bacteria, but there was no significant effect on the dominant bacteria. This partly explained the reason that ruminants are tolerant to gossypol, and provide guidance for the application of cotton by-products in animal feed.
In summary, the levels of gossypol intake used here did not affect feed intake of sheep. Supplementation with gossypol acetate significantly increased the molar proportion of acetate, and significantly decreased the molar proportion of isobutyric acid, butyric acid, and isovaleric acid in the sheep rumen fluid. However, gossypol supplementation had no significant effect on bacteria diversity and the relative abundance of major phylum and genus.
S1 Table. Powder concentrate and nutrition levels of the diet (DM basis).
The authors thank Professor Xixia Huang and Doctor Dan Wang for their assistance in statistical analysis.
- 1. Ma M, Ren Y, Xie W, Zhou D, Tang S, Kuang M, et al. Physicochemical and functional properties of protein isolate obtained from cottonseed meal. Food Chemistry. 2018;240:856–862. pmid:28946352
- 2. Chetima A, Wahabou A, Zomegni G, Ntieche Rahman A, Bup Nde D. Bleaching of neutral cotton seed oil using organic activated carbon in a batch system: Kinetics and adsorption isotherms. Processes. 2018;6(3):22.
- 3. Palmquist D. Digestibility of cotton lint fiber and whole oilseeds by ruminal microorganisms. Animal Feed Science and Technology. 1995;56(3–4):231–242.
- 4. Gadelha ICN, Fonseca NBS, Oloris SCS, Melo MM, Soto-Blanco B. Gossypol toxicity from cottonseed products. The Scientific World Journal. 2014;2014.
- 5. Stipanovic RD, Lopez JD, Dowd MK, Puckhaber LS, Duke SE. Effect of racemic and (+)-and (−)-gossypol on the survival and development of Helicoverpa zea larvae. Journal of Chemical Ecology. 2006;32(5):959–968. pmid:16739016
- 6. Lin J, Wu Y, Yang D, Zhao Y. Induction of apoptosis and antitumor effects of a small molecule inhibitor of Bcl-2 and Bcl-xl, gossypol acetate, in multiple myeloma in vitro and in vivo. Oncology Reports. 2013;30(2):731–738. pmid:23708869
- 7. Tai-Shun L, Schinazi RF, Zhu J, Birks E, Carbone R, Yikang S, et al. Anti-HIV-1 activity and cellular pharmacology of various analogs of gossypol. Biochemical Pharmacology. 1993;46(2):251–255. pmid:8347147
- 8. Yildirim‐Aksoy M, Lim C, Dowd M, Wan P, Klesius P, Shoemaker C. In vitro inhibitory effect of gossypol from gossypol-acetic acid, and (+)-and (−)-isomers of gossypol on the growth of Edwardsiella ictaluri. Journal of Applied Microbiology. 2004;97(1):87–92. pmid:15186445
- 9. Gonzalez-Garza MT, Said-Fernandez S. Entamoeba histolytica: potent in vitro antiamoebic effect of gossypol. Experimental Parasitology. 1988;66(2):253–255. pmid:2899518
- 10. Montamat EE, Burgos C, Burgos NM, Gerez De, Rovai LE, Blanco A, et al. Inhibitory action of gossypol on enzymes and growth of Trypanosoma cruzi. Science. 1982;218(4569):288–289. pmid:6750791
- 11. Smith GS. Toxification and detoxification of plant compounds by ruminants: An overview. Rangeland Ecology & Management. 1992;45(1):25–30.
- 12. Reiser R, Hc FU. The mechanism of gossypol detoxification by ruminant animals. Journal of Nutrition. 1962;76(2):215–218.
- 13. Zhang Y, Zhang Z, Dai L, Liu Y, Cheng M, Chen L. Isolation and characterization of a novel gossypol-degrading bacteria Bacillus subtilis strain Rumen Bacillus Subtilis. Asian-Australasian Journal of Animal Sciences. 2018;31(1):63–70. pmid:28728360
- 14. Miron J, Ben-Ghedalia D, Morrison M. Invited review: adhesion mechanisms of rumen cellulolytic bacteria. Journal of Dairy Science,2001;84(6):1294–1309. pmid:11417686
- 15. Mena H, Santos J, Huber J, Simas J, Tarazon M, Calhoun M. The effects of feeding varying amounts of gossypol from whole cottonseed and cottonseed meal in lactating dairy cows. Journal of Dairy Science. 2001;84(10):2231–2239. pmid:11699455
- 16. Acamovic T, Stewart C. The effect of gossypol on the rumen microbial degradation of grass hay under consecutive batch culture (CBC). Proceedings of the British Society of Animal Production. 1993;1993:171–171.
- 17. Sunagawa S, Coelho LP, Chaffron S, Kultima JR, Labadie K, Salazar G, et al. Structure and function of the global ocean microbiome. Science. 2015;348(6237):1261359. pmid:25999513
- 18. Piwosz K, Shabarova T, Tomasch J, Šimek K, Kopejtka K, Kahl S, et al. Determining lineage-specific bacterial growth curves with a novel approach based on amplicon reads normalization using internal standard (ARNIS). The ISME Journal. 2018;12(11):2640. pmid:29980795
- 19. China general administration of quality supervision, inspection and quarantine. 2017. Hygienical standard for feeds, national standard No. GB 13078–2017. China general administration of quality supervision, inspection and quarantine, Beijing, China.
- 20. Souza NKP, Detmann E, Valadares Filho SC, Costa VAC, Pina DS, Gomes DI, et al. Accuracy of the estimates of ammonia concentration in rumen fluid using different analytical methods. Arquivo Brasileiro De Medicina Veterinária E Zootecnia. 2013;65(6):1752–1758.
- 21. Clayton EH, Blake RJ. Possible errors in the analysis of lactic acid and volatile fatty acids in the gastrointestinal tracts of pigs and chickens. Applied & Environmental Microbiology. 2005;71(4):2206–2207.
- 22. Martin M. Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet Journal. 2011;17(1):10–12.
- 23. Edgar RC, Haas BJ, Clemente JC, Quince C, Knight R. UCHIME improves sensitivity and speed of chimera detection. Bioinformatics. 2011;27(16):2194–2200. pmid:21700674
- 24. Haas BJ, Gevers D, Earl AM, Feldgarden M, Ward DV, Giannoukos G, et al. Chimeric 16S rRNA sequence formation and detection in Sanger and 454-pyrosequenced PCR amplicons. Genome Research. 2011;21(3):494–504. pmid:21212162
- 25. Edgar RC. UPARSE: highly accurate OTU sequences from microbial amplicon reads. Nature Methods. 2013;10(10):996. pmid:23955772
- 26. Wang Q, Garrity GM, Tiedje JM, Cole JR. Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appllied & Environmental Microbiology. 2007;73(16):5261–5267.
- 27. Quast C, Pruesse E, Yilmaz P, Gerken J, Schweer T, Yarza P, et al. The SILVA ribosomal RNA gene database project: improved data processing and web-based tools. Nucleic Acids Research. 2012;41(D1):D590–D596.
- 28. Lima PdMT, Oliveira PB, Campeche A, Moreira GD, do Prado Paim T, McManus C, et al. Methane emission of Santa Inês sheep fed cottonseed by-products containing different levels of gossypol. Tropical Animal Health and Production. 2014;46(1):285–288. pmid:24132456
- 29. Câmara ACL, do Vale AM, Mattoso CRS, Melo MM, Soto-Blanco B. Effects of gossypol from cottonseed cake on the blood profile in sheep. Tropical Animal Health and Production. 2016;48(5):1037–1042. pmid:27098313
- 30. Ismartoyo M. Effect of feeding whole cottonseed as a supplement on digestibility and rumen fermentation characteristics of sheep. Bangladesh Journal of Animal Science. 2017;46(4):239–243.
- 31. Duncan AJ, Milne JA. Rumen microbial degradation of allyl cyanide as a possible explanation for the tolerance of sheep to Brassiia-derived glucosinolates. Journal of the Science of Food & Agriculture. 1992;58(1):15–19.
- 32. Miller AW, Oakeson KF, Dale C, Dearing MD. Effect of Dietary Oxalate on the Gut Microbiota of the Mammalian Herbivore Neotoma albigula. Applied & Environmental Microbiology. 2016;82(9):2669–2675.
- 33. Wang W, Li C, Li F, Wang X, Zhang X, Liu T, et al. Effects of early feeding on the host rumen transcriptome and bacterial diversity in lambs. Scientific Reports. 2016;6(1):32479.
- 34. Liu J, Bian G, Sun D, Zhu W, Mao S. Starter Feeding Supplementation Alters Colonic Mucosal Bacterial Communities and Modulates Mucosal Immune Homeostasis in Newborn Lambs. Frontiers in Microbiology. 2017;8.
- 35. Nilusha M, Griebel PJ, Luo GL. Taxonomic identification of commensal bacteria associated with the mucosa and digesta throughout the gastrointestinal tracts of preweaned calves. Applied and Environmental Microbiology. 2014;80(6):2021–2028. pmid:24441166
- 36. Gad A, Willén R, Furugård K, Fors B, Hradsky M. Intestinal spirochaetosis as a cause of longstanding diarrhoea. Upsala Journal of Medical Sciences. 1977;82(1):49. pmid:20078275
- 37. Tomkins DS, Cooke EM, Macdonald RC, Abbott CR. Spirochaetosis: a remediable cause of diarrhoea and rectal bleeding? British Medical Journal. 1982;284(6308):52–52.
- 38. Zhong S, Ding Y, Wang Y, Zhou G, Guo H, Chen Y, et al. Temperature and humidity index (THI)-induced rumen bacterial community changes in goats. Applied Microbiology and Biotechnology. 2019;103(7):3193–3203. pmid:30793235
- 39. Stackebrandt E, Hippe H. Transfer of Bacteroides amylophilus to a new genus Ruminobacter gen. nov., nom. rev. as Ruminobacter amylophilus comb. nov. Systematic & Applied Microbiology. 1986;8(3):204–207.
- 40. Vadehra D, Kalla N, Saxena M, Hashia R, Kaur P, Gupta L. Antimicrobial activity of gossypol acetic-acid. Ircs Mmedical Science-Biochemstry. 1985;13(1):10–11.
- 41. Margalith P. Inhibitory effect of gossypol on microorganisms. Applied Microbiology. 1967;15(4):952. pmid:6049314
- 42. Wang CD, Li YQ, TunNiSa MTSYD, Wang SC, Yang HJ, Yang KL. Effects of gossypol acetic acid on rumen fungi diversity in sheep. Chinese Journal of Animal Nutrition. 2019;31(07):3374–3382.
- 43. Marsh KJ, Wallis IR, Andrew RL, Foley WJ. The detoxification limitation hypothesis: where did it come from and where is it going? Journal of Chemical Ecology. 2006;32(6):1247–1266. pmid:16770716