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Article

Effect of Mixing Alfalfa with Whole-Plant Corn in Different Proportions on Fermentation Characteristics and Bacterial Community of Silage

1
School of Life Sciences, Lanzhou University, Lanzhou 730000, China
2
College of Grassland Science and Technology, China Agricultural University, Beijing 100193, China
3
Natural Resources Institute Finland (Luke), Tietotie 2 C, FI-31600 Jokioinen, Finland
4
Department of Crop and Soil Science, Oregon State University, Corvallis, OR 97331, USA
*
Authors to whom correspondence should be addressed.
Agriculture 2021, 11(2), 174; https://doi.org/10.3390/agriculture11020174
Submission received: 24 January 2021 / Revised: 11 February 2021 / Accepted: 17 February 2021 / Published: 20 February 2021

Abstract

:
The influence of mixing alfalfa with whole-plant corn in different proportions on the fermentation characteristics and bacterial community of silage was investigated. Alfalfa and whole-plant corn, harvested at dry matter content of 276.47 and 328.43 g/kg fresh weight, accordingly, were chopped to approximately 2 cm and mixed at ratios of 100:0 (C0, control), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively. Silos of each treatment were produced in triplicate and anaerobically fermented in darkness for 100 days at room temperature (20–21 °C). At silo opening, silage fermentation characteristics and bacterial composition and diversity were analyzed. The C0 silage was weakly preserved, evidenced by a low lactic acid concentration and a high value of pH, acetic acid, propionic acid, butyric acid and ammonia nitrogen. With corn proportion in the mixture increasing from 0% to 40%, silage pH, acetic acid, butyric acid and ammonia nitrogen level decreased, whereas the value of lactic acid and lactic acid to acetic acid ratio increased. The C40, C60, C80 and C100 silages’ Flieg score, used to evaluate the overall fermentation quality, was above 80 and higher than C0 (25) and C20 (61) silages. The C0 silage contained a complex bacterial community at the genus level, consisting mainly of Enterococcus (38.86%), Enterobacteria (20.61%), Rhizobium (8.45%), Lactobacillus (8.15%), Methylobacterium (5.54%) and Weissella (5.24%). As corn percentage increased from 0% to 40%, the relative abundance of desirable Lactobacillus increased and undesirable Rhizobium and Methylobacterium population reduced. With corn proportion in the mixture increasing from 0% to 40%, inclusion of corn to alfalfa at ensiling significantly improved silage fermentation quality and shifted the bacterial community for better silage preservation. Overall, high quality silage was produced when alfalfa was combined with at least 40% whole-plant corn on a fresh weight basis.

1. Introduction

Alfalfa (Medicago sativa L.) has been planted widely in northern China and many other regions of the world due to its high content in many essential vitamins, minerals and protein [1,2]. Ensiling is a common approach of conserving a forage and can reduce the shortage of green feed for ruminants in the countries with restricted growth seasons [3]. However, it is challenging to directly ensile alfalfa principally owing to a high buffering capacity (BC) [4,5] and a low water-soluble carbohydrates (WSC) and dry matter (DM) concentration [5,6]. The conventional methods to improve alfalfa’s ensilability consist of wilting [7], application of silage additives [8] and combining it with a forage crop rich in carbohydrates [9]. Several studies have indicated that high fermentation quality silage can be made by co-ensiling alfalfa and corn (Zea mays L.) [2,6,10].
Microbes, including lactic acid bacteria, play a key role in silage fermentation, and are divided into two kinds: desirable and undesirable ones [4]. Profiling microbial community in silage is of great importance to learn about which microbes are involved in top-quality fermentation. Commonly used culture-based techniques largely underestimated the microbial diversity present during ensiling [11]. Improved characterizing silage microbiota has been achieved through molecular technologies, including denaturing gradient gel electrophoresis [12], random amplified polymorphic DNA [13] and terminal restriction fragment length polymorphism [14]. Nevertheless, these approaches only identify some of the operational taxonomic units (OTUs) present due to poor detection limits [15]. Recently, next-generation sequencing techniques have been used to increase our understanding of silage microbiota [8] and have been applied to characterize the bacterial community of alfalfa and corn silages [7,16]. Besides, we previously evaluated the bacterial composition and diversity of silage prepared with alfalfa, corn stalk and their mixture by Illumina MiSeq sequencing, after 65 days (d) of ensiling, and found that the relative abundance of desirable Lactobacillus increased, whereas undesirable Enterobacter abundance decreased as corn stalk percentage ranged from 0% to 60% [5]. Furthermore, the Lactobacillus population in silage was positively correlated with lactic acid concentration and was negatively correlated with pH and ammonia nitrogen (NH3-N) level. However, to the best of our knowledge, most of the studies on co-ensiling alfalfa and corn focus on silage fermentation parameters and chemical characteristics, and very few works have evaluated the bacterial community in alfalfa-corn mixture silage.
Therefore, this study aimed to evaluate the impact of mixing alfalfa with corn in different proportions on the bacterial community and fermentation characteristics of silage. It was hypothesized that combining alfalfa with corn would increase silage lactic acid concentration and decrease pH and NH3-N levels, and that the relative abundance of the major lactic acid bacteria involved in silage fermentation, such as Lactobacillus members, may be increased with a higher corn proportion in the mixture.

2. Materials and Methods

2.1. Forages Harvesting and Ensiling

Alfalfa and corn fields were located at the Zhuozhou Experimental Station (N 39°35′25″–39°36′05″, E 115°42′12″–116°14′35″) of China Agricultural University, Hebei, China. A second regrowth of alfalfa (cultivar “WL343HQ”) at the early bloom stage was distributed in five plots (about 9 m2), of which three plots were selected randomly for harvesting alfalfa used in this work. The alfalfa was cut by hand, wilted outdoors (cloudy weather) for 4 h on a clean plastic sheet to DM content of 276.47 g/kg fresh weight (FW) and chopped to about 2 cm by a paper cutter on 17 September 2017. Wilted and chopped alfalfa was mixed thoroughly and divided into 18 piles. Meanwhile, whole-plant corn (cultivar “Beinong368”) in three plots (about 15 m2) was at about the 1/3 milk line stage and manually harvested at DM content of 328.43 g/kg FW, leaving a stubble height of 15 cm. The harvested corn was chopped to 2 cm by a forage chopper, fully mixed and grouped into 18 piles. Chopped alfalfa and corn were sampled individually, and mixed at ratios of 100:0, 80:20, 60:40, 40:60, 20:80 and 0:100 on an FW basis, thereby resulting in corresponding treatments of C0 (control), C20, C40, C60, C80 and C100, respectively. For each of three replicates with C0 treatment, 200 g of alfalfa was thoroughly blended with 0 g of corn in a plastic basin (35.5 cm in diameter, 14 cm in height). The remaining treatments were C20 (160 g + 40 g), C40 (120 g + 80 g), C60 (80 g + 120 g), C80 (40 g + 160 g) and C100 (0 g + 200 g), accordingly, and the mixing process of these five treatments was done according to C0 treatment. The 200 g of mixed materials was packed into a plastic film bag and vacuumed by a sealer. Silos of each treatment were produced in triplicate and stored in darkness for 100 d at room temperature (20–21 °C). The chopped alfalfa and corn materials were taken before forages mixture was ensiled.

2.2. Silage Fermentation Profile and Chemical Determination

After 100 d of fermentation, mini silos of each treatment were opened. The 10 g of silage was placed into a blender jar, diluted with distilled water to 100 g and homogenized for 35 s in a high-speed blender. The homogenate was filtered through two layers of medical gauze and pH was immediately determined. About 2 mL of filtrate was centrifuged at 8000× g for 15 min at 4 °C and was used for organic acids and NH3-N analysis. Silage organic acids were determined by high performance liquid chromatograph [5]. The NH3-N was analyzed according to Broderick and Kang [17]. Another 100 g of silage or ensiling material was dried for 72 h at 65 °C to analyze DM content, ground through a 1 mm sieve and stored in a desiccator at room temperature prior to chemical analysis. Neutral detergent fiber (NDF, method 2002.04), acid detergent fiber (ADF, method 973.18) and total nitrogen (TN, method 990.03) were determined according to Horwitz and Latimer [18]. Hemicellulose was estimated by the difference between NDF and ADF. Crude protein (CP) was calculated via multiplying TN by 6.25. Concentration of WSC was determined according to Murphy [19]. The BC was determined by the lactic acid titration method [5].

2.3. Silage Bacterial Diversity and Composition Analysis

The bacterial diversity and composition of silage was determined as recorded in detail by Wang et al. [5]. For extraction of DNA, 20 g of silage stored at −20 °C was blended with 80 mL of sterile saline solution and macerated in a shaker for 2 h at 150 rpm. The homogenate was filtered through two layers of cheesecloth and centrifuged at 8000 g for 15 min at 4 °C. The universal primer pair of 338-F (5′-ACTCCTACGGGAGGCAGCAG-3′) and 806-R (5′-GGACTACHVGGGTWTCTAAT-3′) was employed to amplify the V3 and V4 region of the bacterial 16S rRNA gene [7].

2.4. Estimations

The fermentation coefficient (FC) of an ensiling material was calculated by Knicky and Spörndly [20], where FC = DM + 8 WSC/BC, and its value showed the ensilability of an ensiling material (≥45, strong; ≤35, weak). Flieg score was employed to assess the overall silage fermentation quality (>80, excellent; 61–80, good; 41–60, medium; 21–40, weak; 0–20, poor) according to Woolford [21].

2.5. Statistical Analysis

The experiment was a completely randomized design with a 6 × 3 (6 treatments and 3 duplicates) factorial arrangement. One mini-silo was used as an experimental unit. Experimental data were analyzed using a general linear model procedure (SAS Inc. 2002–2012, Release 9.4; SAS Institute Inc., Cary, NC, USA) of SAS, with corn proportion in the mixture as a fixed effect and duplicates as a random effect. Least squares means and standard error of the means were reported per treatment. The sum of squares was further divided into orthogonal linear, quadratic and cubic contrasts in order to evaluate the effect of corn proportion on silage parameters. Significant difference was declared at p < 0.05 and the Duncan multiple comparisons test was employed to compare means. Unweighted UniFrac principal coordinate analysis (PCoA) was done and charted by R 3.5.2 installation package.

3. Results

3.1. Chemical Composition of Alfalfa and Corn Prior to Ensiling

Compared with corn, alfalfa prior to ensiling numerically contained a lower DM and WSC concentration but a higher BC level according to Table 1. The FC value of corn was in number higher than alfalfa.

3.2. Fermentation Characteristics and Chemical Composition of Silage

The fermentation profile and chemical composition of silage are presented in Table 2. The C0 silage was weakly fermented, indicated by a low lactic acid concentration and a high value of pH, acetic acid, propionic acid, butyric acid and NH3-N. With corn proportion in the mixture increasing from 0% to 40%, silage pH, acetic acid, butyric acid and NH3-N level decreased (p < 0.05), whereas the value of lactic acid and lactic acid to acetic acid ratio increased (p < 0.05). The C40, C60, C80 and C100 silages’ Flieg score was above 80 and higher than that for C0 and C20 silages (p < 0.05). The WSC and CP content in C0 silage was 8.4 times lower and 2.1 times higher than C100 silage.

3.3. Bacterial Diversity and Composition of Silage

The total valid sequences of 18 samples were 882,349 with an average of 49,019 reads per sample after quality control. Rarefaction curves (Figure 1) showed that the number of sequences determined was adequate for identifying OTU because these curves approached plateau as reads number increased. The Good’s coverage in 18 samples was around 99.9% (Table 3), from which it was inferred that the depth of this sequencing was sufficient for bacterial diversity and composition analysis. As shown in Table 3, C80 and C100 silages had a higher Chao, Shannon and OTU number value relative to C0 and C20 silages (p < 0.05), whereas the Shannon index level in C100 silage was lower than C80 silage (p < 0.05). The PCoA plot (Figure 2) displayed differences in the bacterial community of 18 samples, subsequently classified into six different clusters, namely C0, C20, C40, C60, C80 and C100.
The relative abundances of silage bacterial community at the phylum, family and genus level are shown in Table 4, Table 5 and Table 6, respectively. According to Table 4, silage bacterial community was represented mainly by Firmicutes (37.44–72.83%), Proteobacteria (21.76–54.09%), Actinobacteria (2.28–7.92%) and Bacteroidetes (0.09–1.89%). Firmicutes relative abundance dropped (p < 0.05) and Proteobacteria population increased (p < 0.05) when corn percentage increased from 0% to 80%. However, Firmicutes (72.83%) dominated the microbiota in C100 silage, followed by Proteobacteria (21.76%). As illustrated in Table 5, Lactobacillaceae and Leuconostocaceae abundance increased (p < 0.05) and Enterococcaceae, Methylobacteriaceae and Rhizobiaceae population declined (p < 0.05) with a higher corn inclusion. The C0 silage contained a complex bacterial community at the genus level (Table 6), composed mainly of Enterococcus (38.86%), Enterobacteria (20.61%), Rhizobium (8.45%), Lactobacillus (8.15%), Methylobacterium (5.54%) and Weissella (5.24%). As corn percentage increased from 0% to 40%, the relative abundance of Lactobacillus increased (p < 0.05) and Rhizobium and Methylobacterium population reduced (p < 0.05).

4. Discussion

4.1. Chemical Composition of Alfalfa and Corn Prior to Ensiling

The ensilability of an ensiling material was chemically affected by its BC, WSC and DM [4]. According to Knicky and Spörndly [20], corn in this work had a strong fermentability, whereas alfalfa showed a weak fermentability, which was similar to the finding reported by Wang et al. [5].

4.2. Fermentation Characteristics and Chemical Composition of Silage

High quality alfalfa silage is difficult to produce due to a poor fermentability, caused by a high BC value and a low WSC and DM concentration [5]. Wilting prior to ensiling improved alfalfa silage quality due to a faster pH drop during fermentation [3]. However, it will be challenging to obtain an ideal DM content (about 350–500 g/kg FW) when cloudy weather occurs during wilting [2,3,6]. In this regard, combining high-moisture alfalfa with a forage crop rich in WSC at ensiling may be an alternative to enhance its fermentability.
It is widely accepted that a low pH of 3.6–4.5 is one of the main attributes of well-fermented silage [22]. In the present study, C0 silage was weakly preserved, demonstrated by a low lactic acid concentration (30.77 g/kg DM) and a great value of pH (5.56), acetic acid (37.29 g/kg DM), propionic acid (6.01 g/kg DM) and butyric acid (3.11 g/kg DM). In addition, a large amount of NH3-N (196.89 g/kg TN) was detected. Lactic acid is the desirable organic acid in silage, and acetic acid, propionic acid and butyric acid are undesirable [4]. Non-protein nitrogen in silage, including NH3-N, mainly results from proteolysis during ensiling originating from activities of plant proteases and undesirable microbes [7]. The presence of NH3-N formation decreases silage quality [23]. In the present work, the pH and NH3-N level in silage dropped to 4.16 and 95.05 g/kg TN, accordingly, and lactic acid concentration increased to 90.00 g/kg DM, as corn percentage increased from 0% to 40%. In addition, silage Flieg score was 95 and no butyric acid was detected when corn percentage reached 40%, which revealed that top-quality fermentation appeared. This finding was in accordance with others [2,6,10]. Similarly, our previous study indicated that ensiling alfalfa with fresh corn stalk significantly improved silage fermentation [5]. Unlike alfalfa, corn (stalk) is rich in WSC and low in BC [6,24], making these forage species complementary in terms of ensilability. When corn (stalk) is included into alfalfa, the forages mixture contains a higher WSC content and a lower BC value [2,5,6,10], which makes a contribution to lactic acid fermentation. As a result, there may be a faster drop in pH during the early period of ensiling and a better fermentation appears during the subsequent ensiling process.

4.3. Bacterial Diversity and Composition of Silage

It is widely acknowledged that lactic acid bacteria regularly involved in silage fermentation belong to the phylum Firmicutes and to the genera Enterococcus, Lactobacillus, Lactococcus, Leuconostoc, Pedicoccus, Streptococcus and Weissella [8,25,26]. Our present work revealed that 55.65% of total sequences in C0 silage were Firmicutes, consisting mainly of the families Enterococcaceae, Lactobacillaceae and Leuconostocaceae, and genera Enterococcus, Lactobacillus and Weissella. The 41.89% of C0 silage bacterial community belonged to the phylum Proteobacteria, composed principally of the families Enterobacteriaceae, Rhizobiaceae and Methylobacteriaceae, and genera Enterobacter, Rhizobium and Methylobacterium. Similarly, our research team evaluated the diversity and composition of alfalfa silage and found that the predominant genera were Lactobacillus, Weissella and Enterobacter [5]. Likewise, Ogunade et al. [7] stated that Lactobacillus, Weissella, Pediococcus and Pantoea dominated the microflora of alfalfa silage after 100 d of fermentation. Nevertheless, Zhang et al. [8] reported that Garciella was the only predominant genus in alfalfa silage. The difference in the microbial community of alfalfa silage between our work and others may be attributed to several factors, including geographical location, forage variety, growth stage, DM concentration, storage temperature and ensiling time.
Ensiling is based on lactic acid fermentation that occurs spontaneously under anaerobic conditions due to activities of a complex community of forage epiphytic microbes [27]. Bacterial community reflects silage fermentation properties, and more Lactobacillus members in silage generally results in a higher fermentation quality [5]. In the present study, C0 silage was poorly fermented and contained a complex community, composed mainly of Enterococcus (38.86%), Enterobacter (20.61%), Rhizobium (8.45%), Lactobacillus (8.15%), Methylobacterium (5.54%) and Weissella (5.24%). In addition, Lactobacillus and Weissella abundance was low, whereas Enterobacter, Rhizobium and Methylobacterium population was comparatively high. The appearance of the Enterobacter species in silage is undesirable since they compete with lactic acid bacteria for substrates during ensiling due to their facultative anaerobic nature. Moreover, Enterobacter members can release NH3-N formed from protein degradation and the reduction of NO3, thereby increasing the BC of the ensiling material and showing a slow drop in pH [28]. In the present study, a silage bacterial community was reconstructed when corn was included into alfalfa. With corn proportion increasing from 0% to 40%, Lactobacillus abundance increased and Rhizobium and Methylobacterium number declined, although few changes of the principal genera occurred. Because silage pH got lower and more undesirable microbes were inhibited, with a higher corn proportion in the mixture. Lactobacillus members play a critical role in enhancing lactic acid concentration and reducing pH, thereby inhibiting the activities of undesirable microbes, such as Enterobacter and Rhizobium [26]. Lactic acid-producing cocci, such as Weissella or Enterococcus species are regarded as early colonizers [29] as they are outcompeted by acid-tolerant Lactobacillus owing to the pH drop as ensiling advances [30]. Our research team reported that adding corn stalk to alfalfa significantly shifted the bacterial community of silage, by means of enriching Lactobacillus relative abundance and decreasing Enterobacter population [5]. Similarly, Ni et al. [26] found that Lactobacillus abundance in silage was increased when forage soybean (Glycine max Merr.) was ensiled with corn or sorghum (Sorghum bicolor L.). Ensiling legumes in a mixture with a herbage rich in WSC improved silage fermentation quality, probably by increasing the relative abundance of the predominant lactic acid bacteria, such as Lactobacillus members, and thereby accelerating acidification in the early stage of ensiling.
In the current work, we only evaluated the bacterial diversity and composition of silage after 100 d of ensiling, and did not examine its dynamic changes over the entire fermentation process. Future work will track the dynamic changes of the predominant lactic acid bacteria involved in silage fermentation during ensiling mixtures of alfalfa and corn.

5. Conclusions

With corn proportion in the mixture increasing from 0% to 40%, inclusion of corn to alfalfa at ensiling significantly improved silage fermentation quality, evidenced by a lower level of pH, acetic acid, butyric acid and NH3-N, and a higher value of lactic acid and lactic acid to acetic acid ratio, and shifted the bacterial community for better silage preservation, by means of increasing the relative abundance of desirable Lactobacillus and reducing undesirable Rhizobium and Methylobacterium population. Overall, high quality silage was produced when alfalfa was combined with at least 40% whole-plant corn on a fresh weight basis.

Author Contributions

Conceptualization, M.W., R.G. and Z.Y.; methodology, M.W.; software, M.W. and M.F.; validation, M.W., Z.Y. and X.G.; formal analysis, M.W. and M.F.; investigation, M.W. and R.G.; resources, Z.Y.; data curation, M.W. and R.G.; writing—original draft preparation, M.W.; writing—review and editing, M.W., M.F., D.B.H., W.K., Z.D. and X.G.; visualization, M.W.; supervision, Z.Y. and X.G.; project administration, Z.Y.; funding acquisition, Z.Y., X.G. and Z.D. All authors have read and agreed to the published version of the manuscript.

Funding

This work was funded by the China Forage and Grass Research System (CARS–34) and National Natural Science Foundation of China (31901390; 31672487).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Informed consent was obtained from all subjects involved in the study.

Data Availability Statement

The data presented in this study are available on request from the corresponding author.

Acknowledgments

The authors thank Jinbao Pan from College of Plant Science and Technology, Beijing University of Agriculture, China for supplying corn seeds.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Rarefaction curves for samples in silage prepared with mixtures of alfalfa and corn. Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively.
Figure 1. Rarefaction curves for samples in silage prepared with mixtures of alfalfa and corn. Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively.
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Figure 2. Unweighted UniFrac principal coordinate analysis (PCoA) plot of individual samples of silage prepared with mixtures of alfalfa and corn. Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively.
Figure 2. Unweighted UniFrac principal coordinate analysis (PCoA) plot of individual samples of silage prepared with mixtures of alfalfa and corn. Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively.
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Table 1. Chemical composition of alfalfa and corn prior to ensiling.
Table 1. Chemical composition of alfalfa and corn prior to ensiling.
g/kg DM
ItemDM (g/kg FW)WSCNDFADFHemicelluloseCPBC (mEq g/kg DM)FC
Alfalfa276.47 31.68 473.87 313.69 160.18 210.30 39.97 33.99
Corn328.43 125.50 449.46 228.84 220.62 99.15 20.22 82.49
Note: DM, dry matter; FW, fresh weight; WSC, water-soluble carbohydrates; NDF, neutral detergent fiber; ADF, acid detergent fiber; CP, crude protein; BC, buffering capacity; FC, fermentation coefficient.
Table 2. Fermentation characteristics and chemical composition of silage prepared with mixtures of alfalfa and corn.
Table 2. Fermentation characteristics and chemical composition of silage prepared with mixtures of alfalfa and corn.
Treatment 2,3 p-Value 5
Item 1C0C20C40C60C80C100SEM 4LinearQuadraticCubic
pH5.56 a4.78 b4.16 c3.93 d3.81 e3.65 f0.01 <0.01<0.01<0.01
Lactic acid (g/kg DM)30.77 d74.54 c90.00 ab87.13 b92.04 a94.14 a0.95 <0.01<0.01<0.01
Acetic acid (g/kg DM)37.29 a34.66 b 27.27 c19.75 d 15.76 e 14.01 f0.52 <0.01<0.01<0.01
Lactic acid to acetic acid ratio0.83 f 2.15 e 3.30 d 4.42 c 5.84 b 6.72 a 0.08 <0.010.120.43
Propionic acid (g/kg DM)6.01 a3.27 c3.36 c3.52 c3.62 c4.72 b0.22 0.03<0.010.01
Butyric acid (g/kg DM)3.11 a2.11 b0.00 c0.00 c0.00 c0.00 c0.07 <0.01<0.010.42
NH3-N (g/kg TN)196.89 a156.44 b95.05 c59.07 d42.09 e27.72 f1.88 <0.01<0.01<0.01
Flieg score25 e61 d95 c98 b100 a100 a0.48 <0.01<0.01<0.01
DM (g/kg FW)268.86 f283.97 e306.49 d322.46 c338.31 b347.58 a1.61 <0.01<0.010.04
WSC (g/kg DM)7.68 f12.53 e23.35 d37.85 c46.62 b64.83 a0.67 <0.01<0.010.25
CP (g/kg DM)183.90 a173.71 b159.36 c135.24 d109.40 e85.09 f1.49 <0.01<0.010.36
Note: 1 DM, dry matter; NH3-N, ammonia nitrogen; TN, total nitrogen; FW, fresh weight; WSC, water-soluble carbohydrates; CP, crude protein. 2 Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively. 3 Means with different superscript letters (a–f) in a row were significantly different (p < 0.05) based on Duncan test. 4 SEM, standard error of the means. 5 Linear, quadratic and cubic effects of corn proportion on silage parameters.
Table 3. Statistics of high-throughput sequencing data and bacterial community diversity.
Table 3. Statistics of high-throughput sequencing data and bacterial community diversity.
Treatment 2,3 p-Value 5
Item 1C0C20C40C60C80C100SEM4LinearQuadraticCubic
Reads50,226 ab60,139 a53,456 a53,651 a40,260 bc36,385 c3393.70 <0.010.010.16
Length445 b445 c443 c444 bc444 bc446 a0.37 0.01<0.010.63
Chao163 c171 c226 b238 ab259 a256 a8.15 <0.010.030.10
Shannon2.45 d2.72 c2.94 b3.19 a3.31 a2.93 b0.04 <0.01<0.01<0.01
Simpson0.18 a0.11 b0.10 bc0.08 cd0.07 d0.11 b0.01 <0.01<0.010.59
OTU number134 e149 d181 c213 b222 b237 a3.66 <0.010.020.03
Coverage (%)99.9399.9599.9299.9399.8999.910.01 <0.010.900.07
Note: 1 OTU, operational taxonomic unit. 2 Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively. 3 Means with different superscript letters (a–e) in a row were significantly different (p < 0.05) based on Duncan test. 4 SEM, standard error of the means. 5 Linear, quadratic and cubic effects of corn proportion on silage parameters.
Table 4. Relative abundance (%) of the four most relatively abundant bacterial phyla in silage prepared with mixtures of alfalfa and corn.
Table 4. Relative abundance (%) of the four most relatively abundant bacterial phyla in silage prepared with mixtures of alfalfa and corn.
Treatment 1,2 p-Value 4
ItemC0C20C40C60C80C100SEM 3LinearQuadraticCubic
Actinobacteria2.35 c2.28 c7.92 a7.15 a7.04 a3.40 b0.34 <0.01<0.01<0.01
Bacteroidetes0.09 c0.21 c0.44 c1.13 b1.89 a1.43 ab0.21 <0.010.680.02
Firmicutes55.65 b43.53 c42.49 c37.44 c39.92 c72.83 a1.63 <0.01<0.01<0.01
Proteobacteria41.89 b53.91 a49.04 a54.09 a50.95 a21.76 c1.69 <0.01<0.01<0.01
Note: 1 Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively. 2 Means with different superscript letters (a–c) in a row were significantly different (p < 0.05) based on the Duncan test. 3 SEM, standard error of the means. 4 Linear, quadratic and cubic effects of corn proportion on silage parameters.
Table 5. Relative abundance (%) of the 16 most relatively abundant bacterial families in silage prepared with mixtures of alfalfa and corn.
Table 5. Relative abundance (%) of the 16 most relatively abundant bacterial families in silage prepared with mixtures of alfalfa and corn.
Treatment 1,2 p-Value 4
ItemC0C20C40C60C80C100SEM 3LinearQuadraticCubic
Microbacteriaceae1.50 c1.98 c7.13 a6.19 b5.90 b1.97 c0.28 < 0.01< 0.01< 0.01
Bacillaceae0.24 c0.23 c0.78 bc1.29 ab1.81 a0.29 c0.23 0.02<0.01<0.01
Enterococcaceae38.86 a15.15 b5.40 c2.61 d1.12 d0.50 d0.87 <0.01<0.01<0.01
Lactobacillaceae8.24 c20.99 b27.92 ab26.31 ab25.68 ab33.46 a2.23 <0.010.02<0.01
Lachnospiraceae0.00 b0.00 b0.03 b0.10 b0.54 b4.64 a0.24 <0.01<0.01<0.01
Leuconostocaceae5.32 c5.04 c7.03 bc5.94 c9.62 b25.06 a0.93 <0.01<0.01<0.01
Paenibacillaceae0.01 b0.06 b0.07 b0.54 b0.81 b7.94 a0.61 <0.01<0.01<0.01
Aurantimonadaceae2.55 d7.23 ab8.34 a6.11 bc4.91 c0.82 d0.57 <0.01<0.010.06
Enterobacteriaceae23.16 c30.71 a27.29 ab26.24 bc22.95 c12.68 d1.16 <0.01<0.010.71
Methylobacteriaceae5.58 a3.85 b2.32 c2.37 c2.33 c1.04 d0.22 <0.01<0.01<0.01
Moraxellaceae0.02 c0.02 c0.46 bc1.53 a2.06 a0.82 b0.18 <0.01<0.01<0.01
Pseudomonadaceae0.02 b0.01 b0.25 b3.20 a4.17 a0.25 b0.35 <0.01<0.01<0.01
Rhizobiaceae8.46 a8.37 a4.35 b3.82 b3.31 b0.81 c0.45 <0.010.640.91
Rhodobacteraceae0.64 c1.43 b2.56 a2.43 a1.82 b0.09 d0.14 0.18<0.010.03
Sphingomonadaceae0.37 d0.84 c1.12 c1.65 b2.23 a0.98 c0.08 <0.01<0.01<0.01
Xanthomonadaceae0.30 c0.35 c1.58 b5.44 a5.44 a0.66 c0.18 <0.01<0.01<0.01
Note: 1 Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively. 2 Means with different superscript letters (a–d) in a row were significantly different (p < 0.05) based on the Duncan test. 3 SEM, standard error of the means. 4 Linear, quadratic and cubic effects of corn proportion on silage parameters.
Table 6. Relative abundance (%) of the 16 most relatively abundant bacterial genera in silage prepared with mixtures of alfalfa and corn.
Table 6. Relative abundance (%) of the 16 most relatively abundant bacterial genera in silage prepared with mixtures of alfalfa and corn.
Treatment 1,2 p-Value 4
ItemC0C20C40C60C80C100SEM 3LinearQuadraticCubic
Curtobacterium0.36 c0.59 c1.98 a1.89 ab1.69 b0.47 c0.08 <0.01<0.01<0.01
Bacillus0.23 c0.22 c0.74 bc1.23 ab1.77 a0.28 c0.23 0.02<0.01<0.01
Enterococcus38.86 a15.15 b5.40 c2.61 d1.12 d0.50 d0.87 <0.01<0.01<0.01
Lactobacillus8.15 c20.94 b27.87 ab26.23 ab25.65 ab33.45 a2.29 <0.010.03<0.01
Leuconostoc0.08 d0.15 d0.78 d1.97 c4.86 b13.73 a0.38 <0.01<0.01<0.01
Paenibacillus0.00 b0.06 b0.07 b0.54 b0.80 b7.84 a0.62 <0.01<0.01<0.01
Weissella5.24 bc4.89 bc6.26 b3.98 c4.77 bc11.34 a0.71 <0.01<0.01<0.01
Acinetobacter0.02 c0.02 c0.46 bc1.53 a2.06 a0.82 b0.18 <0.01<0.01<0.01
Aureimonas2.55 d7.23 ab8.34 a6.11 bc4.91 c0.82 d0.57 <0.01<0.010.06
Enterobacter20.61 b24.88 a19.52 b19.18 b17.41 b11.51 c1.04 <0.01<0.010.57
Methylobacterium5.54 a3.81 b2.31 c2.36 c2.31 c1.02 d0.22 <0.01<0.01<0.01
Pantoea1.48 d4.39 c6.58 a5.53 b3.97 c0.47 e0.28 0.01<0.010.58
Pseudomonas0.02 b0.01 b0.25 b3.20 a4.17 a0.25 b0.35 <0.01<0.01<0.01
Rhizobium8.45 a8.36 a4.34 b3.81 b3.26 b0.69 c0.45 <0.010.720.87
Sphingomonas0.31 d0.72 c0.99 c1.42 b1.90 a0.86 c0.08 <0.01<0.01<0.01
Stenotrophomonas0.30 c0.34 c1.56 b5.32 a5.24 a0.54 c0.17 <0.01<0.01<0.01
Note: 1 Alfalfa and corn were mixed at proportions of 100:0 (C0), 80:20 (C20), 60:40 (C40), 40:60 (C60), 20:80 (C80) and 0:100 (C100) on a fresh weight basis, respectively. 2 Means with different superscript letters (a–e) in a row were significantly different (p < 0.05) based on Duncan test. 3 SEM, standard error of the means. 4 Linear, quadratic and cubic effects of corn proportion on silage parameters.
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Wang, M.; Gao, R.; Franco, M.; Hannaway, D.B.; Ke, W.; Ding, Z.; Yu, Z.; Guo, X. Effect of Mixing Alfalfa with Whole-Plant Corn in Different Proportions on Fermentation Characteristics and Bacterial Community of Silage. Agriculture 2021, 11, 174. https://doi.org/10.3390/agriculture11020174

AMA Style

Wang M, Gao R, Franco M, Hannaway DB, Ke W, Ding Z, Yu Z, Guo X. Effect of Mixing Alfalfa with Whole-Plant Corn in Different Proportions on Fermentation Characteristics and Bacterial Community of Silage. Agriculture. 2021; 11(2):174. https://doi.org/10.3390/agriculture11020174

Chicago/Turabian Style

Wang, Musen, Run Gao, Marcia Franco, David B. Hannaway, Wencan Ke, Zitong Ding, Zhu Yu, and Xusheng Guo. 2021. "Effect of Mixing Alfalfa with Whole-Plant Corn in Different Proportions on Fermentation Characteristics and Bacterial Community of Silage" Agriculture 11, no. 2: 174. https://doi.org/10.3390/agriculture11020174

APA Style

Wang, M., Gao, R., Franco, M., Hannaway, D. B., Ke, W., Ding, Z., Yu, Z., & Guo, X. (2021). Effect of Mixing Alfalfa with Whole-Plant Corn in Different Proportions on Fermentation Characteristics and Bacterial Community of Silage. Agriculture, 11(2), 174. https://doi.org/10.3390/agriculture11020174

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