| Literature DB >> 34069729 |
Muhammad Zaeem1,2, Muhammad Nadeem1, Thu Huong Pham1, Waqar Ashiq1,3, Waqas Ali1, Syed Shah Mohioudin Gillani1, Eric Moise4, Sathya Elavarthi5, Vanessa Kavanagh6, Mumtaz Cheema1, Lakshman Galagedara1, Raymond Thomas1.
Abstract
Intercropping systems could be a potential source of nutrient-rich forage production in cool climates on podzolic soils common in boreal ecosystems. In this study, we evaluated the effects of corn-ss="Species">soybean intercropping (IC) on the nutritional quality of forage. Two silage corn varieties were cultivated as <ss="Chemical">span class="Chemical">monocropping (MC) or were intercropped with three forage soybean varieties using a randomized complete block design. IC significantly increased the crude protein (22%) and decreased the acid detergent (14%) and neutral detergent (6%) fibers. Forage net energy, total digestible nutrients, ash, dry matter intake, digestible dry matter and relative feed value were also significantly increased (p ≤ 0.05) in the IC treatments compared to corn MC. The macro and micro nutrients were higher in IC than corn MC. Intercropping increased the omega 3 fatty acid (FA) contents (67%) compared to corn MC. IC also increased the active microbial community in the plant root zone, which may contribute to the improvement in forage nutritional quality because the active soil microbial community composition showed significant correlations with soluble sugars, soluble proteins and potassium contents of the forage. These results demonstrate that corn-soybean IC could be a suitable cropping system to increase the nutritional quality of forage cultivated on podzols in boreal climates. The resultant forage has the potential to be a source of high-value animal feed for livestock production in cool climate regions of the world.Entities:
Keywords: forage fatty acid composition; forage mineral composition; forage quality; forage soybean; silage corn
Year: 2021 PMID: 34069729 PMCID: PMC8161002 DOI: 10.3390/plants10051015
Source DB: PubMed Journal: Plants (Basel) ISSN: 2223-7747
Soil chemical properties before the experiment for 2016 and 2017 growing seasons.
| pH | Organic Matter (%) | N (%) | P ppm | K ppm | Na ppm | Zn ppm | Mn ppm | S ppm | Fe ppm | Ca ppm | Mg ppm |
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||||
| 6.4 | 2.98 | 0.2 | 81 | 38 | 7 | 0.6 | 18 | 14 | 150 | 1256 | 265 |
|
| |||||||||||
| 6.8 | 3.38 | 0.2 | 68 | 35 | 5 | 1.0 | 10 | 17 | 233 | 1426 | 322 |
The average maximum and minimum temperature and total rainfall during 2016 and 2017 growing seasons.
| Growing Season 2016 | Growing Season 2017 | |||||
|---|---|---|---|---|---|---|
| Month | Rainfall (mm) | Tmax (°C) | Tmin (°C) | Rainfall (mm) | Tmax (°C) | Tmin (°C) |
| May (15–30) | 47 | 16.3 | 2.8 | 50 | 13.5 | −0.1 |
| June | 148 | 19.1 | 6.1 | 80 | 18.4 | 6.0 |
| July | 82 | 23.0 | 9.5 | 41 | 23.8 | 8.5 |
| August | 139 | 22.4 | 10 | 85 | 22.9 | 8.1 |
| September | 133 | 16.3 | 5.4 | 156 | 17.2 | 5.2 |
| October (1–25) | 182 | 13.0 | 0.8 | 78 | 12.6 | 1.6 |
| 731 | 18.3 | 5.7 | 490 | 18.1 | 4.9 | |
Microwave digestion program used for plant tissue digestion prior to mineral analysis.
| Steps | Ramp | Temperature | Hold |
|---|---|---|---|
| 1 | 10:00 | 140 | 5:00 |
| 2 | 1:00 | 160 | 15:00 |
The effects of corn and soybean intercropping or monocropping treatments on forage protein, fiber, sugar and ash content during the 2016 and 2017 growing seasons.
| Growing Seasons (2016–17) | ||||||||
|---|---|---|---|---|---|---|---|---|
| Treatments | CP (%DM) | AP (%DM) | SP (%CP) | ADF (%DM) | NDF (%DM) | WSC (%DM) | SS (%DM) | Ash (%DM) |
| C1 | 11.1 ± 0.30 de | 10.3 ± 0.29 ef | 39.8 ± 1.48 cdef | 37.7 ± 1.83 a | 57.7 ± 0.61 a | 13.9 ± 0.66 b | 6.1 ± 1.04 d | 6.8 ± 1.41 de |
| C2 | 10.3 ± 0.21 e | 9.7 ± 0.17 f | 40.8 ± 1.74 bcde | 36.8 ± 1.18 ab | 57.7 ± 0.16 a | 17.3 ± 1.49 a | 7.5 ± 1.29 cd | 6.0 ± 0.49 e |
| S1 | 19.4 ± 1.16 a | 17.3 ± 0.92 a | 35.7 ± 1.54 f | 34.7 ± 1.36 abcde | 41.4 ± 2.64 f | 7.0 ± 0.53 d | 6.0 ± 0.47 d | 14.0 ± 1.48 ab |
| S2 | 18.1 ± 0.74 ab | 15.9 ± 0.42 b | 38.5 ± 1.78 def | 35.1 ± 0.98 abcd | 43.1 ± 2.07 ef | 7.7 ± 0.33 d | 5.7 ± 0.80 d | 12.9 ± 1.14 bc |
| S3 | 17.6 ± 0.51 b | 14.9 ± 0.50 b | 36.2 ± 3.53 ef | 35.6 ± 1.01 abc | 47.3 ± 1.39 de | 5.4 ± 0.86 d | 5.9 ± 1.14 d | 17.9 ± 2.60 a |
| S1C1 | 12.5 ± 0.21 cd | 11.3 ± 0.21 de | 46.8 ± 1.47 a | 33.6 ± 1.11 bcde | 55.4 ± 0.97 ab | 11.3 ± 0.76 c | 10.2 ± 0.36 ab | 10.1 ± 1.44 bcd |
| S2C1 | 13.1 ± 0.24 cd | 11.9 ± 0.19 cd | 44.3 ± 0.80 abc | 33.1 ± 0.94 cdef | 55.4 ± 1.01 ab | 11.6 ± 1.05 c | 10.5 ± 0.24 ab | 8.8 ± 0.91 cde |
| S3C1 | 12.4 ± 0.30 cd | 11.7 ± 0.21 cd | 47.8 ± 1.01 a | 32.5 ± 0.79 cdef | 56.3 ± 1.02 ab | 12.3 ± 0.99 bc | 11.4 ± 0.53 a | 8.9 ± 1.16 cde |
| S1C2 | 13.8 ± 0.38 c | 12.7 ± 0.38 c | 47.4 ± 1.04 a | 31.2 ± 1.32 ef | 52.6 ± 1.00 bc | 12.0 ± 0.56 bc | 11.0 ± 0.47 ab | 8.7 ± 1.30 de |
| S2C2 | 13.3 ± 0.48 c | 12.5 ± 0.56 cd | 41.7 ± 1.33 bcd | 29.9 ± 1.82 f | 50.9 ± 2.28 cd | 12.0 ± 0.36 bc | 9.0 ± 0.59 bc | 10.4 ± 1.73 bcd |
| S3C2 | 13.3 ± 0.28 c | 11.9 ± 0.31 cd | 45.1 ± 1.13 ab | 31.7 ± 0.98 def | 54.2 ± 1.01 abc | 12.4 ± 0.38 bc | 11.3 ± 0.30 a | 9.4 ± 1.24 cde |
| Average | 14.1 ± 0.38 | 12.7 ± 0.30 | 42.2 ± 1.70 | 33.8 ± 0.45 | 52.0 ± 0.79 | 11.2 ± 0.46 | 8.6 ± 0.35 | 10.4 ± 0.57 |
| Mono-(US) | 18.8 ± 0.68 | 16.6 ± 0.53 | 37.1 ± 1.20 | 34.9 ± 0.80 | 42.3 ± 1.62 | 7.3 ± 0.32 A | 5.9 ± 0.45 | 13.4 ± 0.91 B |
| Mono-(VS) | 17.6 ± 0.51 | 14.9 ± 0.50 | 36.2 ± 3.53 | 35.6 ± 1.01 | 47.3 ± 1.39 | 5.4 ± 0.86 B | 5.9 ± 1.14 | 17.9 ± 2.60 A |
| Inter-(US) | 13.1 ± 0.19 | 12.1 ± 0.20 | 45.1 ± 0.73 | 31.9 ± 0.69 | 53.6 ± 0.78 | 11.7 ± 0.34 | 10.2 ± 0.25 B | 9.5 ± 0.66 |
| Inter-(VS) | 12.8 ± 0.24 | 11.8 ± 0.18 | 46.4 ± 0.83 | 32.1 ± 0.61 | 55.2 ± 0.75 | 12.4 ± 0.51 | 11.4 ± 0.29 A | 9.1 ± 0.81 |
| Mono-S | 18.4 ± 0.49 A | 15.3 ± 0.40 A | 36.8 ± 1.36 C | 35.1 ± 0.62 A | 43.9 ± 1.28 C | 6.7 ± 0.41 C | 5.9 ± 0.46 B | 14.9 ± 1.13 A |
| Mono-C | 10.7 ± 0.20 C | 10.2 ± 0.33 C | 40.3 ± 1.10 B | 37.3 ± 1.02 A | 57.7 ± 0.30 B | 15.6 ± 0.93 A | 6.8 ± 0.82 B | 6.4 ± 0.72 C |
| Inter-(C + S) | 13.0 ± 0.15 B | 12.1 ± 0.28 B | 45.5 ± 0.56 A | 32.0 ± 0.50 B | 54.1 ± 0.58 A | 11.9 ± 0.29 B | 10.6 ± 0.21 A | 9.4 ± 0.51 B |
Crude protein = CP; Available Protein = AP; Soluble Protein = SP; Acid Detergent Fiber = ADF; Neutral Detergent Fiber = NDF; Water Soluble Carbohydrates = WSC; Simple Sugars = SS; Values are means ± standard errors. Mean values in each column followed by the same letter are not significantly different at (LSD, 0.05). C1 = Yukon-R; C2 = DKC-2628; S1 = Big Fellow RR; S2 = Game Keeper RR; S3 = Kester’s Bob White Trailing Soybean; S1C1 = Big Fellow RR + Yukon-R; S2C1 = Game Keeper RR + Yukon-R; S3C1 = Kester’s Bob White Trailing Soybean + Yukon-R; S1C2 = Big Fellow RR + DKC-2628; S2C2 = Game Keeper RR + DKC-2628; S3C2 = Kester’s Bob White Trailing Soybean + DKC-2628. Mono C = Monocropping Corn; Mono S = Monocropping Soybean; Mono-(US) = Monocropping Upright Soybean; Mono-(VS) = Monocropping Vine Soybean; Inter-(US) = Upright Soybean Intercropped with Corn; Inter-(VS) = Vine Soybean Intercropped with Corn.
The effects of intercropping or monocropping treatments on the total digestible nutrients (TDN), net energy for lactation (NEL), net energy for maintenance (NEM), net energy of gain (NEG), digestible dry matter (DDM), dry matter intake (DMI) and relative feed value (RFV) of forage cultivated under cool climatic conditions during the 2016 and 2017 growing seasons.
| Growing Seasons (2016–17) | |||||||
|---|---|---|---|---|---|---|---|
| Treatments | TDN % | NEL (Mcal/kg) | NEM (Mcal/kg) | NEG (Mcal/kg) | DDM % | DMI 3 | RFV % |
| C1 | 55.6 ± 1.9 ab | 1.17 ± 0.04 bcd | 1.08 ± 0.05 ab | 0.53 ± 0.05 ab | 59.5 ± 1.37 f | 2.06 ± 0.02 d | 95 ± 2.8 f |
| C2 | 54.2 ± 1.5 b | 1.13 ± 0.04 cd | 1.14 ± 0.05 b | 0.48 ± 0.05 b | 60.2 ± 0.92 ef | 2.08 ± 0.00 d | 97 ± 1.5 f |
| S1 | 56.7 ± 1.9 ab | 1.30 ± 0.03 a | 1.17 ± 0.04 ab | 0.60 ± 0.03 ab | 61.9 ± 1.06 bcdef | 2.99 ± 0.17 a | 144 ± 10.1 a |
| S2 | 54.7 ± 1.4 ab | 1.30 ± 0.03 a | 1.14 ± 0.04 ab | 0.59 ± 0.03 ab | 61.6 ± 0.77 cdef | 2.80 ± 0.08 ab | 134 ± 5.6 ab |
| S3 | 47.8 ± 2.0 c | 1.08 ± 0.05 d | 0.86 ± 0.07 c | 0.32 ± 0.07 c | 61.2 ± 0.78 def | 2.64 ± 0.04 b | 125 ± 3.4 bc |
| S1C1 | 59.8 ± 1.7 a | 1.27 ± 0.04 ab | 1.22 ± 0.07 a | 0.64 ± 0.06 ab | 62.8 ± 0.86 bcde | 2.18 ± 0.03 d | 106 ± 3.0 ef |
| S2C1 | 59.2 ± 2.0 ab | 1.26 ± 0.04 ab | 1.22 ± 0.06 a | 0.65 ± 0.05 a | 63.1 ± 0.73 abcd | 2.20 ± 0.03 d | 108 ± 2.6 ef |
| S3C1 | 59.7 ± 1.3 ab | 1.22 ± 0.03 abc | 1.21 ± 0.05 ab | 0.64 ± 0.04 ab | 63.6 ± 0.61 abcd | 2.10 ± 0.04 d | 104 ± 2.8 ef |
| S1C2 | 60.2 ± 2.4 a | 1.26 ± 0.05 ab | 1.22 ± 0.08 a | 0.66 ± 0.08 a | 64.6 ± 1.03 ab | 2.25 ± 0.02 cd | 113 ± 2.5 cde |
| S2C2 | 60.2 ± 2.9 a | 1.27 ± 0.05 ab | 1.23 ± 0.07 a | 0.66 ± 0.07 a | 65.6 ± 1.42 a | 2.41 ± 0.10 c | 123 ± 7.7 bcd |
| S3C2 | 59.2 ± 2.1 ab | 1.24 ± 0.05 abc | 1.19 ± 0.07 ab | 0.64 ± 0.07 ab | 64.2 ± 0.76 abc | 2.23 ± 0.05 cd | 111 ± 3.5 de |
| Average | 57.0 ± 0.7 | 1.22 ± 0.01 | 1.14 ± 0.02 | 0.58 ± 0.02 | 62.6 ± 0.35 | 2.36 ± 0.04 | 115 ± 2.3 |
| Mono-(US) | 55.7 ± 1.2 A | 1.30 ± 0.02 A | 1.15 ± 0.03 A | 0.59 ± 0.02 A | 61.7 ± 0.62 | 2.90 ± 0.09 | 139 ± 5.7 |
| Mono-(VS) | 47.8 ± 2.0 B | 1.08 ± 0.05 B | 0.86 ± 0.07 B | 0.32 ± 0.07 B | 61.2 ± 0.78 | 2.64 ± 0.04 | 125 ± 4.7 |
| Inter-(US) | 59.8 ± 1.1 | 1.26 ± 0.02 | 1.22 ± 0.03 | 0.65 ± 0.03 | 64.0 ± 0.54 | 2.26 ± 0.03 | 112 ± 2.5 |
| Inter-(VS) | 59.4 ± 1.2 | 1.23 ± 0.03 | 1.20 ± 0.04 | 0.64 ± 0.04 | 63.9 ± 0.48 | 2.17 ± 0.03 | 107 ± 2.4 |
| Mono-S | 53.1 ± 1.3 B | 1.22 ± 0.03 AB | 1.05 ± 0.04 B | 0.50 ± 0.04 B | 61.5 ± 0.48 B | 2.81 ± 0.07 A | 135 ± 4.5 A |
| Mono-C | 54.9 ± 1.2 B | 1.15 ± 0.03 B | 1.06 ± 0.04 B | 0.51 ± 0.03 B | 59.9 ± 0.79 B | 2.07 ± 0.01 C | 96 ± 1.2 C |
| Inter-(C + S) | 59.7 ± 0.8 A | 1.25 ± 0.02 A | 1.21 ± 0.02 A | 0.65 ± 0.02 A | 64.0 ± 0.39 A | 2.23 ± 0.03 B | 111 ± 1.9 B |
3 = %BW. Values are means ± standard errors. Mean values in each column followed by the same letter are not significantly different at (LSD, 0.05). C1 = Yukon-R; C2 = DKC-2628; S1 = Big Fellow RR; S2 = Game Keeper RR; S3 = Kester’s Bob White Trailing Soybean; S1C1 = Big Fellow RR + Yukon-R; S2C1 = Game Keeper RR + Yukon-R; S3C1 = Kester’s Bob White Trailing Soybean + Yukon-R; S1C2 = Big Fellow RR + DKC26-28; S2C2 = Game Keeper RR + DKC26-28; S3C2 = Kester’s Bob White Trailing Soybean + DKC26-28. Mono C = Monocropping Corn; Mono S = Monocropping Soybean; Mono-(US) = Monocropping Upright Soybean; Mono-(VS) = Monocropping Vine Soybean; Inter-(US) = Upright Soybean Intercropped with Corn; Inter-(VS) = Vine Soybean Intercropped with Corn.
Macro-nutrient content of forage obtained from corn and soybean cultivated as monocrops and intercrops during the 2016 and 2017 growing seasons.
| Growing Seasons (2016–17) | |||||
|---|---|---|---|---|---|
| Treatments | Ca (g/kg) | P (g/kg) | Mg (g/kg) | K (g/kg) | Na (mg/kg) |
| C1 | 0.14 ± 0.03 e | 2.10 ± 0.16 e | 2.93 ± 0.19 ef | 13.0 ± 1.12 cd | 26.5 ± 8.69 de |
| C2 | 0.16 ± 0.03 e | 2.14 ± 0.15 e | 2.64 ± 0.15 f | 9.4 ± 0.88 e | 13.4 ± 3.12 e |
| S1 | 1.42 ± 0.05 b | 3.61 ± 0.11 a | 7.07 ± 0.11 a | 16.8 ± 1.11 ab | 51.7 ± 8.50 ab |
| S2 | 1.60 ± 0.08 a | 3.55 ± 0.07 ab | 7.02 ± 0.28 a | 17.5 ± 1.19 a | 59.2 ± 4.19 a |
| S3 | 1.01 ± 0.04 c | 2.85 ± 0.39 cd | 6.27 ± 0.14 b | 12.3 ± 0.95 cde | 54.3 ± 6.36 ab |
| S1C1 | 0.37 ± 0.06 d | 2.38 ± 0.16 de | 3.29 ± 0.31 def | 14.2 ± 1.12 bc | 41.8 ± 7.02 bcd |
| S2C1 | 0.43 ± 0.04 d | 2.76 ± 0.25 cd | 3.55 ± 0.13 de | 13.7 ± 0.89 bcd | 51.4 ± 7.00 ab |
| S3C1 | 0.45 ± 0.03 d | 2.62 ± 0.13 cde | 4.28 ± 0.16 c | 14.6 ± 0.77 abc | 41.2 ± 4.22 bcd |
| S1C2 | 0.36 ± 0.06 d | 2.71 ± 0.17 cd | 3.66 ± 0.43 cd | 14.0 ± 2.14 bc | 31.1 ± 3.44 cd |
| S2C2 | 0.45 ± 0.03 d | 3.04 ± 0.08 bc | 3.72 ± 0.31 cd | 13.7 ± 0.88 bcd | 46.8 ± 2.88 abc |
| S3C2 | 0.40 ± 0.03 d | 2.82 ± 0.13 cd | 3.51 ± 0.19 de | 10.5 ± 0.84 de | 40.7 ± 4.25 bcd |
| Average | 0.62 ± 0.06 | 2.78 ± 0.08 | 4.36 ± 0.20 | 13.6 ± 0.42 | 41.7 ± 2.27 |
| Mono-(US) | 1.51 ± 0.05 B | 3.58 ± 0.06 A | 7.05 ± 0.14 A | 17.2 ± 0.78 A | 55.5 ± 4.66 |
| Mono-(VS) | 1.01 ± 0.04 A | 2.85 ± 0.39 B | 6.27 ± 0.14 B | 12.3 ± 0.95 B | 54.3 ± 6.36 |
| Inter-(US) | 0.40 ± 0.02 | 2.72 ± 0.10 | 3.55 ± 0.15 | 13.9 ± 0.64 | 42.8 ± 2.98 |
| Inter-(VS) | 0.43 ± 0.02 | 2.72 ± 0.09 | 3.89 ± 0.16 | 12.6 ± 0.82 | 41.0 ± 2.86 |
| Mono-S | 1.34 ± 0.07 A | 3.33 ± 0.15 A | 6.79 ± 0.14 A | 15.5 ± 0.82 A | 55.1 ± 3.65 A |
| Mono-C | 0.15 ± 0.02 C | 2.12 ± 0.11 B | 2.79 ± 0.12 C | 11.2 ± 0.87 C | 20.0 ± 4.82 C |
| Inter-(C + S) | 0.41 ± 0.02 B | 2.72 ± 0.07 A | 3.67 ± 0.12 B | 13.5 ± 0.51 B | 42.2 ± 2.19 B |
Values are means ± standard errors. Mean values in each column followed by the same letter are not significantly different at (LSD, 0.05) C1 = Yukon-R; C2 = DKC26-28; S1 = Big Fellow RR; S2 = Game Keeper RR; S3 = Kester’s Bob White Trailing Soybean; S1C1 = Big Fellow RR + Yukon-R; S2C1 = Game Keeper RR + Yukon-R; S3C1 = Kester’s Bob White Trailing Soybean + Yukon-R; S1C2 = Big Fellow RR + DKC26-28; S2C2 = Game Keeper RR + DKC26-28; S3C2 = Kester’s Bob White Trailing Soybean + DKC26-28. Mono C = Monocropping Corn; Mono S = Monocropping Soybean; Mono-(US) = Monocropping Upright Soybean; Mono-(VS) = Monocropping Vine Soybean; Inter-(US) = Upright Soybean Intercropped with Corn; Inter-(VS) = Vine Soybean Intercropped with Corn.
Micronutrient content of forage obtained from corn and soybean cultivated as monocrops and intercrops during the 2016 and 2017 growing seasons.
| Growing Seasons (2016–17) | ||||||
|---|---|---|---|---|---|---|
| Treatments | Zn (mg/kg) | Fe (mg/kg) | B (mg/kg) | Mn (mg/kg) | Cu (mg/kg) | Co (mg/kg) |
| C1 | 17.5 ± 0.57 cde | 307 ± 51.3 b | 5.2 ± 0.56 e | 74.6 ± 20.3 cde | 10.1 ± 1.86 cde | 0.92 ± 0.37 ab |
| C2 | 10.8 ± 1.23 e | 247 ± 54.2 b | 5.5 ± 0.70 e | 56.9 ± 13.5 e | 7.3 ± 1.49 e | 0.36 ± 0.14 b |
| S1 | 35.4 ± 1.71 a | 1092 ± 213.6 a | 29.5 ± 1.85 a | 206.0 ± 43.7 a | 14.7 ± 1.58 abc | 1.85 ± 0.54 a |
| S2 | 17.1 ± 1.97 de | 1244 ± 318.3 a | 32.1 ± 1.13 a | 142.4 ± 8.9 abc | 16.8 ± 1.14 a | 1.07 ± 0.16 ab |
| S3 | 31.4 ± 1.90 ab | 963 ± 92.5 a | 22.8 ± 1.56 b | 164.9 ± 2.6 ab | 16.4 ± 2.58 ab | 1.93 ± 0.75 a |
| S1C1 | 26.5 ± 6.86 abcd | 474 ± 74.3 b | 10.2 ± 1.69 cd | 83.3 ± 18.8 cde | 14.1 ± 3.38 abcd | 0.97 ± 0.39 ab |
| S2C1 | 26.6 ± 2.96 abc | 386 ± 39.2 b | 9.0 ± 0.56 cd | 85.6 ± 14.0 cde | 12.0 ± 1.25 abcde | 0.78 ± 0.24 ab |
| S3C1 | 19.6 ± 1.07 cde | 377 ± 36.6 b | 7.2 ± 0.74 de | 128.8 ± 35.4 bcd | 11.5 ± 1.77 bcde | 1.25 ± 0.49 ab |
| S1C2 | 18.7 ± 0.55 cde | 372 ± 42.3 b | 7.6 ± 0.38 de | 58.4 ± 8.3 de | 9.0 ± 1.50 de | 0.50 ± 0.18 b |
| S2C2 | 25.4 ± 2.68 bcd | 524 ± 60.3 b | 11.0 ± 0.50 c | 119.8 ± 25.0 bcde | 9.4 ± 1.10 de | 1.47 ± 0.53 ab |
| S3C2 | 33.6 ± 6.59 ab | 495 ± 26.8 b | 9.2 ± 0.69 cd | 93.8 ± 11.1 bcde | 10.9 ± 0.83 cde | 0.77 ± 0.24 ab |
| Average | 23.9 ± 1.30 | 589 ± 53.6 | 13.6 ± 1.19 | 110.4 ± 8.8 | 12.0 ± 0.62 | 1.08 ± 0.13 |
| Mono-(US) | 26.2 ± 3.03 | 1168 ± 184.2 | 30.8 ± 1.11 A | 174.2 ± 23.4 | 15.8 ± 0.98 | 1.46 ± 0.29 |
| Mono-(VS) | 31.4 ± 1.90 | 963 ± 92.5 | 22.8 ± 1.56 B | 164.9 ± 39.3 | 16.4 ± 2.58 | 1.93 ± 0.75 |
| Inter-(US) | 24.3 ± 1.98 | 439 ± 29.1 | 9.5 ± 0.51 | 86.8 ± 9.4 | 11.1 ± 1.04 | 0.93 ± 0.18 |
| Inter-(VS) | 26.6 ± 3.82 | 436 ± 28.0 | 8.2 ± 0.57 | 111.3 ± 18.5 | 11.2 ± 0.94 | 1.01 ± 0.27 |
| Mono-S | 27.9 ± 2.16 A | 1099 ± 126.6 A | 28.2 ± 1.26 A | 171.1 ± 19.7 A | 16.0 ± 1.03 A | 1.62 ± 0.31 A |
| Mono-C | 14.1 ± 1.21 B | 277 ± 36.7 B | 5.4 ± 0.43 C | 65.7 ± 11.9 B | 8.7 ± 1.21 B | 0.64 ± 0.21 B |
| Inter-(C + S) | 25.1 ± 1.81 A | 438 ± 21.3 B | 9.0 ± 0.40 B | 95.0 ± 8.8 B | 11.1 ± 0.75 B | 0.96 ± 0.15 B |
Values are means ± standard errors. Mean values in each column followed by the same letter are not significantly different at (LSD, 0.05). C1 = Yukon-R; C2 = DKC26-28; S1 = Big Fellow RR; S2 = Game Keeper RR; S3 = Kester’s Bob White Trailing Soybean; S1C1 = Big Fellow RR + Yukon-R; S2C1 = Game Keeper RR + Yukon-R; S3C1 = Kester’s Bob White Trailing Soybean + Yukon-R; S1C2 = Big Fellow RR + DKC26-28; S2C2 = Game Keeper RR + DKC26-28; S3C2 = Kester’s Bob White Trailing Soybean + DKC26-28. Mono C = Monocropping Corn; Mono S = Monocropping Soybean; Mono-(US) = Monocropping Upright Soybean; Mono-(VS) = Monocropping Vine Soybean; Inter-(US) = Upright Soybean Intercropped with Corn; Inter-(VS) = Vine Soybean Intercropped with Corn.
Plant fatty acids profile (g/kg DM) of corn and soybean cultivated as monocrops and as intercrops during the 2016 and 2017 growing seasons.
| Growing Seasons (2016–17) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Treatments | C16-0 | C16-1n-7 | C18-0 | C18-1n-9cis | C18-2n-6 | C18:3n-3 | Total FA | SFA % | MUFA % | PUFA % |
| C1 | 1.73 ± 0.03 f | 0.12 ± 0.03 b | 0.15 ± 0.02 c | 0.98 ± 0.11 cd | 2.54 ± 0.48 ab | 0.46 ± 0.03 d | 5.98 ± 0.33 d | 31.8 ± 1.58 cd | 19.2 ± 3.38 ab | 49.0 ± 4.93 |
| C2 | 1.75 ± 0.08 ef | 0.12 ± 0.03 b | 0.17 ± 0.03 c | 0.93 ± 0.09 cd | 2.90 ± 0.47 a | 0.50 ± 0.01 cd | 6.37 ± 0.25 cd | 30.3 ± 1.34 d | 16.9 ± 2.52 ab | 52.9 ± 3.63 |
| S1 | 2.30 ± 0.10 a | 0.42 ± 0.04 a | 0.47 ± 0.04 a | 0.66 ± 0.12 d | 1.84 ± 0.19 b | 1.84 ± 0.09 a | 7.53 ± 0.37 ab | 36.8 ± 0.69 a | 15.0 ± 2.73 b | 48.2 ± 3.04 |
| S2 | 1.98 ± 0.06 bc | 0.38 ± 0.04 a | 0.40 ± 0.05 ab | 0.50 ± 0.07 d | 1.59 ± 0.11 b | 1.58 ± 0.04 a | 6.43 ± 0.30 cd | 37.0 ± 0.21 a | 14.2 ± 2.31 b | 48.8 ± 2.29 |
| S3 | 1.81 ± 0.04 def | 0.38 ± 0.09 a | 0.35 ± 0.02 b | 0.55 ± 0.05 d | 1.63 ± 0.32 b | 1.55 ± 0.05 a | 6.27 ± 0.43 cd | 35.4 ± 2.64 ab | 15.9 ± 3.31 ab | 48.7 ± 5.92 |
| S1C1 | 1.78 ± 0.05 def | 0.17 ± 0.04 b | 0.19 ± 0.02 c | 1.26 ± 0.11 bc | 2.36 ± 0.43 ab | 0.64 ± 0.01 bcd | 6.39 ± 0.30 cd | 31.1 ± 1.12 cd | 23.1 ± 3.31 ab | 45.8 ± 4.40 |
| S2C1 | 1.87 ± 0.04 cdef | 0.17 ± 0.04 b | 0.22 ± 0.03 c | 1.36 ± 0.23 abc | 2.47 ± 0.38 ab | 0.75 ± 0.03 bcd | 6.84 ± 0.09 bc | 30.6 ± 0.68 cd | 22.6 ± 4.12 ab | 46.8 ± 4.72 |
| S3C1 | 1.82 ± 0.05 cdef | 0.15 ± 0.03 b | 0.23 ± 0.01 c | 0.96 ± 0.15 cd | 2.03 ± 0.29 ab | 0.91 ± 0.01 b | 6.10 ± 0.25 cd | 33.9 ± 0.79 abc | 18.9 ± 3.59 ab | 47.3 ± 4.29 |
| S1C2 | 2.05 ± 0.04 b | 0.20 ± 0.05 b | 0.23 ± 0.03 c | 1.85 ± 0.34 a | 2.56 ± 0.30 ab | 0.78 ± 0.03 bcd | 7.67 ± 0.18 a | 29.7 ± 0.27 d | 26.2 ± 4.45 a | 44.1 ± 4.68 |
| S2C2 | 1.89 ± 0.03 bcde | 0.14 ± 0.03 b | 0.20 ± 0.02 c | 1.38 ± 0.18 abc | 1.96 ± 0.30 ab | 0.84 ± 0.01 bc | 6.41 ± 0.17 cd | 32.7 ± 0.92 bcd | 24.1 ± 3.71 ab | 43.2 ± 4.54 |
| S3C2 | 1.94 ± 0.05 bcd | 0.17 ± 0.04 b | 0.21 ± 0.03 c | 1.57 ± 0.31 ab | 2.51 ± 0.44 ab | 0.92 ± 0.01 b | 7.32 ± 0.12 ab | 29.5 ± 1.31 d | 24.1 ± 5.01 ab | 46.4 ± 6.29 |
| Average | 1.90 ± 0.03 | 0.22 ± 0.03 | 0.26 ± 0.01 | 1.09 ± 0.07 | 2.22 ± 0.11 | 0.98 ± 0.09 | 6.67 ± 0.10 | 32.6 ± 0.47 | 20.0 ± 1.11 | 47.4 ± 1.30 |
| Mono-(US) | 2.14 ± 0.07 A | 0.40 ± 0.09 | 0.44 ± 0.03 | 0.58 ± 0.07 | 1.72 ± 0.11 | 1.71 ± 0.14 | 6.98 ± 0.28 | 36.9 ± 0.35 | 14.6 ± 1.71 | 48.5 ± 1.82 |
| Mono-(VS) | 1.81 ± 0.04 B | 0.38 ± 0.01 | 0.35 ± 0.02 | 0.55 ± 0.05 | 1.63 ± 0.32 | 1.55 ± 0.26 | 6.27 ± 0.43 | 35.4 ± 2.64 | 15.9 ± 3.31 | 48.7 ± 5.92 |
| Inter-(US) | 1.90 ± 0.03 | 0.17 ± 0.02 | 0.21 ± 0.01 | 1.46 ± 0.12 | 2.34 ± 0.17 | 0.75 ± 0.02 B | 6.83 ± 0.14 | 31.0 ± 0.44 | 24.0 ± 1.85 | 45.0 ± 2.16 |
| Inter-(VS) | 1.88 ± 0.04 | 0.16 ± 0.02 | 0.22 ± 0.02 | 1.27 ± 0.19 | 2.27 ± 0.26 | 0.92 ± 0.06 A | 6.71 ± 0.23 | 31.7 ± 0.98 | 21.5 ± 3.04 | 46. ± 3.63 |
| Mono-S | 2.03 ± 0.06 A | 0.39 ± 0.03 A | 0.41 ± 0.02 A | 0.57 ± 0.05 C | 1.69 ± 0.12 B | 1.66 ± 0.13 A | 6.74 ± 0.24 AB | 36.4 ± 0.88 A | 15.0 ± 1.53 B | 48.6 ± 2.20 |
| Mono-C | 1.74 ± 0.04 C | 0.12 ± 0.02 B | 0.16 ± 0.02 C | 0.95 ± 0.13 B | 2.72 ± 0.30 A | 0.48 ± 0.02 C | 6.17 ± 0.20 B | 31.0 ± 1.02 B | 18.1 ± 2.04 AB | 50.9 ± 2.98 |
| Inter-(C + S) | 1.89 ± 0.02 B | 0.17 ± 0.01 B | 0.21 ± 0.01 B | 1.40 ± 0.10 A | 2.31 ± 0.14 A | 0.81 ± 0.03 B | 6.79 ± 0.12 A | 31.3 ± 0.44 B | 23.2 ± 1.59 A | 45.6 ± 1.86 |
FA = Fatty Acid; SFA = Saturated Fatty Acid; MUFA = Monounsaturated Fatty Acid; PUFA = Polyunsaturated Fatty Acid; C1 = Yukon-R; C2 = DKC-2628; S1 = Big Fellow RR; S2 = Game Keeper RR; S3 = Kester’s Bob White Trailing Soybean; S1C1 = Big Fellow RR + Yukon-R; S2C1 = Game Keeper RR + Yukon-R; S3C1 = Kester’s Bob White Trailing Soybean + Yukon-R; S1C2 = Big Fellow RR + DKC-2628; S2C2 = Game Keeper RR + DKC-2628; S3C2 = Kester’s Bob White Trailing Soybean + DKC-2628. Mean values in each column followed by the same letter are not significantly different at (LSD, 0.05). Mono C = Monocropping Corn; Mono S = Monocropping Soybean; Mono-(US) = Monocropping Upright Soybean; Mono-(VS) = Monocropping Vine Soybean; Inter-(US) = Upright Soybean Intercropped with Corn; Inter-(VS) = Vine Soybean Intercropped with Corn.
Figure 1The ratio between omega 3 and omega 6 FAs under corn and soybean cropping systems during the 2016 and 2017 growing seasons. Explanations: ns = non-significant. The error bar represents SE. Different letters indicate differences between the cropping systems at LSD = 0.05. Mono C = Monocropping Corn; Mono S = Monocropping Soybean; Mono-(US) = Monocropping Upright Soybean; Mono-(VS) = Monocropping Vine Soybean; Inter-(US) = Upright Soybean Intercropped with Corn; Inter-(VS) = Vine Soybean Intercropped with Corn.
Figure 2Redundancy analysis (RDA), showing the relationship between the fodder quality parameters and FA contents of forage obtained from corn and soybean cultivated as either monocrops or intercrops under cool climatic conditions. The FA contents are represented by dashed arrows, fodder quality by bold solid arrows and minerals by dotted arrows. CP (crude protein); AP (available protein); SP (soluble protein); SS (soluble sugars); TDN (total digestible nutrients); NEL (net energy lactation); NEM (net energy maintenance); NEG (net energy gain); WSC (water soluble carbohydrates); NDF (neutral detergent fiber); ADF (acid detergent fiber); DMI (dry matter intake); DDM (digestible dry matter); RFV (relative feed value); TFA (total fatty acids). Mono-(VS) = vine soybean monocropping; Mono-(US) = upright soybean monocropping; Inter-(US) = upright soybean intercropped with corn; Inter-(VS) = vine soybean intercropped with corn.
Pearson correlation coefficients between fodder fatty acids and quality.
| C16:0 | C16:1n7 | C18:0 | C18:1n9 | C18:2n-6 | C18:3n-3 | TFA | |
|---|---|---|---|---|---|---|---|
| CP | 0.62 *** | 0.64 *** | 0.86 *** | −0.36 ** | −0.35 ** | 0.86 *** | 0.31 * |
| AP | 0.65 *** | 0.64 *** | 0.83 *** | −0.31 * | −0.37 ** | 0.82 *** | 0.31 * |
| SP | −0.15 ns | −0.46 *** | −0.19 ns | 0.50 *** | 0.05 ns | −0.20 ns | 0.13 ns |
| ADF | −0.28 * | 0.49 *** | 0.19 ns | 0.09 ns | −0.55 *** | −0.14 ns | −0.55 *** |
| NDF | −0.62 *** | −0.38 ** | −0.71 *** | 0.53 *** | 0.07 ns | −0.86 *** | −0.41 *** |
| WSC | −0.40 *** | −0.54 *** | −0.47 *** | 0.44 *** | 0.14 ns | −0.58 *** | −0.17 ns |
| SS | −0.09 ns | −0.45 *** | −0.20 ns | 0.49 *** | 0.08 ns | −0.18 ns | 0.18 ns |
| Ash | 0.10 ns | 0.89 *** | 0.52 *** | 0.07 ns | −0.81 *** | 0.26 * | −0.37 ** |
| TDN | 0.20 ns | −0.68 *** | −0.34 ** | −0.12 ns | 0.70 *** | −0.03 ns | 0.52 *** |
| NEL | 0.40 *** | −0.43 *** | −0.02 ns | −0.37 ** | 0.61 *** | 0.31 * | 0.60 *** |
| NEM | 0.25 * | −0.62 *** | −0.26 * | −0.19 ns | 0.69 *** | 0.06 ns | 0.54 *** |
| NEG | 0.24 * | −0.62 *** | −0.26 * | −0.19 ns | 0.69 *** | 0.07 ns | 0.54 *** |
| DDM | 0.28 * | −0.49 *** | −0.19 ns | −0.10 ns | 0.55 *** | 0.14 ns | 0.55 *** |
| DMI | 0.64 *** | 0.44 *** | 0.77 *** | −0.54 *** | −0.11 ns | 0.90 *** | 0.41 *** |
| RFV | 0.65 *** | 0.26 * | 0.65 *** | -0.51 *** | 0.05 ns | 0.86 *** | 0.53 *** |
ns = non-significant; * correlation is significant (p ≤ 0.05); ** (p ≤ 0.01); *** (p ≤ 0.001) (n = 66 for all parameters). Crude protein = CP; Available Protein = AP; Soluble Protein = SP; Acid Detergent Fiber = ADF; Neutral Detergent Fiber = NDF; Water Soluble Carbohydrates = WSC; Simple Sugars = SS; Total Digestible Nutrients = TDN; Net Energy for Lactation = NEL; Net Energy for Maintenance = NEM; Net Energy of Gain = NEG; Digestible Dry Matter = DDM; Dry Matter Intake = DMI; Relative Feed Value = RFV.
Figure 3Pearson correlation between NDF and DMI; ADF and TDN; RFV and CP, ADF and NDF for different corn–soybean monocropping and intercropping treatments. CP = crude protein; NDF = neutral detergent fiber; ADF = acid detergent fiber; RFV = relative feed value; DMI = dry matter intake; TDN = total digestible nutrients; ns = non-significant; * correlation is significant (p ≤ 0.05); ** (p ≤ 0.01); *** (p ≤ 0.001), n = 66 for all parameters.
Figure 4Redundancy analysis (RDA) showing the relationship between the fodder quality parameters and rhizosphere soil microbial community. The microbial community (PLFAs) are represented by dashed arrows, minerals by dotted arrows and fodder quality by solid arrows. G+ (gram positive bacteria); G- (gram negative bacteria); PLFAs (phospholipid fatty acids); CP (crude protein); AP (available protein); SP (soluble protein); SS (soluble sugars); TDN (total digestible nutrients); NEL (net energy lactation); NEM (net energy maintenance); NEG (net energy gain); WSC (water soluble carbohydrates); NDF (neutral detergent fiber); ADF (acid detergent fiber); DMI (dry matter intake); DDM (digestible dry matter); RFV (relative feed value); TFA (total fatty acids); Mono-(VS) = vine soybean monocropping; Mono-(US) = upright soybean monocropping; Inter-(US) = upright soybean intercropped with corn; Inter-(VS) = vine soybean intercropped with corn.
Figure 5Pearson correlation between SP and SS with microbial PLFAs for different corn–soybean monocropping and intercropping treatments. SP = soluble protein (black circles); SS = soluble sugars (hollow circles); ns = non-significant; * correlation is significant (p ≤ 0.05); ** (p ≤ 0.01); *** (p ≤ 0.001), n = 66 for all parameters.
Figure 6Pearson correlation showing the association between the K content and the active soil microbial community of forage produced from monocropping or intercropping corn and soybeans under cool climatic conditions and the PLFA for different corn–soybean monocropping and intercropping treatments. T PLFA = total phospholipid fatty acids; ns = non-significant; * correlation is significant (p ≤ 0.05); ** (p ≤ 0.01); *** (p ≤ 0.001), n = 66 for all parameters.