Nutritional Quality of Plant Species in Pyrenean Hay Meadows of High Diversity
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Site
2.2. Vegetation Sampling
2.3. Chemical Analysis
2.4. Data Analysis
3. Results
3.1. Vegetation Cover
3.2. Chemical Composition of Species
3.3. Chemical Composition of Botanical Groups
3.4. Nutritive Value of Species
3.5. Nutritive Value of Botanical Groups
4. Discussion
4.1. Species Diversity and Quality
4.2. Feeding Evaluation
4.3. Mineral Contents
4.4. N:P Ratio
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Soil Parameters | Meadow | |||
---|---|---|---|---|
1 | 2 | 3 | 4 | |
Sand (%) | 53.7 | 46.0 | 36.7 | 44.9 |
Fine Silt (%) | 26.1 | 32.5 | 39.1 | 36.0 |
Coarse Silt (%) | 14.7 | 13.4 | 14.5 | 11.4 |
Clay (%) | 5.5 | 8.1 | 9.7 | 7.7 |
pH (H2O 1:2.5) | 6.6 | 6.5 | 6.3 | 6.0 |
Salinity (dS m−1) | 0.22 | 0.22 | 0.20 | 0.22 |
OM (%) | >6.69 | >6.69 | >6.69 | >6.69 |
POlsen (mg kg−1) | 3.75 | 3.25 | 2.75 | 2.75 |
KAmmonium acetate (mg kg−1) | 125.5 | 122.5 | 112.0 | 139.5 |
N-NO3- (mg kg−1) | 37.0 | 50.0 | 47.7 | 38.2 |
Mg (mg kg−1) | 53.5 | 113.0 | 104.5 | 136.5 |
Species | Botanical Family | Development Stage | Meadows | Is (VP) | Intake | |||
---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | |||||
Achillea millefolium | Compositae | 1–2 | 8.7 | 1.7 | 1.7 | 1.4 | 2–2 | yes |
Agrostis capillaris | Gramineae | 2–3 | 8.7 | 11.6 | 11.6 | 9.8 | 2–3 | yes |
Anthyllis vulneraria | Leguminosae | 2 | 0.1 | 0.1 | 0.1 | 0.1 | 2–5 | - |
Arrhenatherum elatius | Gramineae | 2–3 | 1.2 | 11.6 | 1.7 | 9.8 | 3–4 | yes |
Centaurea nigra | Compositae | 2 | 18.5 | 1.7 | 1.7 | 9.8 | 0–1 | yes |
Centaurea scabiosa | Compositae | 2 | 0.1 | 11.6 | 11.6 | 1.4 | 0–0 | yes |
Cerastium fontanum | Caryophyllaceae | 2–3 | 0.1 | 0.1 | 0.1 | 0.1 | 0–0 | - |
Chaerophyllum aureum | Umbelliferae | 2–3 | 1.2 | 1.7 | 1.7 | 1.4 | 0–0 | - |
Crepis pyrenaica | Compositae | 2 | 1.2 | 1.7 | 1.7 | 9.8 | - | - |
Dactylis glomerata | Gramineae | 2 | 1.2 | 11.6 | 1.7 | 9.8 | 4–5 | yes |
Festuca arundinacea | Gramineae | 2–3 | 0.1 | 0.1 | 0.1 | 0.1 | 3–5 | yes |
Galium verum | Rubiaceae | 2 | 1.2 | 0.1 | 0.1 | 0.1 | 0–1 | yes |
Heracleum sphondylium | Umbelliferae | 2 | 8.7 | 0.1 | 1.7 | 1.4 | 0–2 | - |
Knautia nevadensis | Dipsacaceae | 2 | 1.2 | 0.1 | 0.1 | 0.1 | 0–2 | yes |
Laserpitium latifolium | Umbelliferae | 2 | 8.7 | 0.1 | 0.1 | 0.1 | - | - |
Leucanthemum vulgare | Compositae | 2 | 0.1 | 0.1 | 0.1 | 0.1 | 0–1 | - |
Lolium perenne | Gramineae | 2 | 0.1 | 0.1 | 0.1 | 0.1 | 5–5 | yes |
Lotus corniculatus | Leguminosae | 1–2 | 1.2 | 0.1 | 0.1 | 0.1 | 3–4 | yes |
Onobrychis viciifolia | Leguminosae | 2–3 | 1.2 | 0.1 | 1.7 | 1.4 | 2–5 | yes |
Phleum pratense | Gramineae | 2 | 1.2 | 11.6 | 0.1 | 0.1 | 4–5 | yes |
Picris hieracioides | Compositae | 2 | 0.1 | 0.1 | 1.7 | 0.1 | 0–2 | - |
Plantago lanceolata | Plantaginaceae | 1–2 | 1.2 | 1.7 | 1.7 | 1.4 | 2–3 | yes |
Ranunculus acris | Ranunculaceae | 2–3 | 1.2 | 0.1 | 0.1 | 0.1 | 0–0 | yes |
Rhinanthus pumilus | Scrophulariaceae | 1–2 | 1.2 | 1.7 | 0.1 | 1.4 | 0–0 | yes |
Rumex acetosa | Polygonaceae | 1–2 | 1.2 | 0.1 | 1.7 | 0.1 | 0–1 | yes |
Salvia pratensis | Labiatae | 2 | 0.1 | 0.1 | 0.1 | 0.1 | 0–1 | - |
Sanguisorba minor | Rosaceae | 2 | 0.1 | 0.1 | 1.7 | 0.1 | 1–5 | yes |
Scabiosa columbaria | Dipsacaceae | 1–2 | 1.2 | 0.1 | 1.7 | 0.1 | 0–1 | yes |
Silene vulgaris | Caryophyllaceae | 2 | 0.1 | 0.1 | 1.7 | 0.1 | 0–2 | yes |
Taraxacum officinale | Compositae | 2–3 | 0.1 | 1.7 | 0.1 | 1.4 | 2–3 | yes |
Tragopogon dubius | Compositae | 2–3 | 0.1 | 0.1 | 0.1 | 0.1 | 1–2 | yes |
Trifolium pratense | Leguminosae | 2 | 8.7 | 11.6 | 1.7 | 9.8 | 4–4 | yes |
Trisetum flavescens | Gramineae | 1–2 | 1.2 | 11.6 | 11.6 | 1.4 | 3–4 | yes |
Vicia cracca | Leguminosae | 2 | 0.1 | 1.7 | 1.7 | 1.4 | 2–4 | yes |
Total Cover of Selected Species | 81.0 | 95.9 | 62.5 | 74.0 | ||||
Rest of species | 19.0 | 4.1 | 37.5 | 26.0 | ||||
Total Cover of Botanical Groups | ||||||||
Grasses | 16.5 | 60.1 | 55.1 | 42.4 | ||||
Legumes | 11.3 | 15.2 | 6.8 | 14.2 | ||||
Other forbs | 72.2 | 24.7 | 38.1 | 43.4 | ||||
Diversity of Vegetal Species | ||||||||
Shannon Index | 2.96 | 2.58 | 2.80 | 2.79 | ||||
Number of species | 77 | 47 | 56 | 52 |
Species | DM | CP | Ash | CF | NDF | ADF | ADL | DDM | P | K | Mg | Ca | Na |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Achillea millefolium | 31.1 | 10.1 | 6.5 | 2.2 | 55.9 | 36.5 | 9.0 | 60.4 | 0.16 | 1.61 | 0.22 | 0.90 | 0.11 |
Agrostis capillaris | 38.5 | 8.9 | 5.3 | 1.8 | 68.1 | 33.2 | 3.3 | 63.0 | 0.14 | 0.80 | 0.22 | 0.51 | 0.08 |
Anthyllis vulneraria | 26.7 | 13.0 | 11.8 | 1.4 | 40.9 | 26.2 | 5.4 | 68.5 | 0.14 | 0.55 | 0.17 | 3.32 | 0.06 |
Arrhenatherum elatius | 42.1 | 7.6 | 4.5 | 1.6 | 66.5 | 35.2 | 3.0 | 61.5 | 0.13 | 0.74 | 0.18 | 0.50 | 0.08 |
Centaurea nigra | 32.4 | 9.6 | 6.2 | 1.5 | 46.2 | 28.4 | 5.2 | 66.7 | 0.14 | 1.15 | 0.25 | 1.37 | 0.10 |
Centaurea scabiosa | 28.6 | 8.7 | 7.4 | 1.3 | 45.9 | 29.0 | 4.8 | 66.3 | 0.14 | 1.13 | 0.25 | 1.67 | 0.09 |
Cerastium fontanum | 33.9 | 6.6 | 6.1 | 1.6 | 59.6 | 31.2 | 4.6 | 64.6 | 0.11 | 1.65 | 0.29 | 0.77 | 0.13 |
Chaerophyllum aureum | 26.1 | 12.7 | 10.8 | 2.0 | 39.2 | 24.1 | 5.5 | 70.1 | 0.16 | 1.49 | 0.54 | 2.39 | 0.10 |
Crepis pyrenaica | 25.6 | 10.4 | 7.5 | 2.7 | 43.7 | 26.7 | 4.9 | 68.1 | 0.16 | 1.27 | 0.41 | 1.57 | 0.11 |
Dactylis glomerata | 40.5 | 8.3 | 4.7 | 2.2 | 69.0 | 38.8 | 5.0 | 58.6 | 0.13 | 1.16 | 0.16 | 0.49 | 0.09 |
Festuca arundinacea | 45.5 | 7.2 | 4.4 | 2.0 | 73.3 | 41.1 | 4.0 | 56.8 | 0.12 | 1.00 | 0.13 | 0.35 | 0.09 |
Galium verum | 31.9 | 12.1 | 6.7 | 3.0 | 47.8 | 33.4 | 12.6 | 62.9 | 0.22 | 1.65 | 0.26 | 1.39 | 0.10 |
Heracleum sphondylium | 18.5 | 12.9 | 9.2 | 2.2 | 43.9 | 30.2 | 4.4 | 65.4 | 0.23 | 1.89 | 0.47 | 1.60 | 0.13 |
Knautia nevadensis | 22.3 | 11.0 | 7.8 | 2.1 | 43.8 | 26.1 | 4.3 | 68.5 | 0.18 | 1.68 | 0.37 | 1.24 | 0.12 |
Laserpitum latifolium | 25.5 | 12.1 | 8.5 | 2.9 | 43.7 | 26.8 | 3.9 | 68.0 | 0.20 | 1.63 | 0.37 | 2.12 | 0.11 |
Leucanthemum vulgare | 27.1 | 8.1 | 5.8 | 2.5 | 47.6 | 31.7 | 6.6 | 64.2 | 0.16 | 1.14 | 0.36 | 1.09 | 0.10 |
Lolium perenne | 37.1 | 6.8 | 5.8 | 1.6 | 63.6 | 32.7 | 2.8 | 63.4 | 0.16 | 0.83 | 0.14 | 0.44 | 0.11 |
Lotus corniculatus | 24.4 | 17.6 | 7.0 | 2.3 | 39.3 | 26.2 | 8.0 | 68.5 | 0.19 | 1.05 | 0.28 | 1.94 | 0.09 |
Onobrychis viciifolia | 30.4 | 15.6 | 4.8 | 1.8 | 49.3 | 35.2 | 10.1 | 61.5 | 0.20 | 0.63 | 0.22 | 1.24 | 0.06 |
Phleum pratense | 37.7 | 7.6 | 3.9 | 2.1 | 68.5 | 34.0 | 4.0 | 62.4 | 0.13 | 0.96 | 0.11 | 0.37 | 0.08 |
Picris hieracioides | 26.9 | 10.3 | 7.6 | 3.0 | 49.9 | 30.6 | 4.3 | 65.0 | 0.17 | 1.09 | 0.46 | 1.74 | 0.14 |
Plantago lanceolata | 25.5 | 9.8 | 9.3 | 1.7 | 42.3 | 28.8 | 10.1 | 66.5 | 0.14 | 1.29 | 0.40 | 2.36 | 0.10 |
Ranunculus acris | 25.7 | 10.2 | 6.1 | 2.6 | 47.6 | 30.4 | 6.0 | 65.2 | 0.16 | 1.36 | 0.29 | 1.30 | 0.10 |
Rhinantus pumilus | 25.5 | 12.3 | 9.3 | 4.0 | 45.7 | 28.6 | 8.8 | 66.6 | 0.29 | 1.41 | 0.39 | 1.79 | 0.11 |
Rumex acetosa | 27.8 | 8.1 | 4.4 | 1.8 | 61.6 | 42.3 | 10.7 | 55.9 | 0.16 | 1.08 | 0.27 | 0.68 | 0.10 |
Salvia pratensis | 21.7 | 12.4 | 8.4 | 2.7 | 45.0 | 28.0 | 6.1 | 67.1 | 0.19 | 1.50 | 0.53 | 1.79 | 0.11 |
Sanguisorba minor | 32.7 | 9.6 | 8.6 | 3.3 | 36.2 | 19.6 | 3.7 | 73.7 | 0.16 | 0.92 | 0.48 | 1.67 | 0.08 |
Scabiosa columbaria | 32.2 | 8.8 | 6.7 | 1.8 | 43.6 | 25.7 | 4.8 | 68.9 | 0.14 | 0.82 | 0.32 | 1.88 | 0.08 |
Silene vulgaris | 24.1 | 8.4 | 9.3 | 2.5 | 56.3 | 32.6 | 4.8 | 63.5 | 0.20 | 2.92 | 0.32 | 1.03 | 0.17 |
Taraxacum officinale | 19.4 | 14.1 | 12.8 | 3.1 | 30.5 | 17.6 | 5.2 | 75.2 | 0.20 | 2.27 | 0.61 | 2.38 | 0.21 |
Tragopogon dubius | 27.5 | 8.4 | 6.4 | 4.9 | 57.5 | 37.2 | 4.0 | 60.0 | 0.15 | 0.96 | 0.26 | 1.70 | 0.08 |
Trifolium pratense | 25.9 | 14.2 | 7.5 | 1.6 | 51.1 | 29.7 | 7.1 | 65.7 | 0.16 | 0.99 | 0.39 | 1.99 | 0.10 |
Trisetum flavescens | 44.5 | 7.9 | 4.7 | 1.6 | 69.1 | 36.8 | 4.1 | 60.2 | 0.13 | 0.96 | 0.12 | 0.49 | 0.08 |
Vicia cracca | 25.8 | 18.2 | 7.1 | 1.7 | 49.7 | 33.1 | 6.9 | 63.1 | 0.19 | 0.92 | 0.27 | 1.64 | 0.10 |
Species | DM | CP | Ash | CF | NDF | ADF | ADL | DDM | P | K | Mg | Ca | Na |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Achillea millefolium | 17 | 22 | 10 | 21 | 6 | 10 | 12 | 5 | 18 | 28 | 91 | 43 | 51 |
Agrostis capillaris | 22 | 45 | 49 | 11 | 23 | 18 | 22 | 7 | 17 | 72 | 144 | 32 | 18 |
Anthyllis vulneraria | 24 | 9 | 20 | 29 | 10 | 8 | 21 | 2 | 39 | 152 | 152 | 19 | 53 |
Arrhenatherum elatius | 9 | 24 | 30 | 3 | 9 | 14 | 34 | 6 | 57 | 39 | 86 | 75 | 28 |
Centaurea nigra | 12 | 41 | 16 | 27 | 12 | 16 | 17 | 5 | 63 | 60 | 35 | 58 | 57 |
Centaurea scabiosa | 29 | 31 | 30 | 13 | 8 | 13 | 21 | 4 | 115 | 63 | 52 | 31 | 42 |
Cerastium fontanum | 21 | 26 | 18 | 21 | 4 | 4 | 13 | 2 | 43 | 77 | 68 | 32 | 40 |
Chaerophyllum aureum | 16 | 18 | 35 | 22 | 12 | 9 | 34 | 2 | 39 | 108 | 134 | 24 | 81 |
Crepis pyrenaica | 12 | 14 | 52 | 20 | 8 | 15 | 17 | 4 | 29 | 75 | 130 | 134 | 83 |
Dactylis glomerata | 28 | 29 | 41 | 37 | 1 | 8 | 39 | 4 | 35 | 210 | 41 | 23 | 19 |
Festuca arundinacea | 23 | 72 | 34 | 86 | 18 | 35 | 59 | 16 | 29 | 88 | 159 | 113 | 61 |
Galium verum | 25 | 39 | 10 | 18 | 14 | 18 | 49 | 7 | 79 | 235 | 87 | 34 | 54 |
Heracleum sphondylium | 11 | 66 | 24 | 46 | 20 | 18 | 43 | 6 | 28 | 55 | 99 | 15 | 32 |
Knautia nevadensis | 52 | 25 | 29 | 87 | 25 | 22 | 43 | 6 | 40 | 12 | 25 | 39 | 15 |
Laserpitum latifolium | 25 | 34 | 15 | 74 | 20 | 30 | 50 | 8 | 26 | 69 | 84 | 80 | 40 |
Leucanthemum vulgare | 21 | 33 | 38 | 6 | 5 | 3 | 18 | 1 | 48 | 98 | 38 | 38 | 14 |
Lolium perenne | 48 | 13 | 66 | 71 | 2 | 10 | 41 | 4 | 203 | 137 | 208 | 112 | 49 |
Lotus corniculatus | 31 | 31 | 18 | 22 | 6 | 16 | 33 | 4 | 18 | 169 | 35 | 71 | 45 |
Onobrychis viciifolia | 16 | 7 | 15 | 29 | 12 | 5 | 8 | 2 | 34 | 182 | 96 | 51 | 45 |
Phleum pratense | 25 | 34 | 26 | 70 | 7 | 2 | 15 | 1 | 72 | 99 | 24 | 119 | 21 |
Picris hieracioides | 21 | 23 | 15 | 15 | 4 | 7 | 43 | 2 | 46 | 40 | 59 | 19 | 112 |
Plantago lanceolata | 36 | 49 | 46 | 40 | 12 | 13 | 27 | 4 | 80 | 88 | 134 | 109 | 40 |
Ranunculus acris | 14 | 37 | 35 | 30 | 17 | 14 | 21 | 5 | 107 | 69 | 54 | 21 | 35 |
Rhinantus pumilus | 24 | 30 | 41 | 70 | 14 | 13 | 14 | 4 | 86 | 85 | 62 | 63 | 60 |
Rumex acetosa | 14 | 47 | 44 | 15 | 5 | 6 | 21 | 3 | 18 | 108 | 49 | 165 | 12 |
Salvia pratensis | 8 | 37 | 27 | 18 | 17 | 23 | 70 | 7 | 46 | 86 | 39 | 9 | 26 |
Sanguisorba minor | 8 | 54 | 8 | 11 | 14 | 19 | 21 | 4 | 120 | 56 | 24 | 108 | 33 |
Scabiosa columbaria | 5 | 16 | 40 | 17 | 13 | 21 | 5 | 6 | 20 | 90 | 21 | 32 | 42 |
Silene vulgaris | 31 | 67 | 33 | 62 | 10 | 19 | 102 | 8 | 48 | 35 | 53 | 60 | 11 |
Taraxacum officinale | 25 | 7 | 38 | 16 | 23 | 26 | 60 | 5 | 68 | 61 | 68 | 58 | 57 |
Tragopogon dubius | 8 | 31 | 47 | 47 | 5 | 13 | 42 | 6 | 67 | 204 | 49 | 48 | 51 |
Trifolium pratense | 62 | 28 | 13 | 68 | 13 | 20 | 35 | 7 | 32 | 66 | 164 | 21 | 65 |
Trisetum flavescens | 8 | 11 | 7 | 22 | 11 | 10 | 24 | 5 | 48 | 123 | 59 | 61 | 25 |
Vicia cracca | 37 | 29 | 15 | 20 | 9 | 10 | 21 | 4 | 47 | 24 | 37 | 209 | 12 |
Botanical Groups | Meadows | ||||||||
---|---|---|---|---|---|---|---|---|---|
Chemical Variables | Grasses (n = 28) | Legumes (n = 20) | Other Forbs (n = 88) | Sig | 1 (n = 34) | 2 (n = 34) | 3 (n = 34) | 4 (n = 34) | Sig |
DM | 40.2 b | 26.6 a | 26.8 a | *** | 33.2 | 30.9 | 29.6 | 31.1 | ns |
CP | 7.9 a | 15.6 c | 10.2 b | *** | 9.8 | 10.5 | 11.1 | 10.7 | ns |
Ash | 4.8 a | 7.6 b | 7.8 b | *** | 6.8 | 7.1 | 7.5 | 7.3 | ns |
CF | 1.9 a | 1.8 a | 2.5 b | ***1 | 2.3 | 2.5 | 2.3 | 2.2 | ns1 |
Hem. | 32.0 b | 15.8 a | 17.5 a | *** | 20.0 | 20.4 | 19.9 | 20.7 | ns |
Cel. | 32.0 b | 22.7 a | 23.3 a | *** | 25.4 | 25.2 | 24.6 | 24.8 | ns |
NDF | 67.8 b | 46.1 a | 47.0 a | *** | 51.1 | 51.6 | 50.5 | 51.3 | ns |
ADF | 35.7 b | 30.2 a | 29.5 a | ***1 | 31.1 | 31.2 | 30.7 | 30.6 | ns1 |
ADL | 3.7 a | 7.5 c | 6.1 b | *** | 5.7 | 5.9 | 6.0 | 5.7 | ns |
P | 0.13 a | 0.18 b | 0.18 b | *** | 0.19 b | 0.18 b | 0.14 a | 0.15 a | *** |
K | 0.92 a | 0.87 a | 1.49 b | *** | 1.21 | 1.44 | 1.28 | 1.19 | ns |
Mg | 0.17 a | 0.27 b | 0.36 c | *** | 0.25 | 0.33 | 0.32 | 0.33 | ns |
Ca | 0.47 a | 2.01 c | 1.55 b | ***1 | 1.44 | 1.46 | 1.35 | 1.34 | ns1 |
Na | 0.09 a | 0,09 a | 0,12 b | *** | 0,11 | 0,10 | 0,10 | 0.10 | ns |
Botanical Groups | Meadows | Interaction | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Nutritive Variables | Grasses (n = 28) | Legumes (n = 20) | Other Forbs (n = 88) | Sig | 1 (n = 34) | 2 (n = 34) | 3 (n = 34) | 4 (n = 34) | Sig | Sig |
DDM | 61.1 a | 65.3 b | 65.9 b | *** | 64.7 | 64.6 | 65.0 | 65.1 | ns | ns |
RFV | 84.3 a | 134.5 b | 135.5 b | ***1 | 124.6 | 123.5 | 125.8 | 125.4 | ns1 | ns1 |
UFL (kg DM)−1 | 0.77 a | 0.91 b | 0.88 b | *** | 0.85 | 0.84 | 0.86 | 0.86 | ns | ns |
PDI | 6.9 a | 8.7 c | 7.7 b | *** | 7.6 | 7.7 | 7.9 | 7.8 | ns | ns |
Ca P−1 | 3.8 a | 11.8 c | 9.3 b | ***1 | 7.6 | 8.0 | 9.8 | 8.8 | ns1 | ns1 |
K (Ca + Mg)−1 | 1.6 c | 0.4 a | 0.9 b | *** | 1.0 | 1.0 | 0.9 | 1.0 | ns | ns |
N P−1 | 10.3 a | 14.1 b | 9.8 a | *** | 8.5 a | 9.3 a | 13.0 c | 11.3 b | *** | ns |
N K−1 | 1.5 a | 3.3 b | 1.2 a | ***1 | 2.2 ab | 1.6 a | 1.9 ab | 2.4 b | ***1 | ***1 |
K P−1 | 7.6 b | 4.9 a | 8.8 b | *** | 5.7 a | 6.9 ab | 8.5 b | 7.2 ab | * | ns |
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Reiné, R.; Ascaso, J.; Barrantes, O. Nutritional Quality of Plant Species in Pyrenean Hay Meadows of High Diversity. Agronomy 2020, 10, 883. https://doi.org/10.3390/agronomy10060883
Reiné R, Ascaso J, Barrantes O. Nutritional Quality of Plant Species in Pyrenean Hay Meadows of High Diversity. Agronomy. 2020; 10(6):883. https://doi.org/10.3390/agronomy10060883
Chicago/Turabian StyleReiné, Ramón, Joaquín Ascaso, and Olivia Barrantes. 2020. "Nutritional Quality of Plant Species in Pyrenean Hay Meadows of High Diversity" Agronomy 10, no. 6: 883. https://doi.org/10.3390/agronomy10060883