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Article

Effects of Harvest Time on the Yield and Quality of Winter Wheat Hay Produced in Northern Italy

by
Domenico Ronga
1,*,
Aldo Dal Prà
1,
Alessandra Immovilli
2,
Fabrizio Ruozzi
2,
Roberto Davolio
2 and
Maria Teresa Pacchioli
1,*
1
Centro Ricerche Produzioni Animali—CRPA S.p.A, Viale Timavo 43/2, 42121 Reggio Emilia, Italy
2
Fondazione CRPA Studi Ricerche, Viale Timavo, n. 43/2, 42121 Reggio Emilia, Italy
*
Authors to whom correspondence should be addressed.
Submission received: 1 June 2020 / Revised: 19 June 2020 / Accepted: 21 June 2020 / Published: 26 June 2020

Abstract

:
The aim of this work was to study the yield and nutritional characteristics of winter wheat hay. A selection of cultivars recommended for three main purposes: grain, whole plant (biomass) and dual purpose (grain and biomass) production were cultivated and harvested from heading to grain dough stages. Yield dry weight (YDW), dry matter (DM) and undigested neutral detergent fiber (uNDF) increased with advancing maturity, ranging from 9 t ha−1, 20 and 11% of DM to 16 t ha−1, 43 and 17% of DM, respectively; while crude protein (CP) and neutral detergent fiber (NDF) decreased from 11 and 59% of DM to 6 and 54% of DM, respectively. Our study showed that dual purpose winter wheat cultivars displayed similar performance of CP, NDF and net energy for lactation, when harvested at heading or grain milk stages. In addition, winter wheat recommended to be harvested as whole plant showed similar values of YDW, sugar and starch contents, when harvested at grain dough and milk stages. These characteristics are strategic in hay production, allowing a more flexible harvesting strategy. These results might be useful to improve the hay production, given useful information on harvest time and improving agricultural sustainability covering the soil in autumn and winter.

1. Introduction

Wheat (Triticum spp.) is one of the world’s most important crops in term of total tonnes produced, ranking fourth after sugar cane (Saccharum officinarum L.), maize (Zea mays L.), and rice (Oryza sativa L.) [1]. Among the herbaceous crops, wheat is the most intensively studied, focusing mainly on grain yield, however, wheat can also be used for forage purposes [2,3]. On a worldwide scale, during 2018 wheat was cultivated on ~ 214 million of hectares, with a total production of ~ 734 million of tonnes, corresponding to an average grain yield of ~ 3.4 t ha−1 [1].
Wheat is a valuable source of high-quality forage [4] that is typically available in late winter and early spring, when other forage sources are low in quantity and quality [5]. Furthermore, winter wheat (Triticum aestivum L.) forage, in term of crude protein (CP) ha−1 and digestibility of the dry matter (DM), is comparable to alfalfa (Medicago sativa L.) which globally is the main crop used to produce hay for livestock production [5].
Forage crops are often exposed to environmental stresses mainly caused by inadequate availability of water and nitrogen (N) [6]. Among forage crops, wheat is particularly tolerant to abiotic stresses so it can represent an important resource in livestock production. Nevertheless, increased temperature can reduce wheat forage yield, digestibility of the dry matter, increasing leaf/stem ratio and N concentration. On the other hand, increased carbon dioxide counteracted the elevated temperature response [6] and this point might be important considering the current climate change scenario. In fact, several published works report the effect of climate change on cereals both in Southern and Northern Europe [7,8].
When N and water are scarce, digestible dry matter production has been found to be not affected under elevated temperature [6], and increases in forage quality have been ascribed to impacts on the initiation of grain filling. Unsurprisingly an increase of N availability led to greater forage yield and quality [6].
To the authors’ knowledge few works have reported on the cultivation of winter wheat used to produce hay, though some studies are available on the use of wheat straw and silage. For example, Poore et al. [9] have reported positive responses using wheat straw as a feed resource when high yielding cows are fed using diets that are deficient in fiber. Brown et al. [10] reported that replacing alfalfa hay with a low percentage of wheat straw, an increasing feed intake and milk yield was observed. Conversely, when diets are high in wheat straw [11], cows are prone to ingest inadequate feed to support a high milk yield. In particular, dry matter intake declined linearly at a rate of 2.04 kg d−1 at increasing levels of wheat straw in the diet.
Another interesting use of wheat in livestock production is its utilization as pasture or silage. In fact, vegetative wheat is grazed by animals like cows and sheep in several farming systems. This practice was developed in Southern Australia using wheat genotypes having long vegetative phase, allowing grazing, especially until the beginning of stem elongation with little impact on grain yield [12]. Regarding silage, both Owens et al. [13] and Keady et al. [14] found that feeding cows using fermented whole-crop led to an increased dry matter intake and improved rumen fermentation. Finally, Weinbery et al. [15] assessing wheat silage conservation suggested that prolonged storage of the silage might decrease the dry matter and NDF digestibility values.
Harvesting forage crops at different growth stages can influence both yield and quality [16]. For example, crops harvested for forage when in a vegetative state tend to have a lower yield and fiber content, but higher digestibility of the DM and CP, than at the reproductive stage [17].
Currently, farmers working within the supply chain of the PDO cheese Parmigiano Reggiano, where crop silage is not allowed, highlight a low presence of graminaceous plants in alfalfa hay. In fact, alfalfa hay with a low presence of graminaceous plants can impact on the diet of the cattle.
The lower presence of gramonaceous plants is due to the improvement of the agronomic management of the alfalfa hay production (planting, weeding and harvesting).
The production of winter wheat for grain is common in crop rotations within livestock farms. In this context the cultivation of winter wheat hay in rotation with alfalfa production, might be as interesting an alternative as double-crop like Sorghum spp. and Panicum virgatum L. The advantages of including a winter cereal include: (i) exploitation of the N fixed in the soil by alfalfa, (ii) soil covered in autumn and winter, reducing the risk of soil erosion; (iii) the possibility to use existing equipment already used for alfalfa production; (iv) allow a more flexible crop rotation and not related to weather conditions and market trends in the sense that farmers have the possibility to allocate the grain product if they are unable to harvest hay in the best conditions.
To the authors’ knowledge, complete and up-to-date information is not available on winter wheat hay yield and quality. Currently seed companies have been developed winter wheat cultivars suitable for three main purposes: grain yield, whole plant (biomass yield) and for dual purpose (grain and biomass yields). Considering all the information reported above, the present study was carried out to provide useful suggestions for the production of winter wheat hay, assessing the main purpose and the effect of harvest time on the yield and nutritional quality over a 2-year period in Northern Italy.

2. Materials and Methods

2.1. Field Experiments

The research was performed from 2013 to 2015 in two consecutive growing seasons in the Central Po plain near Modena, Italy (Castelfranco Emilia, 44°34’40.9” N 11°02’11.7” E, altitude 40 m above sea level). Temperature and rainfall data were collected from a weather station available in the experimental farm, recording an annual mean temperature of 14.4 °C, and annual total rainfall of ~ 900 mm (Figure 1). The field trials were carried out on a silty clay loam soil with a pH measured in water of 8.1. The sand, silt, and clay contents were 130, 480, and 390 g kg−1, respectively at 0–60 cm depth. The organic C was 10.7 g kg−1 and total N was 1.15 g kg−1. Assimilable P and exchangeable K were 17.25 and 307.25 mg kg−1, respectively.

2.2. Growth Condition

Eleven awnless winter wheat cultivars (Altezza, Artico, Caravaggio, Ethic, Giorgione, Ludwig, Masaccio, Norenos, Paledor, Papageno, and Sailor, Table 1) were cultivated as they were among the most widely grown commercial cultivars adapted within the investigated area, at the time of the initiation of the study.
In both the field experiments the previous crop was alfalfa (cultivated for four years). A split-plot experimental design with four replicates was used: cultivars of winter wheat (as whole-plot treatment, 4.2 m × 5 m) and the harvest times (as subplot treatment, 1.4 m × 5 m). All genotypes were sown at 450 seed m−2 on 27 October 2013 and on 24 November 2014. The cultivars were grown in a rainfed environment and no fertilizer was applied at sowing. Nitrogen fertilization (using ammonium nitrate) was performed at an N rate of 50 kg ha−1 both at the end of tillering (2.9 Zadoks scale) and at stem elongation (3.9 Zadoks scale) [18].
Weeds were controlled with a post-emergence treatment at the end of March using 20 g ha−1 of tribenuron-metil 75% (SIPCAM, Milan, Italy) and pinoxaden 6.4% + cloquintocet-mexyl 1.55% (Syngenta, Padova, Italy) and no other plant protection products were applied during the two growing seasons.
Each cultivar was harvested in accordance to crop growth stage assessed in the study (heading, 5.4 Zadoks scale; grain milk stage, 7.4 Zadoks scale; grain dough stage, 8.4 Zadoks scale). Biomass samples for the yield and quality measurements were collected with a HEGE (212) forage plot harvester (Hege Equipment Inc., Colwich, KS, USA). Biomass was retained above a 7 cm harvest height.

2.3. Recorded Agronomic Parameters on Wheat Crops

At each harvest, the whole aboveground biomass was weighed, recorded to get the yield fresh weight, and consequently oven-dried at 65 °C until constant weight to estimate the potential biomass dry weight. The accumulated growing degree days (GDD) was calculated using the following formula for each year: Σ{[(Tmax + Tmin)/2] − 5.0 °C} until the heading time and Σ{[(Tmax + Tmin)/2] − 7.5 °C} for the grain milk and grain dough stages as suggested by Viswanathan and Khanna-Chopra [19]; where Tmax and Tmin are the daily maximum and minimum temperatures, respectively, in degree Celsius. The average temperature [(Tmax + Tmin)/2] was set equal to 5.0 and 7.5 °C if less than 5.0 and 7.5, respectively [20]. Furthermore, in order to investigate N use across the treatments, the N applied efficiency (N-efficiency) index was calculated, which was obtained from the yield dry weight (t ha−1) and the amount of N applied (kg ha−1) and expressed as t yield kg−1 according to Ronga et al. [21]. During the growing season, crop water productivity (CWP) was calculated as the ratio between the yield dry weight (g) and total water used by plants (L m−2) in accordance to Ronga et al. [22,23] and Cosentino et al. [24].

2.4. Nutritional Composition of the Parameters Assessed on Wheat Crops

In order to estimate the nutritional value, at each harvest and for each cultivar, a biomass sample was oven-dried at 65 °C until constant weight [25,26], ground to 2 mm and the following parameters recorded: dry matter (DM, %), ash (% of DM), CP (% of DM), neutral detergent fiber (with amylase and sodium sulphite method, according to Fustini et al. [27]) (NDF, % of DM), acid detergent fiber (ADF, % of DM), acid detergent lignin (ADL, % of DM), undigested NDF after 240 h (uNDF, % of DM, as reported by Brogna et al. [28]), starch (% of DM), sugar (% of DM) and net energy for lactation (NEL, kcal kg DM−1) using the instrument Foss NIR-System 5000 monochromator (NIR-System, Silver Spring, MD, USA) in the 1098–2500 nm spectral region. Predictions were performed using the equation developed and validated by Brogna et al. [28]. Spectral data were processed using WinISI II V1.5 software (Infrasoft International, Port Matilda, PA, USA).

2.5. Data Analysis

Agronomic and quality data recorded in each growing season were analyzed using analysis of variance (split-plot ANOVA), where cultivars, regrouped for their main purpose (grain, whole plant and dual purpose), were used as whole plot and harvest times was used as subplot. In addition, some main parameters were also anlyzed considering the cultivars (not regrouped) performance, across the harvest times, and reported as Supplementary Materials. Considering the yearly variability due to different weather conditions as seen in the present study and highlighted in other works conducted in similar areas [29,30,31] the data were analyzed separately for each growing season. However, to give an idea of the yearly variability, all data recorded in the two growing seasons were also processed for a principal component analysis (PCA), in order to evaluate the existing relationships among cultivars, harvest times, parameters and years, a biplot was used. Experimental data were analyzed using GenStat software (VSN International, Hemel Hempstead, UK). Means were statistically separated on the basis of the LSD test, when the ‘F’ test of ANOVA for treatment was significant at least at the 0.05 probability level.

3. Results

3.1. Agronomic Parameters Recorded during the Harvests Carried out in 2014 and in 2015

The main agronomic data (yield fresh (YFW) and yield dry (YDW) weights) recorded during the two growing seasons are reported in Figure 2. Winter wheat recommended to be harvested as whole plants displayed the highest values of YFW and YDW (+4 and +7%, respectively, on average across years) (Figure 2A,D)
Considering the effect of the harvest time, when winter wheat was harvested at grain dough stage the lowest YFW and the highest YDW were recorded in both years (Figure 2B,E).
Regarding the interaction between winter wheat purpose and harvest time, winter wheat suitable to be harvested as whole plant at heading time showed the highest value of YFW and when harvested at grain dough stage produced the highest value of YDW in both the years (Figure 2C,F).
Table 2 summarizes other important agronomic parameters (nitrogen efficiency, crop water productivity (CWP) and growing degree days (GDD)), that relate to crop growth and relative physiological performance. Considering the two harvesting seasons, winter wheat suitable to be harvested as whole plant showed the highest value of N-efficiency and GDD (+6 and +5%, respectively, on average across years). Looking the effect of the harvest time, winter wheat harvested at grain dough stage highlighted the highest values of N-efficiency, CWP and GDD (+25, 21 and 13%, respectively, on average across years). Finally, considering the interaction between winter wheat purpose and harvest time, the cultivars suitable to be harvested as whole plant when harvested at grain dough stage recorded the highest values of N-efficiency and GDD (+28 and +17%, respectively, on average across years).

3.2. Nutritional Composition of Winter Wheat Harvested in 2014 and 2015

The main nutritional parameters (crude protein (CP % of DM), neutral detergent fiber (NDF, % of DM) and undigested NDF (uNDF, % of DM)), assessed during the harvests carried out in 2014 and 2015 are reported in Figure 3. Winter wheat recommended for grain and dual purposes displayed the highest value of CP (+4%, on average across years) (Figure 3A,D); while winter wheat suitable to be harvested as whole plant showed the highest values of NDF and uNDF (+4 and +3%, respectively, on average across years) (Figure 3A,D).
Considering the effect of the harvest time, winter wheat recorded the highest values of CP and NDF (+28 and +6%, respectively, on average across years) when harvested at heading (Figure 3B,E); while winter wheat harvested at grain dough stage showed the highest value of uNDF (+17%, on average across years) (Figure 3B,E).
Regarding the interaction between winter wheat purpose and harvest time, winter wheat (for all purposes) showed the highest value of CP when harvested at heading; on the other hand winter wheat suitable to be harvested as whole plant produced the highest value of NDF when harvested at heading (Figure 2C,F), while showed the highest values of uNDF when harvested at grain dough stage (Figure 3C,F).
Table 3 presents results for other important nutritional parameters (dry matter (%, DM), ash, ADF, ADL, starch and sugar contents (% of DM) and net energy for lactation (NEL, kcal kg DM−1)) used to program correct cattle diets. Considering the two harvesting seasons, winter wheat suitable to be harvested as whole plant showed the highest values of ADF and ADL (+3 and +5%, respectively, on average across years). On the other hand, winter wheat suitable for dual purpose recorded the highest values of starch and sugar contents and NEL (+21, +11 and +3%, respectively, on average across years).
Winter wheat showed the highest value of ash content (+3%, on average across years) when harvested at heading; but when harvested at grain dough stage produced the highest values of DM, ADL, starch and sugar contents (+40, +7, +90 and +11%, respectively, on average across years).
Considering the interaction between winter wheat purpose and harvest time, winter wheat (for all purposes) showed the highest values of DM (+40%, on average across years) when harvested at grain dough stage. Winter wheat suitable to be harvested as whole plant recorded the highest values of ADL (+11%, on average across years) when harvested at grain dough stage. On the other hand, winter wheat suitable for dual purposes (for grain or whole plant biomass) gave the highest values of starch and sugar (+127% and +25%, respectively, on average across years) when harvested at grain dough stage. Finally, winter wheat suitable for grain purpose recorded the highest values of NEL (+3%, on average across years) when harvested at heading.

3.3. Relationships Among Cultivars, Harvest Times, Years and Evaluated Parameters for the Harvests Performed in 2014 and 2015

The correlations among winter wheat purposes (harvest for grain, whole plant biomass and for dual purpose), harvest times, years and parameters measured were studied by PCA analysis and result is shown in Figure 4 as biplot. The contributions of the two first principal components were 62.78% (PC1) and 21.88% (PC2) and their sum explained the 84.66% of the total variability. Associations among cultivars, harvest times, years and measured parameters were easily appreciated on biplot. The first principal component indicated the effect of harvest time. Indeed, winter wheat harvested at heading is displayed on the negative side of PC1 and associated with high values of CP, YFW, ash content (AS), NEL and NDF. On the other hand, winter wheat harvested at grain dough stage is shown on the positive side of PC1 and associated with high values of sugar (SU), starch (ST), N-efficiency (NE), CWP, YDW, DM, uNDF, GDD, ADL and ADF. In addition, winter wheat suitable for dual purpose displayed similar performance, both when harvested at heading and at grain milk stage and the trend was also confirmed across the two years. Finally, also winter wheat suitable to be harvested as whole plant showed a similar performance, both when harvested at grain dough and milk stages and the trend was also confirmed across the two years.

4. Discussion

Considering the current rising prices of maize due to its use in biofuel production as well as its higher consumption of irrigation water, wheat forage might be an interesting alternative for livestock production in many areas around the world [32]. Hence, it is important to provide useful information on the cultivation and utilization of winter wheat as a source of forage and the present study was carried out to assess its potential yield and quality in the production of hay. Winter wheat hay productivity and its related nutritive changes were investigated at different harvest times, from heading to grain dough stages. This study was carried out in an important livestock area dedicated for the production of the PDO cheese Parmigiano Reggiano, where the use of silage is not allowed.
Alfalfa is one of the most important forage crops globally produced, and haymaking is the most common method of conservation [28]. On the other hand, among forage crops, wheat can be an important source of high-quality forage in livestock production [4]. In addition, winter wheat used as forage is usually harvested in late winter (in dry or semi-arid climate areas) and early spring (in Continental climate areas), when other forage crops are both lower in quantity and quality. Furthermore, wheat forage, in term of nutritive parameters like CP ha−1 and DM digestibility, is comparable to alfalfa [5].
To increase cattle feed efficiency, the best strategy should be adopted; to do this, a rapid assessment of the nutritional composition of the forage should be available by farmer. From this point of view, near infrared reflectance spectroscopy (NIRS) has been widely identified as a valuable and not time consuming technology to predict in an accurate way the chemical composition of different forages [33,34], and in the prediction of several parameters [35,36].
In our study, FYW decreased with the advancing harvest time, confirming the existing literature on several herbage crops, that ascribed this trend to the leaf senescence and remobilization of storage carbohydrates, leading into a reduction of the plant biomass after flowering [37]. On the other hand, YDW increased from heading to grain dough stages, as expected and in accordance to the data reported by Delogu et al. [38] and Bocchi et al. [39] on triticale (× Triticosecale Wittmack) cultivated in similar areas of Northern Italy. Increased YDW with advancing harvest time has been well-documented for several forage crops like perennial ryegrass (Lolium perenne L.), Italian ryegrass (Lolium multiflorum Lam.), tall fescue (Festuca arundinacea Schreb.), cocksfoot (Dactylis glomerata L.), timothy (Phleum pratense L.) and red clover (Trifolium pratense L.) [40].These findings are related to advancing of the plant growth cycle and to the storage of photosynthates in the grain.
Considering cultivars with different purposes, winter wheat suitable to be harvested as whole plants showed the highest values of YFW and YDW and related agronomic performances, in particular in term of CWP and N-efficiency. In addition, among the investigated cultivars suitable to be harvested as whole plant, cultivar “Norenos” showed higher agronomic performance than the others in both the assessed years (Table S1).
At each harvest time, nutritive composition displayed, as expected, significant differences. When going from early heading to grain dough stages, the majority of the investigated parameters increased as already suggested in previous works [2,41].
Wrobel et al. [42] evaluated the production and chemical composition of wheat hay, cv. BRS UMBU produced in Brazil at two harvest stages (pre-flowering and grain dough). The authors reported that hay harvested at dough stage had higher DM and lower NDF and CP levels, in accordance with our results obtained in Northern Italy. Also Beck et al. [43] reported that advanced maturity increased wheat forage DM and decreased CP concentrations. In addition, MacKown et al. [44] highlighted that CP was inversely related to YDW as well as displayed in our work in the PCA biplot.
The results of the present study regarding YDW and CP are in accordance with investigation performed on other crops that can be used as a source of alternative forage. In fact, Borreani et al. [45] studying the yield and quality of semi-leafless grain peas (Pisum sativum L.) reported that YDW increased with advancing maturity, while the CP decreased.
A decrease of CP with advancing maturity was also reported by other papers, which investigated the effect of: harvest time on alfalfa [46]; the intercropping between winter wheat and bean (Vica faba L.) [47]; the kernel milkline stage of maize forage [48].
The information derived from the present study regarding nutritive parameters highlights that the best time to harvest winter wheat is until grain milk stage, in agreement with data reported on maize and cow pea (Vigna unguiculate L.) [49]. Our results are also in agreement with authors which reported that wheat silage might be harvested at flowering to achieve the highest nutritive value as suggested by Weinberg et al. [32] and Arieli and Adin [50] due to its greater field yields and degradable NDF, and ensuring a better ensiling quality [51].
In our research winter wheat harvested at heading time had significantly greater NDF concentrations compared with those harvested at the grain milk and dough maturity stages in agreement with Weinberg et al. [32]. This occurred because mature plants contained grains filled with starch, that diluted the NDF concentration in the whole plants. In our work, winter wheat suitable to be harvested as whole plant demonstrated the highest value of NDF when harvested at heading time.
In the present study, as showed in the biplot, ADL was one of the most important parameters impacting on NDF digestibility (reported as uNDF) as already suggested by Weinberg et al. [32]. In addition, uNDF was affected by harvest time and increased from heading to grain milk stage. This result suggests again that an early harvest time of winter wheat, from heading to grain milk stages, is fundamental to achieve the best forage quality. Moreover, value of uNDF can be also used to estimate NDF digestibility, impacting on the performance of dairy cows. In fact, a one-unit increase in NDF digestibility was related with a 0.17 kg increase in dry matter intake and a 0.25 kg increase in 4% fat-corrected milk [52].
Another parameter that suggests an early harvest is best is ADL; this increased with the harvest time in our study. In fact, highly lignified crops remain in the rumen for more time due to their slower rate of digestion, decreasing the dry matter intake and in turn animal performance [53,54]. Thus, forage crops harvested at early growth stages are more appropriate to feed cow while ensuring high animal performance [55,56].
Our study highlighted that winter wheat suitable for dual purpose displayed a similar performance, both when harvested at heading and at grain milk stages. And similar trend was also observed for winter wheat suitable to be harvested as whole plant, both when harvested at grain dough and milk stages. These characteristics are fundamental and strategic in hay production, allowing a more elastic harvesting and haymaking. In addition, considering the two investigated years, among the cultivars suitable to be harvested as whole plant, cultivar “Norenos” displayed the highest values of NDF and uNDF, while cultivars “Artico” and “Ethic” recorded the highest values of NEL (Table S1).
Several agronomic factors can impact on yield and quality of crops used as forage [57]. As highlighted in our work on winter wheat hay, the most important factor is the harvest time. However, while YDW increased until grain dough stage, some important nutritional parameters like CP and NDF decreased [38,57]. These trends might be a serious dilemma between farmer that only produce hay and farmers that both produce hay and use it in their livestock production.
Our results indicate that winter wheat hay harvested from heading to grain milk stages show nutritive values, especially in term of CP and NEL, comparable to that one of alfalfa hay reported in literature [58]. In addition, both in term of DM and NDF, the results showed in the present work are in similar to those showed on winter wheat silage [59,60].
Farmers harvesting winter wheat at heading-milk stage might maximize yields per unit area via double-cropping [61]. Because winter wheat forage can be cultivated before summer crops such as maize or soybean [62,63], it represents a good opportunity to generate diversified incomes, and decreases the risk related to winter wheat production in areas where growing conditions are not optimal for grain production [64]. Finally, it is also possible to grow winter wheat as pasture in winter and then cut it for hay production during spring [62].
In livestock production, winter wheat cultivation allows a more flexible crop rotation, not related to weather conditions and market trends with farmers having the possibility to produce the grain if are unable to harvest wheat hay in the best conditions. In addition, interestingly there is much interest in Australia on identifying area of frost damage in wheat crops—as harvesting for hay is a valuable alternative output if the damaged areas can be rapidly identified [65].
Further future study is needed to validate our results in real farms as well as also in other European environments as it is well known that cultivar, seasonal temperature, solar radiation, rainfall, soil type and external inputs, can all affect the yield and nutritional values of cereal crops [38,66,67,68].

5. Conclusions

Autumn-sown cereals can be a very important source of nutrients for livestock production and could help to improve the self-sufficiency of dairy farms, in terms of homegrown forages. Among the various cereals, winter wheat is interesting for its potential quality–quantity characteristics used as whole-plant to produce hay. Our results showed that the yield dry matter of winter wheat hay increased, and its nutritive quality decreased, with advancing maturity. Yield and quality were most stable across the years for those cultivars deemed suitable for whole-plant harvest or as dual purpose varieties. Our results show that winter wheat has a good potential for hay production in Northern Italy in a period when other forages are lower in quantity and quality, improving in turn the agricultural sustainability. In addition, winter wheat hay may therefore be a valid alternative in the supply chain of the PDO cheese Parmigiano Reggiano where silage is not allowed. Further research is needed to assess the potential of winter wheat for hay production in real farm situations and in other European environments.

Supplementary Materials

The following are available online at https://0-www-mdpi-com.brum.beds.ac.uk/2073-4395/10/6/917/s1, Table S1: The main agronomic parameters and nutritional composition of the biomass recorded on the assessed cultivars, across the harvest times, during the two growing seasons.

Author Contributions

Conceptualization, M.T.P. and D.R.; methodology, A.D.P. and F.R.; software, D.R. and A.I.; validation, M.T.P., A.D.P. and F.R.; formal analysis, D.R., A.I. and F.R.; investigation, F.R., A.I., A.D.P. and R.B.; resources, M.T.P.; data curation, F.R., A.D.P., A.I., R.D. and D.R.; writing—original draft preparation, D.R.; writing—review and editing, D.R., M.T.P. and A.D.P.; supervision, M.T.P.; funding acquisition, M.T.P. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by Emilia Romagna regional law n. 28/98, as part of the project “Specie e varietà per alimentazione animale”.

Acknowledgments

We thanks the anonymous reviewers for their feedback that helped improving the manuscript, and Lyn Jones (from University of Dundee, Scotland) for the linguistic revision of the manuscript.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Food and Agriculture Organization of the United Nations (FAO). Crops; FAO: Rome, Italy, 2020; Available online: http://www.fao.org/faostat/en/#data/QC (accessed on 20 April 2020).
  2. Borrelli, L.; Pecetti, L. Wheat yield as a measure of the residual fertility after 20 years of forage cropping systems with different manure management in Northern Italy. Ital. J. Agron. 2019, 14, 1359. [Google Scholar]
  3. Cherney, J.H.; Marten, G.C. Small grain crop forage potential. I. Biological and chemical determinants of quality and yield. Crop Sci. 1982, 22, 227–231. [Google Scholar] [CrossRef]
  4. Torell, R.; Riggs, W.; Bruce, B.; Kvasnicka, B. Wheat pasture grazing: Agronomic, cultural and livestock management practices. Nevada Coop. Ext. Fact Sheet 1999, 99, 39. [Google Scholar]
  5. Hossain, I.; Epplin, F.M.; Krenzer, E.G. Planting date influence on dual-purpose winter wheat forage yield, grain yield, and test weight. Agron. J. 2003, 95, 1179–1188. [Google Scholar] [CrossRef]
  6. Seligman, N.G.; Sinclair, T.R. Global environment change and simulated forage quality of wheat II. Water and nitrogen stress. Field Crop. Res. 1995, 40, 29–37. [Google Scholar] [CrossRef]
  7. Cammarano, D.; Hawes, C.; Squire, G.; Holland, J.; Rivington, M.; Murgia, T.; Roggero, P.P.; Fontana, F.; Casa, R.; Ronga, D. Rainfall and temperature impacts on barley (Hordeum vulgare L.) yield and malting quality in Scotland. Field Crop. Res. 2019, 241, 107559. [Google Scholar] [CrossRef]
  8. Cammarano, D.; Ceccarelli, S.; Grando, S.; Romagosa, I.; Benbelkacem, A.; Akar, T.; Al-Yassin, A.; Pecchioni, N.; Francia, E.; Ronga, D. The impact of climate change on barley yield in the Mediterranean basin. Eur. J. Agron. 2019, 106, 1–11. [Google Scholar] [CrossRef]
  9. Poore, M.H.; Moore, J.A.; Swingle, R.S.; Eck, T.P.; Brown, W.H. Wheat straw or alfalfa hay in diets with 30% neutral detergent fiber for lactating Holstein cows. J. Dairy Sci. 1991, 74, 3152–3159. [Google Scholar] [CrossRef]
  10. Brown, W.H.; Khalaf, S.S.; Marmolejo, A.; Swingle, R.S.; Whiting, F.M. Partial replacement of alfalfa hay with chopped wheat straw in diets for lactating dairy cows. J. Dairy Sci. 1990, 73, 3172–3177. [Google Scholar] [CrossRef]
  11. Ørskov, E.R.; Tait, C.A.G.; Reid, G.W.; Flachowski, G. Effect of straw quality and ammonia treatment on voluntary intake, milk yield and degradation characteristics of faecal fibre. Anim. Sci. 1988, 46, 23–27. [Google Scholar] [CrossRef]
  12. Virgona, J.M.; Gummer, F.A.J.; Angus, J.F. Effects of grazing on wheat growth, yield, development, water use, and nitrogen use. Aust. J. Agric. Res. 2006, 57, 1307–1319. [Google Scholar] [CrossRef]
  13. Owens, D.; McGee, M.; Boland, T.; O’Kiely, P. Rumen fermentation, microbial protein synthesis, and nutrient flow to the omasum in cattle offered corn silage, grass silage, or whole-crop wheat. J. Anim. Sci. 2009, 87, 658–668. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  14. Keady, T.W.J.; Lively, F.O.; Kilpatrick, D.J.; Moss, B.W. Effects of replacing grass silage with either maize or whole-crop wheat silages on the performance and meat quality of beef cattle offered two levels of concentrates. Animal 2007, 1, 613. [Google Scholar] [CrossRef] [Green Version]
  15. Weinberg, Z.G.; Chen, Y. Effects of storage period on the composition of whole crop wheat and corn silages. Anim. Feed Sci. Tech. 2013, 185, 196–200. [Google Scholar] [CrossRef]
  16. Buxton, D.R. Quality-related characteristics of forages as influenced by plant environment and agronomic factors. Anim. Feed Sci. Tech. 1996, 59, 3749. [Google Scholar] [CrossRef]
  17. Buxton, D.R.; O’Kiely, P. Preharvest plant factors affecting ensiling. In Silage Science and Technology; Buxton, D.R., Muck, R.E., Harrison, J.H., Eds.; American Society of Agronomy, Crop Science Society of America, Soil Science Society of America: Madison, WI, USA, 2003; pp. 199–250. [Google Scholar]
  18. Zadoks, J.C.; Chang, T.T.; Konzak, C.F. A decimal code for the growth stages of cereals. Weed Res. 1974, 14, 415–421. [Google Scholar] [CrossRef]
  19. Viswanathan, C.; Khanna-Chopra, R. Effect of heat stress on grain growth, starch synthesis and protein synthesis in grains of wheat (Triticum aestivum L.) varieties differing in grain weight stability. J. Agron. Crop Sci. 2001, 186, 1–7. [Google Scholar] [CrossRef]
  20. McMaster, G.S.; Wilhelm, W.W. Growing degree-days: One equation, two interpretations. Agric. For. Meteorol. 1997, 87, 291–300. [Google Scholar] [CrossRef] [Green Version]
  21. Ronga, D.; Caradonia, F.; Parisi, M.; Bezzi, G.; Parisi, B.; Allesina, G.; Pedrazzi, S.; Francia, E. Using digestate and biochar as fertilizers to improve processing tomato production sustainability. Agronomy 2020, 10, 138. [Google Scholar] [CrossRef] [Green Version]
  22. Ronga, D.; Parisi, M.; Pentangelo, A.; Mori, M.; Di Mola, I. Effects of nitrogen management on biomass production and dry matter distribution of processing tomato cropped in southern Italy. Agronomy 2019, 9, 855. [Google Scholar] [CrossRef] [Green Version]
  23. Ronga, D.; Villecco, D.; Zaccardelli, M. Effects of compost and defatted oilseed meals as sustainable organic fertilisers on cardoon (Cynara cardunculus L.) production in the Mediterranean basin. J. Hortic. Sci. Biotech. 2019, 94, 664–675. [Google Scholar] [CrossRef]
  24. Cosentino, S.L.; Patané, C.; Sanzone, E.; Copani, V.; Foti, S. Effects of soil water content and nitrogen supply on the productivity of Miscanthus x giganteus Greef et Deu. in a Mediterranean environment. Ind. Crop. Prod. 2007, 25, 75–88. [Google Scholar] [CrossRef]
  25. Abrams, S.M. Laboratory procedures for determining dry matter, crude protein and acid detergent fiber. In Proceedings of the National Alfalfa Hay Quality Testing Workshop, Chicago, IL, USA, 22–23 March 1984. [Google Scholar]
  26. Mertens, D.R. Determining Dry Matter in Diverse Types of Feeds; NFTA Forage Analysis Workshop: Denver, CO, USA, 1993; pp. 1–10. [Google Scholar]
  27. Fustini, M.; Palmonari, A.; Canestrari, G.; Bonfante, E.; Mammi, L.; Pacchioli, M.T.; Sniffen, G.C.J.; Grant, R.J.; Cotanch, K.W.; Formigoni, A. Effect of undigested neutral detergent fiber content of alfalfa hay on lactating dairy cows: Feeding behavior, fiber digestibility, and lactation performance. J. Dairy Sci. 2017, 100, 4475–4483. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  28. Brogna, N.; Pacchioli, M.T.; Immovilli, A.; Ruozzi, F.; Ward, R.; Formigoni, A. The use of near-infrared reflectance spectroscopy (NIRS) in the prediction of chemical composition and in vitro neutral detergent fiber (NDF) digestibility of Italian alfalfa hay. Ital. J. Anim. Sci. 2009, 8, 271–273. [Google Scholar] [CrossRef] [Green Version]
  29. De Santis, G.; Ronga, D.; Caradonia, F.; Ambrosio, T.D.; Troisi, J.; Rascio, A.; Fragasso, M.; Pecchioni, N.; Rinaldi, M. Evaluation of two groups of quinoa (Chenopodium quinoa Willd.) accessions with different seed colours for adaptation to the Mediterranean environment. Crop Pasture Sci. 2019, 69, 1264–1275. [Google Scholar] [CrossRef]
  30. Ronga, D.; Lovelli, S.; Zaccardelli, M.; Perrone, D.; Ulrici, A.; Francia, E.; Milc, J.; Pecchioni, N. Physiological responses of processing tomato in organic and conventional Mediterranean cropping systems. Sci. Hortic. 2015, 190, 161–172. [Google Scholar] [CrossRef] [Green Version]
  31. Ronga, D.; Gallingani, T.; Zaccardelli, M.; Perrone, D.; Francia, E.; Milc, J.; Pecchioni, N. Carbon footprint and energetic analysis of tomato production in the organic vs. the conventional cropping systems in Southern Italy. J. Clean. Prod. 2019, 220, 836–845. [Google Scholar] [CrossRef] [Green Version]
  32. Weinberg, Z.G.; Chen, Y.; Solomon, R. The quality of commercial wheat silages in Israel. J. Dairy Sci. 2009, 92, 638–644. [Google Scholar] [CrossRef] [Green Version]
  33. Shenk, J.S.; Westerhaus, M.O. Accuracy of Nirs instruments to analyze forage and grain 1. Crop Sci. 1985, 25, 1120–1122. [Google Scholar] [CrossRef]
  34. Shenk, J.S.; Westhaus, M.O. Analysis of Agriculture and Food Products by Near Infrared Reflectance Spectroscopy; Monograph NIR Systems; Infrasoft International, NIR Systems. Inc.: Silver Spring, MD, USA, 1995. [Google Scholar]
  35. Norris, K.H.; Barnes, R.F.; Moore, J.E.; Shenk, J.S. Predicting forage quality by infrared reflectance spectroscopy. J. Anim. Sci. 1976, 43, 889–897. [Google Scholar] [CrossRef]
  36. Park, R.S.; Gordon, F.J.; Agnew, R.E.; Barnes, R.J.; Steen, R.W.J. The use of near infrared reflectance spectroscopy on dried samples to predict biological parameters of grass silage. Anim. Feed Sci. Tech. 1997, 68, 235–246. [Google Scholar] [CrossRef]
  37. Calser, M.D.; Van Staten, E. Breeding objectives in forages. In Fodder Crops and Amenity Grasses; Boller, B., Poselt, U.K., Veronesi, F., Eds.; Springer Science and Business Media: London, UK, 2010; pp. 115–136. [Google Scholar]
  38. Delogu, G.; Faccini, N.; Faccioli, P.; Reggiani, F.; Lendini, M.; Berardo, N.; Odoardi, M. Dry matter yield and quality evaluation at two phenological stages of forage triticale grown in the Po Valley and Sardinia, Italy. Field Crop. Res. 2002, 74, 207–215. [Google Scholar] [CrossRef]
  39. Bocchi, S.; Lazzaroni, G.; Berardo, N.; Maggiore, T. Evaluation of triticale as a forage plant through the analysis of the kinetics of some qualitative parameters from stem elongation to maturity. In Triticale: Today and Tomorrow; Guedes-Pinto, H., Darvey, N., Carnide, V.P., Eds.; Kluwer Academic: Dordrecht, The Netherlands, 1996; pp. 827–834. [Google Scholar]
  40. King, C.; McEniry, J.; Richardson, M.; O’Kiely, P. Yield and chemical composition of five common grassland species in response to nitrogen fertiliser application and phenological growth stage. Acta Agric. Scand. Sect. 2012, 62, 644–658. [Google Scholar] [CrossRef]
  41. West, C.P.; Walker, D.W.; Bacon, R.K.; Longer, D.E.; Turner, K.E. Phenological analysis of forage yield and quality in winter wheat. Agron. J. 1991, 83, 217–224. [Google Scholar] [CrossRef]
  42. Wrobel, F.L.; Neumann, M.; Leão, G.F.M.; Horst, E.H.; Ueno, R.K.; Carneiro, M.K.; Perussolo, L.F. Características produtivas e nutricionais do feno de trigo cultivado em dois níveis de adubação nitrogenada e estádios de colheita. Arq. Bras. Med. Vet. Zootec. 2017, 69, 725–732. [Google Scholar] [CrossRef] [Green Version]
  43. Beck, P.A.; Stewart, C.B.; Gray, H.C.; Smith, J.L.; Gunter, S.A. Effect of wheat forage maturity and preservation method on forage chemical composition and performance of growing calves fed mixed diets. J. Anim. Sci. 2009, 87, 4133–4142. [Google Scholar] [CrossRef] [Green Version]
  44. MacKown, C.T.; Heitholt, J.J.; Rao, S.C. Agronomic feasibility of a continuous double crop of winter wheat and soybean forage in the southern Great Plains. Crop Sci. 2007, 47, 1652–1660. [Google Scholar] [CrossRef]
  45. Borreani, G.; Cavallarin, L.; Antoniazzi, S.; Tabacco, E. Effect of the stage of growth, wilting and inoculation in field pea (Pisum sativum L.) silages. I. Herbage composition and silage fermentation. J. Sci. Food Agric. 2006, 86, 1377–1382. [Google Scholar] [CrossRef]
  46. Pop, I.M.; Radu-Rusu, C.G.; Simeanu, D.; Albu, A.; Popa, V. Characterization of the nutritional value of alfalfa harvested at different stages of vegetation using cell walls content based methods. Lucr. Ştiinţifice-Ser. Zooteh. 2010, 53, 350–354. [Google Scholar]
  47. Ghanbari-Bonjar, A.; Lee, H.C. Intercropped wheat (Triticum aestivum L.) and bean (Vicia faba L.) as a whole-crop forage: Effect of harvest time on forage yield and quality. Grass Forage Sci. 2003, 58, 28–36. [Google Scholar] [CrossRef]
  48. Wiersma, D.W.; Carter, P.R.; Albrecht, K.A.; Coors, J.G. Kernel milkline stage and corn forage yield, quality, and dry matter content. J. Prod. 1993, 6, 94–99. [Google Scholar] [CrossRef] [Green Version]
  49. Dahmardeh, M.; Ghanbari, A.; Syasar, B.; Ramrodi, M. Intercropping maize (Zea mays L.) and cow pea (Vigna unguiculata L.) as a whole-crop forage: Effects of planting ratio and harvest time on forage yield and quality. J. Food Agric. Environ. 2009, 7, 505–509. [Google Scholar]
  50. Arieli, A.; Adin, G. Effect of wheat silage maturity on digestion and milk yield in dairy cows. J. Dairy Sci. 1994, 77, 237–243. [Google Scholar] [CrossRef]
  51. Ashbell, G.; Weinberg, Z.G.; Bruckental, I.; Tabori, K.; Sharet, N. Wheat silage: Effect of cultivar and stage of maturity on yield and degradability in situ. J. Agric. Food Chem. 1997, 45, 709–712. [Google Scholar] [CrossRef]
  52. Oba, M.; Allen, M.S. Evaluation of the importance of the digestibility of neutral detergent fiber from forage: Effects on dry matter intake and milk yield of dairy cows. J. Dairy Sci. 1999, 82, 589–596. [Google Scholar] [CrossRef]
  53. Jung, H.G.; Allen, M.S. Characteristics of plant cell walls affecting intake and digestibility of forages by ruminants. J. Anim. Sci. 1995, 73, 2774–2790. [Google Scholar] [CrossRef]
  54. Allen, M.S. Effects of diet on short-term regulation of feed intake by lactating dairy cattle. J. Dairy Sci. 2000, 83, 1598–1624. [Google Scholar] [CrossRef]
  55. Stakelum, G.; Dillon, P. Influence of sward structure and digestibility on the intake and performance of lactating and growing cattle. In Management Issues for the Grassland Farmer in the 1990′s: Occasional Symposium no. 25. British Grassland Society; Mayne, C.S., Ed.; British Grassland Society: Warwickshire, UK, 1990; pp. 30–42. [Google Scholar]
  56. Murphy, J.D.; Braun, R.; Weiland, P.; Wellinger, A. Biogas from crop digestion. In Task 37—Energy from Biogas; IEA Bioenergy: Paris, France, 2011. [Google Scholar]
  57. Ayup, M.; Dewi, A.P.; Tanveer, A. Forage yield and quality of barley as influenced by nitrogen application and harvest dates. Pak. J. Biol. Sci. 1999, 2, 1278–1282. [Google Scholar]
  58. Donosă, R.E. The nutritive value of alfalfa hay in some dairy cow farms from Moţca village (Iaşi county). Lucr. Ştiinţifice 2011, 56, 191–194. [Google Scholar]
  59. Randby, Å.T.; Nadeau, E.; Karlsson, L.; Johansen, A. Effect of maturity stage at harvest and kernel processing of whole crop wheat silage on digestibility by dairy cows. Anim. Feed Sci. Technol. 2019, 253, 141–152. [Google Scholar] [CrossRef]
  60. Filya, I. Nutritive value of whole crop wheat silage harvested at three stages of maturity. Anim. Feed Sci. Technol. 2003, 103, 85–95. [Google Scholar] [CrossRef]
  61. Stanca, A.M. Earliness in barley and dry matter yield in a double-cropping system. In Cereal Production; Gallagher, E.J., Ed.; Royal Dublin Society/Butterworths: Carlise, London, UK, 1984; pp. 342–343. [Google Scholar]
  62. Bruening, B. Wheat forage production. In Wheat Science News; University of Kentucky, Cooperative Extension Service: Lexington, KY, USA, 2007. [Google Scholar]
  63. Northup, B.K.; Daniel, J.A.; Phillips, W.A. Influences of agricultural practice and summer grazing on soil compaction in wheat paddocks. Biol. Eng. Trans. 2010, 53, 405–411. [Google Scholar] [CrossRef]
  64. Carver, B.F. Wheat: Science and Trade; John Wiley and Sons: Hoboken, NJ, USA, 2009. [Google Scholar]
  65. Rebbeck, M.; Knell, G.; Lynch, C.; Faulkner, M. Agronomic Practices to Reduce Frost Risk, Managing Frost Risk A Guide for Southern Australian Grains. Canberra. 2007. Available online: https://grdc.com.au/resources-and-publications/all-publications/bookshop/2007/06/managingfrost-risk-a-guide-for-southern-australian-grains (accessed on 1 June 2020).
  66. Van Soest, P.J. Plant, animal, and environment. In Nutritional Ecology of the Ruminant, 2nd ed.; Peter, J., Van, S., Eds.; Cornell University Press: Ithaca, NY, USA, 1994; pp. 77–92. [Google Scholar]
  67. Cammarano, D.; Holland, J.; Ronga, D. Spatial and Temporal Variability of Spring Barley Yield and Quality Quantified by Crop Simulation Model. Agronomy 2020, 10, 393. [Google Scholar] [CrossRef] [Green Version]
  68. Achir, C.; Annicchiarico, P.; Pecetti, L.; Khelifi, H.E.; M’Hammedi-Bouzina, M.; Abdelguerfi, A.; Laouar, M. Adaptation patterns of sixteen alfalfa (Medicago sativa L.) cultivars across contrasting environments of Algeria and implications for the crop improvement. Ital. J. Agron. 2020, 15, 57–62. [Google Scholar] [CrossRef]
Figure 1. Monthly mean minimum (Tmin) and maximum (Tmax) air temperatures and total rainfall recorded during the two growing seasons.
Figure 1. Monthly mean minimum (Tmin) and maximum (Tmax) air temperatures and total rainfall recorded during the two growing seasons.
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Figure 2. Main agronomic parameters (yield fresh (YFW) and yield dry (YDW) weights) recorded during the two growing seasons. (A) = winter wheat purpose (year 2014); (B) = harvest time (year 2014); (C) = interaction between winter wheat purpose and harvest time (year 2014); (D) = winter wheat purpose (year 2015); (E) = harvest time (year 2015); (F) = interaction between winter wheat purpose and harvest time (year 2015); The cultivar suitability is indicated as follows: B = for harvest as whole plant; G = for grain; D = dual purpose, while the harvest date is indicated as: 1 = winter wheat harvest at heading stage; 2 = winter wheat harvested at grain milk stage; 3 = winter wheat harvested at grain dough stage. Different letters indicate statistically significant differences (within a variable) at p < 0.05. Bars indicate the standard deviation.
Figure 2. Main agronomic parameters (yield fresh (YFW) and yield dry (YDW) weights) recorded during the two growing seasons. (A) = winter wheat purpose (year 2014); (B) = harvest time (year 2014); (C) = interaction between winter wheat purpose and harvest time (year 2014); (D) = winter wheat purpose (year 2015); (E) = harvest time (year 2015); (F) = interaction between winter wheat purpose and harvest time (year 2015); The cultivar suitability is indicated as follows: B = for harvest as whole plant; G = for grain; D = dual purpose, while the harvest date is indicated as: 1 = winter wheat harvest at heading stage; 2 = winter wheat harvested at grain milk stage; 3 = winter wheat harvested at grain dough stage. Different letters indicate statistically significant differences (within a variable) at p < 0.05. Bars indicate the standard deviation.
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Figure 3. Main nutritional parameters, like crude protein (CP), neutral detergent fiber (NDF) and undigested NDF (uNDF), recorded during the harvests performed in 2014 and in 2015. (A) = winter wheat purpose (year 2014); (B) = harvest time (year 2014); (C) = interaction between winter wheat purpose and harvest time (year 2014); (D) = winter wheat purpose (year 2015); (E) = harvest time (year 2015); (F) = interaction between winter wheat purpose and harvest time (year 2015); The cultivar suitability is indicated as follows: B = for harvest as whole plant; G = for grain; D = dual purpose, while the harvest date is indicated as: 1 = winter wheat harvest at heading stage; 2 = winter wheat harvested at grain milk stage; 3 = winter wheat harvested at grain dough stage. Different letters indicate statistically significant differences (within a variable) at p < 0.05. Bars indicate the standard deviation.
Figure 3. Main nutritional parameters, like crude protein (CP), neutral detergent fiber (NDF) and undigested NDF (uNDF), recorded during the harvests performed in 2014 and in 2015. (A) = winter wheat purpose (year 2014); (B) = harvest time (year 2014); (C) = interaction between winter wheat purpose and harvest time (year 2014); (D) = winter wheat purpose (year 2015); (E) = harvest time (year 2015); (F) = interaction between winter wheat purpose and harvest time (year 2015); The cultivar suitability is indicated as follows: B = for harvest as whole plant; G = for grain; D = dual purpose, while the harvest date is indicated as: 1 = winter wheat harvest at heading stage; 2 = winter wheat harvested at grain milk stage; 3 = winter wheat harvested at grain dough stage. Different letters indicate statistically significant differences (within a variable) at p < 0.05. Bars indicate the standard deviation.
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Figure 4. Biplot of Principal Component Analysis of the harvests carried out in 2014 and 2015. The studied parameters (grey circles) are: YFW = yield fresh weight; YDW = yield dry weight; DM = dry matter, CP = crude protein, NDF = neutral detergent fiber (with amylase and sodium sulphite method); ADF = acid detergent fiber; ADL = acid detergent lignin; uNDF = undigested NDF after 240 h; ST = starch; SU = sugar; NEL = net energy for lactation; AS = ash; CWP = crop water productivity; NE = N-efficiency; GDD = growing degree days. Red diamonds = winter wheat harvested at heading stage; Green Squares = winter wheat harvested at grain milk stage; Blue triangles = winter wheat harvested at grain dough stage. B-14 = winter wheat suitable to be harvested as whole plant and harvested in 2014; G-14 = winter wheat suitable for grain purpose and harvested in 2014; D-14 = winter wheat suitable for duoble purposes and harvested in 2014; B-15 = winter wheat suitable to be harvested as whole plat and harvested in 2015; G-15 = winter wheat suitable for grain purpose and harvested in 2015; D-15 = winter wheat suitable for duoble purposes and harvested in 2015.
Figure 4. Biplot of Principal Component Analysis of the harvests carried out in 2014 and 2015. The studied parameters (grey circles) are: YFW = yield fresh weight; YDW = yield dry weight; DM = dry matter, CP = crude protein, NDF = neutral detergent fiber (with amylase and sodium sulphite method); ADF = acid detergent fiber; ADL = acid detergent lignin; uNDF = undigested NDF after 240 h; ST = starch; SU = sugar; NEL = net energy for lactation; AS = ash; CWP = crop water productivity; NE = N-efficiency; GDD = growing degree days. Red diamonds = winter wheat harvested at heading stage; Green Squares = winter wheat harvested at grain milk stage; Blue triangles = winter wheat harvested at grain dough stage. B-14 = winter wheat suitable to be harvested as whole plant and harvested in 2014; G-14 = winter wheat suitable for grain purpose and harvested in 2014; D-14 = winter wheat suitable for duoble purposes and harvested in 2014; B-15 = winter wheat suitable to be harvested as whole plat and harvested in 2015; G-15 = winter wheat suitable for grain purpose and harvested in 2015; D-15 = winter wheat suitable for duoble purposes and harvested in 2015.
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Table 1. Cultivars investigated in the study and their main purpose.
Table 1. Cultivars investigated in the study and their main purpose.
CultivarProviderMain Purpose
AltezzaAPSOV sementi, Voghera, Italywhole plant and grain
ArticoAPSOV sementi, Voghera, Italywhole plant and grain
CaravaggioSIS, San Lazzaro di Savena, Italygrain
EthicAPSOV sementi, Voghera, Italywhole plant and grain
GiorgioneSIS, San Lazzaro di Savena, Italygrain
LudwigLa Cerealtecnica, Mereto di Tomba, Italywhole plant
MasaccioSIS, San Lazzaro di Savena, Italywhole plant and grain
NorenosLa Cerealtecnica, Mereto di Tomba, Italywhole plant
PaledorAPSOV sementi, Voghera, Italygrain
PapagenoCaussade Semences, Massa Finalese, Italywhole plant
SailorLa Cerealtecnica, Mereto di Tomba, Italywhole plant
Table 2. Agronomic parameters linked with physiological performance, recorded during the two growing seasons.
Table 2. Agronomic parameters linked with physiological performance, recorded during the two growing seasons.
Harvest 2014Harvest 2015
Purpose/Harvest DateN-Efficiency
(t DM kg N−1)
CWP
(g DM L m−2)
GDD
(°C)
N-Efficiency (t DM kg N−1) CWP
(g DM L m−2)
GDD
(°C)
B0.13a2.34a1488a0.14a2.96 1335a
G0.12b2.17b1380b0.13b2.78 1242b
D0.12ab2.22ab1381b0.12c2.80 1249b
p-value<0.01 <0.05 <0.05 <0.001 n.s. <0.05
10.09c1.67c1247c0.09c2.36c1092c
20.13b2.34b1414b0.13b2.79b1293b
30.15a2.72a1588a0.16a3.40a1441a
p-value<0.001 <0.001 <0.001 <0.001 <0.001 <0.05
B10.10d1.84 1324d0.10f2.39c1171c
B20.13bc2.42 1483c0.14c2.96b1340b
B30.15a2.756 1658a0.17a3.53a1494a
G10.09e1.63 1206d0.09g2.26c1055c
G20.12c2.30 1382e0.13d2.61b1264b
G30.14b2.58 1550b0.16b3.47a1427a
D10.08e1.54 1211e0.08g2.43c1051c
D20.13c2.29 1377d0.12e2.79b1274b
D30.156a2.84 1556b0.16ab3.19a1402a
p-value<0.05 n.s. <0.05 <0.01 <0.05 <0.05
N-efficiency = nitrogen efficiency; CWP = crop water productivity; GDD = growing degree days. The cultivar suitability is indicates as follows: B = for harvest as whole plant; G = for grain; D = dual purpose, while the harvest date is indicated as: 1 = winter wheat harvest at heading stage; 2 = winter wheat harvested at grain milk stage; 3 = winter wheat harvested at grain dough stage. Different letters indicate statistically significant differences (within a variable) at p < 0.05. n.s. = not significant.
Table 3. Nutritional composition of the biomass produced in the two growing seasons
Table 3. Nutritional composition of the biomass produced in the two growing seasons
Harvest 2014
Purpose/ Harvest DateDM
(%)
Ash
(% of DM)
ADF
(% of DM)
ADL
(% of DM)
Starch
(% of DM)
Sugar
(% of DM)
NEL
(kcal kg DM−1)
B31.3a8.0 39.5a5.3a2.6c9.2c1214c
G30.5b8.0 37.2b5.0b3.8b10.3b1274b
D29.8c7.9 36.8b4.8c4.4a11.5a1289a
p-value<0.001 n.s. <0.001 <0.001 <0.001 <0.001 <0.001
118.9c8.8a36.3c4.3c1.5c9.2b1294a
228.8b7.7b37.0b5.1b2.5b10.8a1265b
344.0a7.4c40.2a5.8a6.6a11.1a1217c
p-value<0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001
B119.5c8.7 37.9d4.9e1.5e9.1d1264d
B229.6b7.7 38.7cd5.3cd1.5e9.5d1215e
B344.9a7.5 42.0a6.2a4.6c9.1d1162f
G118.6c8.8 35.0g4.1f1.6e9.4d1326a
G22.,7b7.9 36.7e5.2d3.0d10.6c1268cd
G344.1a7.5 39.7b5.8b6.9b10.9c1216e
D118.5c9.1 36.1ef4.2f1.5e9.1d1290bc
D228.1b7.6 35.5fg4.7e3.1d12.2b1314ab
D342.9a7.1 38.9bc5.4c8.5a13.2a1262d
p-value<0.05 n.s. <0.05 <0.001 <0.001 <0.001 <0.001
Harvest 2015
Purpose/Harvest DateDM (%)Ash (% of DM)ADF (% of DM)ADL (% of DM)Starch (% of DM)Sugar (% of DM)NEL (kcal kg DM−1)
B30.3 7.2b38.7a5.0a3.4b11.5b1257b
G30.2 7.3ab37.1b4.8b4.7a12.5a1302a
D30.6 7.6a37.5b4.7b4.9a12.7a1294a
p-valuen.s. <0.05 <0.001 <0.001 <0.001 <0.001 <0.001
121.5c8.1a38.8a4.5c1.0c9.4b1272b
228.2b6.7c36.3c4.8b3.6b13.5a1314a
341.5a7.3b38.1b5.2a8.3a14.0a1266b
p-value<0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001
B121.0c8.3a40.5a4.9bc0.6e8.2e1221g
B228.8b6.2d36.4ef4.8c3.2d13.6bc1307bc
B341.1a7.3b39.0b5.3a6.4b12.7c1242f
G121.9c7.9a37.3de4.3d1.0e10.0d1311ab
G227.6b6.7c36.1f4.8c3.8cd13.5bc1329a
G341.1a7.4b37.8cd5.3a9.3a14.1ab1265e
D121.5c8.1a38.5bc4.4d1.3e9.8d1283de
D228.2b7.2b36.6ef4.7c3.9c13.3bc1308bc
D342.3a7.3b37.3de5.0b9.4a15.0a1291cd
p-value<0.05 <0.05 <0.001 <0.001 <0.001 <0.01 <0.001
DM = dry matter, ADF = acid detergent fiber; ADL = acid detergent lignin; NEL = net energy for lactation; The cultivar suitability is indicates as follows: B = for harvest as whole plant; G = for grain; D = dual purpose, while the harvest date is indicated as: 1 = winter wheat harvested at heading stage; 2 = winter wheat harvested at grain milk stage; 3 = winter wheat harvested at grain dough stage. Different letters indicate statistically significant differences (within a variable) at p < 0.05. n.s. = not significant.

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MDPI and ACS Style

Ronga, D.; Dal Prà, A.; Immovilli, A.; Ruozzi, F.; Davolio, R.; Pacchioli, M.T. Effects of Harvest Time on the Yield and Quality of Winter Wheat Hay Produced in Northern Italy. Agronomy 2020, 10, 917. https://0-doi-org.brum.beds.ac.uk/10.3390/agronomy10060917

AMA Style

Ronga D, Dal Prà A, Immovilli A, Ruozzi F, Davolio R, Pacchioli MT. Effects of Harvest Time on the Yield and Quality of Winter Wheat Hay Produced in Northern Italy. Agronomy. 2020; 10(6):917. https://0-doi-org.brum.beds.ac.uk/10.3390/agronomy10060917

Chicago/Turabian Style

Ronga, Domenico, Aldo Dal Prà, Alessandra Immovilli, Fabrizio Ruozzi, Roberto Davolio, and Maria Teresa Pacchioli. 2020. "Effects of Harvest Time on the Yield and Quality of Winter Wheat Hay Produced in Northern Italy" Agronomy 10, no. 6: 917. https://0-doi-org.brum.beds.ac.uk/10.3390/agronomy10060917

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