ABSTRACT
The aim of this study was to evaluate the effect of exogenous amylase on gas production, in vitro dry matter digestibility (IVDMD), and in vitro digestion kinetics of sorghum (Sorghum vulgaris) and two corn hybrids of different grain textures. Ruminal fluid was collected from two rumen-fistulated cows receiving or not exogenous amylase (0.7g kg-1 of dry matter (DM basis)), provided to achieve 396 kilo Novo units kg-1 for amylase activity (DM basis). Gas production was measured after 1, 3, 6, 9, 12, 15, 18, 21, 24, 30, 36, 42 e 48 hours of incubation. Amylase increased gas production (mL) by 5.4%. Corn hybrids have higher in vitro dry matter digestibility than sorghum. Exogenous amylase increased the potential of gas production (A) (P=0.01). There was an effect of hybrid for IVDMD (P<0.01). The addition of exogenous amylase increases the in vitro gas production, improves fermentation kinetics, and increases the production of the ammonia nitrogen of corn and sorghum grains, but does not affect in vitro and dry matter digestibility or the short-chain fatty acids production.
Keywords: digestibility; ruminal digestion; starch granule
RESUMO
O objetivo deste estudo foi avaliar o efeito da amilase exógena na produção de gases, a digestibilidade in vitro da matéria seca (DIVMS) e a cinética de digestão in vitro de sorgo (Sorghum vulgaris) e de dois híbridos de milho de diferentes texturas de grãos. O líquido ruminal foi coletado de duas vacas fistuladas no rúmen recebendo ou não amilase exógena (0,7g kg-1 de matéria seca (MS)), fornecida para atingir 396 kg Novo unidades kg-1 para atividade de amilase (base na MS). A produção de gás foi medida após uma, três, seis, nove, 12, 15, 18, 21, 24, 30, 36, 42 e 48 horas de incubação. A amilase aumentou a produção de gás (mL) em 5,4%. Híbridos de milho apresentam maior DIVMS que o sorgo. A amilase exógena aumentou o potencial de produção de gás (A) (P=0,01). Houve efeito de híbrido para DIVMS (P<0,01). Amilase exógena aumenta a produção de gás in vitro, melhora a cinética da fermentação e aumenta a produção de nitrogênio amoniacal de grãos de milho e sorgo, mas não afeta a digestibilidade in vitro da matéria seca ou a produção de ácidos graxos de cadeia curta.
Palavras-chave: digestibilidade; digestão ruminal; grânulo de amido
INTRODUCTION
Cereal grains rich in starch, such as corn and sorghum, are high-cost energy feedstuffs commonly used in ruminant diets. Studies have been conducted to evaluate strategies to maximize starch utilization (Gallo et al., 2016) using additives that improve starch digestibility or by using genotypes of lower vitreousness that favor digestion.
There is a difference in starch utilization related to grain texture and concentration of vitreous endosperm. These differences are associated with the presence of prolamins and grain density (Kljak et al., 2018). However, most of these studies evaluated the digestion of the whole-plant, with possible effects of other dietary components. Lanzas et al. (2007) observed lower in vitro gas production and digestion rate for sorghum, justified by its harder endosperm compared to corn. Also, a classic study demonstrated a great difference between corn grains produced in temperate conditions for those produced in tropical settings, where the corn hybrids produced in temperate conditions had higher vitreousness and density, interfering on starch availability (Corrêa et al., 2002).
The use of exogenous amylase increased the true ruminal digestibility of organic matter (OM), ruminal starch digestibility (Nozière et al., 2014), and neutral detergent fiber (NDF) digestibility (McCarthy et al., 2013) in diets for dairy cows. However, most of these studies evaluating exogenous amylase were made in temperate conditions and additional studies must be conducted in tropical conditions. We hypothesize that the in vitro gas production, volatile fatty acids, and digestibility of corn grains differing in vitreousness and sorghum would be improved by the addition of an exogenous amylase. So, the aim was to evaluate the effect of exogenous amylase on in vitro ruminal digestion of sorghum or corn grains of different vitreousness.
MATERIAL AND METHODS
The experiment was performed at the Multi-use Complex on Livestock Bioefficiency and Sustainability of Brazilian Agricultural Research Corporation (Embrapa), located in Coronel Pacheco, Minas Gerais, Brazil (21°33'22 "S, 43°06'15 "W). All procedures used were approved by the Ethics Committee of Embrapa Dairy Cattle, under protocol n. 03/2014. To define the different vitreousness, two corn hybrids (AG1051-dent and 1N1932-semiflint) were taken. The grains were evaluated for vitreousness by manual dissection. For each hybrid, 12 grains visually homogeneous in size and shape had the pericarp and germ removed with a scalpel (Dombrink-Kurtzman and Bietz 1993). The vitreous endosperm was expressed as a percentage of the total endosperm. Samples of grains were ground (Wiley mill; A. H. Thomas, USA) at 2-mm and stored for further analysis. Before the in vitro study, a statistical analysis was performed to evaluate if the corn grains were different for vitreousness using the ANOVA procedure of SAS (Statistical…, 2012) according to a completely randomized design with 12 replications. The dent and semi-flint type hybrid had 572 and 739g kg-1 of vitreousness, respectively (P<0.01).
The following parameters were determined: DM (Official…, 2006; method 934.15); ash (Official…, 2006; method 930.15); crude protein (CP) (Official…, 2006; method 990.03) and ether extract (EE) (Official…, 2006; method 920.39). Neutral detergent fiber (NDF) and acid detergent fiber (ADF) were sequentially determined using the ANKOM 220 fiber analyzer (ANKOM 220 fiber analyzer, ANKOM Technology, USA) with the inclusion of thermostable amylase. The lignin contents were quantified by the sulfuric acid solubilization method. The organic matter (OM) was calculated by difference through the equation: OM = DM − ash (Table 1).
Starch concentration in grains samples was quantified by acid hydrolysis and enzymatic method using glucose oxidase-peroxidase (Glucose PAP Liquiform) kits (Labtest, Lagoa Santa, Brazil). Briefly, 400 mg of dried milled (1-mm) sample was added 25 mL of hydrochloric acid (0.6 M) and starch was gelatinized in autoclave for 15 min at 121°C. After cooling at room temperature distilled deionized water (q.s.p. 100 mL) was added. Samples were filtered (Whatman #51, Whatman Inc, USA) and 0.01 mL was transferred to a test tube and added 1 mL of glucose reagent (Labtest-133) and kept under a water bath at 37°C for 10 min. After cooling, absorbance was read at 505 nm (YSI-2700 Analyzer Inc. Life Sciences, Yellow Springs, OH) and the results were estimated with glucose standards containing 0, 20, 40, 60, 80 and 100 mg glucose dL-1 of distilled deionized water. Starch was calculated by multiplying the glucose concentration by 0.9.
For the in vitro evaluation, two non-lactating animals were pre-adapted to diets for 14 days before the incubation started and were distributed in a 3 × 2 Latin square design (3 runs x 2 inoculum). The donor animals were fed ad libitum with a forage:concentrate ratio of 53:47 (180g/kg CP and 300 g/kg NDF), being one under control (CTRL) diet and the other supplemented with exogenous amylase (Ronozyme RumiStar™; DSM Nutritional Products Brazil S.A, Brasil) at 0.7g kg-1 DM to achieve 396 kilo Novo units kg-1 for amylase activity of TMR DM (Table 2). So, the effect of exogenous amylase on ruminal digestion kinetics on two corn hybrids (AG1051-dent and 1N1932-semiflint) and sorghum grain (BRS 332-semiflint; Embrapa Corn and Sorghum, Sete Lagoas, Brazil) were assessed.
To avoid confounding treatment effects, the cows receiving the additives in diets were swapped between runs. To perform the in vitro evaluations, a gas production technique was used, varying in the use of ruminal fluid collected from the rumen-fistulated adult cows fed a CTRL or additive. At 14 days of adaptation, the rumen fluid was collected two hours after morning feeding, filtered through three layers of cheesecloth and transported in pre warmed (39°C) thermos flasks that were previously flushed with CO2. Then, rumen fluid was immediately transferred to a controlled temperature (39°C) room for buffered rumen fluid preparation and in vitro incubation.
Buffered rumen fluid was prepared by mixing rumen fluid and a mineral buffer with 0.5mL of sodium sulphide solution (Menke et al., 1979) in a ratio of 1:2. The buffered rumen fluid was then transferred (25mL) into samples flasks under a stream of O2-free N gas. Approximately 800 mg of sample were weighed into the filter bags (F57; Ankom, USA) in triplicate for each hybrid and ruminal fluid (CTRL or additive).
Flasks were sealed and placed on an orbital shaker set at 90 oscillations min-1 for two min in every two hours. Gas production was measured after 1, 3, 6, 9, 12, 15, 18, 21, 24, 30, 36, 42 e 48 hours of incubation using a water displacement apparatus (Fedorah and Hrudey 1983).
Samples were then collected at 24 hours of fermentation for analysis of pH, short chain fatty acids (SCFA), ammonia nitrogen (NH3-N) and in vitro dry matter digestibility (IVDMD). For the SCFA analysis, the remaining rumen fluid was centrifugated for 10 min at 12,000 × g at environmental temperature (4°C). SCFA analysis was performed using HPLC (Ultimate 3000, Dionex Corporation, USA) equipped with a Shodex RI‐101 refractive index (RI) kept at 40°C, using Phenomenex Rezex ROA column, 300 × 7.8mm kept at 45°C. The NH3-N concentration was quantified after Kjeldahl distillation with magnesium oxide and calcium chloride according to method 2.065 (Official…, 1980). After 48 hours of incubation, the flasks were opened and pH was measured (MPA 210, MS Tecnopon®, Brasil).
The cumulative gas production (48 hours) was adjusted by hybrid and inoculum to the model proposed by France et al. (1993) using the Gauss-Newton algorithm to describe the potential gas production.
Where: A= maximum cumulative gas production (mL); L= lag time (h); b (h-1) and c (0.5 h-1) = constant fractional rates; t= time (h). The average gas production fractional rate (μ) was calculated as:
Effective digestibility of dry matter was estimated considering the rate of passage of 5%/h, using the IVDMD at 48 hours as:
Where: K= rate of passage; S0 and U0= initially fermentable fractions and non-fermentable fractions, respectively, where:
The IVDMD at 24 and 48 hours were determined gravimetrically using the equation:
Where DMi and DMf are the DM incubated and the final (mg).
Data were tested for normality after model fitting using the UNIVARIATE procedure of SAS version 9.3 (Statistical…, 2012). All data were analyzed using the MIXED procedure of SAS. For comparisons between the addition or not of exogenous amylase and between hybrids, the data were analyzed according to the model:
Where:
Yijk = dependent variable; μ= overall mean, H i = fixed effect of hybrid, A j = fixed effect of additive; H×A ij = is the fixed effect of interaction between hybrid x additive; R k = random effect of run; ε ijk = random error. The model included the fixed effects of hybrids and additives and its interaction. The run was included in the model as a random effect. The statistical significance was considered when P<0.05. Pearson's correlation analysis among NH3-N and gas production and digestion kinetics was performed.
RESULTS AND DISCUSSION
Averages of pH were not influenced by the hybrids tested (P=0.05) or by amylase addition (P=0.11). This is expected in vitro studies due to the high buffer capacity of the medium (Mould et al., 2005). There was no effect of hybrid on gas production potential (A). But the use of amylase improved the fermentation parameters of the hybrids tested by the increase (+11.4%; P=0.01) of A (Table 3). Gallo et al. (2016) also observed improvements in fermentation kinetics with amylase addition, with emphasis on the reduction of lag time. In contrast, amylase did not decrease lag time in the present study. Possibly related to sample particle size, since in the study of Gallo et al. (2016) the lag time increases according to particle size increased and in present study particle size was the same for three grains tested. Amylase addition modifies the availability of the metabolite profile of starch digestion, contributing to microbial multiplication and, consequently, to improvements in the fermentation process (Tricarico et al., 2008).
There was an effect of hybrid for IVDMD (P<0.01), in which corn hybrids had higher degradation rates than sorghum, regardless of amylase, whose addition did not influence IVDMD (P=0.31) (Table 3). Therefore, the lack of effect of amylase on the IVDMD may be related to incubation of corn or sorghum alone, since the substrate for fermentation was almost completely starch and the addition of amylase may have conferred competitive advantage to non-amylolytic bacterial multiplication (Tricarico et al., 2008), having no substrate available for fermentation. In addition, the absence of differences in IVDMD in the present study may have occurred because the gravimetric technique considers that the soluble fraction is instantaneously degradable, which is not the case for gases, since microorganisms can use this fraction in different ways. Increased NDF digestibility has been reported in in vivo studies with amylase addition (McCarthy et al., 2013), possibly these findings occurred because amylase can catalyze the cross feeding in the ruminal environment. In diets with low starch and high NDF content for dairy cows, amylase increased NDF digestibility in relation to a diet with higher starch content (Gencoglu et al., 2010) and increased starch digestibility regardless of its dietary level (200 vs. 300g kg-1; DM basis). However, similarly to the present study, amylase did not increase the total DM digestibility, as also reported by Nozière et al. (2014).
The proportion of vitreous endosperm has been reported in the literature as a key factor in the decrease of DM digestibility (Holding, 2014). In the present study, the proportion of vitreous endosperm does not have a great variation among genotypes. Likewise, van Zwieten et al. (2008) did not observe an increase in the IVDMD due to small differences in vitreousness (610 vs. 810g kg-1 of total endosperm) among the hybrids evaluated. In the present study the difference in vitreousness among corn hybrids was 572 vs. 739g kg-1 of total endosperm to AG1051 and 1N1932, respectively with a statistical difference.
The arrangement of proteins in grains with more vitreous endosperm tends to obstruct the attack of microorganisms on starch granules. In addition, increased vitreousness is related to a higher proportion of amylose that is less soluble than amylopectin. Pôssas et al. (2015) suggested that the sorghum grain is composed of a compact protein matrix that is denser than the corn grain; therefore, this dense protein matrix justifies the lower IVDMD of sorghum in relation to the corn grains in the present study. Although, vitreousness as an isolated effect should be analyzed with caution, as the degree of vitreousness can be altered by grain processing. Nevertheless, Ngonyamo-Majee et al. (2008) in a correlation study, observed that ruminal digestibility had a negative correlation coefficient with vitreousness (r = − 0.65; P<0.001) and it can partially be used to estimate the DM digestibility.
Amylase increased NH3-N (P<0.01), but there was no effect of hybrid. Lag was not influenced by the hybrid (P>0.50) or amylase (P>0.50). In the present study, in both evaluation times (24 and 48 hours of incubation), amylase increased the NH3-N content. Higher concentration of NH3-N in the medium suggests greater proteolysis of nitrogenous compounds and greater microbial multiplication. In the present study, in both evaluation times (24 and 48 hours of incubation), amylase increased the NH3-N content. Higher concentration of NH3-N in the medium suggests greater proteolysis of nitrogenous compounds and greater microbial multiplication. Additionally, the exogenous amylase addition may favor the degradation of the protein matrix that embedded the starch granules (Eun and Beauchemin, 2005). In addition, in the present study, the NH3-N was positively correlated with the gas production (r=0.59; P=0.001). Amylase increases the microbial population through greater availability of monosaccharides (Tricarico et al., 2008).
This increase in NH3-N triggered by amylase in the present study may be due to the increased activity of proteolytic enzymes produced by the microorganisms in the medium. This effect seems to have favored the degradation of prolamins, which are hydrophobic proteins that cover the starch granules, inhibiting to some degree the microbial enzymatic attack (Hoffman et al., 2011). From the point of view of the reduced effect of vitreousness, this action of amylase is positive, because the access to the starch granules can be facilitated with the degradation of this protein matrix.
T/2 was higher when amylase was used (P=0.01), but it was not influenced by hybrids (P>0.50). In contrast with the present study, Giuberti et al. (2013) reported lower T/2 as the vitreousness increased in corn grains. The maximum gas production potential (A) increased with amylase addition (P<0.01), but it was not affected by the hybrid (P>0.50). The µ (mL h-1) decreased with the inclusion of amylase (P=0.01), whereas it was not affected by the hybrids (P=0.17). On the other hand, ED5 was not influenced by amylase (P>0.50), but it was higher for corn hybrids compared to sorghum (P<0.01).
Amylase increased the gas production potential, as reported by Gallo et al. (2016) and decreased the gas production rate, possibly favoring the fibrolytic microorganisms, which degrade the available substrate more slowly. For this reason, the amylase also increased the time required to reach half of the gas production potential. In contrast to the present study, Gallo et al. (2016) reported an increase in gas production rate of corn grains with amylase addition. One of the reasons for the depression of rumen fermentation is the accumulation of gas in the medium, and then amylase may have favored this environment due to the lower gas production rate.
The IVDMD at 24 h was higher for corn hybrids compared to sorghum (P<0.01), but it was not influenced by amylase addition (P>0.50). NH3-N was influenced by amylase (P<0.01) but was not influenced by hybrid (P>0.50). The pH was not influenced by hybrids (P=0.36) or amylase (P>0.50). There was an effect of hybrid (P=0.03) for acetic acid, whereas there was no effect of amylase (P>0.50) or the interaction hybrid x amylase (P>0.05). An interaction between hybrid x amylase was reported (P=0.001) (Table 4) for propionic acid since the amylase addition increased its concentration for the sorghum hybrid and dent corn. However, the opposite effect occurred for the flint hybrid. When highly fermentable carbohydrates are available for fermentation, the production of propionic acid is expected to be higher. So, feedstuffs with a high content of starch probably produce more propionic acid. In the present study, the interaction hybrid x amylase occurred for propionic acid production was not expected, because the structure of starch in sorghum, as demonstrated by Amanzougarene et al. (2017).
There was no effect of hybrid (P=0.06), amylase (P=0.18) or interaction (P=0.10) for butyric acid. A interaction effect was observed for acetate:propionate (A:P) ratio, the A:P ratio was higher for the dent hybrid compared to sorghum and flint corn (P=0.03) when exogenous amylase was used, an opposite effect occurred for total SCFA, since the dent corn had lower values in relation to flint corn and sorghum (P<0.02) (Table 4). In the present study, amylase did not increase the production of propionic, acetic and butyric acids, and total SCFA. However, for SCFA, an interactive hybrid x amylase was observed. The endosperm of sorghum grain is more vitreous than corn grain, and it is more difficult to be attacked by the microbial population and enzymes. This may explain the lower SCFA production in sorghum grains. Similar to the present study, 0.20mg mL-1 per liquid volume incubated of an amylolytic enzyme did not influence the SCFA (Freiria et al., 2018).
CONCLUSIONS
Corn hybrids have higher in vitro dry matter digestibility than sorghum grain. The addition of exogenous amylase increases gas production and the potential of the gas production of corn and sorghum grains. Exogenous amylase improves fermentation kinetics of corn and sorghum grains, but does not affect in vitro and dry matter digestibility.
ACKNOWLEDGMENTS
Authors are grateful to Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Fundação de Amparo à Pesquisa do estado de Minas Gerais (FAPEMIG) and to Embrapa. The study received funding from DSM Nutritional Products S.A. (São Paulo, Brazil) and Embrapa.
REFERENCES
- AMANZOUGARENE, Z.; YUSTE, S.; CASTRILLO, C.; FONDEVILA, M. In vitro acidification potential and fermentation pattern of cereal grains incubated with inoculum of animals given forage or concentrate-based diets. Anim. Prod. Sci., v.58, p.2300-2307, 2017.
- CORREA, C.E.S.; SHAVER, R.D.; PEREIRA, M.N. et al. Relationship between corn vitreousness and ruminal in situ starch degradability. J. Dairy Sci., v.85, p.3008-3012, 2022.
- DOMBRINK-KURTZMAN, M.A.; BIETZ, J.A. Zein composition in hard and soft endosperm of maize. Cereal Chem., v.70, p.105-108, 1993.
- EUN J.S.; BEAUCHEMIN, K.A. Effects of a proteolytic feed enzyme on intake, digestion, ruminal fermentation, and milk production. J. Dairy Sci., v.88, p.2140-2153, 2005.
- FEDORAH, P.M.; HRUDEY, S.E. A simple apparatus for measuring gas production by methanogenic cultures in serum bottles. Environ. Technol. Lett., v.4, p.425-432, 1983.
- FRANCE, J.; DHANOA, M.S.; THEODOROU, M.K. et al. A model to interpret gas accumulation profiles associated with in vitro degradation of ruminant feeds. J. Theor. Biol., v.163, p.99-111, 1993.
- FREIRIA, L.B.; ZERVOUDAKIS, J.T.; PAULA, N.F. et al. Exogenous enzyme on in vitro gas production and ruminal fermentation of diet containing high level of concentrate. Rev. Bras. Saúde Prod. Anim., v.19, p.287-300, 2018.
- GALLO, A.; GIUBERTI, G.; DUVAL, S. et al. Short communication: the effect of an exogenous enzyme with amylolytic activity on gas production and in vitro rumen starch degradability of small and large particles of corn or barley meals. J. Dairy Sci., v.99, p.3602-3606, 2016.
- GENCOGLU, H.; SHAVER, R.D.; STEINBERG, W. et al. Effect of feeding a reduced-starch diet with or without amylase addition on lactation performance in dairy cows. J. Dairy Sci., v.93, p.723-732, 2010.
- GIUBERTI, G.; GALLO, A.; MOSCHINI, M. et al. Evaluation of the impact of maize endosperm vitreousness onin vitro starch digestion, dry matter digestibility andfermentation characteristics for pigs. Anim. Feed Sci. Technol., v.186, p.71-80, 2013.
- HOFFMAN, P.C.; ESSER, N.M.; SHAVER, R.D. et al. Influence of ensiling time and inoculation on alteration of the starch-protein matrix in high-moisture corn. J. Dairy Sci., v.94, p.2465-2474, 2011.
- HOLDING, D.R. Recent advances in the study of prolamin storage protein organization and function. Front. Plant Sci., v.5, p.1-9, 2014.
- KLJAK, K.; DUVNJAK, M.; GRBEŠA, D. Contribution of zein content and starch characteristics to vitreousness of commercial maize hybrids. J. Cereal Sci., v.80, p.57-62, 2018.
- LANZAS, C.; FOX, D.G.; PELL, A.N. Digestion kinetics of dried cereal grains. Anim. Feed Sci. Technol., v.136, p.265-280, 2007.
- MCCARTHY, M.M.; ENGSTROM, M.A.; AZEM, E.; GRESSLEY, T.F. The effect of an exogenous amylase on performance and total-tract digestibility in lactating dairy cows fed a high-byproduct diet. J. Dairy Sci., v.96, p.3075-3084, 2013.
- MENKE, K.H.; RAAB, L.; SALEWSKI, A. et al. The estimation of the digestibility and metabolizable energy content of ruminant feedingstuffs from the gas production when they are incubated with rumen liquor in vitro. J. Agric Sci., v.93, p.217-222, 1979.
- MOULD, F.L.; MORGAN, R.; KLIEM, K.E.; KRYSTALLIDOU, E. A review and simplification of the in vitro incubation medium. Anim. Feed Sci. Technol., v.123/124, p.155-172, 2005.
- NGONYAMO-MAJEE, D.; SHAVER, R.D.; COORS, J.G. et al. Relationships between kernel vitreousness and dry matter degradability for diverse corn germplasm II. Ruminal and post-ruminal degradabilities. Anim. Feed Sci. Technol., v.142, p.259-274, 2008.
- NOZIÈRE, P.; STEINBERG, W.; SILBERBERG, M.; MORGAVI, D.P. Amylase addition increases starch ruminal digestion in first-lactation cows fed high and low starch diets. J. Dairy Sci., v.97, p.2319-2328, 2014.
- OFFICIAL methods of analysis. 13.ed. Washington D.C.: AOAC, 1980.
- OFFICIAL methods of analysis. 18.ed. Washington D.C.: AOAC, 2006.
- PÔSSAS, F.P.; GONÇALVES, L.C.; PEREIRA, L.G.R. et al. Cinética de fermentação ruminal das silagens de três híbridos de milho comerciais em diferentes estádios de maturação. Arq. Bras. Med. Vet. Zootec., v.67, p.159-165, 2015.
- STATISTICAL analysis system. User’s guide. Cary: SAS Institute, 2012.
- TRICARICO, J.M.; JOHNSTON, J.D.; DAWSON, K.A. Dietary supplementation of ruminant diets with an Aspergillus oryzae α-amylase. Anim. Feed Sci. Technol., v.145, p.136-150, 2008.
- VAN ZWIETEN, J.T.; VAN VUUREN, A.M.; DIJKSTRA, J. Effect of nylon bag and protozoa on in vitro corn starch disappearance. J. Dairy Sci., v.91, p.1133-1139, 2008.
Publication Dates
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Publication in this collection
02 June 2023 -
Date of issue
May-Jun 2023
History
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Received
13 June 2022 -
Accepted
07 Nov 2022