Abstract:
Background:
Glyphosate-resistant Amaranthus hybridus biotypes have been observed in Rio Grande do Sul (RS) crops. Their impact on soybean yield is high due to rapid growth and competitiveness. Investigating the resistance mechanism guides management strategies.
Objective:
To confirm the evolution of glyphosate-resistant A. hybridus biotypes in southern RS, identifying the resistance mechanism and proposing alternative management strategies.
Methods:
Dose-response curve studies, investigation of EPSPS gene mutation, and analysis of integrated management practices were conducted to characterize glyphosate resistance in A. hybridus biotypes.
Results:
Three Amaranthus hybridus biotypes from Aceguá, Bagé, and Rosário do Sul (RS) exhibit triple mutations in the EPSPS gene, providing glyphosate resistance. Resistance levels are high (>10). Alternative mechanisms of action to glyphosate such as glufosinate-ammonium or 2,4-D choline salt (Enlist technology) in post-emergence and sulfentrazone + diuron (pre-emergence) control resistant plants without compromising soybean yield.
Conclusions:
Confirming Amaranthus hybridus resistance to glyphosate requires alternative control measures. Combining alternative mechanisms of action, such as those available in new technologies, is important and should be the main action in a control program. Important aspects of integrated management should be prioritized combined with herbicide use.
Keywords:
Soybean; Pre-Emergent; Integrated Weed Management; Glyphosate
1. Introduction
Soybean glyphosate resistant cultivars technology is widely used in Brazil and worldwide; its use without an established integrated management program selected resistant weeds (Heap, 2024Heap I. International database of herbicide-resistant weeds. Weedscience. 2024[access February 18, 2024]. Available from: https://www.weedscience.org/Pages/Species.aspx
https://www.weedscience.org/Pages/Specie...
). Among these species, Amaranthus spp. stands out in Rio Grande do Sul (RS); the genus comprises 60 species worldwide with annual cycle, sexual reproduction capable of producing up to 600,000 seeds per plant (Penckowski et al., 2020Penckowski LH, Maschietto EHG, Borsato EF, Adegas FS, Moreira LSO, Bianchi MA et al. [Alert! The number of crops with Amaranthus hybridus resistant to the herbicide glyphosate is growing in southern Brazil: the first step is knowing how to identify this species!]. Rev FABC. 2020;9(39);9-12. Portuguese.). As As C4 plant has competitive advantage over soybean (Brunetto, 2022Brunetto L. [Management of purple pigweed (Amaranthus hybridus) infesting summer agricultural crops] [dissertation]. Erechim: Universidade Federal da Fronteira Sul; 2022. Portuguese. Available from: https://rd.uffs.edu.br/bitstream/prefix/5539/1/BRUNETTO.pdf
https://rd.uffs.edu.br/bitstream/prefix/...
).
Multiple resistance to glyphosate and acetolactate synthase (ALS) in smooth pigweed (Amaranthus hybridus L.) was first documented in RS (Mathioni et al., 2022Mathioni SM, Oliveira C, Lemes LN, Ozório EG, Rosa DD. PCR-based assay to detect the EPSPS TAP-IVS substitution in Amaranthus hybridus. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003
https://doi.org/10.51694/AdvWeedSci/2022...
). A. hybridus is a common weed in neighboring countries such as Argentina and Uruguay, infesting soybean and maize crops, causing profit losses to farmers (Larran et al., 2017Larran AS, Palmieri VE, Perotti VE, Lieber L, Tuesca D, Permingeat HR. Target-site resistance to acetolactate synthase (ALS)-inhibiting herbicides in Amarathus palmeri from Argentina. Pest Manag Sci. 2017;73(12):2578-84. Available from: https://doi.org/10.1002/ps.4662
https://doi.org/10.1002/ps.4662...
; Larran et al., 2018). Since then, there have been increasing reports of control failures in crops due of this weed. One of the main consequences of weed resistance to herbicides is the increase in control costs, a fact that is often not emphasized in scientific journals, which can lead to increases of up to $100 ha-1 depending on the species (Adegas et al., 2017Adegas FS, Vargas L, Gazziero DLP, Karam D, Silva AF, Agostinetto D. [Economic impact of weed resistance to herbicides in Brazil]. Londrina: Embrapa Soja; 2017. Portuguese. Available from: https://www.sbcpd.org/uploads/trabalhos/impacto-economico-da-resistencia-de-plantas-daninhas-a-herbicidas-no-brasil-672.pdf
https://www.sbcpd.org/uploads/trabalhos/...
). By the time a farmer perceives crop failure or lack of control, the infestation has already affected at least 30% of the area (Orson, 1999Orson JH. The cost to the farmer of herbicide resistance. Weed Tech. 1999;13(3):607-11. Available from: https://doi.org/10.1017/S0890037X00046285
https://doi.org/10.1017/S0890037X0004628...
). Competition models predict soybean losses of around 60% with infestations of 10 plants m-2 of A. hybridus (Cousens, 1985Cousens R. A simple model relating yield loss to weed density. Ann App Biol. 1985;107(2):239-52. Available from: https://doi.org/10.1111/j.1744-7348.1985.tb01567.x
https://doi.org/10.1111/j.1744-7348.1985...
). A more recent study indicates a 6.4% loss in soybean yield for each A. hybridus plant m-2 in the crop (Zandoná et al., 2022Zandoná RR, Barbieri GF, Schmitz MF, Amarante AA, Göebel JGS, Agostinetto D. Economic threshold of smooth pigweed escaped from a herbicide program in roundup ready® soybean. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:amarathus002
https://doi.org/10.51694/AdvWeedSci/2022...
).
Chemical management has been widely used to control A. hybridus in soybean. However, repeated applications increase the selection pressure of herbicide-resistant biotypes. Herbicide molecules do not cause resistance but select individuals already resistant in a population (Markus et al., 2021Markus C, Barroso AAM, Dalazen G, Roncatto E, Merotto Júnior A. [Resistance of weed plants to herbicides]. In: Barroso AAM, Murata AT, editors. [Matology: study of weeds]. Jaboticabal: Fábrica da Palavra; 2021. Portuguese.).
A triple mutation in the enzyme enolpyruvylshikimate phosphate synthase (EPSPS) gene, providing a high level of glyphosate resistance has been reported in A. hybridus in Argentina (Perotti et al., 2019Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
). The substitution of amino acids at positions 102 (ACA to ATA, Thr to Ile), 103 (GCC to GTG, Ala to Val), and at position 106, the most widely recognized (CCA to TCA, Pro to Ser), makes the plant resistant to glyphosate and has also been reported in Brazil (Mathioni et al., 2022Mathioni SM, Oliveira C, Lemes LN, Ozório EG, Rosa DD. PCR-based assay to detect the EPSPS TAP-IVS substitution in Amaranthus hybridus. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003
https://doi.org/10.51694/AdvWeedSci/2022...
; Sulzbach et al., 2023Sulzbach E, Turra GM, Cutti L, Kroth LV, Tranel PJ, Merotto A et al. Smooth pigweed (Amaranthus hybridus) and unresolved Amaranthus spp. from Brazil resistant to glyphosate exhibit the EPSPS TAP-IVS substitution. Weed Sci. 2023;72(1):1-28. Available from: https://doi.org/10.1017/wsc.2023.70
https://doi.org/10.1017/wsc.2023.70...
). For A. hybridus, previous studies indicated resistance to glyphosate and ALS enzyme inhibitors in biotypes in Argentina (Larran et al., 2017Larran AS, Palmieri VE, Perotti VE, Lieber L, Tuesca D, Permingeat HR. Target-site resistance to acetolactate synthase (ALS)-inhibiting herbicides in Amarathus palmeri from Argentina. Pest Manag Sci. 2017;73(12):2578-84. Available from: https://doi.org/10.1002/ps.4662
https://doi.org/10.1002/ps.4662...
) and Brazil (Mathioni et al., 2022Mathioni SM, Oliveira C, Lemes LN, Ozório EG, Rosa DD. PCR-based assay to detect the EPSPS TAP-IVS substitution in Amaranthus hybridus. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003
https://doi.org/10.51694/AdvWeedSci/2022...
; Resende et al., 2022Resende LS, Christoffoleti PJ, Netto AG, Presoto JC, Nicolai M, Maschietto EHG, et al. Glyphosate-resistant smooth-pigweed (Amaranthus hybridus) in Brazil. Adv Weed Sci. 2022;40(spe2):1-6. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus005
https://doi.org/10.51694/AdvWeedSci/2022...
; Sulzbach et al., 2023Sulzbach E, Turra GM, Cutti L, Kroth LV, Tranel PJ, Merotto A et al. Smooth pigweed (Amaranthus hybridus) and unresolved Amaranthus spp. from Brazil resistant to glyphosate exhibit the EPSPS TAP-IVS substitution. Weed Sci. 2023;72(1):1-28. Available from: https://doi.org/10.1017/wsc.2023.70
https://doi.org/10.1017/wsc.2023.70...
).
To delay the evolution of resistance, integrated management is crucial. A study indicated that A. hybridus germinates at a temperature range between 30 and 40 °C (Talaee et al., 2023Talaee M, Rezvani M, Radmard M, Sindel BM. Influence of environmental factors on seed germination and seedling emergence of Amaranthus blitoides S. Watson and A. hybridus L. Weed Res. 2023;64(1):31-41. from: https://doi.org/10.1111/wre.12602
https://doi.org/10.1111/wre.12602...
), which is observed at RS state. Gazola (2021)Gazola T. [Effect of corn straw on weed emergence and on the dynamics and residual action of 2,4-D and dicamba] [thesis]. Botucatu: Universidade Estadual Paulista; 2021. Portuguese. Available from: https://repositorio.unesp.br/items/a773d75a-32c7-4d49-80b5-f2f7bcf649b5
https://repositorio.unesp.br/items/a773d...
obtained a 63.4% reduction in A. hybridus plants m-2 in a no tillage system after corn. In a two-year study conducted in Bagé (RS), Lamego et al. (2022Lamego FP, Polino RC, Schaedler CE, Hepp SS, Machado YMS. [Favored control]. Rev Cultivar. 2022;22(208):16-9. Portuguese.) observed that the presence of Italian ryegrass residue, significantly contributed to reducing the emergence of A. hybridus seedlings in soybean succession.
The use of pre-emergent herbicides has proven to be an interesting alternative for resistant A. hybridus control in soybean crops (Pedroso et al., 2020Pedroso RM, Avila Neto RC, Dourado Neto D. Pre-emergent herbicide application performed after crop sowing favors pigweed (Amaranthus spp.) and white-eye (Richardia brasiliensis) control in soybeans. Rev Bras Herb. 2020;19(1):1-9. Available from: https://doi.org/10.7824/rbh.v19i1.717
https://doi.org/10.7824/rbh.v19i1.717...
), allowing for their establishment in a weed-free area, thus minimizing competition. For A. hybridus, some herbicides have provided good control, such as combinations of [imazethapyr + flumioxazin], [sulfentrazone + diuron], or individual molecules such as flumioxazin and sulfentrazone (Brunetto, 2022Brunetto L. [Management of purple pigweed (Amaranthus hybridus) infesting summer agricultural crops] [dissertation]. Erechim: Universidade Federal da Fronteira Sul; 2022. Portuguese. Available from: https://rd.uffs.edu.br/bitstream/prefix/5539/1/BRUNETTO.pdf
https://rd.uffs.edu.br/bitstream/prefix/...
). Post-emergence few options are efficient and limited its early applications which target small plants (usually up to 10 cm).
New technologies involve the use of soybean cultivars resistant to choline salt 2,4-D (Enlist), as an alternative for A. hybridus control in heavily infested areas or especially when complementing pre-emergent herbicides. However, there have been reports of A. hybridus resistant to 2,4-D, dicamba, and glyphosate in Argentina (Dellaferrera et al., 2018Dellaferrera I, Cortés E, Panigo E, Prado RP, Christoffoleti P, Perreta M. First Report of Amaranthus hybridus with multiple resistance to 2,4-d, dicamba, and glyphosate. Agronomy. 2018;8(8):140-8. Available from: https://doi.org/10.3390/agronomy8080140
https://doi.org/10.3390/agronomy8080140...
), reinforcing the need for integrated management to delay premature loss of the tool.
The aim of this study was to investigate glyphosate resistance in A. hybridus biotypes from the southern half of RS, determining the resistance mechanism and proposing effective alternatives that promote integrated weed management. The hypothesis of the work is that biotypes of Amarathus hybridus in RS state are evolving as resistant to glyphosate herbicide due to mutation in the enzyme's target gene and integrated management based on alternative mechanisms of action can control resistant biotypes.
2. Materials and Methods
Seeds of suspected glyphosate-resistant A. hybridus were collected from the municipalities of: Aceguá (R1 - 31°45’43"S 54°16’42"W), Bagé (R2 - 31°18’40"S 54°01’15"W), and Rosário do Sul (R3 - 30°17’25"S 55°03’20"W) in RS, in 2019/20. Susceptible seeds from Bagé (S1 - 31°32’27"S 54°07’16"W) and Pedras Altas (S2 – 31°55’01"S 53°52’33"W), RS, were used as controls. The R1, R2 and R3 seeds were harvested in bulk from 5 to 10 plants that survived application of glyphosate in the field. S1 and S2 seeds were harvested the same way in areas without previous herbicide use.
2.1 Resistance confirmation: dose-response curves
Seeds were germinated in pots (300 ml) filled with soil and commercial soil mixture, in the greenhouse of Embrapa Pecuária Sul, Bagé (RS). When the plants reached the 2-4 leaf stage, they were sprayed. The study was in a completely randomized design (CRD), with four replications.
The treatments were arranged in a factorial scheme, where factor A consisted of the A. hybridus biotypes (R1, R2, R3, S1, and S2), and factor B the herbicide doses (glyphosate): 0; 0.125; 0.25; 0.5; 1; 1.5; 2; 2.5; and 3x the recommended dose of 720 g a.e ha-1 each. The treatments were applied with a CO2-pressurized backpack sprayer, with 110.015 fan type nozzles, spaced 50 cm apart, at a constant pressure of 210 KPa, adjusted to a spray volume of 140 L ha-1. Shoot dry matter (SDM) was determined 28 days after application (DAA), by drying the plant material in an oven at 60 °C until reaching constant mass.
2.2 Investigation of EPSPS target site mutations
Two leaves from individual three plants of A. hybridus biotypes confirmed as resistant (R1, R2, and R3) and susceptible (S1) to glyphosate were collected for DNA extraction at the Embrapa Clima Temperado Molecular Biology Laboratory, Pelotas (RS). The CTAB protocol (Doyle & Doyle, 1990) was used, starting from 100 mg of leaves ground in liquid nitrogen. DNA samples were stored at -20 °C until further use.
Two primers were used to amplify partial EPSPS gene of A. hybridus, according to Perotti et al. (2019)Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
: Primer F: (5’- ATGTTGGACGCTCTCAGAACTCTTGGT-3’) and Primer R: (5’- TGAATTTCCTCCAGCAACGGCAA-3’). PCRs were performed with High-Fidelity DNA polymerase (Thermo Fisher, USA), and reactions were prepared as follows: 1 μL of 50 ng DNA, 0.4 μL of 10mM dNTPs, 1.2 μL of 2.5 nM MgCl2, 1 μL of 100 nM primers (each), 0.4 μL of 5U Taq polymerase (Platinum High Fidelity), 4 μL of 1X buffer, and milliQ H2O to 20 μL. The amplification program consisted of activation at 98 °C for 30 s, 35 cycles at 98 °C for 10 s, 57 °C for 10 s (anneling temperature), 72 °C for 1 min 10 s, 72 °C for 5 min, and a 4 °C hold. PCR products were subjected to 2% agarose gel electrophoresis, with 3 μL of PCR product and 4 μL containing gelred + bromophenol blue. The expected fragment was 195bp for EPSPs in A. hybridus as described by Perotti et al. (2019)Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
. Amplification products were sequenced using the Sanger method. Sequencing reads were aligned with a reference EPSPS from A. hybridus (GenBank, MH482844.1 and MH482843.1), as described by Perotti et al. (2019)Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
. Alignment was performed using BioEdit v1.11.2 software. Nucleotide sequences were translated and subsequently aligned to search for amino acid substitutions.
2.3 Management Alternatives
A field experiment was conducted in 2022/23 at Embrapa Pecuária Sul, in a randomized complete block design (RCBD), with four replications. During the winter season, the area was seeded with Italian ryegrass. Nineteen days before soybean sowing 1,080 g ae ha-1 of glyphosate + [168 + 345.60 g ai ha-1] of clethodim + fluroxypir-methyl + 0.5% v/v mineral oil were applied, in 200 L ha-1 of water solution. Soybeans were sown in 2×6m experimental units, on November 23, 2022. The following cultivars were used: BMX Torque I2X (5.7), BMX Vênus CE3 (5.7), and CZ15B70 IPRO/RR (5.7), tolerant, respectively, to glyphosate and dicamba; glyphosate, 2,4-D choline, and glufosinate-ammonium; and only to glyphosate. The treatments were applied using a CO2-pressurized backpack sprayer, at 2.3 bar pressure and a solution volume of 100 L ha-1 (Table 1).
Treatments applied for Amaranthus hybridus control. Embrapa Pecuária Sul, Bagé (RS), 2022/23.
A. hybridus counts were conducted at 30 DAA A and B across the entire plot (12 m2). To minimize the drought in 2022/23 season, the experimental area was irrigated four times with 25 mm.
A second run of the field experiment was conducted in 2023/24 at Embrapa Pecuária Sul, in a RCBD, with four replications. The conditions previously to soybean seeding were the same on 2022/23. Soybean cultivars were sown in 2×6m experimental units, on December 12, 2023. At this time, only cultivars BMX Torque I2X (5.7) and BMX Vênus CE3 (5.7) were used. Glufosinate-ammonium spray was adding as "Application C" (Table 2). The treatments were applied using a CO2-pressurized backpack sprayer, at 2.3 bar pressure and a solution volume of 100 L ha-1 (Table 2).
Treatments applied for Amaranthus hybridus control. Embrapa Pecuária Sul, Bagé (RS), 2023/24.
A. hybridus counts were conducted at 30 DAA of A, B and C applications across the entire plot (12 m2).
2.4 Statistical Analysis
Data from the dose response study were analyzed for homoscedasticity and submitted to analysis of variance (ANOVA). When statistically significant (p<0.05), data were adjusted to the log-logistic nonlinear regression model using SigmaPlot 12.0 software (Sigmaplot, 2012), and GR50 values were calculated from the parameters of the equation (Seefeldt et al., 1995Seefeldt SS, Jensen SE, Fuerst EP. Log-logistic analysis of herbicide dose-response relationship. Weed Technol. 1995;9(2):218-27. Available from: https://doi.org/10.1017/S0890037X00023253
https://doi.org/10.1017/S0890037X0002325...
), which relates plant response (shoot dry mass) to the herbicide dose. Values were adjusted to the logistic-type sigmoid regression equation: , where: y = control percentage; x = herbicide dose; and a, x0 and b equation parameters, where a is the difference between the maximum and minimum points on the curve, x0, the dose providing 50% of the variable response, and b the curve gradient. The resistance factor (RF) was calculated by the ratio between GR50 of the resistant and susceptible accessions.
Data from the field studies were analyzed for homoscedasticity and submitted to ANOVA. When needed, data transformation was done. If significance was found (p<0.05), Duncan's mean test was conducted using RStudio software (R Core Team, 2023R Core Team. R: a language and environment for statistical computing. Vienna: R Foundation for Statistical Computing; 2023[access January 25, 2024]. Available from: https://www.R-project.org/
https://www.R-project.org/...
).
3. Results and Discussion
3.1 Dose-Response Curve
The resistance of the three A. hybridus biotypes to the glyphosate herbicide (R1, R2, and R3) was confirmed (Figure 1). In a comparison with two susceptible biotypes (S1 and S2), biotype R1 demonstrated highest levels of resistance (Figure 1). For R1, RF was equivalent to 12.69x when compared to S1 and 30.29x when compared to S2 biotypes. For biotype R2, RF were lower, although still confirming glyphosate resistance (Figure 1, Table 3). However, biotype R3 behaved differently from the others; the values obtained were not adjustable to a dose-response curve but showed a hormetic behavior (data not shown).
Dose-response curve analysis in biotypes of A. hybridus from the state of Rio Grande do Sul, Brazil: S1-Bagé, S2-Pedras Altas, R1-Aceguá, R2-Bagé, R3-Rosário do Sul. Embrapa Pecuária Sul, Bagé (RS), 2019/20
Statistical parameters of glyphosate dose-response curve analysis in Amaranthus hybridus biotypes. Embrapa Pecuária Sul, Bagé (RS), 2019/20
3.2 Mechanism of Resistance
The partial sequences of the EPSPS gene from R1 and R2 biotypes confirmed as glyphosate resistance (dose-response studies) were aligned. Even not statistically confirmed in the dose-response trials, we opted to keep analyzing the R3 biotype on further analyses. The biotype S1 was aligned and compared to the sequences deposited in GenBank (MH82843.1 and MH 482844.1, respectively for resistant and susceptible A. hybridus, described by Perotti et al. (2019)Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
.
The three populations R1, R2, and R3 (Figure 2) evaluated in this study exhibit triple mutation (TAP-IVS) in the EPSPS gene, first reported in Argentina (Perotti et al., 2019Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
), but already confirmed in biotypes from RS and Paraná (PR) states (Mathioni et al., 2022Mathioni SM, Oliveira C, Lemes LN, Ozório EG, Rosa DD. PCR-based assay to detect the EPSPS TAP-IVS substitution in Amaranthus hybridus. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003
https://doi.org/10.51694/AdvWeedSci/2022...
; Sulzbach et al., 2023Sulzbach E, Turra GM, Cutti L, Kroth LV, Tranel PJ, Merotto A et al. Smooth pigweed (Amaranthus hybridus) and unresolved Amaranthus spp. from Brazil resistant to glyphosate exhibit the EPSPS TAP-IVS substitution. Weed Sci. 2023;72(1):1-28. Available from: https://doi.org/10.1017/wsc.2023.70
https://doi.org/10.1017/wsc.2023.70...
). The high resistance levels found in three populations from Ponta Grossa (PR) (RF between 13 and 15) also suggest that the same triple mutation may be occurring (Resende et al., 2022Resende LS, Christoffoleti PJ, Netto AG, Presoto JC, Nicolai M, Maschietto EHG, et al. Glyphosate-resistant smooth-pigweed (Amaranthus hybridus) in Brazil. Adv Weed Sci. 2022;40(spe2):1-6. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus005
https://doi.org/10.51694/AdvWeedSci/2022...
).
Alignment of partial EPSPS sequences from Amaranthus hybridus biotypes. R1 = Aceguá, R2 = Bagé, R3 = Rosário do Sul, and S = Bagé. Reference sequences: MH48244.1 as susceptible and MH482843.1 as resistant (Genbank, Perotti et al., 2019Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303... )
The most found mutation in EPSPS (P106S) was first observed in Eleusine indica and later in other weed species; it provides a low resistance level (Baerson et al., 2002Baerson SR, Rodriguez DJ, Tran M, Feng YM, Biest NA, Dill GM. Glyphosate-resistant goosegrass: identification of a mutation in the target enzyme 5-enolpyruvylshikimate-3-phosphate synthase. Plant Physiol. 2002;129(3):1265-75. Available from: https://doi.org/10.1104/pp.001560
https://doi.org/10.1104/pp.001560...
). Subsequently, double mutations known as TIPS (T102I + P106S) were reported to have a high resistance level (Han et al., 2017Han H, Vila-Aiub MM, Jalaludin A, Yu Q, Powles SB. A double EPSPS gene mutation endowing glyphosate resistance shows a remarkably high resistance cost. Plant Cell Environ. 2017;40(12): 3031-42. Available from: https://doi.org/10.1111/pce.13067
https://doi.org/10.1111/pce.13067...
). Finally, the TVA-IVS triple mutation (T102I, A103V, and P106S) found in this work also exhibits high resistance (Perotti et al., 2019Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
), and although rare, has been observed in Brazilian populations of A. hybridus (Mathioni et al., 2022Mathioni SM, Oliveira C, Lemes LN, Ozório EG, Rosa DD. PCR-based assay to detect the EPSPS TAP-IVS substitution in Amaranthus hybridus. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003
https://doi.org/10.51694/AdvWeedSci/2022...
; Sulzbach et al., 2023Sulzbach E, Turra GM, Cutti L, Kroth LV, Tranel PJ, Merotto A et al. Smooth pigweed (Amaranthus hybridus) and unresolved Amaranthus spp. from Brazil resistant to glyphosate exhibit the EPSPS TAP-IVS substitution. Weed Sci. 2023;72(1):1-28. Available from: https://doi.org/10.1017/wsc.2023.70
https://doi.org/10.1017/wsc.2023.70...
). Thus, according to our results, we believe the TVA-IVS triple mutation is the principal mechanism of glyphosate resistance in the A. hybridus biotypes evaluated. However, we cannot highlight the influence of other mechanisms since we did not investigate them.
Of the three resistant populations assessed, R3 did not show multiple resistance to ALS inhibitors, being controlled by chlorimuron (20 g ha-1) and imazethapyr (106 g ha-1) in post-emergence (Lamego et al., 2021Lamego FP, Bastiani MO, Polino RC, Langer CO, Oliveira ML. [Resistant pigweed]. Rev Cultivar. 2021;21(267):14-7. Portuguese.). However, the same test showed that biotypes R1 and R2, respectively, are not controlled by the same herbicides. In this study, primers from the literature were used (Larran et al., 2017Larran AS, Palmieri VE, Perotti VE, Lieber L, Tuesca D, Permingeat HR. Target-site resistance to acetolactate synthase (ALS)-inhibiting herbicides in Amarathus palmeri from Argentina. Pest Manag Sci. 2017;73(12):2578-84. Available from: https://doi.org/10.1002/ps.4662
https://doi.org/10.1002/ps.4662...
), partial sequences of the ALS gene were amplified in the three resistant (R1, R2, and R3) and susceptible (S1) biotypes. The results were inconclusive, and further analysis is ongoing.
3.3 Management Alternatives
Field experiments will be presented separated once there is an additional treatment in 2023/24. It is important to highlight that drought was reported in 2022/23, which was not in 2023/24 (Figure 3). To minimize the drought stress, the experimental area was irrigated four times (in a volume of 25 mm each time) in 2022/23.
Precipitation (mm) during the soybean cycle, recorded: A) from soybean seeding (November, 2022) until harvest (April, 2023); B) from soybean seeding (December, 2023) until harvest (May, 2024), according to the Brazilian National Meteorology Institute (INMET)
The most effective A. hybridus control in 2022/23 experiment, was observed in treatments with post-emergence application of choline salt of 2,4-D, preceded by sulfentrazone + diuron in pre-emergence (Table 4). A. hybridus control was ineffective in treatments with dicamba, without 2,4-D application, and/or alternative options to glyphosate in post-emergence. A. hybridus stands out for its emergence throughout the soybean cycle, making the use of pre-emergence applied herbicides (PRE) and their residual effect essential, complemented by post-emergent control. Brunetto (2022Brunetto L. [Management of purple pigweed (Amaranthus hybridus) infesting summer agricultural crops] [dissertation]. Erechim: Universidade Federal da Fronteira Sul; 2022. Portuguese. Available from: https://rd.uffs.edu.br/bitstream/prefix/5539/1/BRUNETTO.pdf
https://rd.uffs.edu.br/bitstream/prefix/...
) achieved good A. hybridus control indices with PRE sulfentrazone + diuron application. Additionally, 2,4-D showed control above 80%.
Amaranthus hybridus per square meter at 30 days after application (DAA) of treatments A and B, and at soybean pre-harvest. CPPSul, Bagé/RS, 2022/23.
PRE sulfentrazone + diuron combined with glufosinate-ammonium, and post-emergent application of 2,4-D choline salt resulted in the highest grain yield (3,457 kg ha-1) (data not shown). Nevertheless, this result reflects the best treatments observed for A. hybridus control (Table 4). Glufosinate-ammonium sprayed with soybean sowing and glyphosate + fomesafen in post-emergence, did not control A. hybridus efficiently, resulting in the lowest soybean yield (1,989 kg ha-1) (data not shown).
In 2023/24, glufosinate-ammonium spray was added (application C - 8 DAA application B), after some treatments (Table 5). The most effective A. hybridus control were observed with post-emergence application of choline salt of 2,4-D or preceded by sulfentrazone + diuron in pre-emergence. The addition of glufosinate-ammonium sprayed 8 DAA of application B may help with control but it is not mandatory if spraying 2,4-D or PRE sulfentranzone + diuron previoulsy. Glufosinate-ammonium is efficient in A. hybridus control and applied on soybean seeding and later (V4-V5 soybean growth stages mixed with glyphosate) was also very efficient, not being required another spray (application C).
A. hybridus per square meter at 30 days after application (DAA) of treatments A and B. CPPSul, Bagé/RS, 2023/24.
The technology involving the post-emergent soybean herbicide Enlist® containing 2,4-D (choline salt) is an important tool in mitigating high A. hybridus infestation, ensuring a harvest without adverse effects on yield and reinfestation. Pre-emergent herbicides have been an important management tool for resistant A. hybridus, since they reduce the number of plants that will need post-emergent management. However, using glufosinate-ammonim at seeding time and mixed with glyphosate at V4-V5 soybean growth stage is also important to A. hybridus resistance control.
3.4 Perspectives
The resistance of A. hybridus to glyphosate is widespread in the South of RS and rapidly advancing throughout the state. In addition to weed characteristics such as high prolificacy, which favors seed dissemination, and gene flow (Tranel et al., 2002Tranel PJ, Wassom JJ, Jeschke MR, Rayburn AL. Transmission of herbicide resistance from a monoecious to a dioecious weedy Amaranthus species. Theor Appl Genet. 2002;105:674-9. Available from: https://doi.org/10.1007/s00122-002-0931-3
https://doi.org/10.1007/s00122-002-0931-...
; Sulzbach et al., 2023Sulzbach E, Turra GM, Cutti L, Kroth LV, Tranel PJ, Merotto A et al. Smooth pigweed (Amaranthus hybridus) and unresolved Amaranthus spp. from Brazil resistant to glyphosate exhibit the EPSPS TAP-IVS substitution. Weed Sci. 2023;72(1):1-28. Available from: https://doi.org/10.1017/wsc.2023.70
https://doi.org/10.1017/wsc.2023.70...
), the failure to clean agricultural machinery, especially harvesters, may be one of the important factors contributing to exacerbating the problem. The situation observed in Argentina, where the sharing of machinery possibly spread R biotypes to other regions, strengthens this hypothesis (Perotti et al., 2019Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
https://doi.org/10.1002/ps.5303...
). The recent case of Amaranthus palmeri, a quarantine pest, in cotton machines in Brazil imported from the USA (MAPA, 2021), also reinforces this alarming scenario. Producers should consider this factor a priority, since the cost of prevention is always lower than the solution to resistance (Adegas et al., 2017Adegas FS, Vargas L, Gazziero DLP, Karam D, Silva AF, Agostinetto D. [Economic impact of weed resistance to herbicides in Brazil]. Londrina: Embrapa Soja; 2017. Portuguese. Available from: https://www.sbcpd.org/uploads/trabalhos/impacto-economico-da-resistencia-de-plantas-daninhas-a-herbicidas-no-brasil-672.pdf
https://www.sbcpd.org/uploads/trabalhos/...
).
The triple mutation found in glyphosate-resistant biotypes reinforces the fact that the change of herbicide mechanisms of action is essential; RR soybean technology has resulted in significant improvements but has also caused a certain "complacency" in weed management. Crop rotation in areas heavily infested with A. hybridus is a feasible option; the cultivation of maize, sorghum, or summer forages such as Sudan grass, common in the southern half of RS, allows the use of alternative molecules such as atrazine. However, it is important to emphasize the need for planning because there are already reports of A. hybridus evolution resistant to atrazine (Maertens et al., 2004Maertens KD, Sprague CL, Tranel PJ, Hines RA. Amaranthus hybridus populations resistant to triazine and acetolactate synthase-inhibiting herbicides. Weed Res. 2004;44(1):21-6. Available from: https://doi.org/10.1046/j.1365-3180.2003.00368.x
https://doi.org/10.1046/j.1365-3180.2003...
).
Integrated systems with crop cultivation in summer and livestock farming in winter are part of the agricultural scenario of the southern half of RS. Livestock grazing residue can be combined with A. hybridus management and the use of PRE, provided there is remaining plant matter (residue). Field technician reports demonstrate that when the livestock area is handed over to the "plower" in the leasing system, there is scarcely any physical barrier to contribute to integrated management (lack of residue). Previous studies confirm how crop residue can contribute within the logic of integrated management (Lamego et al., 2022Lamego FP, Polino RC, Schaedler CE, Hepp SS, Machado YMS. [Favored control]. Rev Cultivar. 2022;22(208):16-9. Portuguese.).
Another point to consider is that cattle do not prefer A. hybridus seeds. However, the provision of hay contaminated with resistant A. hybridus seeds is indeed a problem and an opportunity to favor their dispersal via zoochory. Viero et al. (2018)Viero JLC, Schaedler CE, Azevedo EB, Santos JVA, Scalcon RM, David DB et al. Endozoochorous dispersal of seeds of weedy rice (Oryza sativa L.) and barnyardgrass (Echinochloa crus-galli L.) by cattle. Cienc Rural. 2018;48(8):1-6. Available from: https://doi.org/10.1590/0103-8478cr20170650
https://doi.org/10.1590/0103-8478cr20170...
demonstrated the potential for the dispersal of herbicide-resistant barnyardgrass (Echinochloa crus-galli) and red rice seeds via endozoochory. Additionally, Schaedler et al. (2021)Schaedler CE, Scalcon RM, Viero JLC, Chiapinotto DM, David DB, Rosa FQ et al. Endozoochorous seed dispersal of glyphosate-resistant Lolium multiflorum by cattle. J Agric Sci. 2021;159(3-4):243-8. Available from: https://doi.org/10.1017/S0021859621000484
https://doi.org/10.1017/S002185962100048...
found the potential for endozoochoric dispersal of ryegrass resistant to herbicide. A study coordinated by the same research group noted that A. hybridus seeds remain viable after passing through the digestive tract of cattle and birds (unpublished data).
Superior A. hybridus control was ensured when herbicide use was combined with straw residue from cover crops with higher shoot dry mass production (Italian ryegrass and rye) (Unpublished data). This emphasizes that cover crops, commonly cultivated at RS among soybean seasons, can contribute to A. hybridus suppression. This was confirmed by a study conducted with different cover crops (rye, oats, turnip, and Italian ryegrass) aimed at controlling species of the genus Amaranthus spp. in the USA, combined with herbicide use, showed potential for rye in an integrated herbicide management program (Loux et al., 2017).
The southern half of RS has expanded its soybean cultivation area driven by the commodity price. However, it is also a traditional area for irrigated rice. Albeit slowly, there is an entry or adaptation of A. hybridus plants to the wetter environments of lowland rice-growing areas. It is important to be aware of this adaptation, which can be rapid, since hybridization may occur between species of the genus Amaranthus, increasing genetic variability (Tranel et al., 2002Tranel PJ, Wassom JJ, Jeschke MR, Rayburn AL. Transmission of herbicide resistance from a monoecious to a dioecious weedy Amaranthus species. Theor Appl Genet. 2002;105:674-9. Available from: https://doi.org/10.1007/s00122-002-0931-3
https://doi.org/10.1007/s00122-002-0931-...
) and favoring their adaptation to new environments.
4. Conclusions
A. hybridus biotypes from southern RS exhibit triple mutations in the EPSPS gene as a mechanism of resistance to glyphosate. Alternative mechanisms of action such as 2,4-D choline salt in post-emergence in technology that allows its use, combined with pre-emergent application and cover crop residue in winter improve the management and reduce the exclusive dependence on chemical control that could lead to the evolution of new resistance cases. Other resistance mechanisms were not investigated in the present study and need further investigation.
-
Funding
This work was funded by resources from Embrapa project (n. 30.22.91.009.00.00) in partnership with Três Tentos Agroindustrial Ltda.
Acknowledgements
The authors would like to thank Fapergs (08/2022 - Programa de Apoio ao Desenvolvimento Científico-Tecnológico Regional no Estado do Rio Grande do Sul – Procorede Campanha and Probic) for the schollarships to Camila de O. Langer and Ygor M. S. Machado, and Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) for the schollarship to Júlia R. Nachtigall and the fellownship to the first author (Processo n. 311883/2020-6). The authors are also grateful for the laboratory support provided by Dr. Diana Zabala-Pardo, Dr. Elsa Kuhn Klumb, and MSc. Natércia Lobato Pinheiro Lima, and the field sample collection support provided by the technical team of 3Tentos Agroindustrial.
References
- Adegas FS, Vargas L, Gazziero DLP, Karam D, Silva AF, Agostinetto D. [Economic impact of weed resistance to herbicides in Brazil]. Londrina: Embrapa Soja; 2017. Portuguese. Available from: https://www.sbcpd.org/uploads/trabalhos/impacto-economico-da-resistencia-de-plantas-daninhas-a-herbicidas-no-brasil-672.pdf
» https://www.sbcpd.org/uploads/trabalhos/impacto-economico-da-resistencia-de-plantas-daninhas-a-herbicidas-no-brasil-672.pdf - Baerson SR, Rodriguez DJ, Tran M, Feng YM, Biest NA, Dill GM. Glyphosate-resistant goosegrass: identification of a mutation in the target enzyme 5-enolpyruvylshikimate-3-phosphate synthase. Plant Physiol. 2002;129(3):1265-75. Available from: https://doi.org/10.1104/pp.001560
» https://doi.org/10.1104/pp.001560 - Brunetto L. [Management of purple pigweed (Amaranthus hybridus) infesting summer agricultural crops] [dissertation]. Erechim: Universidade Federal da Fronteira Sul; 2022. Portuguese. Available from: https://rd.uffs.edu.br/bitstream/prefix/5539/1/BRUNETTO.pdf
» https://rd.uffs.edu.br/bitstream/prefix/5539/1/BRUNETTO.pdf - Cousens R. A simple model relating yield loss to weed density. Ann App Biol. 1985;107(2):239-52. Available from: https://doi.org/10.1111/j.1744-7348.1985.tb01567.x
» https://doi.org/10.1111/j.1744-7348.1985.tb01567.x - Dellaferrera I, Cortés E, Panigo E, Prado RP, Christoffoleti P, Perreta M. First Report of Amaranthus hybridus with multiple resistance to 2,4-d, dicamba, and glyphosate. Agronomy. 2018;8(8):140-8. Available from: https://doi.org/10.3390/agronomy8080140
» https://doi.org/10.3390/agronomy8080140 - Gazola T. [Effect of corn straw on weed emergence and on the dynamics and residual action of 2,4-D and dicamba] [thesis]. Botucatu: Universidade Estadual Paulista; 2021. Portuguese. Available from: https://repositorio.unesp.br/items/a773d75a-32c7-4d49-80b5-f2f7bcf649b5
» https://repositorio.unesp.br/items/a773d75a-32c7-4d49-80b5-f2f7bcf649b5 - Han H, Vila-Aiub MM, Jalaludin A, Yu Q, Powles SB. A double EPSPS gene mutation endowing glyphosate resistance shows a remarkably high resistance cost. Plant Cell Environ. 2017;40(12): 3031-42. Available from: https://doi.org/10.1111/pce.13067
» https://doi.org/10.1111/pce.13067 - Heap I. International database of herbicide-resistant weeds. Weedscience. 2024[access February 18, 2024]. Available from: https://www.weedscience.org/Pages/Species.aspx
» https://www.weedscience.org/Pages/Species.aspx - Lamego FP, Bastiani MO, Polino RC, Langer CO, Oliveira ML. [Resistant pigweed]. Rev Cultivar. 2021;21(267):14-7. Portuguese.
- Lamego FP, Polino RC, Schaedler CE, Hepp SS, Machado YMS. [Favored control]. Rev Cultivar. 2022;22(208):16-9. Portuguese.
- Larran AS, Palmieri VE, Perotti VE, Lieber L, Tuesca D, Permingeat HR. Target-site resistance to acetolactate synthase (ALS)-inhibiting herbicides in Amarathus palmeri from Argentina. Pest Manag Sci. 2017;73(12):2578-84. Available from: https://doi.org/10.1002/ps.4662
» https://doi.org/10.1002/ps.4662 - Maertens KD, Sprague CL, Tranel PJ, Hines RA. Amaranthus hybridus populations resistant to triazine and acetolactate synthase-inhibiting herbicides. Weed Res. 2004;44(1):21-6. Available from: https://doi.org/10.1046/j.1365-3180.2003.00368.x
» https://doi.org/10.1046/j.1365-3180.2003.00368.x - Markus C, Barroso AAM, Dalazen G, Roncatto E, Merotto Júnior A. [Resistance of weed plants to herbicides]. In: Barroso AAM, Murata AT, editors. [Matology: study of weeds]. Jaboticabal: Fábrica da Palavra; 2021. Portuguese.
- Mathioni SM, Oliveira C, Lemes LN, Ozório EG, Rosa DD. PCR-based assay to detect the EPSPS TAP-IVS substitution in Amaranthus hybridus Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003
» https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus003 - Orson JH. The cost to the farmer of herbicide resistance. Weed Tech. 1999;13(3):607-11. Available from: https://doi.org/10.1017/S0890037X00046285
» https://doi.org/10.1017/S0890037X00046285 - Pedroso RM, Avila Neto RC, Dourado Neto D. Pre-emergent herbicide application performed after crop sowing favors pigweed (Amaranthus spp.) and white-eye (Richardia brasiliensis) control in soybeans. Rev Bras Herb. 2020;19(1):1-9. Available from: https://doi.org/10.7824/rbh.v19i1.717
» https://doi.org/10.7824/rbh.v19i1.717 - Penckowski LH, Maschietto EHG, Borsato EF, Adegas FS, Moreira LSO, Bianchi MA et al. [Alert! The number of crops with Amaranthus hybridus resistant to the herbicide glyphosate is growing in southern Brazil: the first step is knowing how to identify this species!]. Rev FABC. 2020;9(39);9-12. Portuguese.
- Perotti VE, Larran AS, Palmieri VE, Martinatto AK, Alvarez, CE, Tuesca D et al. A novel triple amino acid substitution in the EPSPS found in a high-level glyphosate resistant Amaranthus hybridus population from Argentina. Pest Mana Sci. 2019;75(5):1242-51. Available from: https://doi.org/10.1002/ps.5303
» https://doi.org/10.1002/ps.5303 - R Core Team. R: a language and environment for statistical computing. Vienna: R Foundation for Statistical Computing; 2023[access January 25, 2024]. Available from: https://www.R-project.org/
» https://www.R-project.org/ - Resende LS, Christoffoleti PJ, Netto AG, Presoto JC, Nicolai M, Maschietto EHG, et al. Glyphosate-resistant smooth-pigweed (Amaranthus hybridus) in Brazil. Adv Weed Sci. 2022;40(spe2):1-6. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:Amaranthus005
» https://doi.org/10.51694/AdvWeedSci/2022;40 - Schaedler CE, Scalcon RM, Viero JLC, Chiapinotto DM, David DB, Rosa FQ et al. Endozoochorous seed dispersal of glyphosate-resistant Lolium multiflorum by cattle. J Agric Sci. 2021;159(3-4):243-8. Available from: https://doi.org/10.1017/S0021859621000484
» https://doi.org/10.1017/S0021859621000484 - Seefeldt SS, Jensen SE, Fuerst EP. Log-logistic analysis of herbicide dose-response relationship. Weed Technol. 1995;9(2):218-27. Available from: https://doi.org/10.1017/S0890037X00023253
» https://doi.org/10.1017/S0890037X00023253 - Sulzbach E, Turra GM, Cutti L, Kroth LV, Tranel PJ, Merotto A et al. Smooth pigweed (Amaranthus hybridus) and unresolved Amaranthus spp. from Brazil resistant to glyphosate exhibit the EPSPS TAP-IVS substitution. Weed Sci. 2023;72(1):1-28. Available from: https://doi.org/10.1017/wsc.2023.70
» https://doi.org/10.1017/wsc.2023.70 - Talaee M, Rezvani M, Radmard M, Sindel BM. Influence of environmental factors on seed germination and seedling emergence of Amaranthus blitoides S. Watson and A. hybridus L. Weed Res. 2023;64(1):31-41. from: https://doi.org/10.1111/wre.12602
» https://doi.org/10.1111/wre.12602 - Tranel PJ, Wassom JJ, Jeschke MR, Rayburn AL. Transmission of herbicide resistance from a monoecious to a dioecious weedy Amaranthus species. Theor Appl Genet. 2002;105:674-9. Available from: https://doi.org/10.1007/s00122-002-0931-3
» https://doi.org/10.1007/s00122-002-0931-3 - Velini ED, Osipe R, Gazziero DLP. [Procedures for setting up, evaluating and analyzing herbicide experiments]. Londrina: Sociedade Brasileira da Ciência de Plantas Daninhas, 1995. Portuguese[access January 25, 2024]. Available from: https://www.bdpa.cnptia.embrapa.br/consulta/
» https://www.bdpa.cnptia.embrapa.br/consulta/ - Viero JLC, Schaedler CE, Azevedo EB, Santos JVA, Scalcon RM, David DB et al. Endozoochorous dispersal of seeds of weedy rice (Oryza sativa L.) and barnyardgrass (Echinochloa crus-galli L.) by cattle. Cienc Rural. 2018;48(8):1-6. Available from: https://doi.org/10.1590/0103-8478cr20170650
» https://doi.org/10.1590/0103-8478cr20170650 - Zandoná RR, Barbieri GF, Schmitz MF, Amarante AA, Göebel JGS, Agostinetto D. Economic threshold of smooth pigweed escaped from a herbicide program in roundup ready® soybean. Adv Weed Sci. 2022;40(spe2):1-7. Available from: https://doi.org/10.51694/AdvWeedSci/2022;40:amarathus002
» https://doi.org/10.51694/AdvWeedSci/2022;40:amarathus002
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Publication Dates
-
Publication in this collection
28 Oct 2024 -
Date of issue
2024
History
-
Received
20 May 2024 -
Accepted
18 Sept 2024