Commercial production of genetically modified crops (GM), either herbicide or insect tolerant, commenced in the 1990s (Dill et al., 2008; Shütte et al., 2017). Herbicide tolerance of GM crops to broad spectrum herbicides containing glyphosate (N-phosphonomethyl) as the active substance is the predominant trait of these crops (Newman et al., 2016). Among glyphosate tolerant crops grown globally, soybean (
Glyphosate is often regarded as an environmentally-friendly pesticide due to its low mammalian toxicity, relatively short environmental half-life and very low activity in soil due to its binding to soil minerals (Duke and Powles, 2008; Cerdeira and Duke, 2010). However, the increasing cultivation of glyphosate tolerant crops has raised a wide range of concerns such as its effects on non-target micro-organisms, e.g., nematodes in the soil (Zhao et al., 2013; Allegrini et al., 2015; Newman et al., 2016). Nematodes play a crucial role in important ecosystem services such as nutrient recycling and decomposition, suppression of pathogenic microorganisms, and biodegradation of harmful compounds (Bongers and Bongers, 1998; Ferris et al., 1998; Neher, 2001; Wardle et al., 2005). As a result, changes in nematode community composition (assemblage) may have a substantial impact on the ecosystem functioning (Wada et al., 2011; Fraschetti et al., 2016).
Information about the non-target effects of glyphosate on soil nematodes is scarce and not well documented. More important, often inconclusive and/or conflicting effects of glyphosate on nematode assemblages are reported. Only six scientific reports could be found that dealt with the effects of glyphosate on nematodes. The majority of these focused on the effects that glyphosate has on plant-parasitic nematodes (Osman and Viglierchio, 1981; Vega et al., 1993; Yang et al., 2002, Liphadzi et al., 2005; Cerdeira et al., 2007; Noel and Wax, 2009). Liphadzi et al. (2005), however, reported that different glyphosate dosages had no effect on non-parasitic nematode densities in a growth chamber experiment.
No information on the effects of glyphosate on, or its association with either plant-parasitic or terrestrial non-parasitic nematodes (generally referred to as beneficial or free-living), is available for South African agricultural production areas. Therefore, the main aims of this study were to (i) identify terrestrial, non-parasitic nematode assemblages in commercial soybean fields where glyphosate has been applied regularly versus not applied for at least 5 years prior to this study and (ii) examine whether glyphosate application affected such nematode assemblages in a 2 year soybean-maize cropping system.
During the 2011/12 growing season, rhizosphere soil was collected from soybean plants that were cultivated at eight local fields. Four of these fields were planted with glyphosate-tolerant and four with conventional soybean cultivars (Fig. 1), representing the two soybean ecosystems. Concurrently, soil samples were also collected from a third ecosystem, viz. natural vegetation (representing a reference system) either adjacent to, or within 50 to 100 m from the soybean fields sampled. From each of these three ecosystems, at each sampling locality 80 rhizosphere soil samples were collected, pooled and 20 sub-samples examined.
Glyphosate had been applied continuously for a minimum of 5 years prior to our study in the fields where glyphosate-tolerant soybean and/or maize cultivars were cultivated. However, in the fields planted with conventional soybean no glyphosate-tolerant cultivars were grown and no glyphosate applied for at least 5 years prior this study or never before. No crop cultivation has taken place for at least 10 years prior to this study in the areas where the natural vegetation was sampled.
During the 2012/13 growing season, the same fields sampled during the preceding season were sampled again as well as nine additional fields and adjacent natural vegetation (Fig. 1). Five of these additional fields were planted with glyphosate-tolerant and four with conventional soybean cultivars, with information about the soybean cultivar planted, crop history and soil properties for each field sampled are supplied (Table 1). Soil properties for each site were determined by the EcoAnalitica Laboratory of North-West University (NWU, Potchefstroom) using internationally-accredited protocols (Walkey and Black, 1947; Bouyoucos, 1962; Beretta et al., 2014). Mean rainfall and temperature data, obtained from the database of the Agricultural Research Council, Institute for Soil, Climate and Water, AgroClimatology for each site, from planting of the soybean crops until nematode sampling are also listed (Table 2). Rip and till was the soil cultivation practice used in all soybean fields sampled.
Soybean cultivar planted at each soybean field, crop history, and selected soil chemical and physical properties of each field where plant-parasitic nematodes from roots and rhizosphere soil samples were collected during the 2011/12 and 2012/13 growing seasons.
Soil chemical properties | Soil physical properties | ||||||||||||
Sampling season | Locality | Ecosystem and cultivar | Crop history | pH (H2O) | Ca | Mg | K | Na | P | % Sand | % Silt | % Clay | % total C |
2011/12 and 2012/13 | Bothaville | Glyphosate-tolerant soybean (PAN1664R) | Maize/Sunflower | 6.48 | 381 | 107 | 205 | 0.5 | 204 | 94.7 | 0.7 | 4.6 | 0.21 |
2012/13 | Glyphosate-tolerant soybean (PAN1664R) | Maize/Sunflower | 6.48 | 437 | 81 | 170 | 0.5 | 170 | 94.5 | 0.7 | 4.8 | 0.10 | |
2011/12 and 2012/13 | Conventional soybean (Egret) | Maize/Sunflower | 6.89 | 581 | 81 | 246 | 1 | 166 | 92.6 | 0.7 | 6.7 | 0.23 | |
2012/13 | Conventional soybean (Egret) | Maize/Sunflower | 6.43 | 374 | 96 | 203 | 0.5 | 203 | 94.6 | 0.7 | 4.7 | 0.22 | |
2011/12 and 2012/13 | Natural vegetation (grass) | 6.77 | 446 | 78 | 194 | 0.5 | 169 | 94.5 | 0.7 | 4.7 | 0.21 | ||
2011/12 and 2012/13 | Natural vegetation (grass) | 6.06 | 574 | 165 | 400 | 5 | 252 | 89.6 | 3.4 | 7 | 1.5 | ||
2011/12 and 2012/13 | Brits | Glyphosate-tolerant soybean (PAN1583R) | Maize/Sunflower | 7.28 | 1,434 | 304 | 497 | 2 | 500 | 79.9 | 5.5 | 14.6 | 1.36 |
2011/12 and 2012/13 | Conventional soybean (Egret) | Soybean/Wheat | 7.49 | 1,699 | 346 | 291 | 58.5 | 399. | 81.4 | 7.6 | 11 | 0.76 | |
2011/12 and 2012/13 | Natural vegetation (grass) | 7.11 | 2,840 | 559 | 417 | 91.5 | 509 | 58.3 | 12.4 | 29.2 | 1.51 | ||
2011/12 and 2012/13 | Natural vegetation (grass) | 7.6 | 3,206 | 636 | 342 | 98 | 53 | 74.1 | 9.1 | 16.8 | 3.95 | ||
2012/13 | Edenville | Glyphosate-tolerant soybean (PAN1664R) | Soybean | 6.15 | 1,486 | 401 | 419 | 60.5 | 40 | 59.3 | 19.1 | 21.6 | 0.20 |
2012/13 | Conventional soybean (Superboon) | Soybean | 4.97 | 512 | 213 | 292 | 9.5 | 118 | 70.7 | 9.3 | 20 | 0.49 | |
2012/13 | Natural vegetation (grass) | 5.92 | 396 | 67 | 268 | 3 | 93 | 85.9 | 3.4 | 10.7 | 3.89 | ||
2012/13 | Natural vegetation (grass) | 5.64 | 222 | 52 | 271 | 1.5 | 86 | 86.6 | 3.2 | 10.1 | 0.34 | ||
2011/12 and 2012/13 | Marble Hall | Glyphosate-tolerant soybean (PAN1454R) | Maize/Soybean | 6.09 | 666 | 228 | 390 | 20 | 402 | 84.9 | 6.7 | 8.4 | 0.56 |
2012/13 | Glyphosate-tolerant soybean (LS6164R) | Maize/Soybean | 6.64 | 541 | 149 | 146 | 23 | 118 | 91 | 3.7 | 5.1 | 0.84 | |
2012/13 | Glyphosate-tolerant soybean (LS6164R) | Maize/Soybean | 6.07 | 826 | 212 | 291 | 176 | 336 | 88.7 | 3.7 | 7.6 | 0.40 | |
2011/12 and 2012/13 | Conventional soybean (Egret) | Soybean | 7.05 | 1,001 | 402 | 390 | 34.5 | 67 | 78.6 | 8.7 | 12.7 | 0.58 | |
2012/13 | Conventional soybean (MC555) | Soybean | 6.62 | 1,012 | 244 | 509 | 14.5 | 156 | 91.2 | 3.7 | 5.1 | 1.76 | |
2011/12 and 2012/13 | Natural vegetation (grass) | 6.83 | 968 | 238 | 346 | 35.5 | 151 | 69.2 | 9.3 | 21.5 | 1.8 | ||
2011/12 and 2012/13 | Natural vegetation (grass) | 6.52 | 455 | 104 | 192 | 24.5 | 164 | 86.1 | 1.4 | 12.6 | 0.54 | ||
2011/12 and 2012/13 | Natural vegetation (grass) | 5.93 | 810 | 121 | 375 | 25 | 419 | 83.7 | 3.8 | 12.5 | 2.54 | ||
2012/13 | Viljoens-kroon | Glyphosate-soybean tolerant (PAN1583R) | Maize/Soybean | 6.82 | 381 | 96 | 330 | 5 | 295 | 94.1 | 1.2 | 4.7 | 0.2 |
2012/13 | Natural vegetation (grass) | 6.14 | 433 | 195 | 370 | 9.5 | 227 | 84.4 | 5.9 | 9.7 | 1.14 | ||
2011/12 and 2012/13 | Winterton | Glyphosate-tolerant soybean (PAN6164R) | Soybean | 5.67 | 1,782 | 400.5 | 381 | 20.5 | 85 | 81.2 | 10.4 | 8.5 | 2.49 |
2012/13 | Conventional soybean (Mukwa) | Maize/ Soybean | 6.33 | 1,565 | 198 | 182 | 2 | 390 | 78.8 | 12.9 | 8.4 | 1.3 | |
2011/12 and 2012/13 | Conventional soybean (Mukwa) | Maize/Soybean | 5.92 | 1,827 | 139 | 551 | 5.5 | 532 | 44.8 | 38.4 | 16.7 | 2.77 | |
2011/12 and 2012/13 | Natural vegetation (grass) | 6.85 | 751 | 120 | 86 | 0.5 | 335 | 61.4 | 23.3 | 15.3 | 1.62 | ||
2011/12 and 2012/13 | Natural vegetation (grass) | 5.65 | 887 | 208 | 295 | 4.5 | 358 | 45.9 | 31.4 | 22.8 | 2.59 |
Average temperature and rainfall figures for the 28 sites where a nematode survey was conducted during the 2011/12 and 2012/13 growing seasons.
Temperature (°C) | ||||
---|---|---|---|---|
Locality and province | Growing season | Min. | Max. | Rainfall (mm) |
Bothaville (Free State) | 2011/12 | 13 | 26 | 272 |
2012/13 | 14 | 30 | 255 | |
Brits (North West) | 2011/12 | 16 | 33 | 414 |
2012/13 | 16 | 32 | 365 | |
Edenville (Free State) | 2012/13 | 16 | 32 | 303 |
Marble Hall (Mpumalanga) | 2011/12 | 18 | 31 | 402 |
2012/13 | 18 | 35 | 353 | |
Viljoenskroon (Free State) | 2012/13 | 14 | 31 | 373 |
Winterton (Kwa-Zulu Natal) | 2011/12 | 14 | 30 | 409 |
2012/13 | 14 | 30 | 417 |
Nematodes were extracted from 200 g soil samples using the decanting and sieving method (Hooper et al., 2005), and counted and identified to genus level using a 1-ml Hawksley slide and light microscope (1,000 × magnification) (Doncaster et al., 1967). This process was repeated once for each sample and the mean of the two counts were used for data analyses. At least 30 individuals from each genus per sample were, after counting, fixed in a heated formaldehyde-propionic-acid-water (FPG) solution (100 ml of a 40% formalin solution, 10 ml propionic acid and 890 ml distilled water). The glass dish with the fixed nematodes were placed in an incubator at 40°C for 72 hr and the FPG solution stepwise replaced with glycerin (Marais et al., 2017). The fixed nematodes were hand-picked from the glycerin using a fine-tip needle and permanently mounted in glycerin on glass microscope slides according to the paraffin-ring protocol (Hooper, 1986). Genus identification of nematodes was done and verified by Dr Antoinette Swart, a nematode specialist-taxonomist of the Agricultural Research Council – Plant Health and Protection (Roodeplaat, South Africa).
The experimental site consisted of a small field (0.028 ha plot) situated on the premises of the Agricultural Research Council’s Grain Crops Institute, Potchefstroom, South Africa. The study was conducted over two consecutive growing seasons (2013/14 and 2014/15) with soybean being cultivated during the first and maize during the second season. The soil of the plot contained 94% sand and 6% clay. The organic matter content ranged from 0.18% (2013/14 season) to 0.23% (2014/15 season), while soil pH (H2O) was 8 for the 2013/14 season and 7.8 for the 2014/15 season. The history about crops grown and herbicides applied on the experimental site, glyphosate application dosages and dates during the experimental period, nematode sampling dates and rainfall, and temperature data are supplied (Table 3).
Crop history, agricultural practices, fertilisers applied, glyphosate application dates, and dosage rate, nematode sampling dates, rainfall, and minimum and maximum temperatures recorded of the experimental plot during the 2013/14 and 2014/15 growing seasons.
Crop history: growing season, crop and herbicides applied | Growing season, crop and cultivar cultivated | Agricultural practice implemented | Inorganic fertiliser applied and dosage | Glyphosate application dates and dosage rates | Nematode sampling dates | Rainfall (mm) | Minimum temperature (°C) | Maximum temperature (°C) |
---|---|---|---|---|---|---|---|---|
2011/12, sunflower, no herbicide used (hand-hoeing of weeds) | 2013/14 (1st year), soybean (cv. LS 6164 R) | Reap and plough before planting | None | 10 January 2014 and 03 February 2014 @ 2 L/ha | 1st = 30/01/2014; |
603 | 7.9 | 30.5 |
2012/13, maize, Gramoxone® (active substance bipyridyl 200 g/L as dichloride salt 276 g/L) dosage rate 3 L/ha | 2014/15 (2nd year), maize (cv. DKC 80–30 RR) | Reap and plough before planting | 2:3:2 (26) at planting @ 300 kg/ha Ureum @ 50 kg/ha 4 weeks after planting | 17 December 2014 and 13 January 2015 @ 2 L/ha | 1st = 08/01/2015; |
510 | 10.0 | 30.2 |
The experimental plot was split into two halves (0.013 ha each), which were divided by a fallow, 2-m buffer strip. Before planting the plot for the first season with soybean, weeds that grew on the experimental plot were mechanically hoed and left on the experimental plot. This is the practice that local farmers use. On 18 November 2013, at the beginning of the 2013/14 growing season, seeds of the glyphosate-resistant soybean cultivar LS 6164R were planted after the soil was ripped and tilled using a tractor. The soybean seeds were planted (170 per row) in 5-m-long rows with intra-and inter-row spacings of 3 cm and 0.9 m, respectively. Each seed was coated with
After germination, soybean seedlings were irrigated with ~25 mm water three times a week using a sprinkler irrigation system, except when it had rained sufficiently. When naturally occurring weeds were 10 to 20 cm tall, one half of the experimental plot was treated with glyphosate (active substance 360 g/l glyphosate present as 441 g/l of the potassium salt at a dosage rate of 2 l/ha) using a knapsack sprayer. Applications were done early in the mornings to avoid wind and possible drift of the product as specified by the owner company of the product used. The other half of the experimental plot was not treated with glyphosate or any other herbicide and represented the control. Weeds in the non-treated plot were removed using a hand hoe and left on the soil. This meant that the upper surface of the soil was disturbed during the hoeing action and organic material was left on the soil to decompose.
Before planting, as well as 10 to 20 days after each glyphosate application and also at 120 to 140 days after planting (i.e., at crop maturity), rhizosphere soil and the root systems of nine soybean plants from each replicate were collected, thoroughly mixed and one sub-sample per replicate used for nematode analyses.
During the winter of 2014, no crop was grown and both halves of the experimental plot were left fallow without any weed control being applied. However, before planting seeds of the glyphosate-resistant maize cultivar DKC 80–30 RR on 18 November 2014 of the follow-up growing season, glyphosate was applied on the same plot half where glyphosate had been applied during the previous season (where soybean was planted). Again, the other half of the experimental plot was not treated and the weeds hand hoed and left on the soil. Ten days later, the soil was ripped and tilled and seeds of commercially available maize cultivar DKC 80–30 RR planted. Twenty-five maize seeds were planted per row, each being 5-m long, with intra- and inter-row spacings of 20 cm and 0.9 m, respectively. Two glyphosate applications were done as described above for the preceding soybean crop.
Ten to 20 days after each glyphosate application and also at 120 to 140 days after planting (i.e., at crop maturity), rhizosphere soil and the root systems of three maize plants from each replicate were collected, thoroughly mixed and one sub-sample per replicate used for nematode analyses. The same protocols were used for soil and root sampling, nematode extraction, counting, and identification to genus level as described for the commercial field sampling study.
Nematode data were captured and log10(
Student
Thirty-two non-parasitic nematode genera were collectively identified from soils of the three ecosystems, with 65% identified from soils of glyphosate-tolerant soybean fields, 72% from conventional soybean fields, and 88% from natural vegetation sites (Table 4). The genera identified were represented by different feeding groups and functional guilds, and included bacterivores, fungivores, predators, and omnivores.
Non-parasitic nematodes associated with soybean and natural vegetation at 28 sites in the soybean production areas of South Africa during the 2011/12 and 2012/13 growing seasons (√ indicates the presence of a genus; – indicates the absence of a genus).
Genus | Functional guilda, followed by |
Glyphosate-tolerant soybean | Conventional soybean | Natural vegetation |
---|---|---|---|---|
|
Ba1 | √ | √ | √ |
|
Ba1 | √ | √ | √ |
|
Ba1 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba2 | √ | √ | √ |
|
Ba4 | √ | √ | √ |
|
Ba4 | √ | √ | √ |
|
Fu2 | √ | √ | √ |
|
Fu2 | √ | √ | √ |
|
Fu2 | √ | √ | √ |
|
Fu2 | √ | √ | √ |
|
Fu2 | √ | √ | √ |
|
Fu3 | √ | √ | √ |
|
Fu4 | √ | √ | √ |
|
Fu4 | √ | √ | √ |
|
Fu4 | √ | √ | √ |
|
Om4 | √ | √ | √ |
|
Om4 | √ | √ | √ |
|
Om4 | √ | √ | √ |
|
Pr4 | √ | √ | √ |
|
Pr4 | √ | √ | √ |
|
Pr5 | √ | √ | √ |
|
Pr5 | √ | √ | √ |
|
Pr5 | √ | √ | √ |
aFunctional guilds (Ferris et al., 2001); bColonizer-persister (
Trophic group with Ba, Bacterivores; Fu, Fungivores; Om, Omnivores; and Pr, Predators.
The predominant non-parasitic nematodes from glyphosate-tolerant soybean sites for the 2011/12 season were
Prominence values (PV), mean population density (MPD) and frequency of occurrence (FO%) of non-parasitic nematode genera identified from 200 g soil samples from glyphosate-tolerant and conventional soybean fields, as well as natural vegetation from 28 sites in the soybean production area of South Africa during the 2011/12 and 2012/13 growing seasons.
Genus | PV | FO% | MPD | Genus | PV | FO % | MPD | Genus | PV | FO% | MPD |
---|---|---|---|---|---|---|---|---|---|---|---|
Glyphosate-tolerant soybean | Conventional soybean | Natural vegetation | |||||||||
2011/12 season | |||||||||||
|
3,646 | 100 | 3,646 |
|
2,723 | 75 | 3,144 |
|
3,885 | 100 | 3,885 |
|
2,131 | 50 | 3,014 |
|
1,963 | 50 | 2,804 |
|
3,741 | 75 | 4,320 |
|
982 | 50 | 1,403 |
|
1,683 | 50 | 2,380 |
|
2,758 | 75 | 3,185 |
|
668 | 25 | 1,335 |
|
840 | 25 | 1,680 |
|
1,310 | 50 | 1,853 |
|
572 | 25 | 1,144 |
|
444 | 50 | 634 |
|
907 | 50 | 1,281 |
|
452 | 25 | 905 |
|
338 | 25 | 675 |
|
648 | 50 | 915 |
|
253 | 25 | 505 |
|
216 | 25 | 431 |
|
570 | 25 | 1,139 |
|
197 | 25 | 393 |
|
171 | 25 | 342 |
|
534 | 75 | 615 |
|
168 | 25 | 335 |
|
158 | 25 | 315 |
|
184 | 50 | 262 |
|
17 | 25 | 34 |
|
130 | 25 | 259 |
|
71 | 25 | 142 |
|
3 | 25 | 5 |
|
40 | 25 | 80 |
|
5 | 25 | 9 |
|
3 | 25 | 5 |
|
20 | 25 | 40 |
|
4 | 25 | 8 |
|
2 | 25 | 4 |
|
4 | 25 | 7 |
|
3 | 25 | 5 |
– | – | – | – |
|
3 | 25 | 5 |
|
2 | 25 | 3 |
– | – | – | – |
|
2 | 25 | 3 | – | – | – | – |
– | – | – | – |
|
2 | 25 | 3 | – | – | – | – |
2012/13 season | |||||||||||
|
2,275 | 100 | 2,275 |
|
1,448 | 100 | 1,448 |
|
2,590 | 100 | 2,590 |
|
1,230 | 89 | 1,304 |
|
988 | 44 | 1,490 |
|
2,425 | 83 | 2,662 |
|
941 | 78 | 1,065 |
|
821 | 67 | 1,003 |
|
1,615 | 100 | 1,615 |
|
827 | 67 | 1,010 |
|
553 | 33 | 962 |
|
1,414 | 67 | 1,728 |
|
824 | 67 | 1,007 |
|
365 | 33 | 635 |
|
1,156 | 83 | 1,269 |
|
781 | 56 | 1,043 |
|
334 | 22 | 711 |
|
849 | 56 | 1,134 |
|
576 | 56 | 770 |
|
286 | 22 | 610 |
|
817 | 67 | 998 |
|
298 | 33 | 519 |
|
587 | 56 | 784 |
|
323 | 33 | 562 |
|
148 | 22 | 315 |
|
241 | 22 | 513 |
|
183 | 33 | 319 |
|
63 | 11 | 190 |
|
212 | 22 | 451 |
|
151 | 17 | 365 |
|
53 | 11 | 161 |
|
206 | 33 | 439 |
|
77 | 17 | 186 |
|
42 | 11 | 126 |
|
201 | 22 | 429 |
|
68 | 17 | 165 |
|
34 | 11 | 108 |
|
98 | 11 | 295 |
|
66 | 17 | 159 |
|
7 | 11 | 22 |
|
78 | 11 | 235 |
|
65 | 17 | 157 |
|
3 | 22 | 7 |
|
8 | 55 | 11 |
|
63 | 17 | 154 |
|
3 | 22 | 6 |
|
4 | 11 | 11 |
|
7 | 17 | 16 |
|
2 | 11 | 7 |
|
3 | 11 | 10 |
|
7 | 33 | 12 |
|
2 | 11 | 6 |
|
3 | 11 | 9 |
|
5 | 17 | 13 |
– | – | – | – |
|
2 | 11 | 5 |
|
4 | 17 | 10 |
– | – | – | – | – | – | – | – |
|
4 | 17 | 9 |
– | – | – | – | – | – | – | – |
|
3 | 17 | 8 |
For the 2012/13 season the predominant genera identified from soils of glyphosate-tolerant soybean sites were
Although the abundance of the predominant genera
Non-parasitic nematodes genera mean population density data per 200 g rhizosphere soil of glyphosate-tolerant and conventional soybean crops, as well natural vegetation from 28 sites surveyed in the soybean production areas of South Africa during the 2011/12 and 2012/2013 growing seasons. Values shown are means, followed by the standard deviation (SD).
2011/12 | 2012/13 | ||||
---|---|---|---|---|---|
Ecosystems |
|
|
Ecosystems |
|
|
|
|||||
Glyphosate-tolerant soybean: 603 ± 1,348 |
0.15 | 0.88 | Glyphosate-tolerant soybean: 261 ± 583 |
0.06 | 0.97 |
Glyphosate-tolerant: 603 ± 1,348 |
−0.02 | 0.98 | Glyphosate-tolerant soybean: 261 ± 583 Natural veld: 227 ± 507 | 0.01 | 0.99 |
Conventional soybean: 127 ± 284 |
−0.17 | 0.87 | Conventional soybean: 150 ± 335 Natural veld: 227 ± 507 | −0.04 | 0.97 |
|
|||||
Glyphosate-tolerant soybean: 281 ± 627 |
0.06 | 0.96 | Glyphosate-tolerant soybean: 202 ± 452 |
0.001 | 1 |
Glyphosate-tolerant: 281 ± 627 |
0.08 | 0.94 | Glyphosate-tolerant: 202 ± 452 |
0.02 | 0.98 |
Conventional soybean: 560 ± 1,254 |
−0.01 | 0.99 | Conventional soybean: 201 ± 449 |
0.02 | 0.98 |
|
|||||
Glyphosate-tolerant soybean: 729 ± 1,631 |
−0.04 | 0.97 | Glyphosate-tolerant soybean: 455 ± 1,017 |
0.04 | 0.97 |
Glyphosate-tolerant: 729 ± 1,631 |
−0.12 | 0.91 | Glyphosate-tolerant: 455 ± 1,017 |
0.01 | 0.99 |
Conventional soybean: 476 ± 1,064 |
−0.05 | 0.96 | Conventional soybean: 290 ± 648 |
0.05 | 0.96 |
|
|||||
Glyphosate-tolerant soybean: 267 ± 597 |
−0.15 | 0.89 | Glyphosate-tolerant soybean: 213 ± 476 |
−0.03 | 0.97 |
Glyphosate-tolerant: 267 ± 597 |
−0.004 | 1 | Glyphosate-tolerant: 213 ± 476 |
0.09 | 0.93 |
Conventional soybean: 68 ± 153 |
−0.14 | 0.89 | Conventional soybean: 298 ± 666 |
0.05 | 0.96 |
|
|||||
Glyphosate-tolerant soybean: 101 ± 226 |
0.18 | 0.86 | Glyphosate-tolerant soybean: 154 ± 344 |
−0.02 | 0.98 |
Glyphosate-tolerant: 101 ± 226 |
0.13 | 0.9 | Glyphosate-tolerant: 154 ± 344 |
0.07 | 0.94 |
Conventional soybean: 629 ± 1,406 |
0.05 | 0.96 | Conventional soybean: 192 ± 430 |
0.05 | 0.96 |
Mixed Models analysis showed significant (P ≤ 0.05) interactions for fungivores, omnivores, and predators for Season*Locality and for predators for Season* Ecosystem*Locality (Table 7). Due to relative low
Significance values (
Bacterivores | Fungivores | Omnivores | Predators | |||||
---|---|---|---|---|---|---|---|---|
Source |
|
|
|
|
|
|
|
|
Season | 42.158 | 0.001** | 17.322 | 0.001** | 10.078 | 0.006** | 4.531 | 0.049** |
Ecosystem | 0.489 | 0.622 | 0.536 | 0.595 | 0.675 | 0.523 | 6.384 | 0.009** |
Season*Ecosystem | 0.123 | 0.885 | 0.021 | 0.980 | 0.300 | 0.745 | 1.238 | 0.316 |
Locality | 1.315 | 0.307 | 2.494 | 0.075 | 4.851 | 0.007** | 8.648 | 0.001** |
Season*Locality | 1.073 | 0.388 | 3.540 | 0.039** | 8.641 | 0.001** | 24.999 | 0.001** |
Ecosystem*Locality | 0.580 | 0.794 | 0.930 | 0.526 | 0.554 | 0.814 | 2.001 | 0.108 |
Season*Ecosystem*Locality | 0.561 | 0.728 | 1.454 | 0.259 | 1.076 | 0.410 | 7.083 | 0.001** |
*Indicates interaction between and among independent variables; **Denotes significance at
Season significantly (P ≤ 0.05) affected the abundance of all four nematode trophic groups (bacteri-, fungi-, omnivores, and predators) (Table 7). The abundance of bacterivores (873 ± 426 vs. 120 ± 430 nematodes/200 g soil), fungivores (283 ± 150 vs. 88 ± 152 nematodes/200 g soil) and omnivores (1.6 ± 0.9 vs. 0.5 ± 0.9 nematodes/2.00 g soil) was significantly higher in Season 2 compared with Season 1. By contrast, predator abundance was significantly (
Ecosystem affected only predator abundance significantly (
Locality significantly (P ≤ 0.05) affected omnivore and predator abundance but warrants no further discussion due to very low population densities recorded for these to trophic groups (Tables 5 and 7).
According to CCA analyses, no differences were apparent for the nematode assemblages present in soils from the three ecosystems when data for the sites were combined (data not shown). However, when the three ecosystems were plotted per site, distinct variations existed among the respective nematode communities for the three ecosystems with the cumulative explained variation (Axes 1 and 2) for the different locations for both seasons ranging from 22% to 82% (data not shown). An example is that of Edenville (Fig. 2) with a cumulative explained variation of 48.9%. For the other localities, similar differences between the nematode communities for the three ecosystems were observed (data not shown) although the nematode assemblages associated with each ecosystem differed among the localities.
According to faunal analysis, soils from the majority of the sites (54%) of the three ecosystems plotted in Quadrant D due to their Enrichment Index (EI) and Structural Index (SI) being <50% for both seasons (Fig. 3a). Such soils were dominated mainly by the presence of fungivores, especially Fu2. Forty-six percent of the sites plotted in Quadrant A due to their EI being >50% and SI being <50%. These soils were dominated by bacterivores, mainly belonging to Ba1 and Ba2. None of the sampling sites plotted in the Quadrants B and/or C.
The metabolic footprints (data pooled for sites from each ecosystem for each season), for the three ecosystems were small (Fig. 3b). The EI for the three ecosystems was intermediate (38%) to moderately high (68%) and the SI very low (<10%) for both seasons. Small differences were evident for both natural vegetation (plotted in Quadrant D for the two respective seasons) and glyphosate-tolerant (plotted in Quadrant A for the two respective seasons) ecosystems. However, for the conventional soybean ecosystem the difference for the two seasons were more pronounced, plotting in Quadrant A (2011/2012 growing season) and D (2012/2013 growing season). This phenomenon was probably due to a higher percentage of Fu2 being present in soils during the 2013 season.
All nematode genera identified from the experimental plot were present in soil samples taken before the study commenced. Their numbers were, however, low and ranged between two and seven per 200 g soil.
Fourteen non-parasitic nematode genera were identified from rhizosphere soil samples. In general, higher numbers of non-parasitic nematodes were recorded during the 2014/15 compared with the 2013/14 growing season (Table 8).
Number of non-parasitic nematodes per 200 g rhizosphere soil of soybean cv. LS 6164 R and maize cv. DKC 80–30 RR plants in glyphosate-treated and non-treated small-field plot halves at three sampling dates during the 2013/14 and 2014/15 growing seasons. Values shown are means, followed by the standard deviation (SD).
Soybean | Maize | ||||||||
---|---|---|---|---|---|---|---|---|---|
Nematode genus | Functional guild, followed by |
Glyphosate-treated | Non-treated |
|
|
Glyphosate-treated | Non-treated |
|
|
|
Ba2 | – | 298 ± 527 | −7 |
|
888 ± 1,029 | – | −8.15 |
|
|
Ba2 | 201 ± 342 | 155 ± 172 | 0.9 | 0.37 | 1,001 ± 1,795 | 149 ± 169 | −1.57 | 0.12 |
|
Fu2 | 475 ± 746 | 189 ± 249 | 0.31 | 0.76 | 2,635 ± 3,020 | 1,762 ± 2,002 | −6.68 | 0.5 |
|
Fu2 | 240 ± 394 | – | 5.25 |
|
1,226 ± 2,090 | – | −4.15 |
|
|
Pr5 | – | 0.17 ± 1 | −1 | 0.33 | – | – | ||
|
Ba2 | 512 ± 1,011 | 189 ± 298 | 3.73 |
|
745 ± 1,098 | 256 ± 316 | −0.96 | 0.34 |
|
Pr5 | – | 0.22 ± 1 | −0.99 | 0.33 | – | – | ||
|
Fu2 | 38 ± 92 | – | 3.16 |
|
– | – | ||
|
Ba2 | 211 ± 407 | 46 ± 20 | 0.81 | 0.42 | 1,000 ± 1,129 | 89 ± 156 | −3.98 |
|
|
Fu4 | 10 ± 17 | 5 ± 13 | 1.54 | 0.13 | – | – | ||
|
Ba2 | 544 ± 1,002 | – | 17.65 |
|
1,350 ± 1,542 | 267 ± 467 | −3.41 |
|
|
Ba4 | – | – | – | – | 2 ± 7 | 16 ± 16 | 5.46 |
|
|
Fu2 | – | 306 ± 537 | −4.1 |
|
– | 267 ± 462 | 4.16 |
|
|
Fu4 | 5 ± 15 | 7 ± 17 | −0.02 | 0.99 | 24 ± 35 | 12 ± 23 | −2.76 |
|
– No nematodes recovered. Functional guilds given according to Ferris et al. (2001); Colonizer-persister (
Substantial differences were apparent for non-parasitic nematode assemblages present in soils of the soybean-maize cropping system for the glyphosate-treated (plotted below the red line in Fig. 4) compared with the non-treated plot halves (plotted above the red line in Fig. 4). Data for the non-treated soil of all sampling dates plotted in Quadrants A and B, with EI >45% due to domination by bacterivores (Ba2 in particular representing
The 32 non-parasitic nematode genera identified from the commercial soybean field study and adjacent vegetation, and an experimental site where a soybean-maize rotation was done represent novel information for South Africa. Previous studies in such agricultural areas only focused on plant-parasitic nematodes (Riekert and Henshaw, 1998; Fourie et al., 2001).
Various abiotic factors are known to impact on nematode development and survival (Perry et al., 2013), with season significantly shown to affect the abundance of the four non-parasitic nematode trophic groups recorded in our study. This scenario implies that prevailing environmental conditions played a pronounced role during the two seasons this study was conducted.
Although soils from the commercial glyphosate-tolerant fields were dominated by the fungivore genus
The abundance and dominance of the non-parasitic nematode genera, however, varied among the three ecosystems sampled during the extensive field study, and for the 2-year experimental soybean-maize cropping study. For the field study, the glyphosate-tolerant soybean ecosystems supported the least number of genera (21), while the natural vegetation supported the most (27), followed by the conventional soybean ecosystem (23). This trend is in agreement with reports by Bekker (2016) that natural vegetation ecosystems adjacent to maize fields in South Africa supported a higher diversity of non-parasitic nematodes than conventional and conservation maize ecosystems. Also, the general trend that nematode communities in soybean fields and natural vegetation sites were dominated by bacterivore genera of the families Acrobelidae, Cephalobidae, and Panagrolaimidae and fungivores of the families Aphelenchidae and Aphelenchoididae is in agreement with results by Bekker (2016) who did a similar study for commercial maize fields. The dominance of bacterivores in terms of the genera diversity in soils sampled during the present studies is also in agreement with reports by Djigal et al. (2004) and Xu et al. (2015). These authors suggested that bacterial feeding nematodes are the most abundant metazoans in soil substrates.
Fungivores were the second most prevalent group in soils sampled in the present studies, which is in agreement with a recent study by Renčo and Čerevková (2017). These authors reported that fungivores are the second most abundant in soil after bacterivores nematodes. The lower abundance and occurrence of predators and omnivores in the commercial field study was not surprising since these two groups are regarded as being very sensitive to soil disturbances (Ferris et al., 2001). A similar trend was reported by Bekker (2016) for a commercial maize field study. Hence, despite that ecosystem significantly affected predator abundance, the very low population densities and/or absence of this trophic group at various sites are suggested to have caused this effect and hence discussion of the data is abstained from. The absence of omnivores in soils of the 2-year experimental soybean-maize study is another interesting observation and cannot be explained at this stage.
Nematode communities generally differ and fluctuate substantially among different locations in terms of abundance, diversity, and occurrence (Franco-Navarro & Godinez-Vidal, 2017). This tendency, although not significant, was apparent for the three ecosystems sampled during the commercial field study. When the three ecosystems were, however, analysed per site using the nematode trophic groups each generally had different nematode communities and was separated from each other according to CCA analyses. However, no trend existed where a specific nematode genus/genera was exclusively associated with either of the three ecosystems. Although it was not possible to deduct the impact of each ecosystem on the nematode communities, our study showed that glyphosate-tolerant soybean had no deleterious effects on non-target beneficial nematodes. This is in agreement with those for other genetically-modified crops, for example, Al-Deeb et al. (2013) and Neher et al. (2014) demonstrating that genetically-modified, Bt maize had no significant adverse effects on non-target, benefical, and plant-parasitic nematodes. Also, Chen et al. (2017) concluded that Bt rice had no remarkable impact on beneficial soil nematode communities and was pest specific. However, Neher et al. (2014) suggested that rhizosphere soil from Bt maize may contain more complex and successfully mature nematode communities opposed to those from non-Bt near isolines which may be applicable to our study also where fungivores generally dominated in soil from glyphosate-treated soybean crops. This phenomenon may be an indication that less disturbance in the glyphosate-treated soybean fields probably can contribute to nematode communities being more matured.
According to faunal analysis, all soybean sites sampled were disturbed and degraded, indicating that the quality of these soils is not optimal in terms of the presence of beneficial nematodes (Ferris et al., 2001). This situation is often associated with management practices such as repeated tillage (Berkelmans et al., 2003) and pesticide application (Carrascosa et al., 2014) which are typical practices in local soybean production areas (Liebenberg, 2012). Contrary to annual crop fields, natural vegetation ecosystems are usually regarded as stable and structured due to either no or minimal disturbances (Ferris et al., 2001). However, in the current study all natural vegetation sites were also degraded or disturbed. This might be explained by the vegetation type that was represented by mainly grasses. Often natural vegetation consists of woody, perennial plants that are mostly considered less disturbed than grassland vegetation (Cullman et al., 2010). The latter vegetation probably experiences periods during which the organic content of the soil is high compared to periods when substantially less organic material is present (Shaw et al., 2016).
Results from the soybean-maize cropping experiment, however, showed that glyphosate applied as a leaf spray twice per season during two consecutive growing seasons generally affected the abundance and diversity of non-parasitic nematodes. This was substantiated by soil food web analysis of the different nematode sampling dates that showed that the majority of the glyphosate-treated plots for both seasons were degraded and depleted opposed to the non-treated plots that were disturbed but enriched. These results are not in agreement with those of the commercial field study and also those reported by Liphadzi et al. (2005), who found that glyphosate application had no effect on the abundance and diversity of non-parasitic nematodes in glyphosate-treated plots during a 3-year study.
It is worth mentioning that the non-treated plot, was hoed, implying some disturbance in the upper soil while organic material was also added to the soil. Both these activities might have had an effect on non-parasitic nematode communities and probably favoring bacterivore genera.
Ultimately, results from the two South African studies conducted showed similarity in terms of