| Literature DB >> 30332438 |
Alexey Morgounov1, Kai Sonder2, Aygul Abugalieva3, Vijai Bhadauria4, Richard D Cuthbert4, Vladimir Shamanin5, Yuriy Zelenskiy6, Ronald M DePauw7.
Abstract
Wheat yield dynamic in Canada, USA, Russia and Kazakhstan from 1981 till 2015 was related to air temperature and precipitation during wheat season to evaluate the effects of climate change. The study used yield data from the provinces, states and regions and average yield from 19 spring wheat breeding/research sites. Both at production and research sites grain yield in Eurasia was two times lower compared to North America. The yearly variations in grain yield in North America and Eurasia did not correlate suggesting that higher yield in one region was normally associated with lower yield in another region. Minimum and maximum air temperature during the wheat growing season (April-August) had tendency to increase. While precipitation in April-August increased in North American sites from 289 mm in 1981-1990 to 338 mm in 2006-2015 it remained constant and low at Eurasian sites (230 and 238 mm, respectively). High temperature in June and July negatively affected grain yield in most of the sites at both continents. Climatic changes resulted in substantial changes in the dates of planting and harvesting normally leading to extension of growing season. Longer planting-harvesting period was positively associated with the grain yield for most of the locations. The climatic changes since 1981 and spring wheat responses suggest several implications for breeding. Gradual warming extends the wheat growing season and new varieties need to match this to utilize their potential. Higher rainfall during the wheat season, especially in North America, will require varieties with higher yield potential responding to moisture availability. June is a critical month for spring wheat in both regions due to the significant negative correlation of grain yield with maximum temperature and positive correlation with precipitation. Breeding for adaptation to higher temperatures during this period is an important strategy to increase yield.Entities:
Mesh:
Year: 2018 PMID: 30332438 PMCID: PMC6192627 DOI: 10.1371/journal.pone.0204932
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Geographic location of spring wheat breeding sites used in the study, total production spring wheat area and grain yield in the provinces and regions in 2017.
| Country/Province or Region | Site# | Site | Institution | Latitude | Longitude | Wheat area, mln ha | Wheat yield, kg/ha |
|---|---|---|---|---|---|---|---|
| 1 | Beaverlodge, AB | Beaverlodge Research Station, AAFC | 55.2072 | -119.4284 | 2.34 | 3731 | |
| 2 | Lethbridge, AB | Lethbridge Research Station, AAFC | 49.7002 | -112.7615 | |||
| 3 | Saskatoon, SK | Crop Development Centre, University of Saskatchewan | 51.1501 | -106.5365 | 2.80 | 3120 | |
| 4 | Swift Current, SK | Swift Current Research and Development Centre, AAFC | 50.2608 | -107.7395 | |||
| 5 | Brandon, MB | Brandon Research Station, AAFC | 49.8500 | -99.9505 | 1.06 | 4021 | |
| 6 | Glenlea, MB | Cereal Research Centre, AAFC | 49.6352 | -97.1361 | |||
| 7 | Crookston, MN | University of Minnesota | 47.7750 | -96.6094 | 0.47 | 4505 | |
| 8 | St. Paul, MN | 44.9537 | -93.0907 | ||||
| 9 | Carrington, ND | North Dakota State University | 47.4501 | -99.1262 | 2.16 | 3093 | |
| 10 | Langdon, ND | 48.7603 | -98.3681 | ||||
| 11 | Brookings, SD | South Dakota State University | 44.3124 | -96.7985 | 0.39 | 2757 | |
| 12 | Selby, SD | 45.5066 | -100.0320 | ||||
| 13 | Samara, RU | Samara Agric. Res. Inst. | 52.9644 | 49.4187 | 0.50 | 3380 | |
| 14 | Saratov, RU | Agric. Res. Inst. of South-East | 51.5845 | 46.0063 | 0.25 | 2690 | |
| Kazakhstan-Russia: West Siberia | 15 | Barnaul, RU | Altay Agric. Res. Inst. | 53.4125 | 83.5190 | 2.07 | 1430 |
| 16 | Omsk, RU | Siberian Agric. Res. Inst. | 55.0404 | 73.3604 | 1.56 | 1640 | |
| 17 | Kostanay, KZ | Karabalyk Agric. Exp. Station | 53.8540 | 62.1015 | 3.67 | 1240 | |
| 18 | Astana, KZ | Shortandy Variety Registration Site | 51.6645 | 71.0293 | 3.72 | 1180 | |
| 19 | Novosibirsk, RU | Siberian Crop Production Res. Inst. | 54.9182 | 82.9965 | 1.07 | 1870 | |
Fig 1Maps of the study locations.
Changes in on-station and regional production wheat grain yield in 2006–2015 as compared to 1981–1990 and coefficient of determination (r2) of grain yield on years.
| Site# | Site | On-station average trial | Province, state, region average yield | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 1981–90 | 2006–15 | % change | r2 | 1981–90 | 2006–15 | % change | r2 | ||
| - | 3267 | - | - | 2058 | 3182 | +54.6 | 0.68 | ||
| 2437 | 3955 | +62.3 | 0.17 | ||||||
| 3054 | 3483 | +14.0 | 0.02 | 1753 | 2501 | +42.7 | 0.43 | ||
| 2537 | 3482 | +37.2 | 0.12 | ||||||
| 3627 | 4306 | +18.7 | 0.11 | 2113 | 3005 | +42.2 | 0.50 | ||
| 3292 | 4172 | +26.7 | 0.12 | ||||||
| 3155 | 5356 | +69.7 | 0.48 | 2743 | 3591 | +30.9 | 0.33 | ||
| 2840 | 4650 | +63.7 | 0.42 | ||||||
| 3291 | 4042 | +22.8 | 0.08 | 1977 | 2777 | +40.4 | 0.41 | ||
| 3810 | 5095 | +33.7 | 0.36 | ||||||
| 2532 | 3678 | +45.3 | 0.31 | 1708 | 2824 | +65.3 | 0.59 | ||
| 2750 | 2942 | +6.9 | 0.00 | ||||||
| 2579 | 1504 | -41.3 | 0.21 | 1067 | 1264 | +18.4 | 0.07 | ||
| 2142 | 1920 | -10.4 | 0.00 | 1094 | 1444 | +32.0 | 0.13 | ||
| 2704 | 3331 | +23.2 | 0.14 | 1269 | 1158 | -8.8 | 0.01 | ||
| 2669 | 3292 | +23.3 | 0.14 | 1350 | 1426 | +5.6 | 0.01 | ||
| 2583 | 3028 | +17.2 | 0.03 | 1001 | 1191 | +19.0 | 0.05 | ||
| 2355 | 2534 | +7.6 | 0.02 | 905 | 1000 | +10.5 | 0.03 | ||
| 3583 | 2639 | -26.3 | 0.13 | 1280 | 1400 | +9.4 | 0.05 | ||
a The data from the following trials were used in the study: Canada: Prairie Recommending Committee for Wheat, Rye and Triticale registration trials (Central Bread Wheat Co-operative test, Parkland Wheat Co-operative test, and the Western Bread Wheat Co-operative test), uniform composition of germplasm across sites in a single year; USA—Hard Red Spring Wheat Uniform Regional Performance Nursery, uniform composition across sites in a single year; Russia and Kazakhstan–breeders advanced yield trials, diverse composition of germplasm across sites in a single year. Detailed trials description is presented in Supplementary Table 1
b Yield data from official production sources
c *; **; ***—significant at P<0.05; 0.01 and 0.001, respectively.
Changes in mean values for Tmin, Tmax and precipitation for April-August and year in 2006–2015 versus 1981–1990.
| Site# | Site | Tmin, °C | Tmax, °C | Precipitation, mm (April-August) | Precipitation, mm | ||||
|---|---|---|---|---|---|---|---|---|---|
| 1981–90 | 2006–15 | 1981–90 | 2006–15 | 1981–90 | 2006–15 | 1981–90 | 2006–15 | ||
| 6.81 | 7.12 | 20.29 | 20.43 | 264 | 270 | 440 | 457 | ||
| 8.56a | 7.60b | 22.99 | 22.77 | 200b | 250a | 339b | 395a | ||
| 9.43 | 9.57 | 23.69 | 23.00 | 205b | 246a | 326b | 378a | ||
| 8.97 | 9.65 | 23.13 | 22.74 | 207b | 246a | 325b | 383a | ||
| 10.01 | 10.44 | 24.14 | 23.57 | 276 | 314 | 430b | 510a | ||
| 10.14 | 10.27 | 23.90 | 23.70 | 286 | 338 | 449b | 533a | ||
| 11.53 | 11.25 | 26.03 | 25.77 | 319b | 400a | 483b | 595a | ||
| 13.72b | 15.11a | 26.62 | 26.71 | 469 | 518 | 762 | 791 | ||
| 10.28 | 10.65 | 25.25 | 24.94 | 295b | 348a | 435b | 518a | ||
| 10.03 | 9.79 | 23.81 | 23.41 | 290b | 356a | 427b | 516a | ||
| 12.69 | 13.15 | 26.54 | 26.16 | 366b | 440a | 557a | 644b | ||
| 11.67 | 11.88 | 26.87 | 26.26 | 286 | 328 | 402b | 464a | ||
| 14.02b | 14.44a | 25.32b | 26.50a | 212 | 188 | 477 | 448 | ||
| 14.75 | 15.52 | 25.90 | 26.54 | 194 | 175 | 440 | 438 | ||
| 10.96 | 10.90 | 23.28 | 23.67 | 230 | 257 | 450 | 470 | ||
| 10.38 | 10.62 | 22.45 | 22.52 | 201 | 218 | 372 | 403 | ||
| 11.68 | 12.00 | 24.66 | 25.45 | 205 | 199 | 360 | 366 | ||
| 11.36 | 11.28 | 24.60 | 24.97 | 143 | 173 | 272b | 327a | ||
| 10.36 | 10.47 | 22.47 | 22.80 | 426 | 458 | 426 | 458 | ||
1—the figures designated with different letters are significantly different at P<0.05.
The coefficients of correlation (r) calculated for monthly Tmin, Tmax, precipitation and on-station grain yield for June, July, April-August at the study breeding sites.
| Site# | Site | r calculated for Tmin -grain yield for | r calculated for Tmax -grain yield for: | r calculated for precip. -grain yield for: | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| June | July | April-August | June | July | April-August | June | July | April-August | ||
| -0.27 | -0.19 | 0.12 | -0.31 | -0.10 | -0.14 | 0.38 | -0.05 | 0.22 | ||
| -0.22 | 0.08 | -0.22 | -0.37 | -0.11 | -0.34 | 0.41 | -0.01 | 0.42 | ||
| -0.10 | -0.26 | -0.31 | -0.55 | -0.45 | -0.60 | 0.32 | -0.02 | 0.29 | ||
| -0.16 | -0.11 | -0.25 | -0.46 | -0.57 | -0.64 | 0.42 | 0.42 | 0.65 | ||
| -0.45 | -0.34 | -0.35 | -0.52 | -0.32 | -0.50 | 0.28 | -0.12 | 0.14 | ||
| -0.37 | -0.28 | -0.41 | -0.37 | -0.15 | -0.30 | 0.12 | -0.16 | 0.09 | ||
| -0.18 | -0.10 | -0.20 | -0.12 | 0.08 | -0.12 | 0.15 | -0.09 | 0.32 | ||
| 0.20 | 0.11 | 0.19 | -0.19 | 0.00 | -0.14 | 0.06 | -0.17 | -0.01 | ||
| -0.32 | -0.29 | -0.31 | -0.49 | -0.14 | -0.39 | 0.17 | -0.19 | 0.16 | ||
| -0.21 | -0.26 | -0.26 | -0.11 | 0.02 | -0.06 | 0.02 | -0.16 | 0.09 | ||
| -0.29 | -0.21 | -0.29 | -0.24 | -0.22 | -0.29 | -0.12 | 0.04 | 0.08 | ||
| -0.31 | -0.49 | -0.36 | -0.49 | -0.51 | -0.52 | 0.13 | 0.24 | 0.16 | ||
| -0.31 | -0.46 | -0.50 | -0.40 | -0.50 | -0.56 | 0.27 | 0.12 | 0.19 | ||
| -0.40 | -0.16 | -0.09 | -0.47 | -0.20 | -0.18 | 0.36 | -0.02 | 0.15 | ||
| 0.02 | -0.24 | 0.04 | -0.23 | -0.21 | 0.00 | 0.23 | 0.00 | 0.17 | ||
| -0.06 | -0.30 | -0.03 | -0.17 | -0.25 | -0.23 | 0.13 | -0.16 | -0.15 | ||
| -0.53 | -0.49 | -0.66 | -0.56 | -0.45 | -0.56 | 0.39 | 0.13 | 0.39 | ||
| -0.36 | -0.41 | -0.33 | -0.47 | -0.41 | -0.43 | 0.53 | 0.01 | 0.31 | ||
| -0.38 | -0.14 | -0.43 | -0.38 | -0.24 | -0.43 | 0.11 | 0.24 | 0.07 | ||
a—*; **; ***—significant at P<0.05; 0.01 and 0.001, respectively. Due to yield missing values the r critical values vary across sites.
Fig 2Relationship between the (a) precipitation, (b) Tmax and (c) Tmin change in 2006–2015 versus 1981–1990 and yield change at the breeding sites for the same periods. R2 exceeding 0.12 is significant.
Fig 3Spring wheat growing season at the breeding sites in 2006–2015 compared to 1981–1990.
The horizontal axis reflects dates starting from April 15 with 15 days interval.
Coefficients of correlation (r) between grain yield and planting date, harvesting date and planting-harvest duration for each breeding site calculated for 1981–2015.
| Country/Region | Site# | Site | r with yield | ||
|---|---|---|---|---|---|
| Planting date | Harvest | Planting-harvest | |||
| 1 | Beaverlodge | - | - | 0.47 | |
| 2 | Lethbridge | 0.30 | 0.39 | 0.25 | |
| 3 | Saskatoon | 0.15 | 0.45 | 0.40 | |
| 4 | Swift Current | -0.08 | 0.37 | 0.55 | |
| 5 | Brandon | -0.19 | 0.16 | 0.51 | |
| 6 | Glenlea | 0.05 | 0.24 | 0.25 | |
| 7 | Crookston | -0.07 | 0.26 | 0.38 | |
| 8 | St. Paul | 0.31 | 0.36 | 0.24 | |
| 9 | Carrington | 0.16 | 0.72 | 0.67 | |
| 10 | Langdon | -0.05 | 0.04 | 0.08 | |
| 11 | Brookings | -0.40 | - | - | |
| 12 | Selby | -0.15 | - | - | |
| 13 | Samara | -0.22 | 0.28 | 0.35 | |
| 14 | Saratov | 0.00 | 0.43 | 0.42 | |
| 15 | Barnaul | -0.27 | 0.12 | 0.37 | |
| 16 | Omsk | -0.24 | 0.19 | 0.26 | |
| 17 | Kostanay | -0.16 | 0.13 | 0.24 | |
| 18 | Astana | -0.02 | 0.53 | 0.57 | |
| 19 | Novosibirsk | 0.04 | 0.35 | 0.37 | |
a—*; **; ***—significant at P<0.05; 0.01 and 0.001, respectively. Due to yield missing values the r critical values vary across sites.
b All breeding sites in Canada, report physiological maturity not harvest date. Physiological maturity, maximum dry weight accumulation, has occurred when 50% of the spikes have kernels at approximately 30% moisture on a wet weight basis.
Fig 4Relationship between the changes (%) in the duration of planting-harvest period in 2006–2015 versus 1981–1990 and % of yield change for the same periods.