Planting Locations with Higher Temperature Produce More Bioactive Compounds and Antioxidant Capacities of Wheat
Abstract
:1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Field Trials
2.3. Soil Properties
2.4. Determination of Bioactive Compounds Contents and Antioxidant Capacities
2.5. q-PCR Validation of Phytic Acid and Total Phenolics Genes
2.6. Statistical Analysis
3. Results
3.1. Environmental Effect on Grain Bioactive Compounds Contents and Antioxidant Capacities
3.2. Relationship Between Bioactive Compounds Contents, Antioxidant Capacities, Soil Factors, and Meteorological Conditions
3.3. q-PCR Validation of Phytic Acid and Total Phenolics Genes
4. Discussion
4.1. Genotypic Variation Effect on Grain Bioactive Compounds Contents and Antioxidant Capacities
4.2. Temperature Effect On Grain Bioactive Compounds Contents and Antioxidant Capacities
4.3. Other Factors Effect on Grain Bioactive Compounds Contents and Antioxidant Capacities
4.4. Gene Expression and Bioactive Compounds Accumulation
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Name | Pedigree | Name | Pedigree |
---|---|---|---|
Shumai969 | SHW-L1/SW8188//ChuanYu18/3/Chuanmai42 | Shumai51 | ((10-A/88-1843)/Chuanyu12)//Miannong4/N2401 |
Chuan27 | Chuannong19/R3301 | L09-110 | SHW-L1/R59//Chuanyu18///Chuanmai42 |
Chuanmai104 | Chuamai42/Chuannong16 | Xichang18 | 9Pin3/Zhengyumai9987 |
11N21 | LB0218/N711//Chuanyu18 | Yumai1 | Xing’aibai/Deguodunmai |
Zhengmai9023 | {(Xiaoyan6//Xinong65)/[83(2)3-3/84(14)43]}F3/Shan213 | Mianmai37 | 96EW37/Mianyang90-100 |
Chuannong16 | Chuanyu12//Jing′e57/((Alondra /783-5918)/(983-Caucasus/Fan7)) | Liangmai2 | Mianyang26//(10-A/88-1643)/Chuanyu12 |
L11-6706 | SHW-L1/SY95-71//700-011689///MY68942 | Chuanmai55 | SW3243/SW8688 |
Xichang19 | Xichang15(2043-5957)/7739-3-1712//(Qianhuan5/Alangda)/4676-1761 | Shumai375 | (Mianyang93-7/92R141)F2/Mianyang96-324 |
Rongmai4 | 96-2547/133-3 | Neimai9 | Mianyang26/92R178 |
Mianmai227 | No details | Liangmai3 | ((10-A/88-1843)/Chuanyu12)/Miannong4//(10-A/Mianyang20)/Chuanyu12 |
Fan 9048 | No details | Fan07217 | No details |
Chuanmai44 | 96xia440/guinong21 | Changmai26 | 3461/xichang16 |
Shumai482 | (Mianyang93-7/92R141)F2/Mianyang96-324 | Liangmai4 | N1491/N1071 |
Nei3416 | No details | Chuanyu20 | SW3243//35050/21530 |
Locations | Climate Type | Landform | Longitude and Latitude | Accumulated Daylight (h) | Average Temperature (°C) | Annual Precipitation (mm) |
---|---|---|---|---|---|---|
Renshou | subtropical monsoon | hilly | 104°21′ E, 30°06′ N | 1196.6 | 17.4 °C | 1009.4 |
Xichang | tropical plateau monsoon | Plain hinterland | 101°46′ E, 27°32′ N | 2423.1 | 17.0 °C | 1013.1 |
Hanyuan | subtropical monsoon | Panxi valley | 102°16′ E, 29°05′ N | 1475.8 | 17.9 °C | 741.8 |
Mianyang | subtropical humid monsoon | basin | 104°82′ E, 31°38′ N | 898.0 | 16.5 °C | 859.9 |
Ya’an | subtropical monsoon | hilly | 102°99′ E, 29°98′ N | 1005.0 | 16.2 °C | 2000.0 |
Wenjiang | subtropical humid monsoon | plain | 103°87′ E, 30°74′ N | 1104.5 | 15.9 °C | 966.1 |
Chongzhou | subtropical humid monsoon | plain | 103°65′ E, 30°55′ N | 1164.5 | 15.9 °C | 1012.4 |
Year | Location | PA (μg/g) | TPC (mg of GAE/g) | ABTS•+ (%) | DPPH (%) | O2– (%) | –OH (%) |
---|---|---|---|---|---|---|---|
2013–2014 | WenJiang | 20.77cC | 2.59cC | 63.05cC | 57.21aA | 9.22aA | 4.18cC |
MianYang | 27.66bB | 2.88bB | 72.56aA | 45.45dCD | 5.05cC | 5.65bAB | |
Ya’An | 29.43aA | 2.62cC | 68.05bB | 47.71cBC | 5.85cC | 4.46cC | |
XiChang | 30.11aA | 2.09eE | 44.35dD | 48.14cB | 3.90dD | 3.54dD | |
RenShou | 21.27cC | 2.32dD | 64.18cC | 39.6fE | 3.83dD | 5.46bB | |
ChongZhou | 16.98dD | 2.05eE | 45.93dD | 42.93eD | 5.50cC | 2.76eE | |
HanYuan | 27.85bB | 3.31aA | 63.33cC | 55.2bA | 7.72bB | 6.15aA | |
2014–2015 | WenJiang | 30.50bcA | 2.00eD | 45.17eD | 41.68dC | 7.23aA | 3.73Ff |
MianYang | 29.75cA | 2.29cC | 45.64eD | 47.01bcB | 4.46Cc | 4.69dD | |
Ya’An | 29.97cAB | 3.02aA | 72.1abA | 50.77aA | 4.02cBC | 7.64aA | |
XiChang | 31.16abB | 2.16dC | 49.57dC | 47.34bB | 4.92abAB | 4.51cC | |
RenShou | 24.60eB | 2.73bB | 60.95cB | 46.3bcB | 5.20aA | 4.86cC | |
ChongZhou | 22.92fC | 2.18dC | 73.04aA | 45.17cB | 4.19bcBC | 5.99bB | |
HanYuan | 26.83dD | 2.92aA | 70.42bA | 46.11bcB | 3.59cC | 7.57aA |
Characteristics | Y | L | G | L × Y | G × Y | L × G | G × Y × L | G (%) | E (%) | G × E (%) | PCV (%) | GCV (%) | H (%) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PA | 1329.51 ** | 321.252 ** | 6.20 ** | 182.67 ** | 1.61 * | 1.31 ** | 1.17 | 0.34 | 89.53 | 10.07 | 18.18 | 3.23 | 3.45 |
TPC | 18.29 ** | 2.06 | 2.67 ** | 102.44 ** | 1.45 | 2.06 ** | 1.64 ** | 2.04 | 15.58 | 81.12 | 18.46 | 2.81 | 2.33 |
ABTS•+ | 2.35 | 190.58 ** | 1.54 * | 248.28 ** | 1.34 | 1.26 * | 1.25 * | 0.34 | 43.20 | 56.18 | 63.02 | 0.81 | 0.02 |
DPPH | 18.92 ** | 31.60 ** | 3.86 ** | 57.36 ** | 1.68 ** | 1.61 ** | 1.36 ** | 3.32 | 43.41 | 52.11 | 29.88 | 8.13 | 7.63 |
O2– | 88.10 ** | 24.95 ** | 2.56 ** | 28.39 ** | 1.55 * | 1.26 * | 1.32 ** | 1.73 | 76.32 | 21.06 | 20.88 | 6.13 | 6.30 |
–OH | 83.01 ** | 100.48 ** | 2.06 ** | 80.13 ** | 1.41 | 1.51 ** | 1.40 ** | 0.76 | 67.96 | 30.76 | 15.77 | 3.29 | 4.42 |
PA | TPC | ABTS | O2– | DPPH | –OH | |
---|---|---|---|---|---|---|
Soil Factor | ||||||
P | 43.65 | −181.87 | −454.18 | −7443.13 | −2557.33 | 337.46 |
pH | −0.77 | 167.01 | −153.06 | 1110.29 | 51.48 | −118.83 |
Ah.N | 3.88 | −275.72 | −349.72 | −5523.01 | −1708.46 | −1055.98 |
N | 0.30 | −73.74 | 168.84 | 426.41 | −214.60 | 87.35 |
TOC | 3.40 | −186.26 | −576.16 | −5341.95 | −1523.98 | 279.79 |
AP | −1.89 | 54.29 | 20.48 | 3530.10 | 1428.73 | −83.55 |
Meteorological Factor | ||||||
Rainfall_V | −3.18 | 215.14 | 293.44 | 4891.25 | 1617.25 | −1065.75 |
Rainfall_R | 2.73 | −174.39 | −190.19 | −5379.44 | −1394.87 | 998.47 |
Rainfall_W | 0.33 | 35.92 | −128.60 | −608.35 | −323.65 | −103.87 |
AT_V | −18.54 | 979.05 | 1585.92 | 31,715.09 | 10,028.24 | 82.47 |
AT_R | −6.82 | 364.97 | 680.74 | 11,504.74 | 3449.10 | 982.09 |
AT_W | −24.39 | 1200.00 | 2175.60 | 42,263.00 | 13,442.78 | 550.47 |
ST_V | −19.17 | 1013.20 | 1773.40 | 31,681.54 | 10,276.53 | 393.38 |
ST_R | −9.05 | 509.79 | 568.84 | 16,263.09 | 4881.08 | 158.90 |
ST_W | −27.26 | 1454.48 | 1853.07 | 47,697.09 | 15,078.42 | 779.52 |
MinT_V | −14.54 | 894.78 | 1129.46 | 22,651.30 | 7562.76 | 174.65 |
MinT_R | −6.65 | 300.09 | 456.87 | 11,855.97 | 4008.37 | −465.74 |
MinT_W | −21.38 | 1214.15 | 1745.38 | 36,046.72 | 11,269.89 | 124.97 |
MaxT_V | −24.69 | 1265.95 | 2147.93 | 42,482.20 | 13,441.79 | 468.24 |
MaxT_R | −4.81 | 264.03 | 511.33 | 8523.91 | 2338.24 | 517.03 |
MaxT_W | −29.23 | 1525.45 | 2385.17 | 51,043.80 | 15,858.50 | 824.05 |
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Pu, Z.; Liu, Q.; Li, Z.; Chen, S.; Liu, Y.; Qi, P.; Wei, Y.; Zheng, Y. Planting Locations with Higher Temperature Produce More Bioactive Compounds and Antioxidant Capacities of Wheat. Agronomy 2019, 9, 538. https://doi.org/10.3390/agronomy9090538
Pu Z, Liu Q, Li Z, Chen S, Liu Y, Qi P, Wei Y, Zheng Y. Planting Locations with Higher Temperature Produce More Bioactive Compounds and Antioxidant Capacities of Wheat. Agronomy. 2019; 9(9):538. https://doi.org/10.3390/agronomy9090538
Chicago/Turabian StylePu, Zhien, Qianqian Liu, Zhengyang Li, Shihao Chen, Yongjian Liu, Pengfei Qi, Yuming Wei, and Youliang Zheng. 2019. "Planting Locations with Higher Temperature Produce More Bioactive Compounds and Antioxidant Capacities of Wheat" Agronomy 9, no. 9: 538. https://doi.org/10.3390/agronomy9090538