| Literature DB >> 26217490 |
Lee H Dietterich1, Antonella Zanobetti2, Itai Kloog3, Peter Huybers4, Andrew D B Leakey5, Arnold J Bloom6, Eli Carlisle7, Nimesha Fernando8, Glenn Fitzgerald9, Toshihiro Hasegawa10, N Michele Holbrook11, Randall L Nelson12, Robert Norton13, Michael J Ottman14, Victor Raboy15, Hidemitsu Sakai10, Karla A Sartor16, Joel Schwartz2, Saman Seneweera17, Yasuhiro Usui10, Satoshi Yoshinaga18, Samuel S Myers19.
Abstract
One of the many ways that climate change may affect human health is by altering the nutrient content of food crops. However, previous attempts to study the effects of increased atmospheric CO2 on crop nutrition have been limited by small sample sizes and/or artificial growing conditions. Here we present data from a meta-analysis of the nutritional contents of the edible portions of 41 cultivars of six major crop species grown using free-air CO2 enrichment (FACE) technology to expose crops to ambient and elevated CO2 concentrations in otherwise normal field cultivation conditions. This data, collected across three continents, represents over ten times more data on the nutrient content of crops grown in FACE experiments than was previously available. We expect it to be deeply useful to future studies, such as efforts to understand the impacts of elevated atmospheric CO2 on crop macro- and micronutrient concentrations, or attempts to alleviate harmful effects of these changes for the billions of people who depend on these crops for essential nutrients.Entities:
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Year: 2015 PMID: 26217490 PMCID: PMC4508823 DOI: 10.1038/sdata.2015.36
Source DB: PubMed Journal: Sci Data ISSN: 2052-4463 Impact factor: 6.444
Figure 1A typical standard curve used to assay phytic acid using the HL method.
The known concentrations of phytic acid standards are plotted against their absorbance at 510 nm after sample processing. Please see text for details.
Definitions of reported variables, corresponding to columns of the dataset (Data Citation 1)
| Row | An index, numbered 2–1153, to aid in sorting the dataset. |
| Study | Name of the study in which the plants were grown. |
| Data_Type | Indicates whether samples are raw data for use in analyses (‘RawData’), or duplicate samples used for technical validation (‘Validation’). |
| City | City in which samples were grown. |
| State | State in which samples were grown. |
| Country | Country in which samples were grown. |
| Year | Year in which samples were grown. |
| Crop | Crop species grown. Either wheat ( |
| Elevated_CO2_Target_ppm | Target concentration for elevated [CO2] treatments, in parts per million (ppm). |
| Elevated_CO2_Achieved_ppm | Daytime average [CO2] in elevated [CO2] treatments, in ppm. |
| Ambient_CO2_ppm | Daytime average [CO2] in ambient (control) [CO2] treatments, in ppm. |
| FACE_Ring_Diameter_m | Diameter of FACE rings, in meters. |
| SampleCode | A unique number or character string identifying each sample. |
| Replicate | Denotes the experimental replicate, sometimes called ‘block’ in the accompanying literature, in which samples were grown. |
| Ring | Denotes the specific FACE ring in which samples were grown. |
| Plot | Location within a FACE ring in which samples were grown. This may differ among paired samples within a replicate. |
| Temperature_Qualitative | Temperature at which crops were grown; either ‘Ambient,’ for most crops, or ‘Elevated’ by 2 °C for some rice samples. |
| Water_Qualitative | Studies used up to two irrigation treatments. For studies using two irrigation treatments, ‘Wet’ and ‘Dry’ refer to samples that received more and less water, respectively. For studies that did not vary irrigation, this is ‘NA.’ |
| Precipitation_mm | Water crops received as precipitation during the growing season, in mm. |
| Irrigation_mm | Water crops received as irrigation during the growing season, in mm. |
| Total_Water_mm | Sum of precipitation and irrigation; the total amount of water available to crops during the growing season, in mm. |
| Nitrogen_Application_Qualitative | Studies used up to three levels of nitrogen fertilizer application per cultivar. ‘Low’ means no nitrogen applied to crops, ‘Medium’ means some nitrogen fertilizer applied to crops, and ‘High’ is reserved for greater amounts of nitrogen application than ‘Medium’ samples. ‘High’ nitrogen applications vary among rice cultivars. |
| Nitrogen_Application_Quantitative | Amount of nitrogen applied to crops as fertilizer, in kg N ha−1. |
| Phosphorus_Application_Quantitative | Amount of phosphorus applied to crops as fertilizer, in kg P ha−1. |
| Potassium_Application_Quantitative | Amount of potassium applied to crops as fertilizer, in kg K ha−1. |
| Sowing_Timing_Qualititative | Time of sowing (TOS) was an independent variable for the wheat experiments. ‘TOS1’ represents late autumn planting, typical for the region, and ‘TOS2’ represents a mid-winter planting. In general, ‘TOS2’ crops matured under hotter, drier conditions. For all other crops this is ‘NA.’ |
| Sowing_Timing_Quantitative | Date that crops were sown (mm/dd/yy). For rice, we present the date that seedlings were transplanted into hills in the field; seeds were planted in seedling trays approximately one month prior[ |
| Cultivar | Cultivar grown. |
| CO2_Treatment | Denotes whether a sample was grown at ambient [CO2] (‘aCO2’) or elevated [CO2] (‘eCO2’). |
| N_percent | Nitrogen concentration of sample, in percent of dry mass. |
| P_percent | Phosphorus concentration of sample, in percent of dry mass. |
| K_percent | Potassium concentration of sample, in percent of dry mass. |
| Ca_percent | Calcium concentration of sample, in percent of dry mass. |
| Mg_percent | Magnesium concentration of sample, in percent of dry mass. |
| Zn_ppm | Zinc concentration of sample, in ppm of dry mass. |
| Fe_ppm | Iron concentration of sample, in ppm of dry mass. |
| S_ppm | Sulfur concentration of sample, in ppm of dry mass. |
| B_ppm | Boron concentration of sample, in ppm of dry mass. |
| Mn_ppm | Manganese concentration of sample, in ppm of dry mass. |
| Cu_ppm | Copper concentration of sample, in ppm of dry mass. |
| Phy_Ext1_Precip1 | First of two precipitation measurements of phytic acid phosphorus from the first of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext1_Precip2 | Second of two precipitation measurements of phytic acid phosphorus from the first of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext1_Avg | Average of the two phytic acid phosphorus measurements from the first of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext2_Precip1 | First of two precipitation measurements of phytic acid phosphorus from the second of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext2_Precip2 | Second of two precipitation measurements of phytic acid phosphorus from the second of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext2_Avg | Average of the two phytic acid phosphorus measurements from the second of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext3_Precip1 | First of two precipitation measurements of phytic acid phosphorus from the third of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext3_Precip2 | Second of two precipitation measurements of phytic acid phosphorus from the third of up to three phytic acid extractions, in mg g−1. |
| Phy_Ext3_Avg | Average of the two phytic acid phosphorus measurements from the third of up to three phytic acid extractions, in mg g−1. |
| Phy_Grand_Avg | Sample phytic acid phosphorus concentration in mg g−1. This is the average of the results from the first two extractions if they differed by less than 15%, otherwise a third extraction was performed and the two extractions in best agreement were averaged to generate this value. |
Validation of phytic acid phosphorus measurements
| Phytic acid phosphorus in samples used as tissue controls as determined using the ‘ferric precipitation method,’ HPLC, or the HL method used in the FACE analyses in the Raboy lab. (s.d.=Standard Deviation). | ||||
|---|---|---|---|---|
| Barley | Harrington | 1.99 | 2.71 | 2.55±0.32 |
| Barley | 1.05 | 1.17 | 1.08±0.21 | |
| Barley | 0.15 | 0.15 | 0.25±0.11 | |
| Maize | Normal-WT | 2.73 | 3.86 | 3.68±0.46 |
| Maize | 1.2 | 1.65 | 1.36±0.21 | |
| Soybean | Jack | 4.21 | 4.95 | 4.68±0.25 |
| Soybean | CX-183 | 1.42 | 1.45 | 1.28±0.23 |
| Soybean | CAPPA | 0.48 | 0.38 | 0.17±0.06 |
| Standard Deviation of the Mean | 0.16 ( | 0.07 ( | 0.12 ( |