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Functional Plant Biology Functional Plant Biology Society
Plant function and evolutionary biology
RESEARCH ARTICLE

Quantifying genetic effects of ground cover on soil water evaporation using digital imaging

Daniel J. Mullan A B and Matthew P. Reynolds A
+ Author Affiliations
- Author Affiliations

A CIMMYT, Apartado Postal 6-641, 06600 México, DF, Mexico.

B Corresponding author. Email: dmullan@intergrain.com

Functional Plant Biology 37(8) 703-712 https://doi.org/10.1071/FP09277
Submitted: 16 November 2009  Accepted: 26 March 2010   Published: 26 July 2010

Abstract

Rapid development of leaf area and/or aboveground biomass has the potential to improve water harvest of rain fed wheat in Mediterranean-type environments through reduced soil evaporation. However, quantitative relationships between genetic differences in early ground cover and soil water evaporation have not been established. Furthermore, accurate phenotyping of ground cover and early vigour have typically been achieved via destructive sampling methods, which are too time-consuming to undertake within breeding programs. Digital image analysis has previously been identified as an alternative indirect method of analysis, whereby computer analysis is ued to determine percentage ground cover. This study uses a digital ground cover (DGC) analysis tool for high throughput screening of four large wheat populations. The DGC methodology was validated via comparisons with alternative measures of canopy cover, such as normalised difference vegetation index (NDVI) (r2 = 0.69), biomass (r2 = 0.63), leaf area index (r2 = 0.80) and light penetration through the canopy (r2 = 0.70). The wheat populations were utilised to estimate the potential variation in soil evaporation associated with genetic differences in early ground cover, which was validated using established models. Estimates of genetic differences in soil evaporation within the four populations (6.90–24.8 mm) suggest that there is sufficient genetic variation to increase water harvest through targeting faster ground cover. Implications for improved wheat yields and breeding are discussed.

Additional keywords: digital ground cover, early vigour, leaf area index, normalised difference vegetation index, Triticum aestivum, wheat.


Acknowledgements

The authors thank Mayra Jacqueline Barcelo and Tamara Urbalejo Rodriguez for their dedicated assistance with the collection of phenotypic data during this study. We also extend our appreciation to the Generation Challenge Program and the Grains Research and Development Corporation for their financial assistance.


References


Adamsen FJ, Pinter PJ, Barnes EM, LaMorte RL, Wall GW, Leavitt SW, Kimball BA (1999) Measuring wheat senescence with a digital camera. Crop Science 39, 719–724. open url image1

Allen SJ (1990) Measurements and estimation of evaporation from soil under sparse barley crops in Northern Syria. Agricultural and Forest Meteorology 49, 291–309.
Crossref | GoogleScholarGoogle Scholar | open url image1

Angus JF, van Herwaarden AF (2001) Increasing water use and water use efficiency in dryland wheat. Agronomy Journal 93, 290–298. open url image1

Angus JF, Nix HA, Russell JS, Kruizinga JE (1980) Water use, growth, and yield of wheat in a subtropical environment. Australian Journal of Agricultural Research 31, 873–886.
Crossref | GoogleScholarGoogle Scholar | open url image1

Araus JL, Slafer GA, Reynolds MP, Royo C (2002) Plant breeding and drought in C3 cereals: what should we breed for? Annals of Botany 89, 925–940.
Crossref | GoogleScholarGoogle Scholar | PubMed | open url image1

Araus JL, Bort J, Steduto P, Villegas D, Royo C (2003) Breeding cereals for Mediterranean conditions: ecophysiological clues for biotechnology application. Annals of Applied Biology 142, 129–141.
Crossref | GoogleScholarGoogle Scholar | open url image1

Barreto HJ , Edmeades GO , Chapman SC , Crossa J (1997) The alpha lattice design in plant breeding and agronomy: generation and analysis. In ‘Developing drought- and low N-tolerant maize’. (Eds GO Edmeades, M Banzinger, HR Mickelson, CB Pena-Valdiva) pp. 544–551. (CIMMYT: Mexico, DF, Mexico)

Bellairs SM, Turner NC, Hick PT, Smith RCG (1996) Plant and soil influences on estimating biomass of wheat in plant breeding plots using field spectral radiometers. Australian Journal of Agricultural Research 47, 1017–1034.
Crossref | GoogleScholarGoogle Scholar | open url image1

Botwright TL, Condon AG, Rebetzke GJ, Richards RA (2002) Field evaluation of early vigour for genetic improvement of grain yield in wheat. Australian Journal of Agricultural Research 53, 1137–1145.
Crossref | GoogleScholarGoogle Scholar | open url image1

Casadesús J, Kaya Y, Bort J, Nachit MM, Araus JL , et al . (2007) Using vegetation indices derived from conventional digital cameras as selection criteria for wheat breeding in water-limited environments. The Annals of Applied Biology 150, 227–236.
Crossref | GoogleScholarGoogle Scholar | open url image1

Condon AG, Richards RA, Farquhar GD (1993) Relationships between carbon isotope discrimination, water use efficiency and transpiration efficiency for dryland wheat. Australian Journal of Agricultural Research 44, 1693–1711.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Cooper PJM, Keatinge JDH, Hughes G (1983) Crop evapotranspiration – a technique for calculation of its components by field measurements. Field Crops Research 7, 299–312.
Crossref | GoogleScholarGoogle Scholar | open url image1

Eastham J, Gregory PJ (2000) Deriving empirical models of evaporation from soil beneath crops in a Mediterranean climate using microlysimetry. Australian Journal of Agricultural Research 51, 1017–1022.
Crossref | GoogleScholarGoogle Scholar | open url image1

Fischer RA (1981) Optimizing the use of water and nitrogen through breeding of crops. In ‘Soil water and nitrogen in Mediterranean-type environments’. (Eds J Monteith, C Webb) pp. 249–279. (Dr W Junk: The Hague)

French RJ, Schultz TE (1984) Water use efficiency of wheat in a Mediterranean-type environment. I. The relation between yield, water use and climate. Australian Journal of Agricultural Research 35, 743–764.
Crossref | GoogleScholarGoogle Scholar | open url image1

Gregory PJ, Simmonds LP, Pilbeam CJ (2000) Soil type, climatic regime, and the response of water use efficiency to crop management. Agronomy Journal 92, 814–820. open url image1

Hafsi M, Mechmeche W, Bouamama L, Djekoune A, Zaharieva M, Monneveux P (2000) Flag leaf senescence, as evaluated by numerical image analysis, and its relationship with yield under drought in durum wheat. Journal Agronomy & Crop Science 185, 275–280.
Crossref | GoogleScholarGoogle Scholar | open url image1

Jamieson PD, Francis GS, Wilson DR, Martin RJ (1995) Effects of water deficits on evapotranspiration from barley. Agricultural and Forest Meteorology 76, 41–58.
Crossref | GoogleScholarGoogle Scholar | open url image1

Jia LL, Chen XP, Zhang F, Buerkert A, Romheld V (2004) Use of digital camera to assess nitrogen status of winter wheat in the northern China plain. Journal of Plant Nutrition 27, 441–450.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Karcher DE, Richardson MD (2003) Quantifying turfgrass color using digital image analysis. Crop Science 43, 943–951. open url image1

Kirkegaard JA, Lilley JM, Howe GN, Graham JM (2007) Impact of subsoil water use on wheat yield. Australian Journal of Agricultural Research 58, 303–315.
Crossref | GoogleScholarGoogle Scholar | open url image1

Lang ARG (1986) Leaf area and average leaf angle from transmittance of direct sunlight. Australian Journal of Botany 34, 349–355.
Crossref | GoogleScholarGoogle Scholar | open url image1

Lemerle D, Gill GS, Murphy CE, Walker SR, Cousens RD, Mokhtari S, Peltzer SJ, Coleman R, Luckett DJ (2001) Genetic improvement and agronomy for enhanced wheat competitiveness with weeds. Australian Journal of Agricultural Research 52, 527–548.
Crossref | GoogleScholarGoogle Scholar | open url image1

Lopes MS, Reynolds MP (2010) Partitioning of assimilates to deeper roots is associated with cooler canopies and increased yield under drought in wheat. Functional Plant Biology 37, 147–156.
Crossref | GoogleScholarGoogle Scholar | open url image1

López-Castañeda C, Richards RA (1994) Variation in temperate cereals in rainfed environments. III. Water use and water use efficiency. Field Crops Research 39, 85–98.
Crossref | GoogleScholarGoogle Scholar | open url image1

Lukina EV, Stone ML, Raun WR (1999) Estimating vegetation coverage in wheat using digital images. Journal of Plant Nutrition 22, 341–350.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Mir-Mahmoodi T, Soleimanzadeh H (2009) Relationship between rapid canopy closure and grain yield in wheat. Asian Journal of Plant Science 8, 250–253.
Crossref | GoogleScholarGoogle Scholar | open url image1

Passioura J (2006) Increasing crop productivity when water is scarce – from breeding to field management. Agricultural Water Management 80, 176–196.
Crossref | GoogleScholarGoogle Scholar | open url image1

Patiño-Zuñiga L, Ceja-Navarro JA, Govaerts B, Luna-Guido M, Sayre KD (2009) The effect of different tillage and residue management practices on soil characteristics, inorganic N dynamics and emissions of N2O, CO2 and CH4 in the central highlands of Mexico: a laboratory study. Plant and Soil 314, 231–241.
Crossref | GoogleScholarGoogle Scholar | open url image1

Pinter JPJ, Jackson RD, Ezra CE (1985) Sun-angle and canopy-architecture effects on the spectral reflectance of six wheat cultivars. International Journal of Remote Sensing 6, 1813–1825.
Crossref | GoogleScholarGoogle Scholar | open url image1

Quarrie SA, Stojanovic J, Pekic S (1999) Improving drought resistance in small-grained cereals: a case study, progress and prospects. Plant Growth Regulation 29, 1–21.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Rebetzke GJ, Botwright TL, Moore CS, Richards RA, Condon AG (2004) Genotypic variation in specific leaf area for genetic improvement of early vigour in wheat. Field Crops Research 88, 179–189.
Crossref | GoogleScholarGoogle Scholar | open url image1

Rebetzke GJ, Condon AG, Farquhar GD, Appels R, Richards RA (2008) Quantitative trait loci for carbon isotope discrimination are repeatable across environments and wheat mapping populations. Theoretical and Applied Genetics 118, 123–137.
Crossref | GoogleScholarGoogle Scholar | CAS | PubMed | open url image1

Reynolds M, Dreccer F, Trethowan R (2007) Drought-adaptive traits derived from wheat wild relatives and landraces. Journal of Experimental Botany 58, 177–186.
Crossref | GoogleScholarGoogle Scholar | CAS | PubMed | open url image1

Richards RA (1987) Physiology and the breeding of winter-grown cereals for dry areas. In ‘Drought tolerance in winter cereals’. (Eds JP Srivastava, E Porceddu, E Acevedo, S Varma) pp. 133–150. (John Wiley & Sons Ltd: Chichester, UK)

Richards RA (1991) Crop improvement for temperate Australia: future opportunities. Field Crops Research 26, 141–169.
Crossref | GoogleScholarGoogle Scholar | open url image1

Richards RA (1992) The effect of dwarfing genes in spring wheat in dry environments. II. Growth, water use and water use efficiency. Australian Journal of Agricultural Research 43, 529–539.
Crossref | GoogleScholarGoogle Scholar | open url image1

Richards RA, Lukacs Z (2002) Seedling vigour in wheat – sources of variation for genetic and agronomic improvement. Australian Journal of Agricultural Research 53, 41–50.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Richards RA, Townley-Smith TF (1987) Variation in leaf area development and its effect on water use, yield and harvest index of droughted wheat. Australian Journal of Agricultural Research 38, 983–992.
Crossref | GoogleScholarGoogle Scholar | open url image1

Richards RA, Rebetzke GJ, Condon AG, van Herwaarden AF (2002) Breeding opportunities for increasing the efficiency of water use and crop yield in temperate cereals. Crop Science 42, 111–121.
PubMed |
open url image1

Richards RA, Watt M, Rebetzke GJ (2007) Physiological traits and cereal germplasm for sustainable agricultural systems. Euphytica 154, 409–425.
Crossref | GoogleScholarGoogle Scholar | open url image1

Ricker MD (2004) Pixels, bits, and GUIs – the fundamentals of digital imagery and their application by plant pathologists. Plant Disease 88, 228–241.
Crossref | GoogleScholarGoogle Scholar | open url image1

Sabziparvar A-A, Tabari H, Aeini A, Ghafouri M (2010) Evaluation of class A pan coefficient models for estimation of reference crop evapotranspiration in cold semi-arid and warm arid climates. Water Resource Management 24, 909–920.
Crossref | GoogleScholarGoogle Scholar | open url image1

Sadras VO (2003) Influence of size of rainfall events on water-driven processes. I. Water budget of wheat crops in south-eastern Australia. Australian Journal of Agricultural Research 54, 341–351.
Crossref | GoogleScholarGoogle Scholar | open url image1

Sayre KD, Rajaram S, Fischer RA (1997) Yield potential progress in short bread wheat in Northern Mexico. Crop Science 37, 36–42. open url image1

Shearman VJ, Sylvester-Bradley R, Scott RK, Foulkes MJ (2005) Physiological processes associated with wheat yield progress in the UK. Crop Science 45, 175–185. open url image1

Siddique KHM, Tennant D, Perry MW, Belford RK (1990) Water use and water use efficiency of old and modern wheat cultivars in a Mediterranean-type environment. Australian Journal of Agricultural Research 41, 431–447.
Crossref | GoogleScholarGoogle Scholar | open url image1

Turner NC , Nicolas ME (1987) Drought resistance of wheat for light-textured soils in a Mediterranean climate. In ‘Drought tolerance in winter cereals’. (Eds A Srivastava, E Porceddu, E Acevedo, S Varma) pp. 203–216. (John Wiley & Sons Ltd: Chichester, UK)

Wang HX, Liu CM (2007) Soil evaporation and its affecting factors under crop canopy. Communications in Soil Science and Plant Analysis 38, 259–271.
Crossref | GoogleScholarGoogle Scholar | open url image1

Whan BR, Carlton GP, Anderson WK (1991) Potential for increasing early vigour and total biomass in spring wheat. I. Identification of genetic improvements. Australian Journal of Agricultural Research 42, 347–361.
Crossref | GoogleScholarGoogle Scholar | open url image1

Zhang H, Oweis TY, Garabet S, Pala M (1998) Water-use efficiency and transpiration efficiency of wheat under rain-fed conditions and supplemental irrigation in a Mediterranean-type environment. Plant and Soil 201, 295–305.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Zhou Y, Zhu HZ, Cai SB, He ZH, Zhang XK, Xia XC, Zhang GS (2007) Genetic improvement of grain yield and associated traits in the southern China winter wheat region: 1949 to 2000. Euphytica 157, 465–473.
Crossref | GoogleScholarGoogle Scholar | open url image1