CIMMYT 1996 Wheat Improvement Training Course.
R. L. Villareal and O. Banuelos.
Training is a major activity at the CIMMYT Wheat
Program. The principal objective of this training program is
to increase the professional expertise of wheat research personnel
in developing countries. Our trainees are better equipped to
meet the challenge of further improving their home country's capabilities
for wheat research and food production after completing their
course of study. The 1996 wheat improvement training course began
on 26 February, at Ciudad Obregon, and ended on 18 August, at
Toluca and El Batan
near Mexico City.
Eighteen trainees from 14 countries participated
in the course. Africa had the most representation with seven
participants followed by Asia with six, Middle East with four,
and one from Latin America. The trainees participated in plant
selection, harvest, seed selection, assessment of diseases, agronomic
management, and other hands-on activities of the Wheat Program.
This year's distinguished course lecturers included Dr. Anne
McKendry, University of Missouri; Dr. Greg Shaner, Purdue University;
Dr. Mark Sorrells, Cornell University; Dr. Warren Kronstad, Oregon
State University; and Dr. Adam Lukaszewski, University of California
at Riverside.
CIMMYT can hope to train only a fraction of the thousands
of wheat specialists needed by national programs. Therefore,
CIMMYT attempts to reach those candidates who demonstrate leadership
ability and who are potential future research leaders in national
programs. A new group of trainees will arrive in Mexico during
the last week of February 1997 for 6 months of training.
Canopy temperature depression as a selection criterion for
wheat tolerance in wheat.
M.P. Reynolds 1, O.A.A. Ageeb 2, S. Nagarajan 3, L. Olugbemi 4, M.A. Razzaque 5, and S. Rajaram 1.
CIMMYT1, Sudan2, India3,
Nigeria4, Bangladesh5 Wheat Programs.
Site Collaborators:
India: Tandon JP, Hanchibal RR, Ruwali KN, Mohan D, Singh RP
Sudan: Rasoul O, Ibrahim A, Amani I, El-Sarag G, Mustafa M
Bangladesh: Barma N, Amin R, Rahman M, Meisner C
Nigeria: Abubakar
I
Summary. The main objective
of the study was to validate the use of canopy temperature depression
(CTD) as a rapid, early generation, screening tool for heat tolerance
in wheat. CTD was measured at hot sites in Mexico on F2-derived
bulks (BULKS) and on RILs derived from the same BULKS, using crosses
of parents with different levels of heat tolerance. Results showed
that (i) CTD measured on BULKS in Mexico were significantly correlated
with their average performance at 11 international sites, (ii)
CTD was an excellent indicator of which BULKS produced heat-tolerant
inbred lines evaluated in Mexico, and (iii) CTD measured on RILs
were highly significantly correlated with performance in Mexico.
These results indicate the robustness of CTD as a selection trait,
with potential application at early and intermediate stages of
selection. In addition, the genetic link between CTD and heat
tolerance was demonstrated by showing their association in RILs.
Measurements of photosynthesis and leaf conductance on individual
F5 plants showed high heritabilities with measurements
made on F5-derived F7 sister lines, as well
as significant correlations with yield. Results suggest the potential
of screening for quantitative traits on individual plants in early
generation-derived bulks. The `genotype
x environment'
interaction among hot wheat-growing regions worldwide was tested
by growing a set of 60 advanced lines (ALs), selected for heat
tolerance in Mexico, at 15 international sites. The results showed
Tlaltizapan to be the best site in Mexico for predicting yields
in Bangladesh, northwest India, Sudan, and Nigeria, and northwest
India to be a good site for heat tolerance screening. Correlation
analysis corroborated these observations and indicated late sowing
in Obregon as an additional site for heat tolerance screening.
Average yield of the 60 ALs at 15 international sites was predicted
equally well by CTD or yield, when both were measured in Mexico.
Because a reliable yield estimate requires a plot approximately
five times greater than that needed for an estimate of CTD, the
use of CTD instead of yield estimates may be considerably more
efficient. Alternatively, both yield and CTD could be combined
in a selection index as a more powerful indicator of heat tolerance.
Based on results from the current project, CIMMYT Wheat Breeding
Program are currently evaluating the use of CTD as a selection
criterion in preliminary yield trials for heat tolerance. Physiological
and morphological data measured in the different experiments suggest
that yields under heat stress are source (assimilate) limited.
Wheat lines of diverse origin from the Indian and world wheat
collections were screened for heat tolerance traits. Preliminary
data indicated high levels of expression for CTD, chlorophyll
content, rate of biomass accumulation, and kernel weight. A laboratory-based
screening protocol for membrane thermostability demonstrated a
high degree of genetic diversity for the trait in material from
the Indian Bank.
Introduction.
Background. Continual
heat stress affects approximately 7 million ha of wheat in developing
countries, whereas terminal heat stress is a problem in 40 % of
the temperate environments that encompass 36 million ha. In a
recent consulting with NARS representatives from the major wheat
growing regions in the developing world, heat stress was identified
as one of their top research priorities (CIMMYT 1995). The current
project, evaluating physiological selection criteria that may
help breeders select for more heat-tolerant wheat, arose from
earlier collaborative work between CIMMYT's
Wheat Program and NARS, namely the International Heat Stress Genotype
Experiment (IHSGE). These studies indicated significant genetic
diversity for heat tolerance in modern semidwarf spring wheat
varieties and its association with a number of physiological traits
(Reynolds et al. 1992; Reynolds et al. 1994; Amani et al. 1996;
Reynolds et al. 1997). Based on these results, crosses between
heat-tolerant and heat-sensitive parents were made to assess the
potential genetic gain of applying physiological and morphological
selection criteria in segregating generations. Subsequent work
was incorporated into the current project supported by the U.K.'s
Overseas Development Administration (ODA) holdback facility.
Canopy temperature depression -
CTD. Although several physiological traits
were tested for potential use as selection criteria for heat tolerance
in this study, the principal focus was on the measurement of CTD
using an infrared thermometer. CTD was believed to be the most
promising technique for a number of reasons: (i) it is extremely
rapid to integrate the CTD of scores of wheat plants in a plot
in a few seconds; (ii) earlier work had shown CTD able to predict
the heat tolerance of varieties in several wheat growing environments
(Reynolds et al. 1994); and (iii) background studies at CIMMYT
had indicated the optimal stages of development and environmental
conditions to maximize genetic expression for the trait (Amani
et al. 1996). In addition, although no causal relationship has
been demonstrated between CTD and heat tolerance, both theory
and experimentation show it be intimately associated with crop
assimilation processes, lending it credibility as a worthwhile
trait for crop improvement.
Selection for simple versus quantitative traits.
There are several stages in the breeding
process when selection pressure can be applied for a trait of
interest. Traditional plant breeding attempts to maximize selection
pressure in early generations for reasons of efficiency. Early
generation selection (F2-F4)
is practical when selecting for relatively simple traits such
as disease resistance, phenology, and agronomic type, because
a high proportion of progeny are genetically fixed in early generations.
On the contrary, for quantitative traits such as CTD, segregation
is still very likely in early generations, and later generation
selection will be a more reliable strategy to fix the trait of
interest. However, delaying selection pressure makes selecting
for quantitative traits less attractive to most breeders, where
selection for dominant traits still plays a big role in breeding
methodology. For these reasons, this project focused on evaluating
CTD as a selection criterion at different stages in the breeding
process: (i) in early generation-derived BULKS, (ii) among intermediate
generation F5-derived RILs, and (iii) in ALs already
selected empirically for heat tolerance. The objective was to
evaluate the flexibility of CTD as a selection tool, given the
multiple selection criteria that must be incorporated into a breeding
methodology.
Collaboration between NARS and CIMMYT. A
major strength of the current study was the partnership between
CIMMYT and NARS working in hot, wheat-growing environments. By
testing materials in representative environments worldwide, conclusions
regarding the primary objective could be interpreted on a much
broader basis than with a more narrowly focused study. At the
same time, the partnership enabled the formation of other objectives.
1. By determining `G
x E'
in hot wheat environments and confirming reliable international
testing sites, this information can assist a more strategic approach
to germplasm and information exchange. Crucial feedback is provided
to the centralized breeding strategy coordinated by CIMMYT. 2.
Disseminating diverse genetic material for heat tolerance traits.
Although integral to the projects primary objectives, materials
distributed were of sufficient genetic diversity to avail themselves
to reselection by NARS and CIMMYT breeding programs and provide
genetic stocks for future strategic research on heat tolerance.
3. Enabling wheat scientists at collaborating NARS to gain experience
in evaluating the use of physiological selection criteria to complement
breeding objectives. In addition to sponsoring NARS scientists
to visit CIMMYT and gain hands-on experience in evaluating
the use of physiological selection criteria to complement breeding
objectives, the ODA-funded project also provided for the purchase
of equipment for use in future breeding and research activities
of the participating NARS.
Screening genetically diverse wheat lines for
heat tolerance traits. Trials
were established in India and Mexico to screen material from the
Indian and world wheat collections in an attempt to find new and
better sources of heat tolerance traits, such as CTD, chlorophyll
content, rate of biomass accumulation, and kernel weight. Previous
studies have shown heat tolerance to be associated with membrane
thermostability (Shanahan et al. 1990; Reynolds et al. 1994).
This trait was evaluated on lines from the Indian collection
by measuring expression in heat-acclimated seedlings. Seedling
screening is a potentially attractive option in breeding, because
large numbers of plants can be measured within a relatively short
time frame.
Selecting for quantitative physiological traits
in individual F5 plants.
Breeding for quantitative traits is more
complex than selecting for dominant traits, as discussed earlier.
Selections for traits such as photosynthetic rate or leaf chlorophyll
could be made on individual plants as opposed to yield plots would
considerably increase efficiency. Photosynthesis and related
traits were measured on F5 individual plants to assess
whether the traits were expressed in lines deriving from those
individuals, and their association with heat tolerance.
Materials and methods.
Experimental Sites. In
total, up to 15 experimental environments were involved in five
countries over 2 years: four environments in Mexico, Obregon
(2 dates) and Tlaltizapan (2 dates); four sites in Sudan; three
sites in Bangladesh; three sites in India; and one site in Nigeria.
Summaries of locations (Table 1, p. 149) and meteorological data
(Table 2, p. 149) are presented.
Breeding Materials. Three
types of breeding material were used in order to test the potential
utility of trait selection at different stages of the breeding
program: F2-derived BULKS from `Fang
60/Seri 82'
(Cross 1), `Fang
60/Siete Cerros'
(Cross 2), and 'Seri
82/Siete Cerros'
(Cross 3) grown internationally in 1994-95
(IHSGE V) and from `Nesser/Pavon'
grown in internationally in 1995-96
(IHSGE VIA); RILs derived from randomly-selected F5
heads of the BULKS from crosses 1-3
(grown in 1995-96
at two or three locations in Mexico); and breeder-selected advanced
lines (IHSGE VIB grown internationally in 1995-96).
Physiological Traits.
Most physiological trait measurement was conducted in Mexico.
NARS visiting scientists were actively involved in the 1994-95
cycle. Traits measured on field plots in the four environments
in Mexico included CTD on yield plots (CTD-5) and 3-row
plots (CTD-3) simulating the planting arrangement used commonly
in breeding programs for early generation selection. Measurements
were made with an IR thermometer (Telatemp/Everest) after anthesis,
between noon and 4 p.m., when resolution for the trait is highest
(Amani et al. 1996). Leaf conductance (COND), measured as leaf
resistance using a viscous-flow porometer (CSIRO) and reported
in relative units, was measured after anthesis in the afternoon
on 6-10
flag leaves per plot. Flag leaf chlorophyll content was measured
at 50 % anthesis (CHL-A) and 10 % physiological maturity
(CHL-M) on 6-10
flag leaves per plot using a Minolta SPAD meter.
Table 1. Key features of the experiemental sites of the 5th and 6th International Heat Stress Genotype Experiments.
Country | Site | Sowing Month | Coordinates | Climatic condition |
---|---|---|---|---|
Mexico | Tlaltizapan | December | 18°N 99°W | hot, low RH |
Tlaltizapan | January | 18°N 99°W | hot, low RH | |
Obregon | February | 27°N 109°W | temperate, low RH | |
Obregon | March | 27°N 109°W | late heat, low RH | |
Sudan | Wad Medani | November | 14°N 33°E | hot, low RH |
Hedeiba | November | 17°N 34°E | hot, low RH | |
Bangladesh | Jessore | December | 23°N 14°E | hot, high RH |
Dinajpur | December | 25°N 88°E | late heat, high RH | |
Nigeria | Kadawa, Kano | December | 12°N 08°E | hot, low RH |
India | Indore | December | 22°N75°E | hot, low RH |
Dharwar | December | 16°N 76°E | hot, low RH | |
Delhi | December | 28°N 77°E | late heat, low RH | |
Sudan | Sennar | November | 13°N | hot, low RH |
Shendi | November | 16°N 33°E | hot, low RH | |
Bangladesh | Rajshahi | December | 24°N 89°E | hot, high RH |
Table 2. Monthly maximum and minimum temperatures for Tlaltizapan and Obregon, 1994-1995 and 1995-1996 Ecycles, Mexico.
Location | Year | Nov | Dec | Jan | Feb | March | April | |
---|---|---|---|---|---|---|---|---|
Tlaltizapan | 1994-95 | Min | 31.6 | 31.4 | 30.9 | 32.6 | 34.7 | 35.6 |
Max | 12.3 | 10.9 | 11.0 | 12.3 | 13.4 | 14.7 | ||
Tlaltizapan | 1995-96 | Max | 31.1 | 29.2 | 29.2 | 32.0 | 33.1 | 35.1 |
Min | 13.1 | 10.0 | 7.0 | 10.3 | 12.3 | 14.5 | ||
Feb | Mar | April | May | June | ||||
Obregon | 1995 | Max | 27.2 | 29.3 | 31.7 | 34.3 | 37.6 | |
Min | 11.9 | 11.4 | 9.9 | 14.7 | 20.1 | |||
Obregon | 1996 | Max | 28.3 | 29.2 | 33.1 | 35.9 | ||
Min | 10.3 | 9.5 | 12.6 | 18.0 |
Other traits measured.
Two other kinds of traits were measured in addition to physiological
traits; parametric traits associated with yield components and
traits typically evaluated visually. Parametric traits included
grain yield, final biomass (above ground), grains/m2,
1,000-kernel weight, grains/spike, harvest index, and spikelet
sterility (upper and lower spike). Visual traits included days-to-anthesis,
days-to-maturity, height, spikes/m2, awn length, peduncle
length, spike length, % ground cover at anthesis, and breeders
scores (1-5).
All traits were measured parametrically except for ground cover
and breeders score, which were visually estimated.
Screening genetically diverse wheat lines for
heat tolerance traits. Physiological
traits in genetically diverse wheat lines were evaluated on 100
lines provided by the Indian Bank, the world collection at CIMMYT,
and synthetics from the CIMMYT Wheat Program's
wide-crosses group. These were evaluated in Tlaltizapan, Mexico,
and Indore, India.
Screening for new sources of membrane thermostability
using seedlings. Membrane thermostability
was estimated through conductivity measurements of electrolyte
leakage from leaf tissue of 10-day-old, heat-acclimated seedlings,
after a heat shock of 49 C
for 1 h. Work was in collaboration with Professor James Quick
during his sabbatical leave at CIMMYT from Colorado State University.
Selecting for quantitative physiological traits
in individual F5 plants. The
heritability of photosynthetic rate between individual F5
plants and F5:7 lines was evaluated in collaboration
with Colegio de Postgraduados, Montecillo, Mexico. The methodology
was essentially as follows: in the F5 generation,
photosynthesis was measured on 200 random plants in eight F2:5
BULKs from one cross; in the F6 generation, divergent
selection for photosynthesis, head rows were grown for F5:7
lines; and in the F7 generation, high and low PS lines
were grown for yield and evaluation of photosynthesis.
Statistical Techniques.
All field trials were laid out in lattice a design. In addition
to ANOVA, the following statistics were calculated when appropriate:
phenotypic correlations, genetic correlations, realized heritability,
proportion of direct response (PDR), and canonical regression
analysis.
Results.
Validation of CTD as selection criterion for heat tolerance.
F2-derived bulks. Of
the physiological traits measured, CTD measured on BULKS was generally
best correlated with their yields in Mexico (Table 3). As expected,
morphological traits such as above-ground biomass and grains/m2
often showed better correlation with traits that are autocorrelated
with yield itself.
Table 3. Phenotypic correlations between wheat yields and traits for F2-derived bulks of three crosses, at Obregon (March sown), 1994-95.
Trait1 | Fang 60/Seri 82 (n = 14) | Fang 60/Siete Cerros (n = 30) | Seri 82/Siete Cerros (n = 16) | Combined (n = 60) |
---|---|---|---|---|
Biomass | 0.84** | 0.59* | 0.85** | 0.72** |
CTD | 0.63** | 0.51* | 0.69** | 0.54** |
Chlorophyll-maturity | 0.44 | 0.33 | 0.21 | 0.22 |
Spikes/m2 | 0.42 | 0.43 | -0.02 | 0.30*
|
*significant at P <= 5 %.
1 No trend for kernel weight, days to anthesis/maturity, or height.
To estimate the relative heritabilities of traits
between F4 and F5 BULKS, traits measured
at different locations in Mexico in the F5 were compared
with data collected on unreplicated plots in the F4,
from the cross between `Seri
82/Siete Cerros',
which had the greatest contrast in heat tolerance. Phenotypic
correlations indicated the highest association for days-to-flowering,
intermediate levels for CTD and chlorophyll at anthesis, and poor
association for yield (Table 4). These results were consistent
with calculations of realized heritability (data not shown).
Table 4. Phenotypic correlation between traits measured on F2:4 plots in Tlaltizapan, and trait expression in F2:5 plots at three locations in Mexico for the cross `Seri 82/Siete Cerros'.
Trait | Tlaltizapan | Obregon (February) | Obregon (March) |
---|---|---|---|
Yield | 0.09 | 0.11 | 0.12 |
Days to Anthesis | 0.89** | 0.70* | 0.74** |
CTD | 0.49* | 0.72** | 0.30 |
CHL-A | 0.61* | 0.56* | - |
* significant at P <= 0.05.
** significant at P <= 0.01.
Table 5. Phenotypic correlation between wheat plant traits measured in Obregon (March sown), Mexico, and mean performance of F2-derived bulks at 11 international, warm wheat-growing sites, 1994-95 cycle.
Trait1 | Fang 60/Seri 82 (n = 14) | Fang 60/Siete Cerros (n = 30) | Seri 82/Siete Cerros (n = 16) | Combined (n = 60) |
---|---|---|---|---|
Yield | 0.24 | 0.31 | 0.68* | 0.45** |
CTD | 0.22 | 0.38* | 0.41 | 0.27* |
Chlorophyll anthesis | 0.43 | 0.17 | 0.24 | 0.30* |
Conductance | -0.13 | -0.31 | -0.10 | -0.15 |
Kernel weight | 0.31 | 0.14 | 0.16 | 0.37** |
Height | -0.41 | -0.11 | -0.49* | -0.55** |
Days to maturity | -0.22 | -0.13 | -0.39 | -0.47** |
* significant at P <= 5 %.
1 No trend for biomass, spike number, days to anthesis/maturity, or chlorophyll maturity.
Phenotypic correlations between physiological traits
measured in Mexico and yields measured at international locations
were generally weaker than for within-site correlations. However,
genetic correlations and values for proportion of direct response
to selection for CTD indicated that environmental error was one
factor reducing the strength of correlations. For BULKS of the
three crosses, the phenotypic correlation between the average
yield for all 11 international sites (X-YLD) and traits measured
in Tlaltizapan and Obregon (Table 5) show a clear trend for CTD,
chlorophyll at anthesis (CHL-A), and yield to be positively
correlated with X-YLD, and combined analyses indicated statistical
significance. For the cross `Nesser/Pavon',
evaluation of traits was conducted in F4 BULKS for
comparison with international performance in the F5.
CTD measured on F4 BULKS in three locations in Mexico
was generally significantly associated with average performance
of F5 BULKS at 12 hot international locations, although
yield and visual evaluations by breeders were not (Table 6).
Table 6. Phenotypic correlations between traits measured in F4 bulks in Mexico and average performance of F5 bulks at 12 hot, international sites for the cross `Nesser/Pavon', 1995-96.
Trait1 | Trait measured in | ||
---|---|---|---|
Tlaltizapan December | Tlaltizapan January | Obregon March | |
Yield | 0.31 | 0.14 | 0.26 |
CTD | 0.44** | 0.28 | 0.33* |
Visual selection | 0.26 | 0.26 | 0.01 |
* significant at P <= 0.05.
** significant at P <= 0.01.
1 No trend for grains/m2, kernel weight, or phenology.
Although these associations suggest that CTD may
be useful in identifying heat tolerance of early generation bulks,
a more interesting test is whether BULKS with high CTD produce
a higher proportion of heat-tolerant lines. This was tested by
taking random heads from BULKS to make RILs and evaluating their
heat tolerance. At the same time, physiological traits were tested
on the RILs to provide more definitive evidence of the genetic
association between CTD and heat tolerance and of the potential
value of selecting for quantitative traits in intermediate as
opposed to early generations.
Performance of RILs predicted by CTD of original
BULKS. RILs from all three crosses showed
a clear association between superior heat tolerance and higher
CTD in the BULKS from which they were derived (Table 7). These
data suggest that CTD is a useful way to screen early generations
for material likely to yield heat-tolerant lines despite the probability
of further segregation. However, yield of the BULKS was not a
reliable indicator of heat tolerance.
Selecting for quantitative physiological traits
in individual F5 plants.
Measurements of photosynthesis, leaf conductance, and leaf chlorophyll
in individual F5 plants showed high heritabilities
with measurements made on F5-derived F7
sisters, and significant correlations with yields under heat stress
(Table 8). Full details of this study will be presented separately
(Gutierez et al. 1997).
Table 7. Phenotypic correlations between yields of recombinant inbred lines averaged over three sites in Mexico (1995-96), and traits measured on original Bulks in Obregon (March sown), 1994-95.
Trait | Recombinant inbred lines | ||
---|---|---|---|
Fang 60/Seri 82 (n = 33) | Fang 60/Siete Cerros (n = 120) | Seri 82/Siete Cerros (n = 40) | |
CTD | 0.48** | 0.36** | 0.50** |
Yield | 0.43* | 0.17 | 0.00 |
* significant at P <= 0.05.
** significant at P <= 0.01.
Table 8. Phenotypic correlation between traits measured in individual F5 plants at Tlaltizapan, 1994-95, and agronomic traits in F5-derived F7 lines (averaged for two sowing dates at Tlaltizapan, Mexico, 1995-96).
Yield | Membrane thermostability | Above-ground biomass | Harvest index | grains/m2 | 1,000-kernel weight | CHL-A1 | ||
---|---|---|---|---|---|---|---|---|
Photosynthesis | 0.50* | 0.29 | 0.50 | 0.38 | 0.50 | 0.11 | 0.65 | |
Leaf | temperature | -0.20 | -0.14 | -0.27 | 0.04 | -0.23 | 0.11 | -0.34 |
Conductance | 0.60* | 0.39 | 0.61 | 0.41 | 0.58 | 0.18 | 0.77 | |
Internal [CO2] | 0.68* | 0.45 | 0.62 | 0.64 | 0.67 | 0.18 | 0.65 |
* significant at P <= 0.05 when r >= 0.47.
1 Flag leaf chlorophyll content at maturity.
RILs. RILs from the cross
`Seri
82/Siete Cerros',
with the greatest contrast in heat tolerance, showed a very strong
relationship between CTD and yield, giving strong evidence for
a genetic basis for the association between CTD and heat tolerance
(Table 9). Chlorophyll at anthesis also was strongly correlated
with yield, as was height. In the `Seri 82/Fang 60'
cross, breeders selection pressure was applied in the F6
(for agronomic type and disease resistance in a temperate environment).
In these lines, CTD was correlated with yield (Table 10), but
not as strongly as in the previous cross, although height was
not. For the cross `Fang 60/Siete Cerros', similar and highly significant trends were observed (data not shown), though associations were generally weaker, perhaps because of the use of augmented single rep designs.
Table 9. Recombinant inbred lines from the cross `Seri 82/Siete Cerros' (n = 40); correlation between average yield and traits measured at two dates in Tlaltizapan, Mexico, 1995-96.
Trait | December | January |
---|---|---|
Canopy temperature depression | 0.64** | 0.55** |
Chlorophyll at anthesis | 0.35* | 0.42** |
Chlorophyll at maturity | 0.33* | 0.10 |
Breeder's score | 0.17 | 0.03 |
Canopy temperature depression-preheading | -0.36* | -0.36* |
Height | -0.66** | -0.73** |
Anthesis | 0.24 | 0.25 |
Canopy temperature depression with plant height | -0.57** | -0.37* |
* significant at P <= 0.05.
** significant at P <= 0.01.
Table 10. Recombinant inbred lines from the cross `Seri 82/Fang 60' (n = 33); correlation between average yield and traits measured at 2 sites in Mexico, 1995-96.
* significant at P <= 0.05.
** significant at P <= 0.01.
Advanced lines. Phenotypic correlations between traits measured in Mexico and the average performance of the 60 lines across 15 international locations indicate the power of CTD to predict performance and yield itself in some cases (Table 11). Using data from ALs, it is possible to quantify the potential effect of selecting for CTD on performance at different international sites and compare with selection for other traits. Selection for CTD is very favorable in most cases.
Table 11. Phenotypic correlations between average yields of 60 advanced lines at 15 and 11 international sites and traits measured in Mexico, 1995-96.
Trait | Average yield | |
---|---|---|
n = 111 | n = 15 | |
Obregon (March) | ||
Yield | 0.62** | 0.59** |
CTD-3 row plot | 0.66** | 0.56** |
CTD-5 row plot | 0.65** | 0.58** |
Tlaltizapan | ||
0.74** | 0.56** | |
CTD-3 row plot | 0.37** | 0.38* |
CTD-5 row plot | 0.35** | 0.25* |
1 11 locations with least `G x E' as determined by cluster analysis for crossover interactions.
* significant at P <= 0.05.
** significant at P <= 0.01.
Table 12. Lines exhibiting high values of heat tolerance traits in comparison to Seri 82, Tlaltizapan, Mexico, 1995-96.
SDWHT No. | Line | Yield (T/ha) | Days to maturity | Kernel dry weight (mg) | Chlorophyll at anthesis | Chlorophyll (at 10 % mat) | Canopy temperature depression | Growth rate (kg/ha/d) |
---|---|---|---|---|---|---|---|---|
1 | V2213-BW | 2.9 | 102 | 51 | 39 | 32 | 5.1 | 97.0 |
2 | 02712-DW | 2.6 | 114 | 45 | 45 | 32 | 6.9 | 97.2 |
10 | D1578-DW | 2.9 | 101 | 55 | 47 | 40 | 5.6 | 69.3 |
16 | D2812-DW | 2.0 | 117 | 38 | 49 | 38 | 6.1 | 104.4 |
28 | HW2008-BW | 4.8 | 93 | 40 | 36 | 33 | 5.6 | 171.0 |
29 | HW2021-BW | 3.6 | 101 | 37 | 44 | 40 | 4.5 | 99.1 |
63 | MOTIA-DW | 3.6 | 108 | 43 | 40 | 33 | 6.3 | 102.2 |
Seri 82 | 4.8 | 106.0 | 39.5 | 44.0 | 33.1 | 5.5 | 125.3 | |
Mean (n = 100) | 3.5 | 104 | 41 | 40 | 32 | 5.3 | 106.5 | |
LSD | 1.04 | 4.1 | 3.8 | 3.66 | 4.06 | 1.53 | 98.0 | |
CV | 14.8 | 2 | 4.6 | 4.6 | 6.3 | 13.48 | 49.0 |
Genotype by environment interaction among hot wheat growing regions.
The `G
x E'
was examined using data from the 60 advanced lines grown at all
15 international sites. Cluster analysis grouped environments
so that rank changes among lines were minimal (Crossa et al. 1995).
The analysis indicated two main groups. One large group included
Nigeria, three sites in Sudan, all three sites in Bangladesh,
three sites in Mexico, and the site in northwest India. The other
cluster included two sites in south and central India, one site
in Mexico, and one in Sudan. The results confirm Tlaltizapan
to be the best site in Mexico for predicting yields in Bangladesh,
northwest India, Sudan, and Nigeria, and indicated northwest India
as a good site for heat-tolerance screening. Correlation analysis
corroborated these observations and indicated March sowing in
Obregon as an additional site for heat-tolerance screening.
Screening genetically diverse wheat lines for heat-tolerance traits.
Several lines were identified that had heat-tolerance
traits with values higher than for the check (Seri 82), including
canopy temperature depression, chlorophyll at anthesis, chlorophyll
at maturity, and growth factors (Table 12). The laboratory-based
test for membrane thermostability used on heat-acclimated seedlings
demonstrated a high degree of genetic variability for this trait
in genetically diverse wheats from the Indian collection (Quick
and Reynolds 1997).
Discussion.
Validating the use of early generation selection criteria for heat tolerance.
Canopy temperature depression.
CTD was the physiological trait best associated with heat tolerance
in these studies. The results indicated the robustness of CTD
as a selection trait, with potential application at early (BULKS),
intermediate (RILs), and late (ALs) stages of selection. Although
the CTD measured on the BULKS was generally significantly, though
not highly, correlated with performance of the BULKS at other
locations (Tables 5-6),
their CTDs were highly significantly correlated with yields of
RILs deriving from the BULKS (Table 7). In contrast to CTD, yields
of the BULKS were not good indicators of heat tolerance in the
RILs. The fact that CTD was highly correlated with heat tolerance,
in both unselected RILs and advanced lines that had already undergone
selection for heat tolerance, is a clear indication that CTD is
a powerful screening tool with potentially wide application in
early and subsequent generations.
F2-derived bulks.
The main problem with working with early generation-derived BULKS,
especially when left largely unselected so as not to cause genetic
bias, is that they are highly heterogeneous and not necessarily
well adapted to the environments. In many cases, the high values
for proportion of direct response to selection for CTD (data not
shown) reflected the poor relationship between yields in Mexico
and those of many of the international sites where they were tested.
The relationships between traits and international performance
are perhaps difficult to interpret, because most breeding programs
do not handle their material in this way. Nonetheless, the value
of measuring CTD in early generations was clearly demonstrated
by the good performance of RILs deriving from BULKS with favorable
CTDs. A logical follow-up is to compare CTD of individual F2
plants with performance in subsequent generations.
RILs. The high correlations between yield and CTD for the RILs suggest a role for CTD in screening intermediate generations for heat tolerance. A potential strategy would be to select in early generations for agronomic type and disease resistance under temperate conditions, followed by selection for CTD under heat stress on F4- or F5-derived head rows, when a greater proportion of lines are genetically fixed. RILs from the cross `Fang 60/Seri 82' were subjected to selection for diseases and agronomic type in F6 head rows. Although their association between CTD and yield (Table 10) was not as strong as for the unselected RILs from the `Seri 82/Siete Cerros' cross (Table 9), the results for the former were more convincing from a breeding point of view, because heat tolerance was not confounded by undesirable characteristics such as height. An interesting pattern emerged in this material, where the relationship between yield and CTD measured prior to heading was weakly negative, in contrast to the positive correlation observed postheading (Table 13). This observation on largely unselected materials was not seen in varieties (Amani et al. 1996) and needs to be considered when establishing selection protocols. Further work will help understand the physiological basis of the response.
Table 13. Genetic correlations between yield and the traits canopy temperature depression (CTD), and chlorophyll content (CHL), for the recombinant inbred lines of two crosses, Tlaltizapan, Mexico, 1995-96.
Cross | Seri 82/Siete Cerros (n = 40) | Seri 82/Fang 60 (n = 33) |
---|---|---|
CTD preanthesis | -0.46 | -0.66 |
CTD postanthesis | 1.0 | 1.0 |
CHL anthesis | 0.34 | 1.0 |
CHL maturity | 0.39 | - |
Selecting quantitative traits in individual F5
plants. The fact that measurements
of several physiological traits in individual F5 plants
showed high heritabilities with measurements made on F5-derived
F7 sister lines and significant correlations with yields
under heat stress (Table 8) indicates the potential of screening
for quantitative traits on individual plants in early generation
derived bulks. The data complement the results showing the association
between CTD measured in F5 bulks and performance in
RILs (Table 7).
Potential genetic gains of selecting for CTD.
For an idea of how selection for CTD
might improve heat tolerance in terms of performance, mean yields
were calculated for high and low CTD groups, where high and low
CTD represented the lines in the top and bottom 50 % of specific
germplasm groups with respect to their CTD (Table 14). For the
NILs (cross `Seri
82/Siete Cerros'),
yield for the high CTD group averaged 4.1 T/ha and the low averaged
3.3 t/ha, representing a difference of 1.0 C
in average CTD between the two groups. For the ALs using data
averaged across both sowing dates in Tlaltizapan, the high CTD
lines had an average yield of 5.2 T/ha in comparison to 4.7 T/ha
for the low CTD group, representing a difference of 0.5 C
in average CTD. Selection for CTD gave an apparently greater
resolution for yield in the NILs than the Als, as one might expect
from unselected material.
Table 14. Average yields of high and low canopy temperature depression groups, for two sets of germplasm, 40 F5:7 inbred lines from the cross `Seri 82/Siete Cerros', and 60 heat tolerant advanced lines, measured in Tlaltizapan, Mexico, 1995-96.
Top 50 % | Bottom 50 % | Difference | |
---|---|---|---|
Recombinant inbred lines `Seri 82/Siete Cerros' (n = 40) | |||
Yield (t/ha) | 4.1 | 3.3 | 0.8 |
CTD (°C) | 9.8 | 8.8 | 1.0 |
Advanced lines (n = 60) | |||
Yield (t/ha) | 5.2 | 4.7 | 0.5 |
CTD (*°C) | 7.5 | 7.0 | 0.5 |
Comparing CTD with other physiological selection
criteria. An important part of this project
was to compare CTD as a selection criterion with other physiological
selection traits. The results of this study indicate that CTD
generally gives a more reliable association with yield than the
other two physiological traits investigated. In some ways this
is not surprising, because CTD is measured on a plot basis, unlike
leaf conductance (L-COND) or CHL-A. These traits are
measured on individual leaves, thus increasing experimental error,
because fewer plants are incorporated into an average reading.
CHL-A and L-COND seem to be a useful selection criterion for
heat tolerance, but canonical correlation analysis suggests that
they would not improve selection efficiency very much where CTD
is already measured. Correlation analysis also indicated a degree
of auto-correlation among CTD, L-COND, and CHL-A. However,
they may be useful techniques for the selection of individual
plants, where CTD measurements are difficult with current technology.
L-COND and CHL-A also may be an alternative selection criterion
to CTD in humid environments where a low vapor pressure deficit
does not permit good expression of CTD (Amani et al. 1996).
Comparing CTD with morphological selection criteria.
Although a number of the traits measured
appeared to be associated with yield in different studies, CTD
was generally the most consistent. Where data from several locations
permitted yield to be evaluated as a selection criterion itself,
it sometimes predicted average yields better than CTD (Tables
5 and 11), sometimes equal to CTD (Tables 10 and 11), and other
times not at all (Tables 6 and 7). Canonical regression analysis
was used to compare physiological and visual traits. For example,
for the `Fang
60/Siete Cerros'
cross of the BULKS grown in Obregon (March sown), CTD, L-COND,
and CHL-M together explained 53 % of the variability with
yield. The easily observed visual traits of spikes/m2,
anthesis and maturity dates, and height explained 28 % of the
variability. For RILs of'
Seri 82/Siete Cerros',
57 % of the variability in yield could be explained by physiological
traits and 59 % by visual traits, with a combination explaining
72 % of the total variability. For the `Seri
82/Fang 60'
cross, CTD and CHL-A alone explained 50 % of the variability
in yield, visual traits (spikes/m2, height, and days-to-anthesis
and maturity) explained 46 % and the combination of visual and
physiological traits explained 58 %. For canonical regression
analysis with ALs, where traits measured in Mexico were compared
with average yield across 15 international environments, physiological
traits explained almost 40 % of the variability with yield, whereas
visual traits explained 20 %, and in combination they explained
43 %. Yield and all other morphological traits combined explained
46 % of the variability (Table 15). Where more than one trait
may be associated with yield, the most practical approach is to
develop a selection index. Canonical regression analysis was
done to see which traits could best explain yield of the 15 international
environments when used in an index. The combination of yield
and CTD appears to be the best combination, CTD explaining 37%
and yield 35 % with the combination explaining 46 %. Adding spikes/m2
and anthesis to the model explain no further variability in the
yield of the 15 international environments. Even when all traits
are added to the model, only a further 16 % of the variability
is explained. In conclusion, although CTD may not be the only
trait associated with heat tolerance, it is one of the most reliable
and has the advantage of being easier to measure than most other
traits.
Determining `G x E' in hot wheat environments confirms reliable international testing sites.
Cluster analysis for the advanced lines confirmed
Tlaltizapan to be the best site in Mexico for predicting yields
in most of the wheat regions studied, with the notable exception
of central and peninsular India. This information can assist
CIMMYT and NARS in strategic approaches to germplasm exchange
and indicated additional screening environments to CIMMYT's
centralized breeding program based in northwest Mexico. Because
temperatures are similar between Tlaltizapan and late sowing in
northwest Mexico, differences in genotypic ranking may be related
to photoperiod effects associated with sowing times.
A better understanding of physiological basis of variation in heat tolerance traits.
In terms of improved understanding of physiological
mechanisms, the main achievement of this work has been to prove
a genetic link between CTD and heat tolerance by demonstrating
their association in recombinant inbred lines (Table 9). Physiological
and morphological data measured in the different experiments demonstrated
an association between the following: grain yield under heat
stress, aboveground biomass, canopy temperature depression, stomatal
conductance, and leaf chlorophyll content. Together, these suggest
that heat tolerance is source (assimilate) limited. Further studies
are needed to establish whether the primary limitation is related
to photoassimilation or assimilate utilization. Other work suggests
that dark respiration and membrane thermostability are associated
with heat tolerance (Reynolds et al. 1997), and in vitro work
on starch synthase has shown the heat sensitivity of this enzyme
to be a possible rate-limiting step to grain filling at temperatures
above 25 C
(Singletary et al. 1994).
Table 15. Canonical correlation analysis between yield of 60 advanced lines averaged across 15 international sites and traits measured in Obregon (March), Mexico, 1995-96.
Trait | Correlation coefficient |
---|---|
Variability explained by physiological traits 39 %. | |
Canopy temperature depression | 0.59 |
Chlorophyll-at-anthesis | 0.20 |
Chlorophyll-at-maturity | -0.14 |
Leaf-conductance | -0.23 |
Variability explained by visual traits 20 %. | |
Anthesis | 0.22 |
Maturity | 0.02 |
Spikes/m2 | 0.19 |
Combined effect 43 %. | |
Variability explained by morphological traits 46 %. | |
Yield | 0.59 |
Biomass | 0.45 |
Grains/m2 | 0.58 |
Test grain weight | -0.26 |
Grains/spike | 0.44 |
Spike length | 0.41 |
Sterility | -0.21 |
Combined effect 64 %. |
Using CTD as an efficient method for evaluating heat tolerance in yield trials.
For the 60 advanced lines, average yields at 15 international
sites was predicted equally well by either CTD or yield, measured
at the Bread Wheat Breeding Station in Obregon with late sowing
(Table 11). Data also indicated that CTD measured on 3-row
plots was an equally good predictor of yield as those measured
in yield plots, suggesting that the technique would be amenable
to selections on small plots. Because a reliable yield estimate
requires a plot about five times bigger than that needed for an
estimate of CTD, the use of CTD instead of yield estimates should
be considered as an efficient alternative. The CIMMYT Bread Wheat
Program is considering using CTD as a selection criterion in preliminary
yield trials for heat tolerance. Alternatively, both yield and
CTD could be combined in a selection index as a more powerful
indicator of heat tolerance, based on results from canonical regression
analysis of this data.
Identifying genetic diversity for heat tolerance traits.
Field trials to screen material from the Indian and
World wheat collections for new sources of heat-tolerance traits
were encouraging (Table 12). Follow-up studies already underway
offer the hope of providing suitable new sources of heat tolerance
to breeding programs. If that becomes a reality, it may open
the window of opportunity for extending the cropping cycle of
wheat in vast areas of the world, such as south Asia, where high
temperatures at the end of the winter cycle currently limit higher
yield potential. Previous studies have shown membrane thermostability
to be associated with heat tolerance (Shanahan et al. 1990; Reynolds
et al. 1994). Material from the Indian collection expressed considerable
genetic diversity for membrane thermostability when measured in
heat acclimated seedlings. Seedling screening is an attractive
option for breeders, because large numbers of plants can be tested
within a short time frame. Using controlled environments for
screening and offering greater reliability and repeatability in
comparison to the more variable field environment also are possible.
Future use of germplasm and technology.
The germplasm distributed by the project can be used
by breeders looking for new sources of heat tolerance and for
strategic research. The RILs from two crosses can be used to
test the genetic basis of heat tolerance for essentially any trait
for which genetic diversity is detectable. Information generated
by this project is, or shortly will be, available on a public
database called the International Wheat Information System (Fox
et al. 1996). The Indian Wheat Program is planning a project
to evaluate physiological trait selection on germplasm from three
major wheat growing regions in India where yields are reduced
by heat stress: the northwest zone where approximately 4.5 million
ha of wheat experience late heat stress; the northeast zone where
4 million ha experience hot and humid conditions; and approximately
2 million ha in the central and peninsular zones, which is continually
hot.
Conclusions.
Recommendations to breeders on CTD as early generation
selection criterion. Most of the data
generated by the project point to CTD as a reliable indicator
of heat tolerance that is robust enough to be used at different
stages of selection. The recommendation has been delivered to
breeders to compare methodologies involving CTD with conventional
approaches using current breeding material.
Confirming reliable international testing sites
for heat tolerance. Cluster analysis
and correlation among sites indicate timely sowing in Tlaltizapan
to be the best environment in Mexico for predicting yields in
Bangladesh, northwest India, Sudan, and Nigeria. Northwest India
also was indicated as a good site for heat-tolerance screening,
and the current CIMMYT site for heat screening (Obregon, March
sown) was confirmed to be reasonably representative.
CTD an efficient method for evaluating heat tolerance.
International yield testing of 60 advanced lines suggest CTD
to be a powerful predictor of heat tolerance in elite breeding
material. CTD, which can be evaluated on relatively small plots,
should be considered as a complementary and efficient means of
assessing heat tolerance.
New genetic diversity for heat tolerance traits.
Identification of genetic diversity for
physiological traits associated with heat tolerance in germplasm
collections has already led to follow-up work at CIMMYT. Heritability
will be tested on lines expressing extremes of favorable traits,
and evaluation for CTD is already underway on a much broader set
of accessions from CIMMYT's
seed bank. An economics group also has requested data from the
project to help quantify the value of germplasm collection.
NARS-CIMMYT
Heat-Tolerance Network strengthened.
The NARS-CIMMYT
heat-tolerance experimental network (IHSGE) originally established
in 1990, has been able to improve its capability through human
resource development and the establishment of research models.
Research approaches developed in the project can be applied to
almost any breeding objective where identification and selection
of quantitative physiological traits may enable progress when
empirical approaches are not meeting demands, such as in marginal
environments where problems of breeding for abiotic stress have
met with limited success to date.
Literature cited.
Amani I, Fischer RA, and Reynolds MP. 1996. Evaluation
of canopy temperature as a screening tool for heat tolerance in
spring wheat. J Agron Crop Sci 176:119-129.
CIMMYT. 1995. CIMMYT/NARS Consultancy on ME1 Bread
Wheat Breeding. Wheat Special Report No. 38. Mexico, D.F.
Crossa J, Cornelius PL, Sayre K, and Ortiz-Monasterio
JI. 1995. a shifted multiplicative model fusion method for grouping
environments without cultivar rank change. Crop Sci 35:54-62.
Fox PN, Lopez C, Skovmand B, Sanchez H, Herrera R,
White JW, Duveiller E, and van Ginkel M. 1996. Wheat Information
System (IWIS), Version 1, CIMMYT, Mexico D.F. .
Gutierrez
RM, Reynolds MP, and Larque-Saavedra
A. 1997. Physiological criteria for selecting individual plants
in f5 to increase yield: leaf photosynthesis, stomatal conductance
and chlorophyll content. Wheat Special Report (in Press).
Keeling PL, Banisadr R, Barone L, Wasserman BP, and
Singletary. 1994. Effect of temperature on enzymes in the pathway
of starch biosynthesis in developing maize and wheat grain. Aust
J Plant Physiol 21:807-827.
Quick JS and Reynolds MP. 1997. Methods for measuring
heat tolerance using membrane thermostability. Proc 5th Inter
Wheat Conf, 10-14
June, 1996, Ankara, Turkey.
Reynolds MP, Balota M, Delgado MIB, Amani I, and
Fischer RA. 1994. Physiological and morphological traits associated
with spring wheat yield under hot, irrigated conditions. Aust
J Plant Physiol 21.
Reynolds MP, Singh RP, Ibrahim A, Ageeb OAA, and
Larque-Saavedra A. 1997. Evaluating Physiological Traits
to Compliment Empirical Selection for Wheat in Warm Environments.
Proc 5th Inter Wheat Conf, 10-14
June, 1996, Ankara, Turkey.
Reynolds MP, Acevedo, Ageeb OAA, Ahmed, Balota, Carvalho,
Fischer RA, Ghanem, Hanchibal RR, Mann, Okuyama, Olugbemi L, Ortiz-Ferrara,
Razzaque MA, and Tandon JP. 1992. Results of the 1st International
Heat Stress Genotype Experiment. Wheat Special Report. CIMMYT,
Mexico DF.
Shanahan JF, Edwards IB, Quick JS, and Fenwick RJ.
1990. Membrane thermostability and heat tolerance of spring
wheat. Crop Sci 30:247-251.