RT-PCR expression profiles
Fig 1 shows the expression profiles of all genotypes exposed to both temperature treatments. The tolerant
desi induced on average 30.5 genes, the moderately tolerant 23.8 and the susceptible 11.5; whereas in the
kabuli type induced genes were 28.4, 20.7 and 10.5, respectively (Table 2). Ten genes were identified whose expression profile is useful for the selection of putative heat-tolerant genotypes in both types of chickpea (
CaHS3,
CaHS5,
CaHS19,
CaHS22,
CaHS26,
CaHS37,
CaHS38,
CaHS41,
CaHS56 and
CaHS58); in addition to these, 8 exclusive genes were identified for the selection of
kabuli genotypes (
CaHS1,
CaHS10,
CaHS12,
CaHS15,
CaHS21,
CaHS24,
CaHS46 and
CaHS53) and 6 exclusive for the selection of
desi genotypes (
CaHS14,
CaHS16,
CaHS43,
CaHS48,
CaHS59 and
CaHS63).
Among the genes with a higher level of expression under stress in both types of chickpea, the ones that code for 70 kDa (HSP70) and 22 kDa (HSP22) proteins stand out. The expression of HSPs under normal conditions account for 5% of the total intracellular proteins; however, under stress conditions, they can increase up to 15% (
Fragkostefanakis et al., 2015). This agrees with our results and confirms that it is possible to determine expression profiles associated with heat stress response, which could be used in a selection program for the development of genotypes tolerant to this stress.
Desi genotypes induced a higher number of genes. We observed in all genotypes the induction of CaHS22 and CaHS37 genes, corresponding to a non-yet described and a 22.7 kDa HSP, respectively. Genes CaHS3, CaHS4 and CaHS5 showed similar transcriptional behavior in all the
desi genotypes, probably because they share the same domain: a HSP of 20 kDa. Genes CaHS2 and CaHS18 were induced in most of the genotypes under the stress condition. The induced expression of the CaHS41 gene, which contains a HSP20 domain, was observed in all
kabuli genotypes. The response of the rest of the genes was similar to that shown by
kabuli; however, the expression of some genes was different between chickpea types: CaHS9 had a higher induction in the
desi and CaHS53 in the
kabuli.
Overall, the heat stress condition induced the transcription of the studied genes;
desi genotypes showed higher levels of expression (Fig 1 and 3), as well as a higher number of induced genes compared to those in the
kabuli genotypes. The latter could be explained by the fact that
desi materials, being more resilient and less domesticated than
kabuli types, have maintained greater genetic diversity and diverse heat tolerance mechanisms. Thus, although the differences observed in the expression profiles are clear and allow us to classify each chickpea genotype into tolerance classes by plotting the first versus second discriminant and on the same manner classifies
desi and
kabuli types (Fig 2), it is also important to establish that these differences, although significant, do not imply the absence of tolerance mechanisms in the
kabuli type, since we also identified five heat stress-tolerant genotypes in this type (Fig 3).
Selection of desi and kabuli chickpea genotypes tolerant to heat stress
Previous research suggests that genotypes that induce the expression of a higher number of minor effect genes are those with a greater potential for tolerance to heat stress (
Barnabás et al., 2008;
Porch and Hall, 2013). The cluster analysis (Fig 3) grouped the materials according to the total number of induced genes and this coincides with the tolerance reported in the field under heat conditions during the seed filling stage (>32°C); for
desi and
kabuli chickpea three groups were obtained: 1, genotypes with high potential tolerance to heat stress; 2, moderately tolerant genotypes; and 3, susceptible genotypes (Table 2, Fig 3). Regarding the
desi genotypes, these outstanding were ICC 10259, ICC 13020, ICC 4958 and Annigeri; moderately tolerant genotypes were ICC 96029, ICC 5780, ICC 6671, ICC 3287, ICC 1282 and El Patrón; susceptible genotypes were ICC 2173, line 123 and ICC 1882. Some of these materials have been reported as tolerant to heat stress due to their physiological and phenological responses;
Krishnamurthy et al., (2011) reported ICC 4958 as tolerant, its response mechanism is early flowering and high seed yield. Cultivar Annigeri has also been reported as tolerant due to its high cell membrane stability against heat stress
(Srinivasan et al., 1996). The
kabuli genotypes were grouped as follows: group 1, Mazocahui, ICCV 2, Blanco Sinaloa 92, Tequi Blanco 95, Combo-743 and CUGA 08-1210; group 2, HOGA 021, JAMU 96, HOGA 067; group 3, HOGA 2004-20-6, CUGA 08-751, Costa 2004 and Blancoson (Fig 3). ICCV 2 has also been reported as tolerant because of its physiological characteristics, showing early flowering as the main response against heat stress (
Kumar and Abbo, 2001).
The Tolerance Index (TI) based on the adding of individual gene expression levels (Table 2) describes the chickpea genotypes in a similar way as the profiles of expression, since their values almost coincided with the classification of tolerant, moderately tolerant and susceptible. Therefore, it is proposed that both strategies could be used as complementary criteria for the identification of chickpea genotypes tolerant to high temperatures.