Introduction

 

In Pakistan, maize is mostly grown in the provinces of Punjab and Khyber Pakhtunkhwa, and very little (2-3%) maize grains are produced by two other provinces. In Punjab and Khyber Pakhtunkhwa, during spring season the progressive farmers are getting good yield by planting maize hybrids for grains with improved production technology (Ali 2015; Ali et al. 2019; Hassan et al. 2019). However, hybrid seed supplied by the seed companies is very costly as they mainly rely on the imported seed and a very small amount of locally produced hybrid seed is available in the market. In Pakistan, hybrid seed production offers the most effective strategy for improving maize yield. Thus, there is enormous scope for establishing the local maize hybrids, and to study them at different ecological zones to get a good yield.

Maize (Zea mays L.) is ranked as the third essential cereal crop after wheat and rice globally and in Pakistan, and grown in irrigated and in rain-fed regions (Kumar et al. 2019; Ullah et al. 2019). Usually, maize is cultivated up to 3300 meters above sea level, 500 N to 400 S latitude in the majority of the areas of the world (Sajjad 2018; Cherchali et al. 2019). Maize is adapted to a variety of soils; however, the soils with a pH range of 6.5 to 7.5 are most favorable. In Pakistan, maize used as green and dry fodder, and maize grains are used as the main staple food by the farming community (Sajjad et al. 2016; Khan et al. 2018). However, its usage as human food is decreasing, whereas its industrial use is rising rapidly. In current maize production, about 60% is being utilized in poultry feed, 28% in wet milling, and 6% in food. Food utilization is reducing but poultry feed and silage demand are increasing. During 2018-19, maize was grown on an area of 1.318 million hectares and total production was 6.309 million tones with average grain yield of 4787 kg ha-1 in Pakistan (PBS 2018-19).

Until the mid-twentieth century, the mechanism of heterosis was mainly explained by the hypotheses of dominance and over-dominance (Ige et al. 2018; Govindaraju 2019; Yi et al. 2019). However, it is difficult to find out whether that dominance is partial to complete or in the over-dominance range (Barata et al. 2019; Ullah et al. 2019). Despite its importance, little is known about the genetic and molecular basis of heterosis. Even though globally the breeders had been working for more than a century on heterosis/hybrid vigor; however, the elementary reasons that contribute heterosis are still vague (Ding et al. 2014; Liu et al. 2019; Shi et al. 2019). However, in the recent era, it has become more apparent that the mechanism of heterosis requires a revisit for detailed genetic analysis of various characters (Ali et al. 2013a, b; Li et al. 2018; Hablak 2019). The emergence of heterosis based on allelic and non-allelic gene interactions which creates a favorable combination of genes during hybridization.

In the early 20th century, heterosis was first established in maize, however, at that time the hybrids could not be economically made available on a large scale for commercial use (Li et al. 2018; Ali et al. 2019). Later on, the breeders produced inbred lines with sufficient vigor for practical production of double-cross and single-cross maize hybrids. Development of F1 hybrids not only revolutionized maize breeding schemes but also constituted the foundation of the maize seed industry (Kiani et al. 2015; Ullah et al. 2017; Khan et al. 2018). In maize hybrids, the persistence of heterosis is necessary for their commercial exploitation, and the hybrids with significant heterosis could be recommended for commercial cultivation (Ali et al. 2018; Kumar et al. 2014, 2019). Usually, heterosis has been gauged in genetically diverse populations which combine the associations. Neither heterozygosity nor genetic diversity is a suitable indicator for predicting the desirable heterosis (Govindaraju, 2019; Liu et al. 2019).

Estimation of heterosis is beneficial in the valuation of parent's performance for hybrid combinations, and past studies revealed substantial standard heterosis in F1 populations for leaf area, anthesis silking interval, and grain yield in maize (Venkatesha et al. 2013; Sharma et al. 2019). In maize hybrids, the standard heterosis was reported for earliness, grains per ear, ear length, ear diameter, and grain yield and some desirable crosses were recommended for the development of commercial hybrids (Barata et al. 2019; Yi et al. 2019). Therefore, keeping in view these considerations, the present study was planned with the objectives to a) study the performance of 5 × 5 F1 complete diallel hybrids along with parental genotypes for earliness, morphological and yield traits across four environments, b) quantify the mid, better, economic and commercial parent heterosis, and c) identify the promising F1 hybrid based on their genetic potential for commercial cultivation in Khyber Pakhtunkhwa, Pakistan.

 

Materials and Methods

 

Plant material, environments, and procedure

 

Five white kernel maize inbred lines i.e., FRHW-22(F2)-5 (FRHW-1), FRHW-22(F2)-4-7 (FRHW-2), FRHW-20-4 (FRHW-3), PSEV3-120-2-2-2 (PSEV3) and SWAJK-6-6-3-6 (SWAJK-1) with distinct genetic makeup were crossed in a complete diallel fashion during spring season 2011 at Cereal Crops Research Institute (CCRI), Pirsabak, Nowshera, Pakistan (Table 1). The resulting 20 F1 hybrids, five parental inbred lines and two check genotypes (OPV 'Jalal' and 'Pioneer hybrid 30K08') were evaluated during subsequent summer crop season 2011 through field experiments at four different locations in the province of Khyber Pakhtunkhwa, Pakistan. The study four sites were a) Cereal Crops Research Institute (CCRI), Pirsabak – Nowshera (situated between 34° N latitude and 72° E longitude with an altitude of 288 m), b) University of Haripur (UOH), Haripur (lies between 34° North latitude and 72° East longitude with an altitude of 520 m), c) Agricultural Research Station (ARS), Baffa – Mansehra (located between 33° North latitude and 71° East longitude with an altitude of 1067 m), and d) Agricultural Research Institute (ARI) Mingora – Swat (lies between 34.79° North latitude and 72.29° East longitude with an altitude of 984 m). The maximum and minimum temperatures, and rainfall data of maize summer crop season during 2011 for the above four locations are provided in Fig. 1 and 2, respectively.

The experiments at all the four locations were laid out in a randomized complete block design (RCBD) with three replications. Experimental sub-plots for all the maize genotypes comprising four rows with 10 m length. Rows and plants spacing was kept 75 and 25 cm, respectively. Recommended cultural practices and inputs were uniformly applied to all the genotypes at all the locations to minimize the field variations.

 

Characters investigation and data collection

 

Data for all the parameters were recorded on 10 randomly selected plants in each genotype/replication/location. Data regarding days to 50% tasseling, days to 50% pollen shedding and days to 50% silking were recorded by regular visits to the field and days were counted from sowing to the day when 50% of the plants produced tassels, silks and when pollen shedding was started after dehiscence of anthers on central branch of the tassel in a genotype in each subplot. Data regarding days to physiological maturity was recorded when a black layer was observed in the grains on the mid-portion of ear and numbers of days were then counted from the date of sowing to physiological maturity. Grain yield (kg ha-1) of each genotype was calculated in kg after harvesting and adjusting the fresh ear weight to 150 g kg-1 grain moisture by using the relationship of Carangal et al. (1971).

 

Statistical analyses

 

All the data were subjected to G × E interaction analysis to partition the variances due to genotypes, environments, and genotype by environment interactions (Gomez and Gomez 1984). Genotypes, environments, and genotype × environment interactions with significant means differences for various traits were further compared and separated by using the least significant difference (LSD0.05). After G × E interaction analysis, heterotic effects over mid-parent (MP), better-parent (BP), economic (EH) and commercial heterosis (CH) were calculated by comparing the F1 hybrid means with existing parental genotypes, commercial open-pollinated variety (OPV 'Jalal') and commercial hybrid (Pioneer hybrid 30K08), respectively for various traits (Fonseca 1965; Fehr 1987). In F1 hybrids, the heterotic effects were subjected to 't-test' to determine whether F1 hybrid means were statistically different from their mid and better-parents, and OPV and hybrid or not (Wynne et al. 1970; Falconer and Mackay 1996).

Table 1: Parental inbred lines and their 5 × 5 F1 diallel hybrids of maize used in the studies

 

S. No.

Inbred line

Code

Pedigree

1

FRHW-22(F2)-5

FRHW-1

Male parental single cross of maize hybrid 'Babar'

2

FRHW-22(F2)-4-7

FRHW-2

Male parental single cross of maize hybrid 'Babar'

3

FRHW-20-4

FRHW-3

Female parental single cross of maize hybrid 'Babar'

4

PSEV3-120-2-2-2

PSEV3

Derived from white maize population 'PSEV3'

5

SWAJK-6-6-3-6

SWAJK-1

Derived from open pollinated long duration maize variety 'Sarhad White'

Check genotypes

6

OPV 'Jalal'

 

7

Pioneer hybrid 30K08

 

 

 

Fig. 1: Maximum and minimum temperatures during maize summer crop season 2011 at four locations

 

 

Fig. 2: Rainfall during maize summer crop season 2011 at four locations

Table 2: Mean squares and proportional contribution of G, E, and G × E interaction for earliness traits and grain yield in 5 × 5 maize F1 diallel hybrids at four locations

 

Variables

S.O.V.

M.S.

C.V. (%)

Days to 50% tasseling

G

18.205**

1.32

E (locations)

693.765**

G × E

7.289**

Replications

1.475**

Error

0.469

Days to 50% pollen shedding

G

18.102**

1.26

E (locations)

619.312**

G × E

6.724**

Replications

2.966**

Error

0.479

Days to 50% silking

G

17.983**

1.19

E (locations)

621.789**

G × E

7.806**

Replications

2.917**

Error

0.458

Days to physiological

Maturity

G

237.18**

0.71

E (locations)

7988.90**

G × E

3.63**

Replications

0.13N.S.

Error

0.44

Grain yield

G

5.750E+07**

4.68

E (locations)

2.303E+08**

G × E

3591133**

Replications

329509N.S.

Error

179730

 

Results

 

Significant (P ≤ 0.01) differences were observed among the genotypes, environments (locations) and genotype by environment interactions (GEI) for earliness traits and grain yield (Table 2). Results revealed greater genetic variability among the genotypes which might be due to their diverse genetic makeup as well as environments. In proportional contribution to total sum of squares, environments and genotypes played a major role in managing the earliness traits and grain yield. However, shares of G × E interaction and experimental error (replications) were negligible. Larger effects of environment and genotypes to total variation (G + E + GEI) persuade the earliness traits and grain yield. For earliness traits, the negative heterotic effects are considered desirable for identification of F1 hybrids with lesser days to tasseling, pollen shedding, silking and physiological maturity. The trait-wise results are presented as follows.

 

Days to 50% tasseling

 

For days to 50% tasseling, in F1 hybrids the negative mid-, better parent, economic and commercial heterotic effects ranged from -1.35 to -10.32%, -1.99 to -8.55%, 0.69 to -3.47%, and -0.71 to -1.42%, respectively at CCRI, Pirsabak - Nowshera (Table 3). Overall, 18, 12, 6, and 3 hybrids showed significant heterotic effects for above four types of heterosis. However, maximum negative mid- and better-parent heterosis were recorded in F1 hybrids FRHW-2 × FRHW-3, FRHW-3 × FRHW-1, FRHW-1 × SWAJK-1, and its reciprocal, respectively for days to 50% tasseling. By comparing the F1 hybrids with OPV - Jalal and commercial hybrid (Pioneer hybrid 30K08), three F1 hybrids FRHW-2 × PSEV3, FRHW-2 × FRHW-3, and FRHW-2 × PSEV3 showed maximum negative economic and commercial heterosis for days to 50% tasseling.

At the University of Haripur, 10, 6, 8 and 2 F1 hybrids out of 20 showed negative mid-, better-parent, economic and commercial heterosis ranged from -0.33 to -4.58%, -1.30 to -3.95%, -0.66 to -3.31%, and zero to -1.35%, respectively for days to 50% tasseling (Table 3). Overall, 6, 4, 4, and zero hybrids showed significant heterotic effects for above four types of heterosis. F1 hybrids FRHW-1 × PSEV3 and its reciprocal, and SWAJK-1 × FRHW-3 showed highest negative mid- and better parent heterosis. For economic and commercial heterosis, the F1 hybrids FRHW-1 × PSEV3 and SWAJK-1 × FRHW-2 performed well for having maximum negative effects for days to 50% tasseling.

At Agriculture Research Station (ARS), Baffa – Mansehra, 15, 11, 15, 20 F1 hybrids enunciated negative mid-, better-parent, economic and commercial heterosis in which 14, 10, 13, and 20 out of 20 hybrids showed significant heterosis (Table 3). For above four categories of negatives heterosis, the ranges were -0.91 to -8.88%, -0.62 to -4.97%, -0.54 to -7.17%, and -1.79 to -11.61%, respectively. Highest negative mid-, better-parent, economic and commercial heterosis were recorded in F1 hybrids FRHW-3 × PSEV3, FRHW-1 × FRHW-3, and it's reciprocal, FRHW-2 × FRHW-3 and its reciprocal and PSEV3 × FRHW-1.

At Agricultural Research Institute (ARI), Mingora – Swat, out of 20 the 14, 11, 17 and 18 F1 hybrids revealed negative mid-, better-parent, economic and commercial heterosis ranged from -0.30 to -10.85% and -0.62 to -8.98%, -0.66 to -9.04% and -1.72 to -10.01%, respectively for days to 50% tasseling (Table 3). However, 13, 10, 16 and 17 F1 hybrids exhibited significant negative mid-, better-parent, economic, and commercial heterosis. By comparing with mid-, better-parent, commercial OPV and hybrid cultivar, the F1 hybrids FRHW-2 × FRHW-3, and PSEV3 × FRHW-3 showed maximum negative heterotic effects.

 

Days to 50% pollen shedding

 

At CCRI, Pirsabak, 19, 12, 17, and 7 F1 hybrids exhibited negative mid-, better-parent, economic and commercial heterosis in which 16, 12, 8, and 4 hybrids showed significant heterosis, respectively days to 50% pollen shedding (Table 4). However, in F1 hybrids the above four types of negatives heterotic effects ranged from -0.32 to -10.51%, -2.50 to -8.02%, -0.64 to -4.49%, and -0.65 to -2.61%, respectively. The maximum negative mid- and better-parent heterotic values were observed in F1 hybrids FRHW-2 × FRHW-3, FRHW-1 × SWAJK-1. For economic and commercial heterosis, the F1 hybrids FRHW-1 × SWAJK-1, FRHW-2 × FRHW-3, and FRHW-2 × PSEV3 performed better over standard OPV - Jalal and hybrid cultivar for taking fewer days to 50% pollen shedding.

At the University of Haripur, 10, 6, 10, and one out of 20 F1 hybrids exhibited negative mid-, better-parent, economic and commercial heterosis ranged from -0.61 to -5.23%, -1.23 to -4.94%, -0.62 to -4.94%, and zero to -2.53%, respectively for days to 50% pollen shedding (Table 4). However, 7, 5, 5, and one F1 hybrid attained significant negative level for mid-, better-parent, economic, and commercial heterosis. The promising F1 hybrids FRHW-1 × PSEV3, FRHW-1 × SWAJK-1, and FRHW-1 × FRHW-3 recorded with the highest values for all the four types heterosis for days to 50% pollen shedding.

For days to 50% pollen shedding at ARS, Baffa, 13, 11, 16, and 19 F1 hybrids revealed negative mid-, better-parent economic and commercial heterosis ranged from -1.14 to -7.43%, -0.56 to -7.95%, -1.69 to -8.47%, and - Table 3: Mid- and better-parents, economic and commercial heterosis in 5 × 5 maize F1 diallel hybrids for days to 50% tasseling across four locations

 

F1 hybrids

Days to 50% tasseling

CCRI, Pirsabak - Nowshera

University of Haripur, Haripur

ARS, Baffa - Mansehra

ARI, Mingora - Swat

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

Heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

FRHW-1 × FRHW-2

-5.92**

-5.98**

-0.69

1.42*

3.05**

7.80**

0.66

2.70**

-0.91

0.62

-1.75*

-5.83**

-3.95**

-2.47**

-5.45**

-6.45**

FRHW-1 × FRHW-3

-6.45**

-4.61**

0.69

2.84**

-2.88**

-1.30

0.66

2.70**

-7.56**

-4.79**

-4.16**

-8.15**

-4.17**

-0.62

-3.65**

-4.68**

FRHW-1 × PSEV3

-4.14**

0.72

-3.47**

-1.42*

-4.58**

-3.95**

-3.31**

-1.35

-3.66**

-1.86*

-4.76**

-8.72**

1.56*

2.52**

-2.45**

-3.49**

FRHW-1 × SWAJK-1

-7.59**

-7.28**

-2.78**

-0.71

-2.93**

-2.61**

-1.32

0.68

1.49*

1.80*

2.47**

-1.79*

1.20

3.70**

0.54

-0.53

FRHW-2 × FRHW-1

-3.95**

-4.01**

1.39

3.55**

4.41**

9.22**

1.99*

4.05**

0.91

2.47**

0.06

-4.10**

-3.95**

-2.47**

-5.45**

-6.45**

FRHW-2 × FRHW-3

-10.32**

-8.55**

-3.47**

-1.42*

0.00

6.38**

-0.66

1.35

-6.78**

-2.47**

-4.76**

-8.72**

-10.85**

-8.98**

-9.04**

-10.01**

FRHW-2 × PSEV3

-4.14**

0.72

-3.47**

-1.42*

1.71*

5.67**

-1.32

0.68

0.31

0.62

-2.35**

-6.41**

0.61

3.14**

-1.86*

-2.90**

FRHW-2 × SWAJK-1

-5.61**

-5.30**

-0.69

1.42*

2.72**

7.09**

0.00

2.03*

-1.82*

0.00

-2.35**

-6.41**

0.30

1.20

1.14

0.06

FRHW-3 × FRHW-1

-8.39**

-6.58**

-1.39

0.71

-2.88**

-1.30

0.66

2.70**

-5.81**

-2.99**

-2.35*

-6.41**

-7.74**

-4.32**

-7.24**

-8.23**

FRHW-3 × FRHW-2

-6.45**

-4.61**

0.69

2.84**

6.00**

12.77**

5.30**

7.43**

-6.78**

-2.47**

-4.76**

-8.72**

-7.33**

-5.39**

-5.45**

-6.45**

FRHW-3 × PSEV3

-1.35

5.80**

1.39

3.55**

-0.96

1.32

1.99*

4.05**

-8.88**

-4.35**

-7.17**

-11.03**

-3.90**

0.63

-4.25**

-5.27**

FRHW-3 × SWAJK-1

-4.21**

-1.99*

2.78**

4.96**

-1.28

0.65

1.99*

4.05**

-4.35**

-1.79*

-0.54

-4.68**

-4.65**

-3.53**

-1.86*

-2.90**

PSEV3 × FRHW-1

-2.07*

2.90**

-1.39

0.71

-3.27**

-2.63**

-1.99*

0.00

-6.71**

-4.97**

-7.78**

-11.61**

2.18**

3.14**

-1.86*

-2.90**

PSEV3 × FRHW-2

-2.07*

2.90**

-1.39

0.71

2.39**

6.38**

-0.66

1.35

-0.93

-0.62

-3.56**

-7.57**

-2.45**

0.00

-4.85**

-5.86**

PSEV3 × FRHW-3

10.14**

18.12**

13.19**

15.60**

6.75**

9.21**

9.93**

12.16**

-2.96**

1.86*

-1.15

-5.26**

-8.71**

-4.40**

-9.04**

-10.01**

PSEV3 × SWAJK-1

0.35

5.07**

0.69

2.84**

2.30**

2.63**

3.31**

5.41**

0.91

3.11**

0.06

-4.10**

-0.30

3.14**

-1.86*

-2.90**

SWAJK-1 × FRHW-1

-7.59**

-7.28**

-2.78**

-0.71

-0.33

0.00

1.32

3.38**

-2.69**

-2.40**

-1.75*

-5.83**

-4.82**

-2.47**

-5.45**

-6.45**

SWAJK-1 × FRHW-2

-5.61**

-5.30**

-0.69

1.42*

-0.68

3.55**

-3.31**

-1.35

-3.64**

-1.85*

-4.16**

-8.15**

-5.04**

-4.19**

-4.25**

-5.27**

SWAJK-1 × FRHW-3

-4.21**

-1.99*

2.78**

4.96**

-3.85**

-1.96*

-0.66

1.35

-2.61**

0.00

1.27

-2.95**

-3.49**

-2.35**

-0.66

-1.72**

SWAJK-1 × PSEV3

-1.73*

2.90**

-1.39*

0.71

4.26**

4.61**

5.30**

7.43**

0.91

3.11**

0.06

-4.10**

3.34**

6.92**

1.74*

0.65

**, * = Significant at 1% and 5% level of probability, MP = Mid-parent, BP = Better-parent

 

Table 4: Mid- and better-parents, economic and commercial heterosis in 5 × 5 maize F1 diallel hybrids for days to 50% pollen shedding across four locations

 

F1 hybrids

Days to 50% pollen shedding

CCRI, Pirsabak - Nowshera

University of Haripur, Haripur

ARS, Baffa - Mansehra

ARI, Mingora - Swat

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

Heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

FRHW-1 × FRHW-2

-5.88**

-5.65**

-2.56**

-0.65

3.16**

6.54**

0.62

3.16**

-3.45**

-2.33**

-5.08**

-6.20**

-1.44*

0.00

-0.52

-4.52**

FRHW-1 × FRHW-3

-6.63**

-3.73**

-0.64

1.31

-3.01**

-1.23

-0.62

1.90*

-3.66**

-0.58

-3.39**

-4.52**

-6.96**

-5.11**

-2.85**

-6.76**

FRHW-1 × PSEV3

-3.90**

0.68

-5.13**

-3.27**

-5.23**

-4.94**

-4.94**

-2.53**

1.47*

2.37**

-2.26**

-3.41**

-2.62**

0.00

-2.85**

-6.76**

FRHW-1 × SWAJK-1

-7.17**

-6.88**

-4.49**

-2.61*

-3.66**

-3.07**

-2.47**

0.00

1.42*

3.49**

0.56

-0.61

0.57

0.51

2.97**

-1.17

FRHW-2 × FRHW-1

-3.41**

-3.17**

0.00

1.96*

4.43**

7.84**

1.85*

4.43**

-3.45**

-2.33**

-5.08**

-6.20**

-0.86

0.58

0.06

-3.96**

FRHW-2 × FRHW-3

-10.51**

-8.02**

-4.49**

-2.61*

-1.24

3.92**

-1.85

0.63

-9.75**

-7.95**

-8.47**

-9.55**

-5.65**

-2.34**

-2.85**

-6.76**

FRHW-2 × PSEV3

-3.56**

1.36

-4.49**

-2.61*

0.95

3.92**

-1.85*

0.63

0.87

2.96**

-1.69*

-2.85**

1.18

2.40**

-0.52

-4.52**

FRHW-2 × SWAJK-1

-4.97**

-4.38**

-1.92*

0.00

1.26

5.23**

-0.62

1.90*

0.85

1.70**

1.13

-0.06

-1.44*

0.00

-0.52

-4.52**

FRHW-3 × FRHW-1

-7.23**

-4.35**

-1.28

0.65

-1.81*

0.00

0.62

3.16**

-7.04**

-4.07**

-6.78**

-7.87**

-6.41**

-4.55**

-2.27*

-6.20**

FRHW-3 × FRHW-2

-7.51**

-4.94**

-1.28

0.65

3.11**

8.50**

2.47**

5.06**

-6.41**

-4.55**

-5.08**

-6.20**

-6.21**

-2.92**

-3.43**

-7.31**

FRHW-3 × PSEV3

-3.14**

4.76**

-1.28

0.65

-0.91

1.23

1.23

3.80**

-3.41**

0.59

-3.95**

-5.08**

-7.43**

-2.99**

-5.76**

-9.55**

FRHW-3 × SWAJK-1

-6.34**

-3.13**

-0.64

1.31

-2.99**

-1.82*

0.00

2.53**

-3.87**

-2.79**

-1.69*

-2.85**

-3.62**

-1.70*

0.64

-3.41**

PSEV3 × FRHW-1

-1.95*

2.72**

-3.21**

-1.31

-2.15**

-1.85*

-1.85*

0.63

2.05**

2.96**

-1.69**

-2.85**

-5.54**

-2.99**

-5.76**

-9.55**

PSEV3 × FRHW-2

-0.32

4.76**

-1.28

0.65

2.22**

5.23**

-0.62

1.90*

-2.03**

0.00

-4.52**

-5.64**

0.00

1.20

-1.69

-5.64**

PSEV3 × FRHW-3

8.18**

17.01**

10.26**

12.42**

7.55**

9.88**

9.88**

12.66**

-7.95**

-4.14**

-8.47**

-9.55**

-1.14

3.59**

0.64

-3.41**

PSEV3 × SWAJK-1

-0.33

4.08**

-1.92

0.00

2.14**

3.09**

3.09**

5.70**

0.00

2.96**

-1.69**

-2.85**

0.87

3.59**

0.64

-3.41**

SWAJK-1 × FRHW-1

-4.05**

-3.75**

-1.28

0.65

-0.61

0.00

0.62

3.16**

-4.27**

-2.33**

-5.08**

-6.20**

-2.27**

-2.33**

0.06

-3.96**

SWAJK-1 × FRHW-2

-4.97**

-4.38**

-1.92

0.00

-0.63

3.27**

-2.47**

0.00

-4.23**

-3.41**

-3.95**

-5.08**

-3.17**

-1.75*

-2.27*

-6.20**

SWAJK-1 × FRHW-3

-5.74**

-2.50**

0.00

1.96*

-3.59**

-2.42**

-0.62

1.90*

-1.66*

-0.56

0.56

-0.61

-1.95**

0.00

2.39**

-1.73*

SWAJK-1 × PSEV3

-0.98

3.40**

-2.56**

-0.65

3.36**

4.32**

4.32**

6.96**

3.45**

6.51**

1.69*

0.50

2.04**

4.79**

1.80**

-2.29**

**, * = Significant at 1% and 5% level of probability, MP = Mid-parent, BP = Better-parent

Table 5: Mid- and better-parents, economic and commercial heterosis in 5 × 5 maize F1 diallel hybrids for days to 50% silking across four locations

 

F1 hybrids

Days to 50% silking

CCRI, Pirsabak - Nowshera

University of Haripur, Haripur

ARS, Baffa - Mansehra

ARI, Mingora - Swat

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

Heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

FRHW-1 × FRHW-2

-4.82**

-4.24**

-1.87*

-0.01

3.05**

6.29****

0.00

2.42**

-2.52**

-2.25**

-4.92**

-6.00**

-1.10

1.13

0.57

-3.25**

FRHW-1 × FRHW-3

-6.40**

-3.59**

-0.01

1.89*

-4.65**

-2.96**

-2.96**

-0.61

-3.54**

-0.56

-3.28**

-4.38**

-7.49**

-6.49**

-2.80**

-6.49**

FRHW-1 × PSEV3

-4.05**

0.00

-4.35**

-2.54**

-5.04**

-4.76**

-5.33**

-3.03**

3.12**

4.00**

-0.55

-1.67*

-3.35**

0.00

-2.80**

-6.49**

FRHW-1 × SWAJK-1

-5.11**

-4.82**

-1.87*

-0.01

-4.73**

-4.73**

-4.73**

-2.42**

1.10

3.37**

0.55

-0.59

-0.27

0.55

2.81**

-1.09

FRHW-2 × FRHW-1

-2.41**

-1.82*

0.61

2.53**

4.27**

7.55**

1.18

3.64**

-2.52**

-2.25**

-4.92**

-6.00**

-0.55

1.69*

1.13

-2.71**

FRHW-2 × FRHW-3

-9.36**

-6.06**

-3.73**

-1.90*

-1.20

3.77**

-2.37**

0.00

-9.78**

-7.26**

-9.29**

-10.32**

-5.46**

-2.26**

-2.80**

-6.49**

FRHW-2 × PSEV3

-2.82**

0.65

-3.73**

-1.90*

-0.92

1.89*

-4.14**

-1.82*

1.69*

2.86**

-1.64*

-2.76**

0.00

1.16

-1.68*

-5.41**

FRHW-2 × SWAJK-1

-5.14**

-4.85**

-2.49**

-0.64

1.83*

5.03**

-1.18

1.21

-0.27

1.68*

-0.55

-1.67*

-1.39*

0.00

-0.56

-4.33**

FRHW-3 × FRHW-1

-6.98**

-4.19**

-0.63

1.26

-1.74*

0.00

0.00

2.42**

-6.81**

-3.93**

-6.56**

-7.62**

-5.35**

-4.32**

-0.56

-4.33**

FRHW-3 × FRHW-2

-8.19**

-4.85**

-2.49**

-0.64

2.99**

8.18**

1.78*

4.24**

-7.07**

-4.47**

-6.56**

-7.62**

-6.01**

-2.82**

-3.37**

-7.03**

FRHW-3 × PSEV3

-3.32**

3.90**

-0.63

1.26

0.87

2.98**

2.37**

4.85**

-3.30**

0.57

-3.83**

-4.92**

-7.18**

-2.89**

-5.61**

-9.19**

FRHW-3 × SWAJK-1

-4.37**

-1.20

1.86*

3.79**

-2.33**

-0.59

-0.59

1.82*

-2.40**

-1.61*

0.00

-1.13

-4.58**

-2.75**

-0.56

-4.33**

PSEV3 × FRHW-1

-4.05**

0.00

-4.35**

-2.54**

-2.08**

-1.79*

-2.37**

0.00

1.98**

2.86**

-1.64*

-2.76**

-6.15**

-2.89**

-5.61**

-9.19**

PSEV3 × FRHW-2

0.31

3.90**

-0.63

1.26

2.14**

5.03**

-1.18

1.21

-1.13

0.00

-4.37**

-5.46**

0.00

1.16

-1.68*

-5.41**

PSEV3 × FRHW-3

7.55**

15.58**

10.55**

12.65**

7.29**

9.52**

8.88**

11.52**

-9.34**

-5.71**

-9.84**

-10.86**

-2.76**

1.73*

-1.12

-4.87**

PSEV3 × SWAJK-1

1.25

5.19**

0.61

2.53**

0.89

1.19

0.59

3.03**

-1.39*

1.71**

-2.73**

-3.84**

2.54**

5.20**

2.25**

-1.63*

SWAJK-1 × FRHW-1

-3.90**

-3.61**

-0.63

1.26

0.00

0.01

0.00

2.42**

-3.30**

-1.12

-3.83**

-4.92**

-3.00**

-2.20**

0.01

-3.79**

SWAJK-1 × FRHW-2

-3.93**

-3.64**

-1.25

0.63

0.00

3.14**

-2.96**

-0.61

-3.56**

-1.68

-3.83**

-4.92**

-3.06**

-1.69*

-2.24**

-5.95**

SWAJK-1 × FRHW-3

-5.54**

-2.41**

0.61

2.53**

-2.91**

-1.18

-1.18

1.21

-1.87**

-1.08

0.55

-0.59

-1.89**

0.00

2.25**

-1.63*

SWAJK-1 × PSEV3

-1.25

2.60**

-1.87*

-0.01

3.86**

4.17**

3.55**

6.06**

3.05**

6.29**

1.64*

0.49

0.28

2.89**

0.01

-3.79**

**, * = Significant at 1% and 5% level of probability, MP = Mid-parent, BP = Better-parent

 

Table 6: Mid- and better-parents, economic and commercial heterosis in 5 × 5 maize F1 diallel hybrids for days to physiological maturity across four locations

 

F1 hybrids

Days to physiological maturity

CCRI, Pirsabak - Nowshera

University of Haripur, Haripur

ARS, Baffa - Mansehra

ARI, Mingora - Swat

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

FRHW-1 × FRHW-2

0.00

2.95**

-8.92**

-13.75**

3.31**

7.76**

-8.12**

-13.46**

0.65

3.69**

-6.93**

-9.91**

-2.50**

0.00

-10.28**

-14.81**

FRHW-1 × FRHW-3

-0.38

5.58**

-1.08*

-6.33**

0.00

6.75**

-1.14**

-6.89**

0.76*

4.75**

-0.30

-3.50**

0.35

6.39**

0.35

-4.71**

FRHW-1 × PSEV3

-0.79

-0.40

-6.68**

-11.63**

2.91**

5.16**

-2.61**

-8.27**

1.25**

2.22**

-2.71**

-5.83**

-0.93*

-0.38

-6.03**

-10.77**

FRHW-1 × SWAJK-1

-2.06**

3.98**

-2.58**

-7.74**

1.29**

8.73**

0.70

-5.16**

0.30

4.11**

-0.90*

-4.08**

-0.71

4.89**

-1.06*

-6.06**

FRHW-2 × FRHW-1

-1.23*

1.69**

-10.04**

-14.81**

2.48**

6.90**

-8.86**

-14.16**

0.65

3.69**

-6.93**

-9.91**

-1.35**

1.19*

-9.22**

-13.80**

FRHW-2 × FRHW-3

-1.93**

7.17**

-5.19**

-10.22**

-1.93**

9.48**

-6.65**

-12.08**

-0.78*

6.38**

-4.52**

-7.58**

-3.45**

5.14**

-5.67**

-10.44**

FRHW-2 × PSEV3

-0.82

2.53**

-9.29**

-14.10**

0.61

7.33**

-8.49**

-13.81**

-0.97*

3.02**

-7.53**

-10.50**

-1.92**

1.19*

-9.22**

-13.80**

FRHW-2 × SWAJK-1

-2.50**

6.75**

-5.56**

-10.57**

-1.34**

10.78**

-5.55**

-11.04**

-0.31

6.71**

-4.22**

-7.29**

-4.92**

3.16**

-7.45**

-12.12**

FRHW-3 × FRHW-1

0.75

6.77**

0.04

-5.27**

-0.37

6.35**

-1.51**

-7.23**

1.07**

5.06**

0.00

-3.21**

-1.42**

4.51**

-1.42**

-6.40**

FRHW-3 × FRHW-2

-0.77*

8.44**

-4.07**

-9.16**

-0.77

10.78**

-5.55**

-11.04**

1.10**

8.39**

-2.71**

-5.83**

-1.63**

7.11**

-3.90**

-8.75**

FRHW-3 × PSEV3

1.12*

6.72**

0.78

-4.56**

-1.28**

3.04**

-0.40

-6.20**

-1.06**

1.86**

-1.20**

-4.37**

-2.65**

2.60**

-2.13**

-7.07**

FRHW-3 × SWAJK-1

0.53

0.71

5.64**

0.04

-0.52

0.00

5.11**

-1.00*

1.03**

1.18**

3.61**

0.29

-1.35**

-1.01*

3.90**

-1.35**

PSEV3 × FRHW-1

-1.98**

-1.59**

-7.80**

-12.69**

2.91**

5.16**

-2.61**

-8.27**

1.88**

2.85**

-2.11**

-5.25**

-1.68**

-1.13*

-6.74**

-11.45**

PSEV3 × FRHW-2

1.22*

4.64**

-7.43**

-12.34**

2.63**

9.48**

-6.65**

-12.08**

-0.32

3.69**

-6.93**

-9.91**

-3.07**

0.00

-10.28**

-14.81**

PSEV3 × FRHW-3

-3.00**

2.37**

-3.32**

-8.45**

-2.00**

2.28**

-1.14**

-6.89**

-1.36

1.55**

-1.51**

-4.66**

-3.35**

1.86**

-2.84**

-7.74**

PSEV3 × SWAJK-1

-2.80**

2.77**

-2.95**

-8.09**

-0.72

4.18**

0.70

-5.16**

0.30

3.11**

0.00

-3.21**

-1.24**

3.72**

-1.06*

-6.06**

SWAJK-1 × FRHW-1

-1.31**

4.78**

-1.83**

-7.03**

0.18

7.54**

-0.40

-6.20**

1.22**

5.06**

0.00

-3.21**

0.00

5.64**

-0.35

-5.39**

SWAJK-1 × FRHW-2

-1.73**

7.59**

-4.82**

-9.86**

0.58

12.93**

-3.71**

-9.31**

0.31

7.38**

-3.61**

-6.71**

-3.46**

4.74**

-6.03**

-10.77**

SWAJK-1 × FRHW-3

0.18

0.36

5.26**

-0.32

0.52

1.05**

6.21**

0.03

-0.44

-0.29

2.11**

-1.17**

0.00

0.34

5.32**

0.00

SWAJK-1 × PSEV3

-2.06**

3.56**

-2.20**

-7.39**

-0.72

4.18**

0.70

-5.16**

0.91**

3.73**

0.60

-2.62**

-0.53

4.46**

-0.35

-5.39**

**, * = Significant at 1% and 5% level of probability, MP = Mid-parent, BP = Better-parent

0.06 to -9.55%, respectively (Table 4). As compared to concerned parents, commercial OPV and hybrid cultivar, 13, 9, 16, and 16 F1 hybrids showed significant negative effects for the said trait. Promising F1 hybrids FRHW-2 × FRHW-3 and its reciprocal, and PSEV3 × FRHW-3, FRHW-3 × FRHW-1, FRHW-2 × FRHW-1 performed better than both parents, OPV-Jalal and commercial hybrid to took fewer days to 50% pollen shedding.

At ARI, Mingora, for mid-, better-parent, economic and commercial heterosis, 15, 9, 12, and 20 F1 hybrids exhibited negative effects for days to 50% pollen shedding ranged from -0.86 to -7.43%, -1.70 to -5.11%, -0.52 to -5.76%, and -1.17 to -9.55%, respectively (Table 4). However, 13, 9, 8, and 19 F1 hybrids showed significant negative heterotic effects for above four types of heterosis. The F1 hybrids FRHW-3 × PSEV3, FRHW-1 × FRHW-3 and its reciprocal, and FRHW-3 × FRHW-2 performed better than both the parents. While the highest and at par negative economic and commercial heterotic effects were observed in F1 hybrids FRHW-3 × PSEV3 and PSEV3 × FRHW-1, respectively days to 50% pollen shedding.

 

Days to 50% silking

 

At CCRI, Pirsabak for days to 50% silking, the negative mid-, better-parent, economic and commercial heterotic were recorded in 17, 12, 15, and 8 F1 hybrids ranged from -1.25 to -9.36%, -1.20 to -6.06%, -0.01 to 4.35%, and -0.01 to 2.54%, respectively (Table 5). However, 16, 11, 11, and 4 F1 hybrids attained the significance level for the said trait. Maximum negative mid- and better-parent heterosis was recorded in F1 hybrids FRHW-2 × FRHW-3 and its reciprocal, FRHW-3 × FRHW-1. The highest negative economic and commercial heterosis were recorded in F1 hybrids FRHW-1 × PSEV3 and its reciprocal, FRHW-2 × FRHW-3, and FRHW-2 × PSEV3 for days to 50% silking.

At the University of Haripur, 9, 6, 11, and 5 F1 hybrids exhibited negative mid-, better-parent, economic and commercial heterosis, in which 7, 4, 7, and 3 hybrids revealed significant heterotic values for days to 50% silking (Table 5). However, the ranges for various heterosis were -0.92 to -5.04%, -1.18 to -4.76%, -0.59 to -5.33%, and -0.61 to -3.03%, respectively. The F1 hybrids FRHW-1 × PSEV3, and FRHW-1 × SWAJK-1 showed maximum negative heterotic effects over mid-, better-parent, economic and commercial heterosis for days to 50% silking.

For days to 50% silking at ARS, Baffa, Mansehra, 15, 11, 16, and 19 F1 hybrids revealed negative heterosis after comparing with both mid- and better-parents, commercial OPV and hybrid, ranged from -0.27 to -9.78%, -0.56 to -7.26%, -0.55 to -9.84%, and -0.59 to -10.86%, respectively (Table 5). However, 13, 7, 14, and 16 F1 hybrids authenticated their significance for the said trait. The F1 hybrids FRHW-2 × FRHW-3, and its reciprocal, and PSEV3 × FRHW-3 showed the highest heterosis after comparing with mid-, better-parent, commercial OPV-Jalal and hybrid for days to 50% silking.

Table 7: Mid- and better-parents, economic and commercial heterosis in 5 × 5 maize F1 diallel hybrids for grain yield across four locations

 

F1 hybrids

Grain yield

CCRI, Pirsabak - Nowshera

University of Haripur, Haripur

ARS, Baffa - Mansehra

ARI, Mingora - Swat

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

MP

heterosis (%)

BP

heterosis (%)

Economic

heterosis (%)

Commercial

heterosis (%)

FRHW-1 × FRHW-2

56.85**

36.25**

-14.34**

-41.81**

147.51**

127.93**

-34.47**

-43.18**

55.93**

41.55**

-23.58**

-21.90**

84.59**

71.90**

-13.01**

-20.95**

FRHW-1 × FRHW-3

100.35**

90.89**

-2.27

-33.61**

109.67**

69.79**

-21.22**

-31.69**

116.08**

113.58**

-3.72

-1.61

123.56**

94.82**

-1.41

-10.40**

FRHW-1 × PSEV3

66.13**

51.21**

-14.56**

-41.96**

88.30**

43.01**

-20.77**

-31.31**

121.72**

91.83**

-15.53**

-13.68**

54.10**

39.88**

-13.19**

-21.11**

FRHW-1 × SWAJK-1

64.20**

38.69**

-6.73

-36.64**

106.60**

54.90**

-10.84**

-22.70**

175.02**

150.79**

34.05**

36.99**

114.03**

89.61**

24.33**

12.98**

FRHW-2 × FRHW-1

57.48**

36.80**

-13.99**

-41.57**

197.40**

173.87**

-21.26**

-31.73**

86.56**

69.36**

-8.56**

-6.56*

98.57**

84.92**

-6.41*

-14.96**

FRHW-2 × FRHW-3

88.94**

71.40**

7.76

-26.79**

162.19**

99.47**

-7.45*

-19.75**

103.19**

86.42**

0.65

2.85

151.25**

133.82**

2.06

-7.25**

FRHW-2 × PSEV3

103.32**

93.03**

21.36**

-17.56**

147.41**

77.74**

-1.53

-14.62**

125.38**

79.81**

-2.92

-0.79

97.10**

67.86**

4.18

-5.33*

FRHW-2 × SWAJK-1

71.68**

66.08**

11.70**

-24.12**

123.74**

58.90**

-8.53**

-20.70**

79.99**

79.09**

-3.31

-1.19

78.91**

49.01**

-2.29

-11.21**

FRHW-3 × FRHW-1

91.64**

82.58**

-6.52

-36.50**

131.52**

87.49**

-13.01**

-24.57**

101.44**

99.10**

-10.25**

-8.28**

103.66**

77.48**

-10.18**

-18.38**

FRHW-3 × FRHW-2

88.13**

70.66**

7.30

-27.11**

137.60**

80.76**

-16.13**

-27.28**

68.71**

54.79**

-16.43**

-14.60**

112.14**

97.42**

-13.82**

-21.69**

FRHW-3 × PSEV3

118.60**

108.32**

17.72**

-20.03**

78.45**

63.95**

-9.17**

-21.25**

141.28**

106.70**

-6.82*

-4.78

116.27**

73.64**

7.77**

-2.07

FRHW-3 × SWAJK-1

90.24**

67.53**

12.67**

-23.46**

91.32**

72.77**

-0.55

-13.78**

105.95**

89.82**

1.46

3.68

72.06**

35.36**

-11.25**

-19.35**

PSEV3 × FRHW-1

144.25**

122.32**

25.63**

-14.66**

159.46**

97.05**

9.17**

-5.34*

175.56**

138.40**

4.98*

7.28*

80.74**

64.06**

1.82

-7.47**

PSEV3 × FRHW-2

77.16**

68.19**

5.74

-28.17**

103.86**

46.46**

-18.86**

-29.65**

89.78**

51.41**

-18.25**

-16.46**

83.78**

56.52**

-2.86

-11.73**

PSEV3 × FRHW-3

131.78**

120.89**

24.82**

-15.21**

84.65**

69.65**

-6.01*

-18.51**

140.55**

106.08**

-7.10*

-5.07

83.47**

47.31**

-8.58**

-16.93**

PSEV3 × SWAJK-1

37.95**

26.93**

-14.64**

-42.01**

66.07**

62.96**

-6.20*

-18.67**

197.66**

138.38**

27.42**

30.21**

81.93**

77.06**

16.10**

5.50*

SWAJK-1 × FRHW-1

68.05**

41.94**

-4.54

-35.15**

160.08**

94.99**

12.24**

-2.69

132.68**

112.18**

13.41**

15.90**

88.32**

66.84**

9.40**

-0.59

SWAJK-1 × FRHW-2

84.35**

78.34**

19.94**

-18.52**

138.78**

69.59**

-2.38

-15.36**

84.37**

83.45**

-0.96

1.21

70.17**

41.73**

-7.07**

-15.55**

SWAJK-1 × FRHW-3

86.54**

64.27**

10.48**

-24.95**

42.29**

28.49**

-26.04**

-35.87**

139.67**

120.90**

18.07**

20.66**

98.12**

55.86**

2.20

-7.13**

SWAJK-1 × PSEV3

77.66**

63.47**

9.94*

-25.32**

69.23**

66.06**

-4.41

-17.12**

145.82**

96.86**

5.23*

7.53*

56.08**

51.91**

-0.39

-9.49**

**, * = Significant at 1% and 5% level of probability, MP = Mid-parent, BP = Better-parent

Regarding days to 50% silking at ARI, Mingora - Swat, 16, 9, 13, and 20 F1 hybrids manifested negative mid-, better-parent, economic and commercial heterosis ranged from -0.55 to -7.49%, -1.69 to -6.49%, -0.56 to -5.61%, and -1.69 to -9.19%, respectively (Table 5). However, 13, 9, 9, and 19 F1 hybrids confirmed their significance for above four types of heterosis, respectively. Overall, the F1 hybrids FRHW-1 × FRHW-3, FRHW-3 × PSEV3, PSEV3 × FRHW1, and FRHW-3 × FRHW-2 performed better and revealed maximum negative effects for mid-, better-parent economic and commercial heterosis for days to 50% silking.

 

Days to physiological maturity

 

At CCRI, Pirsabak for days to physiological maturity, 14, 2, 16, and 19 F1 hybrids revealed negative mid-, better-parent, economic and commercial heterosis, ranged from -0.38 to -3.00%, -0.40% to -1.59%, -1.08 to -10.04%, and -0.32 to -14.81%, respectively (Table 6). However, for the said trait the significance level achieved by 11, 1, 16, and 18 hybrids. As compared to mid-parent values, F1 hybrids PSEV3 × FRHW-3, PSEV3 × SWAJK-1 and its reciprocal, and for better parent the hybrid FRHW-1 × PSEV3 enunciated maximum negative heterotic effects. However, by comparing with commercial OPV - Jalal and hybrid, the promising F1 hybrids FRHW-2 × FRHW-1, and its reciprocal, and FRHW-2 × PSEV3 showed maximum negative heterotic effects.

For days to physiological maturity at the University of Haripur, 9, zero, 13, and 19 F1 hybrids exhibited negative mid-, better-parent, economic and commercial heterosis, ranged from -0.37 to -2.00%, 0 to 0, -0.40 to -8.86%, and -1.00 to -14.16%, respectively (Table 6). However, 4, zero, 13, and 19 hybrids attained the level of significance for the said trait. Highest mid-parent negative heterosis was recorded in F1 hybrids PSEV3 × FRHW-3 and FRHW-2 × FRHW-3. while three F1 hybrids FRHW-2 × FRHW-1 and its reciprocal, and FRHW-2 × PSEV3 were considered as promising for economic and commercial heterosis for days to physiological maturity.

At ARS, Baffa - Mansehra for days to physiological maturity, 7, one, 14, and 19 F1 hybrids exhibited negative mid-, better-parent, economic and commercial heterosis, in which 3, zero, 11, and 19 attained the level of significance, respectively (Table 6). However, the ranges for above four types of heterosis were -0.31 to -1.36%, 0 to -0.29%, -0.30 to -7.53%, and -1.17 to -10.50%, respectively. Maximum heterosis over mid-parents was observed in F1 hybrids PSEV3 × FRHW-3 and its reciprocal, and FRHW-3 × SWAJK-1. Promising F1 hybrids FRHW-2 × PSEV3 and FRHW-2 × FRHW-1 and their reciprocals showed maximum negative economic and commercial heterotic effects for days to physiological maturity.

For days to physiological maturity at ARI, Mingora - Swat, 17, 3, 17, and 19 F1 hybrids showed negative heterosis by comparing with mid, better-parent, and commercial OPV - Jalal and hybrid, ranged from -0.53 to -4.92%, -0.38 to -1.13%, -0.35 to -10.28%, and -1.35 to -14.81%, respectively (Table 6). The above four types of significant heterosis was seen in 15, 2, 15, and 19 hybrids, respectively. Promising F1 hybrids FRHW-2 × SWAJK-1 and its reciprocal, FRHW-2 × FRHW-3 and PSEV3 × FRHW-3 showed the highest negative mid-parent heterosis. Two F1 hybrids PSEV3 × FRHW-1 and FRHW-1 × SWAJK-1 showed highest negative better-parent heterosis. The promising F1 hybrids FRHW-1 × FRHW-2 and PSEV3 × FRHW-2 and their reciprocals exhibited the highest negative economic and commercial heterosis for days to physiological maturity.

 

Grain yield

 

All the F1 hybrids manifested significant positive mid- and better-parent heterosis ranged from 37.95 to 144.25% and 26.93 to 122.32%, respectively for grain yield at CCRI, Pirsabak (Table 7). Promising F1 hybrids PSEV3 × FRHW-1, PSEV3 × FRHW-3 and their reciprocals, and FRHW-2 × PSEV3 showed highest positive heterosis by comparing with mid- and better-parents. For economic heterosis, 12 F1 hybrids revealed positive effects ranged from 5.74 to 25.63%, in which 11 hybrids achieved significance for grain yield. By comparing with commercial OPV-Jalal, maximum economic heterotic effects were recorded in F1 hybrids PSEV3 × FRHW-1, PSEV3 × FRHW-3, FRHW-2 × PSEV3, and SWAJK-1 × FRHW-2 for grain yield. For commercial heterosis, none of the F1 hybrids out-yielded the commercial hybrid for grain yield.

For grain yield at the University of Haripur, all the F1 hybrids revealed significant positive heterosis over mid- and better-parents ranged from 42.29 to 197.40% and 28.49 to 173.87%, respectively (Table 7). However, the highest mid- and better parent positive heterotic effects were observed in F1 hybrids FRHW-2 × FRHW-1 and its reciprocal, FRHW-2 × FRHW-3, SWAJK-1 × FRHW-1, PSEV3 × FRHW-1, and FRHW-2 × PSEV3 for grain yield. Two F1 hybrids SWAJK-1 × FRHW-1 and PSEV3 × FRHW-1 exhibited significant positive economic heterosis and proved to be the high yielding hybrids than check OPV-Jalal for grain yield. For commercial heterosis, none of the F1 hybrids excelled the commercial hybrid to exhibit positive heterotic effects.

At ARS, Baffa - Mansehra for grain yield, all the F1 hybrids revealed significant positive mid- and better-parent heterotic effects ranged from 55.93 to 197.66% and 41.55 to 150.79%, respectively (Table 7). Maximum mid- and better-parents heterotic effects were recorded in F1 hybrids PSEV3 × SWAJK-1, FRHW-1 × FRHW-2, and FRHW-1 × SWAJK-1 for grain yield. For economic and commercial heterosis, 8 and 9 F1 hybrids revealed positive heterotic values ranged from 0.65 to 34.05%, and 1.21 to 36.99%, respectively in which six each hybrids attained the significance. By comparing the F1 hybrids with commercial OPV and hybrid, the F1 hybrids FRHW-1 × SWAJK-1, PSEV3 × SWAJK-1, and SWAJK-1 × FRHW-3 revealed highest economic and commercial heterosis for grain yield.

For grain yield at ARI, Mingora - Swat, all the F1 hybrids exhibited significant positive mid- and better-parents heterosis ranged from 54.10 to 151.25% and 35.36 to 133.82%, respectively (Table 7). Maximum mid- and better-parent heterotic effects were observed in F1 hybrids FRHW-2 × FRHW-3, FRHW-1 × FRHW-3, FRHW-3 × PSEV3, and FRHW-1 × SWAJK-1. For economic heterosis, eight F1 hybrids showed positive values ranged from 1.82 to 24.33%, in which five hybrids attained the level of significance for grain yield. Maximum economic heterosis was recorded in F1 hybrids FRHW-1 × SWAJK-1 and its reciprocal, and PSEV3 × SWAJK-1. Significant positive commercial heterosis was recorded in two F1 hybrids FRHW-1 × SWAJK-1 and PSEV3 × SWAJK-1 for grain yield.

For earliness trait i.e., days to tasseling, pollen shedding and silking, the negative heterotic effects are desirable and favored because of their positive association with early maturity. The environmental data including temperature, rainfall, and humidity also confirmed that the hilly areas i.e., ARS, Baffa - Mansehra followed by ARI, Mingora - Swat were found cooler than plain areas i.e., CCRI, Pirsabak – Nowshera, and University of Haripur, Khyber Pakhtunkhwa, Pakistan (Fig. 1, 2). Results further enunciated that due to interaction of genotypes with existing environmental factors, the F1 hybrids revealed significantly varying heterotic effects for earliness traits and grain yield at different locations. Overall, F1 hybrids matured earlier than parental inbred lines and commercial 'OPV - Jalal' and 'Pioneer hybrid 30K08' in plain areas as compared to hilly areas. On average, the highest negative heterotic effects were observed in F1 hybrids at CCRI, Pirsabak - Nowshera and took fewer days to tasseling, pollen shedding, silking, and physiological maturity because of high temperature, less rainfall and a warmer climate, followed by University of Haripur, and ARI, Mingora, Swat. At ARS, Baffa - Mansehra, the F1 hybrids showed less negative heterotic effects for earliness traits and took more days to tasseling, pollen shedding, silking, and physiological maturity due to low temperature, more rainfall and humidity, and high altitude which make the environment cooler and delayed the flower initiation and maturity. Overall for earliness traits, majority of the F1 hybrids performed better by showing highly significant negative heterotic effects and taking less days to tasseling, pollen shedding, silking and physiological maturity as compared to parental inbred lines and commercial OPV and hybrid at all the locations. For grain yield, the F1 hybrids surpassed parental inbred lines by showing significant (P ≤ 0.01) positive mid- and better-parent heterosis but not able to perform better than commercial OPV and hybrid at all the locations.

 

Discussion

 

Heterosis refers to the superior performance of F1 hybrids than their parental inbred lines, standard cultivars, and commercial hybrids concerning growth and yield traits (Ali et al. 2019). Although little known about the genetic and molecular basis of heterosis, however, it has been reported that heterosis managed by both dominant and epistatic gene actions (Khan et al. 2018; Govindaraju 2019). The main target of hybrid crop breeding is to identify parental genotypes with high genetic diversity that have a high proportion of strong heterosis in F1 hybrids (Kumar et al. 2014, 2019; Liu et al. 2019).

Genotypes, environments (locations) and genotype by environment interactions revealed significant (P ≤ 0.01) differences for earliness traits and grain yield. Significance of these three major components authenticated that differences might be due to varied genetic makeup of the maize genotypes and their interaction with varying environmental factors at different locations. Present study also enunciated that in proportional contribution to the total sum of squares, larger effects of environment and genotypes to total variation (G + E + GEI) persuade the studied traits. Significant differences in genotypes and environments preceded to various types of desirable negative and positive heterotic effects under four environments. Significant differences among inbred lines and F1 populations manifested the choice for exploitation of heterosis for earliness traits and grain yield in maize across environments (El-Hosary et al. 2014; Panda et al. 2017; Sajjad et al. 2020). Past findings revealed significant variations among the maize populations and environments, and their greater role in proportional contribution total sum of square studied for earliness and grain yield in distinct environments (Kiani et al. 2015; Ullah et al. 2019). Significant diversity was observed among maize F1 hybrids for earliness and grain yield which might be due to their varied genetic background and their interaction with environment (Nzuve et al. 2014; Kumar et al. 2019).

For earliness traits, the negative heterosis is desirable because it could be used for the development and production of early maturing maize hybrids. Overall, the F1 hybrids performed better by showing significant (P ≤ 0.01) negative heterotic effects by taking less days to tasseling, pollen shedding, silking and physiological maturity as compared to parental inbred lines and commercial OPV and hybrid at almost all the locations. However, at the University of Haripur, minimum number of F1 hybrids showed negative economic and commercial heterotic effects, and that varied performance of the maize genotype might be due to diverse environmental conditions. Greater genetic variability and desirable negative and positive mid- and better parents heterotic effects were reported in F1 populations for earliness and yield traits, respectively in maize under different environments (Ali et al. 2019; Yi et al. 2019). By comparing with mid- and better-parents, and standard cultivar, F1 maize hybrids exhibited negative heterotic effects of varying magnitudes for earliness traits and grain yield in varied environmental conditions (Kumar et al. 2014; Rajesh et al. 2014). Negative economic and commercial heterotic effects were determined in F1 maize hybrids by comparing with check genotypes (commercial cultivar and hybrid) under diverse climatic conditions for days to tasseling, pollen shedding, silking and physiological maturity (Singh 2015; Khan et al. 2018). Therefore, in genotype by environment interaction studies, the role of the environment cannot be ignored during the recommendation of maize genotypes for specific and different localities. Present results about different types of heterosis were in line with past findings as reported significant negative heterotic effects in F1 maize populations for days to tasseling, pollen shedding, silking and physiological maturity (Ali et al. 2013a, b; Ding et al. 2014; Li et al. 2018). Significant negative standard heterosis was reported in the majority of the maize test crosses for tasseling, pollen shedding, silking and other earliness traits (Izhar and Chakraborty 2013; Abrha 2014: Kumar et al. 2019).

Overall, a large number of F1 hybrids revealed significant negative mid- and better parent, economic and commercial heterosis for earliness traits at most of the locations except the University of Haripur, Haripur where a small number of F1 hybrids revealed negative heterosis. Present also results revealed that parental inbred lines and F1 hybrids showed a similar tendency in response to environmental factors and both are donating to the observed genotype by environment interactions for heterosis (Li et al. 2018). Varying magnitudes of negative mid- and better parents, and standard heterosis were reported in F1 populations for various earliness traits (Singh 2015; Kumar et al. 2014). Some other past findings also summarized that varying degrees of negative mid- and better parents heterotic effects were recorded in maize F1 hybrids for earliness traits (Nethra et al. 2013).

The identified promising F1 hybrids with significant earliness in flowering and maturity traits (FRHW-2 × FRHW-3, FRHW-1 × SWAJK-1, and FRHW-3 × FRHW-2), and grain yield (PSEV3 × FRHW-1, PSEV3 × FRHW-3, FRHW-1 × SWAJK-1, FRHW-2 × FRHW-3, and FRHW-3 × PSEV3) have greater potential for developing early maturing and high yielding hybrids for multiple cropping systems. Past studies revealed varying degrees of heterosis and heterobeltiosis among in F1 maize populations for days to male and female flowering and physiological maturity under different environmental conditions (Ali et al. 2019; Cherchali et al. 2019). Significant negative better parent, economic and commercial heterosis were observed in F1 maize hybrids for earliness traits and physiological maturity in diverse environments (Nethra et al. 2013; Rajesh et al. 2014). Previous findings revealed that experimental hybrids were developed with a determined extent of heterosis in respect of maturity and grain yield in maize (Sharma et al. 2019; Ullah et al. 2017; 2019).

For grain yield, all the F1 hybrids surpassed parental inbred lines by showing significant (P ≤ 0.01) positive mid- and better-parent heterosis, however, majority of the hybrids were not able to perform better than commercial OPV and hybrid for economic and commercial heterosis at all the locations. For commercial heterosis, nine and two F1 hybrids showed positive heterotic effects at ARS, Baffa - Mansehra, and ARI, Mingora - Swat, respectively by comparing with the commercial hybrid. However, at CCRI, Pirsabak and the University of Haripur, the F1 hybrids cannot compete with commercial hybrid and showed negative heterotic effects for grain yield. Results further authenticated that environment has greater contribution in phenotypic performance of the same genotypes at different locations result in due to interaction of maize genotypes with existing environmental factors. Significant mid- and better-parent heterotic effects have been reported in F1 hybrids by comparing with their inbred lines for yield related traits in maize in different environments (Khan et al. 2018). In F1 maize populations, varied values of economic and commercial heterosis have been reported for grain yield and its attributes in different environments (Ali 2015, Ali et al. 2018; Shrestha et al. 2018). However, in some other studies, significant mid- and better parents heterotic effects were reported in F1 maize hybrids for yield related traits (Ali et al. 2013a, b; Singh 2015; Ige et al. 2018). Standard positive heterosis was reported in various studies of F1 maize cross combinations for grain yield and its components in diverse environments (Izhar and Chakraborty 2013; Nethra et al. 2013). Similarly, various levels of mid- and better parents and standard heterosis was reported in F1 maize hybrids for grain yield under different growing seasons (Kumar et al. 2014, 2019).

Heterosis is considerably influenced by the genetic background of the genotypes and environmental conditions. Results further revealed that due to varying levels of soil, temperature, rainfall, humidity and altitude at four locations, the inbred lines and their F1 hybrids revealed significant differences in performance through heterotic effects for earliness and grain yield. Because of high temperature, less rainfall and warmer climate at CCRI, Pirsabak - Nowshera, the F1 hybrids showed the highest negative heterotic effects and took fewer days to tasseling, pollen shedding, silking, and physiological maturity followed by University of Haripur, and ARI, Mingora, Swat. However, due to low temperature, more rainfall and humidity, and high altitude at ARS, Baffa located in a hilly area, make the environment cooler and the same maize genotypes took more time to flower and maturity, resulting in less magnitude of negative heterotic effects.

Present results also authenticated that extent of heterosis is not an inherent trait of a specific hybrid, but its appearance depends on the trait measured and the environment where the study was carried out. Promising F1 hybrids FRHW-2 × FRHW-3, FRHW-1 × SWAJK-1, and FRHW-3 × FRHW-2 showed significant negative heterotic effects for earliness traits. For grain yield across the four environments, F1 hybrids PSEV3 × FRHW-1, PSEV3 × FRHW-3, FRHW-1 × SWAJK-1, FRHW-2 × FRHW-3, and FRHW-3 × PSEV3 showed best performance with significant positive heterotic effects. On average, F1 hybrids took less days to flowering and maturity than their parental genotypes in plains as compared to hilly areas which might be due to high temperature (Fig. 1 and 2). Maturity duration of maize increased in hilly area than that in plains, and substantially increased the grain yield which might be due low temperature and cooler climate (Singode et al. 2014). Early maturing and high yielding genotypes could help in adapting maize to diverse climatic conditions, and to escape the crop from drought stress due to warmer climate that occurs during the grain-filling stage in late season maize crop (Ali et al. 2019; Fromme et al. 2019; Yi et al. 2019). These promising F1 populations could be used in future breeding programs for the development of early maturing and high yielding maize hybrids/cultivars.

 

Conclusion

 

Overall, maize F1 hybrids excelled the parental inbred lines and check genotypes ('OPV - Jalal' and 'Pioneer hybrid 30K08') by showing significant negative heterotic effects for earliness traits while positive values for grain yield across environments. Promising F1 hybrids FRHW-2 × FRHW-3, FRHW-1 × SWAJK-1, and FRHW-3 × FRHW-2 showed significant negative heterotic effects by comparing with parental inbred lines and check genotypes across locations. However, F1 hybrids PSEV3 × FRHW-1, PSEV3 × FRHW-3, FRHW-1 × SWAJK-1, FRHW-2 × FRHW-3, and FRHW-3 × PSEV3 showed significant positive heterotic effects and best mean performance for grain yield across environments. Therefore, these promising F1 hybrids could be used in the development of early maturing and high yielding maize hybrids/cultivars. Based on present finding, the hybrid crop production is recommended for hilly as well as plain areas in Pakistan.

 

References

 

Abrha SW (2014). Standard heterosis of maize (Zea mays L.) inbred lines for grain yield and yield related traits in Central Rift Valley of Ethiopia. J Biol Agric Healthcare 4:31‒37

Ali F, KR Zahid, F Shah, R Gul, Q Pan, Hira, G Mustafa, Y Jamal, H Khan, H Ullah (2013a). Heterosis and early generation testing is a pivotal method for production of hybrid. Aust J Crop Sci 7:1728‒1736

Ali S (2015). Genetic analysis and genotype by environment studies in maize. Ph.D. Dissertation, Department of Plant Breeding and Genetics, The University of Agriculture, Peshawar, Pakistan

Ali S, NU Khan, S Gul, R Goher, I Naz, SA Khan, N Ali, M Saeed, I Hussain, SM Khan, I Ali (2019). Heterotic effects for yield related attributes in F1 populations of maize. Pak J Bot 51:1675‒1686

Ali S, NU Khan, R Gul, I Naz, R Goher, N Ali, SA Khan, I Hussain, M Saeed, M Saeed (2018). Genetic analysis for earliness and yield traits in maize. Pak J Bot 50:13951405

Ali Q, M Ahsan, F Ali, M Aslam, NH Khan, M Manzoor, HSB Mustafa, S Muhammad (2013b). Heritability, heterosis and heterobeltiosis studies for morphological traits of maize (Zea mays L.) seedlings. Adv Life Sci 1:52‒63

Barata NM, CA Scapim, TA Guedes, V Janeiro, RJB Pinto, RIC Soto, MC Kuki (2019). A new partial diallel model adapted to analyze reciprocal effects in grain yield of maize. Crop Breed Appl Biotechnol 19:2230

Carangal VR, SM Ali, AF Koble, EH Rinke, JC Sentz (1971). Comparison of S1 with testcross evaluation for recurrent selection in maize. Crop Sci 11:658‒661

Cherchali FZ, B Ordás, P Revilla, N Pedrol, A Djemel (2019). Heterotic patterns among Algerian, US Corn Belt, and European flint maize populations under the Mediterranean conditions of North Africa. Crop Sci 58:24222432

Ding H, C Qin, X Luo, L Li, Z Chen, H Liu, J Gao, H Lin, Y Shen, M Zhao, T Lübberstedt, Z Zhang, G Pan (2014). Heterosis in early maize ear inflorescence development: A genome-wide transcription analysis for two maize inbred lines and their hybrid. Intl J Mol Sci 15:13892‒13915

El-Hosary AA, MEM El-Badawy, TAE Saafan, AAA El-Hosary, IAA Hussein (2014). Evaluation of diallel maize crosses for physiological and chemical traits under drought stress. Minufiya J Agric Res 24:43‒63

Falconer DS, TFC Mackay (1996). Introduction to Quantitative Genetics, 4th Ed. Longman Scientific and Technical, London, UK

Fehr WR (1987). Principles of Cultivar Development: Crop Species, vol 2. Collier Macmillan Publishers, New York, USA

Fonseca SM (1965). Heterosis, Heterobeltiosis, Diallel Analysis and Gene Action in Crosses of Triticum aestivum L. Ph.D. Thesis, Purdue University, West Lafayette, Indiana, USA

Fromme DD, TA Spivey, WJ Grichar (2019). Agronomic response of corn (Zea mays L.) hybrids to plant populations. Intl J Agron 2019; Article 3589768

Gomez KA, AA Gomez (1984). Statistical Procedures for Agricultural Research, John Wiley and Sons Inc., 2nd Ed. New York, USA

Govindaraju DR (2019). An elucidation of over a century old enigma in genetics - Heterosis. PLoS Biol 17; Article e3000215

Hablak S (2019). New theory of the mechanism of heterosis. Acta Sci Pharm Sci 3:10‒16

Hassan AA, AA Jama, OH Mohamed, BK Biswas (2019). Study on combining ability and heterosis in maize (Zea mays L.) using partial diallel analysis. Intl J Plant Breed Crop Sci 6:520‒526

Ige SA, OB Bello, O Alake (2018). Combining ability and heterosis of tolerance to low soil nitrogen in tropical maize cultivars derived from two breeding eras. Open Agric 3:339‒347

Izhar T, M Chakraborty (2013). Combining ability and heterosis for grain yield and its components in maize inbreds over environments. Afr J Agric Res 8:32763280

Khan K, NU Khan, M Iqbal, H Sher, S Gul, N Ali (2018). Populations of exotic × locally adapted germplasm - A potential source of inbred lines for superior indigenous maize hybrids. J Agric Sci 24:413421

Kiani TT, M Hussain, H Rahman (2015). Heterosis and inbreeding depression for grain yield variables in indigenous maize germplasm. Sarhad J Agric 31:217223

Kumar A, N Kiran, P Bisen, A Dadheech, K Kishor, MK Singh (2019). Multi-environment manifestation of heterosis for morphological and quality traits in maize (Zea mays L.). Curr J Appl Sci Technol 37:1‒21

Kumar GP, Y Prashanth, VN Reddy, SS Kumar, PV Rao (2014). Heterosis for grain yield and its component traits in maize (Zea mays L.). Intl J Pure Appl Biosci 2:106‒111

Li Z, L Coffey, J Garfin, ND Miller, MR White, EP Spalding, ND Leon, SM Kaeppler, S Patrick, PS Schnable, NM Springer, CN Hirsch (2018). Genotype-by-environment interactions affecting heterosis in maize. PLoS One 13; Article e0191321

Liu J, M Li, Q Zhang, X Wei, X Huang (2019). Exploring the molecular basis of heterosis for plant breeding. J Integr Plant Biol doi:10.1111/jipb.12804

Nethra H, G Shantakumar, S Adiger, L Malkannavar, P Gangashetty (2013). Heterosis breeding for maturity, yield and quality characters in maize (Zea mays L.). Mol Plant Breed 4:44‒49

Nzuve F, S Githiri, DM Mukunya, J Gethi (2014). Genetic variability and correlation studies of grain yield and related agronomic traits in maize. J Agric Sci 6:166‒176

Panda S, MC Wali, RM Kachapur, SI Harlapur (2017). Combining ability and heterosis analysis of single cross hybrids of maize (Zea mays L.). Intl J Curr Microbiol Appl Sci 6:2608‒2618

PBS (2018-2019). Year Book. Pakistan Bureau of Statistics (PBS). Govt. of Pakistan, Islamabad, Pakistan

Rajesh V, SS Kumar, VN Reddy, AS Sankar (2014). Heterosis studies for grain yield and its component traits in single cross hybrids of maize (Zea mays L.). Intl J Plant Anim Environ Sci 4:304306

Sajjad M (2018). Response of a maize composite to selfed progeny recurrent selection for grain yield and yield components. Ph.D. Dissertation, Department of Plant Breeding and Genetics, The University of Agriculture, Peshawar, Pakistan

Sajjad M, NU Khan, S Gul, SU Khan, Z Bibi, S Ali, N Ali, SA Khan (2020). Maize improvement through selfed progeny recurrent selection across different environments. Pak J Bot http://dx.doi.org/10.30848/PJB2020-2(8)

Sajjad M, NU Khan, H Rahman, K Khan, G Hassan, S Gul, S Ali, K Afridi, I Ali, SM Khan (2016). Response of a maize composite to selfed progeny recurrent selection for earliness and yield traits. Maydica 61; Article M24

Sharma P, MC Kamboj, N Singh (2019). Heterotic Effects of Maize Hybrids of Different Maturity Groups for Grain Yield, International Symposium on Innopreneurship: A Need of Sustainable Agriculture and Rao Bahadur Dr. Ram Dhan Singh 5th Memorial Lecture, Feb. 2-3, 2019 at CCS Haryana Agricultural University, Hisar, India

Shi X, X Zhang, D Shi, X Zhang, W Li, J Tang (2019). Dissecting heterosis during the ear inflorescence development stage in maize via a metabolomics-based analysis. Sci Rep 9; Article 212

Shrestha J, DB Gurung, TR Rijal (2018). Standard heterosis for grain yield in maize hybrids. Farm Manage 3:30‒36

Singh P (2015). Genetic distance, heterosis and combing ability studies in maize for predicting F1 hybrid performance. SABRAO J Breed Genet 47:21‒28

Singode A, KP Singh, E Srivastava, SK Guleria, R Devlash, ZA Dar, AA Lone, B Ahmad, V Mahajan (2014). Heterosis and correlation deviations in maize under different agro-ecologies. Ind J Genet 74:438443

Ullah T, IR Noorka, JP Heslop-Harrison, FS Awan, WN Mhiret (2019). Genetical studies of corn crop to exploit heterosis, proportional contribution and gene action at diverse water regimes. Pure Appl Biol 8:1359‒1373

Ullah Z, H Rahman, N Muhammad (2017). Evaluation of maize hybrids for maturity and related traits. Sarhad J Agric 33:624‒629

Venkatesha KT, H Shivanna, M Asif, KV Kumar (2013). Heterosis studies for drought tolerant and grain yield traits in maize (Zea mays L.). Intl J Agric Sci 9:242‒247

Wynne JC, DA Emery, PM Rice (1970). Combining ability estimates in Arachis hypogeae L. II. Field performance of F1 hybrids. Crop Sci 10:713‒715

Yi Q, Y Liu, X Hou, X Zhang, H Li, J Zhang, H Liu, Y Hu, G Yu, Y Li, Y Wang, Y Huang (2019). Genetic dissection of yield-related traits and mid-parent heterosis for those traits in maize (Zea mays L.). BMC Plant Biol 19; Article 392