Monoterpene composition and content of parent and offspring
For the parents and the F1 generation grape population of their crosses, free monoterpenes were detected in this study by HS-SPME-GC-MS. Through two consecutive years of study, we detected a total of 25 volatile monoterpenes in ‘Italia’ and 24 monoterpenes in ‘Tamina’ (Table 1). Volatile monoterpenes in the progeny also included trans-Isogeraniol and linalool oxide pyranoside compared to the parental line. Of these, trans-Isogeraniol was not detected in the ‘Tamina’, while linalool oxide pyranoside was not detected in either parents. In the present study, the total volatile monoterpene content of the ‘Italia’ was found to be less than that of the ‘Tamina’, with total monoterpene content of the former ranging from 900.08-1073.73 μg/kg, whereas the latter's total monoterpene content values were 1430.55- 1542.81 μg/kg (Table 1).
A total of two types of monoterpenes were detected in the study, acyclic monoterpenes and cyclic monoterpenes (Table 1). The main volatile monoterpenes detected in the ‘Italia’ parent were acyclic monoterpenes, with total content of 643.41 μg/kg and 781.73 μg/kg in the two years, respectively, accounting for an average of 73.39% of total monoterpene content during the study period; cyclic monoterpenes accounted for a relatively small proportion of total monoterpenes in this parent with a value of 26.61%, and the total cyclic monoterpene content was 430.32 μg/kg and 118.35 μg/kg in the two years, respectively. Similarly, in the ‘Tamina’ parent, we found that acyclic monoterpenes were still the dominant volatile monoterpene, accounting for 83.76% of total monoterpene content in the study period while cyclic monoterpenes occupied only 16.24%. Linalool was the most abundant monoterpene, both in ‘Italia’ and ‘Tamina’ parents (Table 1). The values of linalool content in ‘Italia’ parents were 223.49 μg/kg and 341.58 μg/kg, which accounted for 20.81%-37.95% of the total monoterpene content. In contrast, linalool accounted for 36.265-47.18% of the total monoterpene content in the ‘Tamina’ parents, with values of 727.88 μg/kg and 518.77 μg/kg, respectively. This result was higher than the value of linalool content in the ‘Italia’ parent.
We detected a total of 26 monoterpenes in the hybrid progeny and quantified them separately using standard curves (Supplemental Table 2). The average content of total volatile monoterpenes was significantly higher than the average content of total monoterpenes in the parents in both years. The total acyclic monoterpenes were more abundant in the progeny, accounting for 86.19% of the total monoterpene content, and the mean content values of total acyclic monoterpenes in the samples were 3357.16 μg/kg and 2392.30 μg/kg in the two years, respectively. The total cyclic monoterpenes had a range of concentrations of 16.63-5486.97 μg/kg and 7.01-8255.10 μg/kg, the average value of the content was 451.79 μg/kg, which accounted for 13.81% of the total monoterpene content. Similar to the parental results, the highest average monoterpene content in the progeny was linalool, with an average content value presenting 957.92 μg/kg. Geranic acid was next to linalool in terms of average content, presenting 539.51 μg/kg, and occupying 15.29% of total monoterpene content in the progeny. In addition to this, the average contents of β-Myrcene, β-cis-Ocimene and α-terpineol were similarly high, and together they constituted the main monoterpene fractions in the offspring of the Vitis vinifera hybrid grapes.
In addition, we observed the segregation of 26 monoterpenes in all hybrid offspring. Among them, the segregation of 4 monoterpenes, cis-Isogeraniol, neral, linalool oxide pyranoside and cis-Rose oxide, indicated that the presence or absence of these monoterpenes greatly conformed to Mendelian inheritance. Thus, the segregation patterns generally conformed to a 3:1 or 1:1 ratio in the progeny, but the ratio values of neral in 2018 and cis-Rose oxide in 2017 were significantly exceptional (Table 2). The accuracy of the segregation ratios was subsequently verified by a χ² test (Table 2).
Table 1 Information on the 26 monoterpenes in the ‘Italia’ × ‘Tamina’ hybrid population in two years: parental values, mid-parental values (` p ), mean progeny values (` x ), concentration ranges, and number of progeny with monoterpenes present or absent
Monoterpenes
|
Year
|
Italia
|
Tamina
|
`p
|
`x
|
Range
|
Presence
|
Absence
|
Acyclic monoterpenes
|
Linalool
|
2017
|
223.49
|
727.88
|
475.69
|
949.34
|
19.93-5808.61
|
153
|
0
|
2018
|
341.58
|
518.77
|
430.17
|
966.49
|
8.09-20059.13
|
134
|
1
|
Citronellol
|
2017
|
1.55
|
5.24
|
3.39
|
11.97
|
0.82-128.34
|
148
|
5
|
2018
|
4.67
|
3.19
|
3.93
|
7.01
|
0.70-125.32
|
132
|
3
|
Geraniol
|
2017
|
11.34
|
13.04
|
12.19
|
298.98
|
21.20-2437.45
|
153
|
0
|
2018
|
37.18
|
21.14
|
29.16
|
156.66
|
3.40-3201.14
|
134
|
1
|
Geranial
|
2017
|
4.56
|
8.33
|
6.45
|
3.54
|
2.77-11.69
|
149
|
4
|
2018
|
24.62
|
6.67
|
15.65
|
3.39
|
2.71-39.18
|
134
|
1
|
Geranic acid
|
2017
|
1.24
|
1.55
|
1.40
|
821.71
|
21.47-15712.56
|
149
|
4
|
2018
|
1.95
|
8.09
|
5.02
|
257.31
|
12.17-4306.24
|
134
|
1
|
cis-Isogeraniol
|
2017
|
0.21
|
0.15
|
0.18
|
1.96
|
0.73-18.93
|
103
|
50
|
2018
|
0.26
|
0.21
|
0.23
|
1.46
|
0.70-29.54
|
102
|
33
|
trans-Isogeraniol
|
2017
|
0.03
|
ND
|
-
|
0.69
|
0.68-5.83
|
54
|
99
|
2018
|
0.10
|
0.10
|
0.10
|
0.32
|
0.68-5.84
|
39
|
96
|
Nerol
|
2017
|
4.22
|
4.80
|
4.51
|
112.91
|
13.94-1060.86
|
135
|
18
|
2018
|
9.25
|
6.65
|
7.95
|
60.59
|
13.47-1033.04
|
112
|
23
|
Neral
|
2017
|
2.53
|
3.41
|
2.97
|
2.35
|
2.71-18.66
|
116
|
37
|
2018
|
7.68
|
2.63
|
5.16
|
1.85
|
2.71-9.69
|
87
|
48
|
Nerol oxide
|
2017
|
125.39
|
49.23
|
87.31
|
137.97
|
13.32-11232.96
|
129
|
24
|
2018
|
37.53
|
141.24
|
89.39
|
41.17
|
13.64-615.90
|
97
|
38
|
β-Myrcene
|
2017
|
102.66
|
350.20
|
226.43
|
261.42
|
3.53-2226.62
|
152
|
1
|
2018
|
166.17
|
205.40
|
185.79
|
325.14
|
1.88-9781.54
|
134
|
1
|
Allo-Ocimene
|
2017
|
30.63
|
42.61
|
36.62
|
15.86
|
1.47-119.44
|
135
|
18
|
2018
|
27.57
|
37.33
|
32.45
|
15.74
|
1.63-481.62
|
118
|
17
|
(E,Z)-Allo-Ocimene
|
2017
|
7.65
|
13.40
|
10.52
|
45.73
|
1.74-477.00
|
139
|
14
|
2018
|
8.76
|
9.20
|
8.98
|
31.42
|
1.80-656.46
|
121
|
14
|
β-cis-Ocimene
|
2017
|
93.56
|
102.73
|
98.14
|
441.40
|
1.50-2394.60
|
152
|
1
|
2018
|
80.61
|
119.74
|
100.17
|
410.84
|
4.48-5778.96
|
130
|
5
|
β-trans-Ocimene
|
2017
|
34.35
|
45.85
|
40.10
|
251.33
|
2.33-4670.75
|
153
|
0
|
2018
|
33.80
|
47.17
|
40.49
|
246.25
|
2.42-3668.83
|
134
|
1
|
Subtotal
|
2017
|
643.41
|
1368.42
|
1005.92
|
3357.16
|
87.72-21723.60
|
-
|
-
|
2018
|
781.73
|
1127.53
|
954.63
|
2392.30
|
37.58-27985.85
|
-
|
-
|
Percent
|
2017
|
59.92%
|
88.70%
|
76.89%
|
87.69%
|
-
|
-
|
-
|
2018
|
86.85%
|
78.82%
|
72.97%
|
84.69%
|
-
|
-
|
-
|
Cyclic monoterpenes
|
Linalool oxide pyranoside
|
2017
|
ND
|
ND
|
-
|
7.62
|
3.58-72.95
|
120
|
33
|
2018
|
ND
|
ND
|
-
|
5.97
|
3.55-61.64
|
106
|
29
|
cis-Furan linalool oxide
|
2017
|
237.92
|
55.74
|
146.83
|
7.98
|
3.55-48.45
|
135
|
18
|
2018
|
2.98
|
95.65
|
49.31
|
9.23
|
3.56-110.79
|
120
|
15
|
trans-Furan linalool oxide
|
2017
|
39.79
|
19.89
|
29.84
|
7.07
|
3.54-79.04
|
122
|
31
|
2018
|
2.33
|
23.51
|
12.92
|
6.30
|
3.56-48.05
|
114
|
21
|
Phellandrene
|
2017
|
12.39
|
13.28
|
12.83
|
4.81
|
1.02-44.78
|
145
|
8
|
2018
|
9.71
|
12.62
|
11.17
|
8.90
|
1.02-153.39
|
131
|
4
|
Limonene
|
2017
|
65.55
|
43.85
|
54.70
|
34.45
|
1.43-352.24
|
153
|
0
|
2018
|
47.41
|
79.93
|
63.67
|
32.58
|
1.25-404.88
|
134
|
1
|
cis-Rose oxide
|
2017
|
1.76
|
3.75
|
2.75
|
3.07
|
3.35-23.04
|
108
|
45
|
2018
|
1.89
|
2.45
|
2.17
|
2.20
|
3.35-9.30
|
74
|
61
|
trans-Rose oxide
|
2017
|
0.16
|
1.33
|
0.74
|
1.18
|
3.35-7.00
|
48
|
105
|
2018
|
0.34
|
0.45
|
0.40
|
0.82
|
3.35-5.10
|
31
|
104
|
α-Terpineol
|
2017
|
1.41
|
5.54
|
3.48
|
319.10
|
9.21-3998.58
|
153
|
0
|
2018
|
8.61
|
9.29
|
8.95
|
292.76
|
6.61-6527.58
|
134
|
1
|
4-Terpineol
|
2017
|
41.48
|
19.12
|
30.30
|
4.30
|
1.57-48.35
|
107
|
46
|
2018
|
32.46
|
50.46
|
41.46
|
3.95
|
1.31-66.96
|
124
|
11
|
Terpinolen
|
2017
|
26.42
|
9.62
|
18.02
|
69.90
|
1.66-821.00
|
153
|
0
|
2018
|
10.31
|
25.27
|
17.79
|
59.47
|
1.54-880.50
|
134
|
1
|
γ-Terpinen
|
2017
|
3.44
|
2.27
|
2.85
|
11.64
|
1.60-78.02
|
153
|
0
|
2018
|
2.31
|
3.39
|
2.85
|
10.28
|
1.42-158.77
|
129
|
6
|
Subtotal
|
2017
|
430.32
|
174.39
|
302.36
|
471.12
|
16.63-5486.97
|
-
|
-
|
2018
|
118.35
|
303.02
|
210.69
|
432.45
|
7.01-8255.10
|
-
|
-
|
Percent
|
2017
|
40.08%
|
11.30%
|
23.11%
|
12.31%
|
-
|
-
|
-
|
2018
|
13.15%
|
21.18%
|
18.08%
|
15.31%
|
-
|
-
|
-
|
Total
|
2017
|
1073.73
|
1542.81
|
1308.27
|
3828.28
|
104.35-24034.49
|
-
|
-
|
2018
|
900.08
|
1430.55
|
1165.32
|
2824.75
|
48.90-36240.95
|
-
|
-
|
ND, no detected.
Table 2 Proportion of segregation and χ² test for 4 monoterpenes in the progeny population of ‘Italia’ x ‘Tamina’
Monoterpenes
|
2017
|
2018
|
Presence
|
Absence
|
Ratio
|
χ²
|
Presence
|
Absence
|
Ratio
|
χ²
|
cis-Isogeraniol
|
103
|
50
|
3:1
|
4.81
|
102
|
33
|
3:1
|
0.02
|
Neral
|
116
|
37
|
3:1
|
0.05
|
87
|
48
|
-
|
8.02
|
Linalool oxide pyranoside
|
120
|
33
|
3:1
|
0.96
|
106
|
29
|
3:1
|
0.89
|
cis-Rose oxide
|
108
|
45
|
-
|
25.94
|
74
|
61
|
1:1
|
1.25
|
Analysis of inheritance differences in monoterpenes
It was found that the mean total monoterpene content in the offspring showed 3828.28 μg/kg and 2824.75 μg/kg in the two years, respectively, which turned out to be significantly higher than the mean total monoterpene content of 1308.27 μg/kg and 1165.32 μg/kg in the parents (Table 1). During the two years of the study, most of the monoterpenes were found to be significantly higher in the offspring on average than in the parents. The mean content of linalool in the offspring was higher than in the parents, presenting a content of 957.52 μg/kg in the offspring and 452.93 μg/kg in the parents. It is worth noting that some monoterpenes were even hundreds of times higher in the offspring than in the parents. The average concentration of geranic acid in the offspring was 539.51 μg/kg, which was about 168 times higher than the average concentration of this compound in the parents (3.21 μg/kg) (Table 1). Besides, there were also a few monoterpenes with lower average content in the offspring than the parents. For example, the values of geranial in the offspring were lower than those of the ‘Italia’ and ‘Tamina’, where the average content of the compound was presented as 3.47 μg/kg, compared to 14.59 μg/kg and 7.5 μg/kg in the parents.
The results showed that the coefficients of variation (CV) for geranial, neral and cis-Rose oxide were in the range of 0.1-1.0, which were considered to be moderate; the CV for the other monoterpenes in the F1 population were all higher than 1.0, which were considered to be highly variable (Table 3). It was detected that most monoterpenes showed a gradual decrease in the frequency of distribution in the region from the minimum to the maximum concentration in the distribution plot, indicating that most of the monoterpenes showed a poisson distribution in the hybrid progeny, and a few of them showed a normal distribution (Table 3). Three monoterpenes showed high content in the progeny, namely linalool, geranic acid, and β-cis-Ocimene, which showed a poisson distribution, and some of the monoterpenes showed a relatively lower content in the hybrid progeny, such as trans-Isogeraniol and trans-rose oxide, which also showed poisson distribution. In addition, the concentration distributions of the two monoterpenes were different in two years. In 2017, geranial and neral were normally distributed; while in the 2018 samples both monoterpenes showed a poisson distribution (Table 3).
Table 3 Statistical analysis of monoterpene concentrations in F1 hybrid populations
Monoterpenes
|
2017
|
2018
|
Minimum (μg/kg)
|
Maximum (μg/kg)
|
Mean (μg/kg)
|
SD
|
CV
|
SK
|
KU
|
Distribution
|
Minimum (μg/kg)
|
Maximum (μg/kg)
|
Mean (μg/kg)
|
SD
|
CV
|
SK
|
KU
|
Distribution
|
Linalool
|
19.93
|
5808.61
|
949.34
|
1111.64
|
1.17
|
2.28
|
5.89
|
Poisson
|
0.00
|
20059.13
|
966.49
|
2258.31
|
2.34
|
6.19
|
43.36
|
Poisson
|
Citronellol
|
0.00
|
128.34
|
11.97
|
15.28
|
1.28
|
4.63
|
28.55
|
Poisson
|
0.00
|
125.32
|
7.01
|
11.88
|
1.70
|
7.52
|
71.16
|
Poisson
|
Geraniol
|
21.20
|
2437.45
|
298.98
|
391.79
|
1.31
|
2.68
|
8.47
|
Poisson
|
0.00
|
3201.14
|
156.66
|
312.33
|
1.99
|
7.37
|
66.10
|
Poisson
|
Geranial
|
0.00
|
11.69
|
3.54
|
1.37
|
0.39
|
2.15
|
10.21
|
Normal
|
0.00
|
39.18
|
3.39
|
3.20
|
0.94
|
10.55
|
115.41
|
Poisson
|
Geranic acid
|
0.00
|
15712.56
|
821.71
|
1702.46
|
2.07
|
5.44
|
39.03
|
Poisson
|
0.00
|
4306.24
|
257.31
|
612.87
|
2.38
|
4.71
|
24.60
|
Poisson
|
cis-Isogeraniol
|
0.00
|
18.93
|
1.96
|
2.63
|
1.34
|
3.52
|
17.48
|
Poisson
|
0.00
|
29.54
|
1.46
|
3.32
|
2.27
|
7.31
|
55.55
|
Poisson
|
trans-Isogeraniol
|
0.00
|
5.83
|
0.69
|
1.20
|
1.72
|
2.02
|
3.95
|
Poisson
|
0.00
|
5.84
|
0.32
|
0.67
|
2.09
|
4.61
|
33.13
|
Poisson
|
Nerol
|
0.00
|
1060.86
|
112.91
|
168.77
|
1.49
|
3.13
|
11.57
|
Poisson
|
0.00
|
1033.04
|
60.59
|
108.51
|
1.79
|
6.20
|
48.67
|
Poisson
|
Neral
|
0.00
|
18.66
|
2.35
|
1.92
|
0.82
|
3.85
|
32.39
|
Normal
|
0.00
|
9.69
|
1.85
|
1.50
|
0.81
|
0.56
|
3.54
|
Poisson
|
Nerol oxide
|
0.00
|
11232.96
|
137.97
|
909.32
|
6.59
|
11.99
|
143.78
|
Poisson
|
0.00
|
615.90
|
41.17
|
72.33
|
1.76
|
4.97
|
31.89
|
Poisson
|
β-Myrcene
|
0.00
|
2226.62
|
261.42
|
323.56
|
1.24
|
2.86
|
11.11
|
Poisson
|
0.00
|
9781.54
|
325.14
|
983.55
|
3.03
|
7.53
|
64.63
|
Poisson
|
Allo-Ocimene
|
0.00
|
119.44
|
15.86
|
18.67
|
1.18
|
2.65
|
9.17
|
Poisson
|
0.00
|
481.62
|
15.74
|
47.68
|
3.03
|
8.27
|
72.66
|
Poisson
|
(E,Z)-Allo-Ocimene
|
0.00
|
477.00
|
45.73
|
68.69
|
1.5
|
3.33
|
13.51
|
Poisson
|
0.00
|
656.46
|
31.42
|
69.10
|
2.20
|
6.82
|
54.07
|
Poisson
|
β-cis-Ocimene
|
2.33
|
4670.75
|
441.40
|
688.66
|
1.56
|
3.50
|
14.35
|
Poisson
|
0.00
|
5778.96
|
410.84
|
752.55
|
1.83
|
4.29
|
22.53
|
Poisson
|
β-trans-Ocimene
|
0.00
|
2394.60
|
251.33
|
381.20
|
1.52
|
3.31
|
12.46
|
Poisson
|
0.00
|
3668.83
|
246.25
|
470.82
|
1.91
|
4.55
|
24.88
|
Poisson
|
Linalool oxide pyranoside
|
0.00
|
72.95
|
7.62
|
9.82
|
1.29
|
3.60
|
17.38
|
Poisson
|
0.00
|
61.64
|
5.97
|
7.46
|
1.25
|
4.68
|
29.20
|
Poisson
|
cis-Furan linalool oxide
|
0.00
|
48.45
|
7.98
|
7.62
|
0.96
|
2.32
|
6.78
|
Poisson
|
0.00
|
110.79
|
9.23
|
13.66
|
1.48
|
5.18
|
30.92
|
Poisson
|
trans-Furan linalool oxide
|
0.00
|
79.04
|
7.07
|
10.05
|
1.42
|
3.88
|
19.56
|
Poisson
|
0.00
|
48.05
|
6.30
|
7.53
|
1.20
|
3.59
|
14.93
|
Poisson
|
Phellandrene
|
0.00
|
44.78
|
4.81
|
5.36
|
1.12
|
3.93
|
21.73
|
Poisson
|
0.00
|
153.39
|
8.90
|
22.70
|
2.55
|
4.93
|
24.88
|
Poisson
|
Limonene
|
1.43
|
352.24
|
34.45
|
58.02
|
1.68
|
3.49
|
13.65
|
Poisson
|
0.00
|
404.88
|
32.58
|
51.96
|
1.59
|
4.42
|
24.94
|
Poisson
|
cis-Rose oxide
|
0.00
|
23.04
|
3.07
|
2.94
|
0.96
|
2.95
|
16.43
|
Poisson
|
0.00
|
9.30
|
2.20
|
2.15
|
0.98
|
0.38
|
-0.62
|
Poisson
|
trans-Rose oxide
|
0.00
|
7.00
|
1.18
|
1.81
|
1.53
|
1.09
|
-0.12
|
Poisson
|
0.00
|
5.10
|
0.82
|
1.52
|
1.85
|
1.34
|
-0.10
|
Poisson
|
α-Terpineol
|
9.21
|
3998.58
|
319.10
|
542.87
|
1.70
|
3.90
|
19.00
|
Poisson
|
0.00
|
6527.58
|
292.76
|
658.59
|
2.25
|
7.08
|
60.23
|
Poisson
|
4-Terpineol
|
0.00
|
48.35
|
4.30
|
6.35
|
1.48
|
3.94
|
20.66
|
Poisson
|
0.00
|
66.96
|
3.95
|
6.62
|
1.68
|
7.21
|
61.71
|
Poisson
|
Terpinolen
|
1.66
|
821.00
|
69.90
|
114.86
|
1.64
|
3.82
|
17.68
|
Poisson
|
0.00
|
880.50
|
59.47
|
120.25
|
2.02
|
4.82
|
26.04
|
Poisson
|
γ-Terpinen
|
1.60
|
78.02
|
11.64
|
12.72
|
1.09
|
2.62
|
8.24
|
Poisson
|
0.00
|
158.77
|
10.28
|
20.68
|
2.01
|
4.88
|
25.91
|
Poisson
|
SD refers to the Standard Deviation of monoterpene concentration in hybrid offspring; CV refers to the coefficient of variation of monoterpene concentration in hybrid offspring; SK and KU respectively refer to the skewness coefficient and kurtosis coefficient of monoterpenes in hybrid offspring.
Genotypic variation and inheritance of monoterpenes
It was found that the total monoterpene content in the hybrid progeny was significantly higher than that of the parents and showed a wide range of continuous variation. In 2018, the mid-parental value and median value of total monoterpenes in the progeny were lower than those in 2017, suggesting that the year had a greater effect on the accumulation of total monoterpenes (Fig. 1A). Meanwhile, the concentration distribution values of total monoterpenes in the offspring were significantly different between the two years, with a wider range of total monoterpenes in 2018 than in 2017, showing 48.90-36240.95 μg/kg (Fig. 1A).
Specifically, some monoterpenes showed significant quantitative trait inheritance with continuous variation in the offspring (Fig. 1B-J, Supplemental Figure 1). Linalool had a high mean content value and the widest range of content in the offspring, presenting a concentration range of 19.93-5808.61 μg/kg and 8.09-20059.13 μg/kg of the monoterpene in 2017 and 2018, respectively (Fig. 1B). Geranic acid had the next highest mean content value in the offspring, and its distribution also showed quantitative trait inheritance (Fig. 1C); the content range of this monoterpene in 2017 (21.47-15712.56 μg/kg) was significantly higher than that in 2018 (12.17-4306.24 μg/kg). α-Terpineol accounted for 9.35% of the total monoterpene content in the offspring, it has a higher content in the cyclic monoterpenes of the offspring, occupying 67.72% of the total cyclic monoterpene content. The concentration range of α-terpineol in the progeny of both years was 9.21-3998.58 μg/kg and 6.61-6527.58 μg/kg, showing a clear continuous variation (Fig. 1D). β-Myrcene, geraniol, nerol, and citronellol demonstrated a clear tendency of the concentration distribution to lower values (Figs. 1E-G, Fig. I). In addition, the mean concentration values and median values of limonene in the parents were higher than their results in the offspring, which showed a continuous variation in the concentration distribution of limonene (Fig. 1H). cis-Rose oxide had the lowest value of content, which segregated in accordance with Mendelian inheritance, and showed quantitative trait inheritance in the offspring (Fig. 1J). Moreover, the difference between the average content of cis-Rose oxide in both parents and offspring was small, presenting 2.46 μg/kg and 2.64 μg/kg.
In addition, we analysed the 26 monoterpenes for broad-sense heritability (H2). It was found that β-Myrcene had the highest H2 value, presenting 0.86 in both years (Table 4). The monoterpenes of Allo-Ocimene, (E,Z)-Allo-Ocimene, linalool oxide pyranoside, cis-Furan linalool oxide, phellandrene, and limonene had lower H2 values, and their values did not exceed 0.5 in both years (Table 4).
Table 4 Broad-sense heritability (H2) of 26 monoterpenes in two years.
Monoterpenes
|
2017
|
2018
|
Linalool
|
0.77
|
0.86
|
Citronellol
|
0.52
|
0.86
|
Geraniol
|
0.50
|
0.50
|
Geranial
|
0.75
|
0.50
|
Geranic acid
|
0.77
|
0.50
|
cis-Isogeraniol
|
0.51
|
0.50
|
trans-Isogeraniol
|
0.76
|
0.50
|
Nerol
|
0.35
|
0.76
|
Neral
|
0.78
|
0.67
|
Nerol oxide
|
0.74
|
0.50
|
β-Myrcene
|
0.86
|
0.86
|
Allo-Ocimene
|
0.35
|
0.48
|
(E,Z)-Allo-Ocimene
|
0.40
|
0.46
|
β-cis-Ocimene
|
0.77
|
0.50
|
β-trans-Ocimene
|
0.77
|
0.86
|
Linalool oxide pyranoside
|
0.30
|
0.50
|
cis-Furan linalool oxide
|
0.50
|
0.37
|
trans-Furan linalool oxide
|
0.61
|
0.34
|
Phellandrene
|
0.41
|
0.46
|
Limonene
|
0.34
|
0.38
|
cis-Rose oxide
|
0.54
|
0.42
|
trans-Rose oxide
|
0.86
|
0.76
|
α-Terpineol
|
0.77
|
0.50
|
4-Terpineol
|
0.79
|
0.34
|
Terpinolen
|
0.60
|
0.35
|
γ-Terpinen
|
0.51
|
0.50
|
Total
|
0.77
|
0.76
|
Correlation analysis of monoterpenes
We performed correlation analyses for 26 monoterpenes, and the results were shown in Table 5. Overall, most of the monoterpenes showed significant positive correlations with each other, and individual monoterpenes (geranic acid and neral) showed negative correlations with phellandrene. We found that Allo-Ocimene, (E,Z)-Allo-Ocimene, β-cis-Ocimene, β-trans-Ocimene, limonene, α-terpineol, 4-terpineol, terpinolen and γ-terpinen showed strong correlations with other monoterpenes; whereas geranic acid, neral, nerol oxide and phellandrene showed weaker correlations with the other monoterpenes (Fig. 2). α-Terpineol showed the highest correlation coefficient with 4-terpineol and terpinolen of 0.963 and 0.91 (P<0.01); and the lowest correlation coefficient of 0.012 was found for phellandrene with cis-rose oxide (Supplemental Table 3). In addition, 4 acyclic monoterpenes: Allo-Ocimene, (E,Z)-Allo-Ocimene, β-cis-Ocimene and β-trans-Ocimene had high correlations with 4 cyclic monoterpenes: α-terpineol, 4-terpineol, terpinolen and γ-terpinen, with correlation coefficient values higher than 0.6 (Fig. 2).