Submitted:
27 September 2023
Posted:
27 September 2023
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study zones
2.2. Planting material: growing conditions and selection
2.3. Fruit characterization
2.4. Morphological leaf characterization
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- Area: The number of pixels within a shape bounded by a perimeter, also called leaf area.
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- Perimeter: The number of pixels at the boundary of the object, in this case the leaf.
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- Major diameter: corresponds to the length of the leaf.
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- Minor diameter: is the width of the leaf.
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- Circularity: It is a measure of the ratio of the area and perimeter, which excludes local irregularities this value is equal to 1 for a circular object and less than 1 for an object that departs from circularity.
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- Solidity: It is the density of pixels, it indicates how many pixels are joined without leaving blank spaces, an object with higher solidity has no blank spaces, and an object with low solidity has blank spaces, like gaps.
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- The angle of the leaves was evaluated by manually segmenting and marking the main and secondary veins of each leaf on the abaxial face as follows: Freehand line> Draw> Measure.
2.5. Statistical analysis
3. Results
3.1. Study zones
3.2. Fruit characterization

3.3. Leaf morphological characterization
3.4. Correlation analysis
3.5. Principal component analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Study Zones | |||
|---|---|---|---|
| Descriptive characteristics |
Zone 1 | Zone 2 | Zone 3 |
| Geo location | 18.87595 LN-99.077464 LW | 18.884546 LN-99.17745 LW | 18.824988 LN-99.096042 LW |
| Locality | Yautepec de Zaragoza | Jiutepec | Yautepec de Zaragoza |
| Neighborhood | Otilio Montaño | Centro de Jiutepec | San Isidro |
| m.a.s.l.1 | 1210 | 1350 | 1059 |
| Weather | Semi-humid sub-humid (66% of the year), the warmest of the temperate climates. Warm subhumid (34%), with summer rains, the driest of the subhumid climates, low oscillation. |
Semi-warm and sub-humid (28 %), the coolest of the warm ones. Warm sub-humid with summer rainfall (72 %), the highest percentage of the year. |
Warm sub-humid (100%), dry (low deciduous forest). |
| Precipitation | Summer, the intermediate of the sub-humid (rainfall concentrated in summer). Months without rain from November to April | The average annual rainfall is 1,021 mm and the rainy season is from June to October, with 890 mm. | Summer rainfall. Percentage of winter rainfall less than five. |
| Temperature | Hot summer (34 °C ± 4), extreme (at night temperature drops 18 °C ± 3); Ganges-type temperature march (with the highest temperature in May, before rainning and the summer solstice; Ganges-type, due to the similarity of the climate in the Ganges River delta region in India. | Isothermal (the average thermal variation of the year does not exceed 3 °C), Ganges type temperature march. During the year it varies from 11°C to 32°C. The average 21.2°C; the maximum average variation is 31.4°C. The absolute maximum is 39.8 °C. The hottest months are April and May, and the coldest months are December and January. |
Extreme hot summer, hot day (35 °C ± 3) in the evening temperature drops (20 °C ± 3); the rest of the year behaves similarly. |
| Harvest season (Months) | November- December | May- July | March- April |
| Early seed germination (%) |
0.2 | 30 | 0.1 |
| Parameters | Zone 1 | Zone 2 | Zone 3 | |||
|---|---|---|---|---|---|---|
| Mean | Standard deviation | Mean | Standard deviation |
Mean | Standard deviation |
|
| Fruit weight (g) | 146.24b | 25.11 | 261.94a | 76.78 | 160.18b | 51.64 |
| Fruit polar diameter (cm) | 9.49b | 1.16 | 11.03a | 0.84 | 9.07b | 0.97 |
| Fruit equatorial diameter (cm) | 5.49b | 0.46 | 7.29a | 0.96 | 6.03b | 0.93 |
| Pulp diameter (g) | 122.76b | 27.62 | 198.88a | 54.39 | 101.26b | 35.87 |
| Number of seeds | 1.12b | 0.33 | 2.59a | 0.87 | 1.29b | 0.47 |
| Seed weight (g) | 10.12b | 2.26 | 19.71a | 5.68 | 19.78a | 3.29 |
| Seed polar diameter (cm) | 4.29a | 0.45 | 4.49a | 0.26 | 5.50b | 0.57 |
| Seed equatorial diameter (cm) | 2.08a | 0.28 | 2.24a, b | 0.17 | 2.40b | 0.22 |
| Total soluble solids (SST) | 27.47b | 2.79 | 33.18a | 0.39 | 26.12b | 1.22 |
| Parameters | LEAVES | ||
|---|---|---|---|
| Zone 1 | Zone 2 | Zone 3 | |
| Mean | Mean | Mean | |
| Area | 52.52b | 48.95a | 63.54c |
| Perimeter | 44.79b | 46.73a | 48.46c |
| Major diameter | 16.14b | 16.52a | 15.99b |
| Minor diameter | 4.10b | 3.77a | 5.07c |
| Circularity | 0.33b | 0.28a | 0.34c |
| Solidity | 0.92a | 0.92a | 0.90b |
| Angle | 48.46a | 45.42a | 56.67b |
| Area | Perimeter | Major diameter |
Minor diameter |
Circularity | Solidity | |
|---|---|---|---|---|---|---|
| Perimeter | 0.643 0.000** |
|||||
| Major diameter | 0.515 0.000** |
0.760 0.000** |
||||
| Minor diameter | 0.911 0.000** |
0.399 0.000** |
0.120 0.017* |
|||
| Circularity | 0.552 0.000** |
-0.279 0.000** |
-0.171 0.001** |
0.700 0.000** |
||
| Solidity | -0.291 0.000** |
-0.466 0.000** |
-0.076 0.129 NS |
-0.324 0.000** |
0.162 0.001** |
|
| Angle | 0.277 0.000 NS |
0.018 0.724** |
-0.070 0.163** |
0.356 0.000 NS | 0.331 0.000 NS |
-0.124 0.013 NS |
| Principal component |
Eigenvalue | Variance (%) | Cumulative Variance (%) |
| 1 | 3.0615 | 43.7 | 43.7 |
| 2 | 1.9676 | 28.1 | 71.8 |
| 3 | 1.0175 | 14.5 | 86.4 |
| 4 | 0.7358 | 10.5 | 96.9 |
| 5 | 0.2118 | 3 | 99.9 |
| 6 | 0.0045 | 0.1 | 100 |
| 7 | 0.0013 | 0 | 100 |
| Variable | Principal Components | ||
| 1 | 2 | 3 | |
| Area | 0.559 | -0.056 | -0.174 |
| Perimeter | 0.408 | 0.476 | 0.006 |
| Major Diameter | 0.300 | 0.454 | -0.434 |
| Minor Diameter | 0.507 | -0.270 | 0.029 |
| Circularity | 0.256 | -0.588 | -0.243 |
| Solidity | -0.254 | -0.216 | -0.765 |
| Angle | 0.212 | -0.313 | 0.370 |
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