| Literature DB >> 35449148 |
Pablo G Acosta-Quezada1, Edin H Valladolid-Salinas1, Janina M Murquincho-Chuncho1, Eudaldo Jadán-Veriñas2, Mario X Ruiz-González3,4.
Abstract
The use and conservation of agrobiodiversity have become critical to face the actual and future challenges imposed by climate change. Collecting phytogenetic resources is a first step for their conservation; however, the genetic material must be analysed to understand their potential to improve agricultural resilience and adaptation to the new climatic conditions. We have selected nine Phaseolus vulgaris, one P. lunatus and two Vigna unguiculata landraces from two different climatic backgrounds of the Andean region of South Ecuador and one P. vulgaris commercial cultivar, and we grew them under two different conditions of temperature and humidity (open field and greenhouse). Then, we recorded data for 32 characters of plant architecture, flower and fruit characteristics and yield, and 17 events in the phenology of the plants. We analysed the impact of treatment on species, climatic background, and each of the landraces, and identified both characters and landraces that are mostly affected by changes in their environmental conditions. Overall, higher temperatures were benign for all materials except for two P. vulgaris landraces from cold background, which performed better or developed faster under cold conditions. Finally, we calculated a climate resilience landrace index, which allowed us to classify the landraces by their plasticity to new environmental conditions, and found heterogeneous landrace susceptibility to warmer conditions. Two P. vulgaris landraces were highlighted as critical targets for conservation.Entities:
Mesh:
Year: 2022 PMID: 35449148 PMCID: PMC9022739 DOI: 10.1038/s41598-022-10277-x
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Main effects Kruskal–Wallis H tests for treatment (open field vs greenhouse conditions), species, landrace, and climatic background of the landraces.
| Trait | N | Treatment | Species | Landrace | Climatic background | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| d.f | d.f | d.f | d.f | ||||||||||
| Q1 | 430 | 0.016 | 1 | 0.899 | 37.969 | 2 | 124.526 | 12 | 48.404 | 2 | |||
| Q2 | 430 | 10.747 | 1 | 171.228 | 2 | 261.879 | 12 | 21.548 | 2 | ||||
| Q4 | 406 | 4.701 | 1 | 86.423 | 2 | 115.854 | 12 | 10.485 | 2 | ||||
| Q6 | 403 | 5.411 | 1 | 23.312 | 2 | 130.821 | 12 | 14.061 | 2 | ||||
| Q7 | 403 | 11.109 | 1 | 18.561 | 2 | 103.558 | 12 | 19.46 | 2 | ||||
| Q8 | 403 | 0.695 | 1 | 0.405 | 90.5 | 2 | 188.058 | 12 | 95.678 | 2 | |||
| Q9 | 403 | 6.074 | 1 | 59.541 | 2 | 128.84 | 12 | 2.604 | 2 | 0.272 | |||
| Q10 | 403 | 1.763 | 1 | 0.184 | 38.088 | 2 | 154.093 | 12 | 62.888 | 2 | |||
| Q11 | 403 | 4.127 | 1 | 192.539 | 2 | 258.348 | 12 | 144.881 | 2 | ||||
| Q12 | 473 | 90.657 | 1 | 55.568 | 2 | 193.255 | 12 | 11.161 | 2 | ||||
| Q15 | 225 | 1.688 | 1 | 0.194 | 73.326 | 1 | 111.065 | 9 | 5.253 | 2 | 0.072 | ||
| Q16 | 280 | 0.072 | 1 | 0.788 | 146.016 | 2 | 223.617 | 11 | 31.152 | 2 | |||
| Q17 | 280 | 0.153 | 1 | 0.695 | 153.876 | 2 | 227.185 | 11 | 33.93 | 2 | |||
| Q18 | 280 | 0.279 | 1 | 0.597 | 177.567 | 2 | 243.794 | 11 | 120.701 | 2 | |||
| Q19 | 280 | 0.002 | 1 | 0.960 | 167.381 | 2 | 231.315 | 11 | 71.624 | 2 | |||
| Q20 | 280 | 0.634 | 1 | 0.426 | 139.151 | 2 | 235.354 | 11 | 31.825 | 2 | |||
| Q21 | 529 | 116.512 | 1 | 38.277 | 2 | 156.051 | 12 | 5.409 | 2 | 0.067 | |||
| Q22 | 495 | 21.212 | 1 | 74.518 | 2 | 146.631 | 11 | 3.115 | 2 | 0.211 | |||
| Q23 | 328 | 0.189 | 1 | 0.664 | 175.076 | 2 | 235.516 | 11 | 8.165 | 2 | |||
| Q24 | 328 | 5.577 | 1 | 155.627 | 2 | 274.06 | 11 | 97.224 | 2 | ||||
| Q25 | 328 | 0.156 | 1 | 0.693 | 84.384 | 2 | 241.088 | 11 | 50.495 | 2 | |||
| Q26 | 328 | 1.354 | 1 | 0.245 | 204.36 | 2 | 268.468 | 11 | 58.995 | 2 | |||
| Q27 | 530 | 78 | 1 | 28.938 | 2 | 184.174 | 12 | 21.574 | 2 | ||||
| Q28 | 328 | 0.068 | 1 | 0.795 | 193.033 | 2 | 277.302 | 11 | 120.085 | 2 | |||
| Q29 | 328 | 2.703 | 1 | 0.100 | 203.039 | 2 | 305.138 | 11 | 140.068 | 2 | |||
| Q30 | 328 | 1.987 | 1 | 0.159 | 170.058 | 2 | 259.778 | 11 | 8.046 | 2 | |||
| Q31 | 328 | 0.052 | 1 | 0.819 | 108.646 | 2 | 315.705 | 11 | 71.385 | 2 | |||
| Q32 | 480 | 55.431 | 1 | 96.047 | 2 | 196.245 | 12 | 25.666 | 2 | ||||
| Q33 | 480 | 109.226 | 1 | 68.255 | 2 | 164.348 | 12 | 14.125 | 2 | ||||
| Q34 | 480 | 115.624 | 1 | 67.901 | 2 | 163.759 | 12 | 13.223 | 2 | ||||
| Q35 | 480 | 135.761 | 1 | 35.137 | 2 | 150.532 | 12 | 9.608 | 2 | ||||
| P8 | 530 | 8.556 | 1 | 48.544 | 2 | 152.832 | 12 | 44.777 | 2 | ||||
| P9 | 530 | 2.981 | 1 | 0.084 | 101.894 | 2 | 240.239 | 12 | 74.591 | 2 | |||
| P10 | 530 | 6.551 | 1 | 45.869 | 2 | 199.644 | 12 | 63.261 | 2 | ||||
| P12 | 530 | 6.805 | 1 | 31.488 | 2 | 203.986 | 12 | 38.753 | 2 | ||||
| P13 | 530 | 53.204 | 1 | 24.695 | 2 | 174.214 | 12 | 71.835 | 2 | ||||
| P19 | 522 | 114.376 | 1 | 136.205 | 2 | 205.614 | 12 | 10.007 | 2 | ||||
| P21 | 522 | 187.807 | 1 | 1.474 | 2 | 0.478 | 30.469 | 12 | 1.163 | 2 | 0.559 | ||
| P51 | 486 | 24.991 | 1 | 212.581 | 2 | 311.948 | 12 | 19.569 | 2 | ||||
| P55 | 485 | 34.197 | 1 | 219.337 | 2 | 307.497 | 12 | 18.317 | 2 | ||||
| P59 | 481 | 42.641 | 1 | 216.806 | 2 | 299.874 | 12 | 16.137 | 2 | ||||
| P61 | 472 | 5.588 | 1 | 217.761 | 2 | 316.394 | 12 | 10.797 | 2 | ||||
| P65 | 472 | 3.417 | 1 | 0.065 | 173.585 | 2 | 291.242 | 12 | 2.741 | 2 | 0.254 | ||
| P67 | 472 | 13.14 | 1 | 109.081 | 2 | 232.21 | 12 | 2.276 | 2 | 0.321 | |||
| P69 | 378 | 49.603 | 1 | 157.805 | 2 | 213.855 | 12 | 14.589 | 2 | ||||
| P81 | 378 | 9.686 | 1 | 154.054 | 2 | 231.249 | 12 | 20.619 | 2 | ||||
| P85 | 378 | 0.73 | 1 | 0.393 | 121.996 | 2 | 204.211 | 12 | 18.978 | 2 | |||
| P89 | 378 | 23.849 | 1 | 62.341 | 2 | 141.686 | 12 | 28.413 | 2 | ||||
Plant architecture: Q1 to Q11; flower, fruit, and yield: Q12 to Q35; and phenology: P8 to P89. Bold numbers denote significant p-values.
Kruskal–Wallis H tests for the interactions between treatment (open field and greenhouse) and species, landrace, or the climatic background.
| Trait | N | T × spp | T × landrace | T × climatic background | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| d.f | d.f | d.f | ||||||||
| Q1 | 430 | 38.932 | 5 | 133.031 | 24 | 50.600 | 5 | |||
| Q2 | 430 | 181.601 | 5 | 267.972 | 24 | 29.337 | 5 | |||
| Q4 | 406 | 102.337 | 4 | 136.708 | 22 | 23.827 | 5 | |||
| Q6 | 403 | 43.483 | 5 | 163.548 | 22 | 52.618 | 5 | |||
| Q7 | 403 | 56.589 | 5 | 165.06 | 22 | 55.271 | 5 | |||
| Q8 | 403 | 100.955 | 5 | 203.247 | 22 | 107.458 | 5 | |||
| Q9 | 403 | 94.719 | 5 | 182.826 | 22 | 44.544 | 5 | |||
| Q10 | 403 | 45.586 | 5 | 184.274 | 22 | 106.757 | 5 | |||
| Q11 | 403 | 198.524 | 5 | 280.26 | 22 | 153.362 | 5 | |||
| Q12 | 473 | 148.684 | 5 | 367.742 | 24 | 129.496 | 5 | |||
| Q15 | 225 | 75.731 | 3 | 127.491 | 17 | 18.072 | 5 | |||
| Q16 | 280 | 147.241 | 5 | 232.325 | 20 | 32.914 | 5 | |||
| Q17 | 280 | 156.473 | 5 | 232.984 | 20 | 35.651 | 5 | |||
| Q18 | 280 | 177.719 | 5 | 246.991 | 20 | 123.577 | 5 | |||
| Q19 | 280 | 168.768 | 5 | 239.138 | 20 | 80.645 | 5 | |||
| Q20 | 280 | 143.358 | 5 | 237.256 | 20 | 43.121 | 5 | |||
| Q21 | 529 | 162.734 | 5 | 340.922 | 24 | 134.117 | 5 | |||
| Q22 | 457 | 105.248 | 5 | 198.427 | 21 | 40.954 | 5 | |||
| Q23 | 328 | 175.081 | 5 | 238.495 | 19 | 10.290 | 5 | 0.067 | ||
| Q24 | 328 | 169.425 | 5 | 282.454 | 19 | 102.933 | 5 | |||
| Q25 | 328 | 88.077 | 5 | 246.941 | 19 | 54.114 | 5 | |||
| Q26 | 328 | 204.7 | 5 | 273.904 | 19 | 62.947 | 5 | |||
| Q27 | 530 | 119.336 | 5 | 329.128 | 24 | 139.674 | 5 | |||
| Q28 | 328 | 194.009 | 5 | 278.569 | 19 | 127.166 | 5 | |||
| Q29 | 328 | 204.833 | 5 | 306.412 | 19 | 142.024 | 5 | |||
| Q30 | 328 | 182.736 | 5 | 275.05 | 19 | 13.363 | 5 | |||
| Q31 | 328 | 109.329 | 5 | 316.88 | 19 | 76.337 | 5 | |||
| Q32 | 528 | 154.954 | 5 | 336.062 | 24 | 110.762 | 5 | |||
| Q33 | 528 | 183.188 | 5 | 342.292 | 24 | 147.065 | 5 | |||
| Q34 | 528 | 189.336 | 5 | 348.467 | 24 | 153.192 | 5 | |||
| Q35 | 528 | 183.57 | 5 | 354.885 | 24 | 171.424 | 5 | |||
| P8 | 530 | 60.815 | 5 | 192.665 | 24 | 53.910 | 5 | |||
| P9 | 530 | 108.034 | 5 | 269.959 | 24 | 78.202 | 5 | |||
| P10 | 530 | 56.265 | 5 | 240.29 | 24 | 70.998 | 5 | |||
| P12 | 530 | 41.546 | 5 | 256.043 | 24 | 47.527 | 5 | |||
| P13 | 530 | 74.248 | 5 | 231.139 | 24 | 121.487 | 5 | |||
| P19 | 522 | 256.817 | 5 | 340.29 | 24 | 134.174 | 5 | |||
| P21 | 522 | 197.299 | 5 | 243.985 | 24 | 190.502 | 5 | |||
| P51 | 486 | 257.635 | 5 | 377.68 | 24 | 51.606 | 5 | |||
| P55 | 485 | 272.531 | 5 | 380.144 | 24 | 58.656 | 5 | |||
| P59 | 481 | 277.242 | 5 | 376.407 | 24 | 64.704 | 5 | |||
| P61 | 472 | 229.464 | 5 | 349.702 | 24 | 20.228 | 5 | |||
| P65 | 472 | 177.119 | 5 | 331.746 | 24 | 16.090 | 5 | |||
| P67 | 472 | 121.977 | 5 | 297.847 | 24 | 23.375 | 5 | |||
| P69 | 378 | 223.418 | 5 | 295.365 | 23 | 68.309 | 5 | |||
| P81 | 378 | 171.43 | 5 | 262.997 | 23 | 33.643 | 5 | |||
| P85 | 378 | 126.518 | 5 | 229.667 | 23 | 22.890 | 5 | |||
| P89 | 378 | 88.751 | 5 | 201.079 | 23 | 56.909 | 5 | |||
Effects of treatment on each trait for the three species and the climatic background of the landraces.
Values are the p-values corrected after Bonferroni from the post hoc tests to analyse pairwise comparisons. TTS, total trait significance, is the number of significant pairwise comparisons in each row; considering that lack of data sometimes implies that the landrace failed to exhibit the character. TLS, total landrace significance, is the number of significant pairwise comparisons per column; and CRLI, climate resilience landrace index, is TLS/(# of traits). Values in bold denote significant p-values. In addition, we use φ as super index and a pale blue cell filling to designate either when the median of the character was statistically higher in the open field than in the greenhouse or when the plants did not produce the trait in the greenhouse treatment. Then, we used γ and a pale-yellow cell filling to designate either when the value is statistically higher in the greenhouse treatment than in the open field or when the plants did not exhibit the trait in the field. – denotes missing values. Character Q23 in climate background columns has no values because the Kruskal–Wallis H test was not significant.
Differences within the same landrace grown in the open field and the greenhouse for each trait.
Values are the p-values corrected after Bonferroni from the post hoc tests to analyse pairwise comparisons. Pv: P. vulgaris; Vu: V. unguiculata; Pl: P. lunatus. c designates cold background (blue cell filling) and w warm background (orange cell filling) landraces; cultivar 9 was of commercial origin (grey filling). TTS, total trait significance, is the number of significant pairwise comparisons in each row; considering that lack of data sometimes implies that the landrace failed to exhibit the character. TLS, total landrace significance, is the number of significant pairwise comparisons per column; and CRLI, climate resilience landrace index, is TLS/(# of traits). Values in bold denote significant p-values. φ and a pale blue cell filling designate either when the median of the character was statistically higher in the open field than in the greenhouse or when the plants did not exhibit the trait in the greenhouse treatment. γ and a pale-yellow cell filling designates either when the value is statistically higher in the greenhouse treatment than in the open field or when the plants did not exhibit the trait in the field. – denotes lack of data.
Figure 1Phenological stages in chronological order. (A) Development of the 13 landraces in the open field treatment; (B) development of the 13 landraces in the greenhouse.
Figure 2Heatmap of the studied landraces based on the mean rank values for all morphological and phenological characters. Hierarchical clustering of the heatmap for all the studied characters (columns) in the 13 landraces (rows). Columns are clustered using Euclidean distance and complete linkage. Then, we stablished seven groups of characters after the results of the PCA and the parallel analysis that suggested seven factors.