Assessing plant phenological changes based on drivers of spring phenology
Figures
Observed responses and phenological lags (least square means ± standard errors) in leafing and flowering (left and right set of bars in each pair, respectively) by research approach (observational and experimental), species origin (native and exotic), climatic region (boreal and temperate), and growth form (tree, shrub, herb, and grass) extracted from reported plant phenological changes in spring.
Phenological lags are calculated from the differences between observed responses and those expected from species-specific changes in spring temperatures. Different letters indicate means that differ significantly (P<0.05).
A diagram showing the relationships among forcing change (, difference in spring forcing (degree days) between baseline and warmer climates at budburst with the baseline climate OCi), expected response (NE, difference between baseline and warmer climates in reaching species forcing threshold, i.e., at OCi), budburst temperature (/NE, average temperature or rate of forcing accumulation at budburst with the warmer climate), and phenological lag (NC, difference between expected NE and observed NO responses or between expected EWi and observed OWi phenology with the warmer climate).
Distribution of phenological studies used in this synthesis.
Numbers correspond to study information in Supplementary file 1A. For studies reporting average phenological responses for multiple locations, geographic centers are shown.
Tables
Mean values of climatic, phenological, and biological variables by budburst (leafing or flowering), research approach (observational or experimental), species origin (native or exotic), climatic region (boreal or temperate), and growth form (tree, shrub, herb, or grass).
Budburst temperature = average temperature at budburst under the warmer climate, forcing change = warming-induced changes in spring forcing prior to budburst, spring warming = average spring temperature change, and phenological lag = difference between observed response and that expected from forcing change and budburst temperature.
| Budburst | Spring phenology (Julian) | Budburst temperature (°C) | Altitude(m) | Latitude (°N) | MAT (°C) | Forcing change (degree days) | Spring warming (°C) | Phenological lag (day) | Sample size(N) |
|---|---|---|---|---|---|---|---|---|---|
| Leafing | 111 | 11.1 | 687 | 42.8 | 7.8 | 85 | 1.3 | 1.8 | 447 |
| Observational | 106 | 11.0 | 487 | 42.6 | 8.4 | 79 | 1.1 | 1.2 | 359 |
| Experimental | 130 | 11.2 | 1500 | 43.8 | 5.6 | 106 | 1.8 | 4.1 | 88 |
| Native | 113 | 11.0 | 744 | 43.3 | 7.4 | 85 | 1.3 | 1.9 | 379 |
| Exotic | 100 | 11.7 | 366 | 40.0 | 10.2 | 78 | 1.2 | 1.1 | 68 |
| Boreal | 128 | 10.2 | 1147 | 45.7 | 2.0 | 65 | 1.3 | 2.4 | 154 |
| Temperate | 102 | 11.5 | 444 | 41.3 | 10.9 | 94 | 1.3 | 1.5 | 293 |
| Tree | 105 | 11.7 | 364 | 41.9 | 10.1 | 101 | 1.4 | 1.9 | 246 |
| Shrub | 109 | 10.9 | 433 | 43.5 | 7.8 | 80 | 1.4 | 1.1 | 107 |
| Herb | 131 | 10.0 | 1955 | 43.3 | 1.8 | 51 | 0.8 | 1.2 | 54 |
| Grass | 123 | 8.9 | 1637 | 45.9 | 2.1 | 37 | 0.7 | 3.6 | 40 |
| Flowering | 138 | 13.7 | 534 | 45.5 | 9.0 | 126 | 1.3 | 3.5 | 1080 |
| Observational | 136 | 13.4 | 454 | 46.0 | 9.2 | 120 | 1.2 | 3.3 | 956 |
| Experimental | 154 | 16.7 | 1153 | 41.8 | 7.3 | 174 | 1.8 | 4.7 | 124 |
| Native | 142 | 13.8 | 617 | 45.9 | 8.5 | 124 | 1.3 | 3.7 | 850 |
| Exotic | 125 | 13.5 | 229 | 44.3 | 10.9 | 135 | 1.4 | 2.4 | 230 |
| Boreal | 167 | 14.6 | 1998 | 42.9 | 3.3 | 109 | 1.4 | 1.3 | 175 |
| Temperate | 133 | 13.6 | 251 | 46.0 | 10.1 | 130 | 1.3 | 3.9 | 905 |
| Tree | 114 | 12.7 | 289 | 43.5 | 10.5 | 119 | 1.5 | 1.4 | 183 |
| Shrub | 125 | 12.3 | 446 | 44.8 | 8.5 | 103 | 1.3 | 2.9 | 148 |
| Herb | 146 | 14.2 | 608 | 46.1 | 8.7 | 129 | 1.4 | 3.8 | 659 |
| Grass | 150 | 15.3 | 636 | 46.5 | 8.9 | 160 | 1.4 | 5.8 | 90 |
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Note: effects of forcing change and budburst temperature illustrated in Partitioning observed changes.
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a) the difference in forcing change between boreal and temperate regions for leafing is 29 (94 – 65), equivalent to 2.8 day expected responses under the average budburst temperature of boreal region (10.2). Similarly, the difference in flowering is equivalent to 1.4 day expected responses, i.e., 21/14.6.
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b) the difference in forcing change between grasses and trees + shrubs for leafing is 53 ((101+80)/2 – 37), equivalent to 6.0 day expected responses under the average budburst temperature of grasses (8.9).
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c) the difference in forcing change between experimental and observational studies for leafing is 27 (106 –79), equivalent to 2.5 day expected responses under the average budburst temperature of observational studies (11.0).
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d) different budburst temperatures explain 2.6 day difference in flowering responses between experimental and observational studies, i.e., 174/13.4 – 174/16.7, and 1.8 day difference in flowering responses between woody (trees and shrubs) and non-woody (herbs and grasses) plants, i.e., (129+160)/(12.7+12.3) – (129+160)/(14.2+15.3).
Final stepwise regression coefficients and variable influence on observed phenological responses using Akaike information criterion (AIC).
| Budburst | Intercept | Budburst temperature | Altitude | Latitude | MAT | Forcing change | Spring warming | Phenological lag | R2 sample (N) |
|---|---|---|---|---|---|---|---|---|---|
| Leafing | 2.6439 | –0.6075 | 0.0003 | 0.0732 | 0.1480 | 0.0736 | 0.9463 | –0.9738 | 0.9453 |
| AIC (%) | 449 (27.7) | 340 (20.9) | 2 (0.1) | 15 (0.9) | 11 (0.7) | 68 (4.2) | 7 (0.4) | 732 (45.1) | (447) |
| Flowering | 4.5210 | –0.5917 | 0.0003 | 0.0869 | 0.1466 | 0.0521 | 0.7620 | –0.9893 | 0.9653 |
| AIC (%) | 785 (18.1) | 247 (5.7) | 7 (0.2) | 20 (0.5) | 32 (0.7) | 826 (19.1) | 5 (0.1) | 2409 (55.6) | (1080) |
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Note: Budburst temperature (°C) = average temperature at budburst (leafing or flowering) with the warmer climate.
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MAT (°C) = long-term mean annual temperature.
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Forcing change = warming-induced changes in spring forcing prior to budburst.
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Spring warming (°C) = average spring temperature change (Julian day 1 to 182).
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Phenological lag (days) = difference between observed response and that expected from forcing change and budburst temperature.
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Spring phenology (date of budburst with the baseline climate; Julian days) and long-term mean precipitation (MAP, mm) were excluded from final models due to lack of significance.
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Forcing change, budburst temperature, and phenological lag are calculated from phenological and temperature data for individual species, spring phenology and observed responses are provided in the original studies, and spring warming and long-term MAT and MAP are provided in the original studies, calculated from baseline temperatures, or extracted from Google Maps, FreeMapTools, or WorldClim Database (Fick and Hijmans, 2017).
Additional files
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Supplementary file 1
A global dataset of observational and experimental studies.
(A) A list of references for all studies included. (B) A summary of study information. (C) MetaData containing all data used in the analysis. (D) Sources of weather data.
- https://cdn.elifesciences.org/articles/106655/elife-106655-supp1-v1.xls
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MDAR checklist
- https://cdn.elifesciences.org/articles/106655/elife-106655-mdarchecklist1-v1.pdf