| Literature DB >> 31215409 |
Julia Hoffmann1, Annika Schirmer2, Jana Anja Eccard2.
Abstract
BACKGROUND: Artificial light at night (ALAN) is one form of human-induced rapid environmental changes (HIREC) and is strongly interfering with natural dark-light cycles. Some personality types within a species might be better suited to cope with environmental change and therefore might be selected upon under ongoing urbanization.Entities:
Keywords: Animal personality; HIREC; Interspecific interactions; Nighttime illumination; Outdoor enclosure; Rodents
Mesh:
Year: 2019 PMID: 31215409 PMCID: PMC6582560 DOI: 10.1186/s12898-019-0241-0
Source DB: PubMed Journal: BMC Ecol ISSN: 1472-6785 Impact factor: 2.964
Overview of minimal linear mixed effects models
| Dependent variable | Transformation | N | Marginal R2 | Conditional R2 | Fixed factor | χ2 | P | Estimate | CI [2.5%, 97.5%] |
|---|---|---|---|---|---|---|---|---|---|
| Diurnality | 30 | 0.244 | 0.709 | Light | 5.06 |
| 0.1120 | [0.0113, 0.2128] | |
| Species | 4.57 |
| 0.2270 | [0.0284, 0.4256] | |||||
| Boldness | 0.32 | 0.572 | 0.0335 | [− 0.0773, 0.1443] | |||||
| Home range (95% kernel) | Log | 60 | 0.273 | 0.739 | Light | 0.13 | 0.721 | 0.1937 | [− 0.1156, 0.5030] |
| Daytime | 15.52 |
| − 0.2115 | [− 0.5207, 0.0978] | |||||
| Species | 0.29 | 0.592 | − 0.1800 | [− 0.8076, 0.4477] | |||||
| Boldness | 5.13 |
| − 0.4235 | [− 0.7737, − 0.0734] | |||||
| Light * daytime | 4.29 |
| − 0.4682 | [− 0.9056, − 0.0308] | |||||
| Home range overlap | 240 | 0.083 | 0.537 | Light | 0.38 | 0.537 | 0.0210 | [− 0.0677, 0.1096] | |
| Species combination | 3.02 | 0.083 | − 0.0112 | [− 0.0938, 0.0697] | |||||
| Daytime | 1.06 | 0.303 | 0.0268 | [− 0.0499, 0.1036] | |||||
| Boldness1 | 2.94 | 0.087 | 0.0604 | [− 0.0215, 0.1451] | |||||
| Boldness2 | 0.03 | 0.860 | − 0.0205 | [− 0.1256, 0.0862] | |||||
| Light * species comb. | 5.17 |
| 0.1297 | [0.0189, 0.2404] | |||||
| Light * daytime | 3.95 |
| − 0.1111 | [− 0.2197, − 0.0026] | |||||
| Boldness1 * boldness2 | 4.53 |
| 0.0452 | [0.0042, 0.0869] | |||||
| Proximity (7 m) | Log | 120 | 0.156 | 0.571 | Light | 2.32 | 0.128 | − 0.1548 | [− 0.7809, 0.4713] |
| Species combination | 1.11 | 0.292 | − 0.2608 | [− 1.1874, 0.6127] | |||||
| Daytime | 0.08 | 0.780 | − 0.0700 | [− 0.5550, 0.4150] | |||||
| Boldness1 | 0.03 | 0.877 | − 0.1689 | [− 0.7521, 0.6094] | |||||
| Boldness2 | 3.23 | 0.072 | 0.6026 | [− 0.1571, 1.4959] | |||||
| Light * species comb. | 6.88 |
| 1.3411 | [0.3512, 2.3310] | |||||
| Boldness1 * boldness2 | 4.86 |
| 0.4396 | [0.0625, 0.8297] | |||||
| Activity synchrony | 60 | 0.140 | 0.612 | Light | 2.61 | 0.106 | − 0.0378 | [− 0.0877, 0.0122] | |
| Species combination | 0.06 | 0.804 | − 0.0800 | [− 0.1484, − 0.0112] | |||||
| Light * species comb. | 18.61 |
| 0.1745 | [0.0956, 0.2534] |
Experimental populations of bank voles and striped field mice living under natural night conditions and under artificial light at night (ALAN) afterwards. Explained deviance of fixed factors (marginal R2), explained deviance of fixed factors and random effects (conditional R2) and results of Wald χ2 tests for the variables of the minimal linear mixed models are shown. Estimates and 95% confidence intervals (CI) are presented. The fixed factor light indicates the effect of a change of natural light conditions to ALAN, species the effect of bank voles compared to striped field mice, daytime the effects of daylight and nighttime, boldness the effect of the boldness score of the animals (boldness1 and boldness2 specify the boldness score of the two animals in a dyad), species combination the effect of dyads were animals are conspecifics compared to those were animals are heterospecifics. LMMs for diurnality and home range included the animal ID nested in the experimental population as a random effect. LMMs for home range overlap and proximity contained the animal ID of the focal animal and its respective opponent as well as the experimental population. Significant P values are displayed in italic
Fig. 1Influence of artificial light at night (ALAN) on populations consisting of two small mammal species [bank vole (Myodes glareolus) and striped field mouse (Apodemus agrarius)] in an outdoor enclosure. Grey dots show the underlying empirical data, black dots show the predicted means of the linear mixed models. Solid lines represent confidence intervals. a Diurnality index depending on light treatment and species. Dashed line marks the area where the diurnality index is zero and animals therefore neither prefer nor avoid daylight hours. Predicted means and confidence intervals for the main effect of light treatment are shown. The main effect of species was significant (Wald test: χ2 = 4.57, P = 0.032) while an interaction of both variables was not. b Home range size depending on the interaction of light treatment and daytime. c Home range overlap depending on the interaction of light treatment and daytime and d on the interaction of light treatment and species composition (dyads consisted of two con- or heterospecifics). e Proximity and f activity synchrony of individuals depending on light treatment and species composition. (*)—P < 0.1, *—P < 0.05, **—P < 0.01, ***—P < 0.001
Results of Wald χ2 tests
| Dependent variable | Interaction | Across | Fixed | Level | χ2 | P | Estimate |
|---|---|---|---|---|---|---|---|
| Home range | Light * daytime | Light | Daytime | Daylight | 14.69 | 0.226 | − 0.1937 |
| Night | 29.48 | 0.172 | 0.2745 | ||||
| Daytime | Light | Natural light | 180.76 |
| 0.6797 | ||
| ALAN | 17.50 | 0.186 | 0.2115 | ||||
| Kernel Overlap | Light * species combination | Light | Species combination | Conspecifics | 46.25 | 0.063 | − 0.0950 |
| Heterospecifics | 0.92 | 0.337 | 0.0346 | ||||
| Species combination | Light | Natural light | 79.38 |
| − 0.1185 | ||
| ALAN | 0.07 | 0.790 | 0.0112 | ||||
| Light * daytime | Light | Daytime | Daylight | 46.14 | 0.063 | − 0.0858 | |
| Night | 0.40 | 0.525 | 0.0253 | ||||
| Daytime | Light | Natural light | 45.54 | 0.066 | 0.0843 | ||
| ALAN | 0.46 | 0.498 | − 0.0268 | ||||
| Proximity (7 m) | Light * species combination | Light | Species combination | Conspecifics | 8.97 |
| − 1.1863 |
| Heterospecifics | 0.23 | 0.632 | 0.1548 | ||||
| Species combination | Light | Natural light | 5.39 |
| − 1.0803 | ||
| ALAN | 0.31 | 0.575 | 0.2608 |
Post-hoc analysis for significant interactions in the minimal LMMs that include categorial variables. The fixed factor light indicates the effect of a change of natural light conditions to artificial light at night (ALAN), daytime the effects of daylight and nighttime, species composition the effect of dyads were animals are conspecifics compared to those were animals are heterospecifics. The significance level was adjusted for multiple testing according to Holm. Significant P values are displayed in italic