Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil

Andréa Cardoso Araujo; Ana M. Martín González; Brody Sandel; Pietro K. Maruyama; Erich Fischer; Jeferson Vizentin-Bugoni; Francielle Paulina de Araújo; Aline Góes Coelho; Rogério Rodrigues Faria; Glauco Kohler; Flor Maria Guedes Las-Casas; Ariadna Valentina Lopes; Adriana O. Machado; Caio Graco Machado; Isabel Cristina Machado; Jimmy A. McGuire; Alan Cerqueira Moura; Genilda M. Oliveira; Paulo Eugênio Oliveira; Márcia Alexandra Rocca; Licléia da Cruz Rodrigues; Marcos Rodrigues; Ana Maria Rui; Ivan Sazima; Marlies Sazima; Isabela Galarda Varassin; Zhiheng Wang; Bo Dalsgaard; Jens Christian Svenning

doi:10.1111/jbi.13367

Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil

Andréa Cardoso Araujo^*, Ana M. Martín González, Brody Sandel, Pietro K. Maruyama, Erich Fischer, Jeferson Vizentin-Bugoni, Francielle Paulina de Araújo, Aline Góes Coelho, Rogério Rodrigues Faria, Glauco Kohler, Flor Maria Guedes Las-Casas, Ariadna Valentina Lopes, Adriana O. Machado, Caio Graco Machado, Isabel Cristina Machado, Jimmy A. McGuire, Alan Cerqueira Moura, Genilda M. Oliveira, Paulo Eugênio Oliveira, Márcia Alexandra RoccaLicléia da Cruz Rodrigues, Marcos Rodrigues, Ana Maria Rui, Ivan Sazima, Marlies Sazima, Isabela Galarda Varassin, Zhiheng Wang, Bo Dalsgaard, Jens Christian Svenning

^*Corresponding author for this work

15 Citations (Scopus)

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Abstract

Aim: We examined the effects of space, climate, phylogeny and species traits on module composition in a cross-biomes plant–hummingbird network. Location: Brazil, except Amazonian region. Methods: We compiled 31 local binary plant–hummingbird networks, combining them into one cross-biomes metanetwork. We conducted a modularity analysis and tested the relationship between species’ module membership with traits, geographical location, climatic conditions and range sizes, employing random forest models. We fitted reduced models containing groups of related variables (climatic, spatial, phylogenetic, traits) and combinations of groups to partition the variance explained by these sets into unique and shared components. Results: The Brazilian cross-biomes network was composed of 479 plant and 42 hummingbird species, and showed significant modularity. The resulting six modules conformed well to vegetation domains. Only plant traits, not hummingbird traits, differed between modules, notably plants’ growth form, corolla length, flower shape and colour. Some modules included plant species with very restricted distributions, whereas others encompassed more widespread ones. Widespread hummingbirds were the most connected, both within and between modules, whereas widespread plants were the most connected between modules. Among traits, only nectar concentration had a weak effect on among-module connectivity. Main conclusions: Climate and spatial filters were the main determinants of module composition for hummingbirds and plants, potentially related to resource seasonality, especially for hummingbirds. Historical dispersal-linked contingency, or environmental variations not accounted for by the explanatory factors here evaluated, could also contribute to the spatial component. Phylogeny and morphological traits had no unique effects on the assignment of species to modules. Widespread species showed higher within- and/or among-module connectivity, indicating their key role connecting biomes, and, in the case of hummingbirds, communities within biomes. Our results indicate that biogeography and climate not only determine the variation of modularity in local plant–animal networks, as previously shown, but also affect the cross-biomes network structure.

Original language	English
Journal	Journal of Biogeography
Volume	45
Issue number	8
Pages (from-to)	1846-1858
Number of pages	13
ISSN	0305-0270
DOIs	https://doi.org/10.1111/jbi.13367
Publication status	Published - 1 Aug 2018

Keywords

biogeography
module composition
ornithophily
phylogeny
pollination
range size
species roles
traits

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Araujo, A. C., Martín González, A. M., Sandel, B., Maruyama, P. K., Fischer, E., Vizentin-Bugoni, J., de Araújo, F. P., Coelho, A. G., Faria, R. R., Kohler, G., Las-Casas, F. M. G., Lopes, A. V., Machado, A. O., Machado, C. G., Machado, I. C., McGuire, J. A., Moura, A. C., Oliveira, G. M., Oliveira, P. E., ... Svenning, J. C. (2018). Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil. Journal of Biogeography, 45(8), 1846-1858. https://doi.org/10.1111/jbi.13367

Araujo, AC, Martín González, AM, Sandel, B, Maruyama, PK, Fischer, E, Vizentin-Bugoni, J, de Araújo, FP, Coelho, AG, Faria, RR, Kohler, G, Las-Casas, FMG, Lopes, AV, Machado, AO, Machado, CG, Machado, IC, McGuire, JA, Moura, AC, Oliveira, GM, Oliveira, PE, Rocca, MA, Rodrigues, LDC, Rodrigues, M, Rui, AM, Sazima, I, Sazima, M, Varassin, IG, Wang, Z, Dalsgaard, B & Svenning, JC 2018, 'Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil', Journal of Biogeography, vol. 45, no. 8, pp. 1846-1858. https://doi.org/10.1111/jbi.13367

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title = "Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil",

abstract = "Aim: We examined the effects of space, climate, phylogeny and species traits on module composition in a cross-biomes plant–hummingbird network. Location: Brazil, except Amazonian region. Methods: We compiled 31 local binary plant–hummingbird networks, combining them into one cross-biomes metanetwork. We conducted a modularity analysis and tested the relationship between species{\textquoteright} module membership with traits, geographical location, climatic conditions and range sizes, employing random forest models. We fitted reduced models containing groups of related variables (climatic, spatial, phylogenetic, traits) and combinations of groups to partition the variance explained by these sets into unique and shared components. Results: The Brazilian cross-biomes network was composed of 479 plant and 42 hummingbird species, and showed significant modularity. The resulting six modules conformed well to vegetation domains. Only plant traits, not hummingbird traits, differed between modules, notably plants{\textquoteright} growth form, corolla length, flower shape and colour. Some modules included plant species with very restricted distributions, whereas others encompassed more widespread ones. Widespread hummingbirds were the most connected, both within and between modules, whereas widespread plants were the most connected between modules. Among traits, only nectar concentration had a weak effect on among-module connectivity. Main conclusions: Climate and spatial filters were the main determinants of module composition for hummingbirds and plants, potentially related to resource seasonality, especially for hummingbirds. Historical dispersal-linked contingency, or environmental variations not accounted for by the explanatory factors here evaluated, could also contribute to the spatial component. Phylogeny and morphological traits had no unique effects on the assignment of species to modules. Widespread species showed higher within- and/or among-module connectivity, indicating their key role connecting biomes, and, in the case of hummingbirds, communities within biomes. Our results indicate that biogeography and climate not only determine the variation of modularity in local plant–animal networks, as previously shown, but also affect the cross-biomes network structure.",

keywords = "biogeography, module composition, ornithophily, phylogeny, pollination, range size, species roles, traits",

author = "Araujo, {Andr{\'e}a Cardoso} and {Mart{\'i}n Gonz{\'a}lez}, {Ana M.} and Brody Sandel and Maruyama, {Pietro K.} and Erich Fischer and Jeferson Vizentin-Bugoni and {de Ara{\'u}jo}, {Francielle Paulina} and Coelho, {Aline G{\'o}es} and Faria, {Rog{\'e}rio Rodrigues} and Glauco Kohler and Las-Casas, {Flor Maria Guedes} and Lopes, {Ariadna Valentina} and Machado, {Adriana O.} and Machado, {Caio Graco} and Machado, {Isabel Cristina} and McGuire, {Jimmy A.} and Moura, {Alan Cerqueira} and Oliveira, {Genilda M.} and Oliveira, {Paulo Eug{\^e}nio} and Rocca, {M{\'a}rcia Alexandra} and Rodrigues, {Licl{\'e}ia da Cruz} and Marcos Rodrigues and Rui, {Ana Maria} and Ivan Sazima and Marlies Sazima and Varassin, {Isabela Galarda} and Zhiheng Wang and Bo Dalsgaard and Svenning, {Jens Christian}",

year = "2018",

month = aug,

day = "1",

doi = "10.1111/jbi.13367",

language = "English",

volume = "45",

pages = "1846--1858",

journal = "Journal of Biogeography",

issn = "0305-0270",

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number = "8",

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TY - JOUR

T1 - Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil

AU - Araujo, Andréa Cardoso

AU - Martín González, Ana M.

AU - Sandel, Brody

AU - Maruyama, Pietro K.

AU - Fischer, Erich

AU - Vizentin-Bugoni, Jeferson

AU - de Araújo, Francielle Paulina

AU - Coelho, Aline Góes

AU - Faria, Rogério Rodrigues

AU - Kohler, Glauco

AU - Las-Casas, Flor Maria Guedes

AU - Lopes, Ariadna Valentina

AU - Machado, Adriana O.

AU - Machado, Caio Graco

AU - Machado, Isabel Cristina

AU - McGuire, Jimmy A.

AU - Moura, Alan Cerqueira

AU - Oliveira, Genilda M.

AU - Oliveira, Paulo Eugênio

AU - Rocca, Márcia Alexandra

AU - Rodrigues, Licléia da Cruz

AU - Rodrigues, Marcos

AU - Rui, Ana Maria

AU - Sazima, Ivan

AU - Sazima, Marlies

AU - Varassin, Isabela Galarda

AU - Wang, Zhiheng

AU - Dalsgaard, Bo

AU - Svenning, Jens Christian

PY - 2018/8/1

Y1 - 2018/8/1

N2 - Aim: We examined the effects of space, climate, phylogeny and species traits on module composition in a cross-biomes plant–hummingbird network. Location: Brazil, except Amazonian region. Methods: We compiled 31 local binary plant–hummingbird networks, combining them into one cross-biomes metanetwork. We conducted a modularity analysis and tested the relationship between species’ module membership with traits, geographical location, climatic conditions and range sizes, employing random forest models. We fitted reduced models containing groups of related variables (climatic, spatial, phylogenetic, traits) and combinations of groups to partition the variance explained by these sets into unique and shared components. Results: The Brazilian cross-biomes network was composed of 479 plant and 42 hummingbird species, and showed significant modularity. The resulting six modules conformed well to vegetation domains. Only plant traits, not hummingbird traits, differed between modules, notably plants’ growth form, corolla length, flower shape and colour. Some modules included plant species with very restricted distributions, whereas others encompassed more widespread ones. Widespread hummingbirds were the most connected, both within and between modules, whereas widespread plants were the most connected between modules. Among traits, only nectar concentration had a weak effect on among-module connectivity. Main conclusions: Climate and spatial filters were the main determinants of module composition for hummingbirds and plants, potentially related to resource seasonality, especially for hummingbirds. Historical dispersal-linked contingency, or environmental variations not accounted for by the explanatory factors here evaluated, could also contribute to the spatial component. Phylogeny and morphological traits had no unique effects on the assignment of species to modules. Widespread species showed higher within- and/or among-module connectivity, indicating their key role connecting biomes, and, in the case of hummingbirds, communities within biomes. Our results indicate that biogeography and climate not only determine the variation of modularity in local plant–animal networks, as previously shown, but also affect the cross-biomes network structure.

AB - Aim: We examined the effects of space, climate, phylogeny and species traits on module composition in a cross-biomes plant–hummingbird network. Location: Brazil, except Amazonian region. Methods: We compiled 31 local binary plant–hummingbird networks, combining them into one cross-biomes metanetwork. We conducted a modularity analysis and tested the relationship between species’ module membership with traits, geographical location, climatic conditions and range sizes, employing random forest models. We fitted reduced models containing groups of related variables (climatic, spatial, phylogenetic, traits) and combinations of groups to partition the variance explained by these sets into unique and shared components. Results: The Brazilian cross-biomes network was composed of 479 plant and 42 hummingbird species, and showed significant modularity. The resulting six modules conformed well to vegetation domains. Only plant traits, not hummingbird traits, differed between modules, notably plants’ growth form, corolla length, flower shape and colour. Some modules included plant species with very restricted distributions, whereas others encompassed more widespread ones. Widespread hummingbirds were the most connected, both within and between modules, whereas widespread plants were the most connected between modules. Among traits, only nectar concentration had a weak effect on among-module connectivity. Main conclusions: Climate and spatial filters were the main determinants of module composition for hummingbirds and plants, potentially related to resource seasonality, especially for hummingbirds. Historical dispersal-linked contingency, or environmental variations not accounted for by the explanatory factors here evaluated, could also contribute to the spatial component. Phylogeny and morphological traits had no unique effects on the assignment of species to modules. Widespread species showed higher within- and/or among-module connectivity, indicating their key role connecting biomes, and, in the case of hummingbirds, communities within biomes. Our results indicate that biogeography and climate not only determine the variation of modularity in local plant–animal networks, as previously shown, but also affect the cross-biomes network structure.

KW - biogeography

KW - module composition

KW - ornithophily

KW - phylogeny

KW - pollination

KW - range size

KW - species roles

KW - traits

U2 - 10.1111/jbi.13367

DO - 10.1111/jbi.13367

M3 - Journal article

AN - SCOPUS:85050822371

SN - 0305-0270

VL - 45

SP - 1846

EP - 1858

JO - Journal of Biogeography

JF - Journal of Biogeography

IS - 8

ER -

Spatial distance and climate determine modularity in a cross-biomes plant–hummingbird interaction network in Brazil

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Keywords

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