Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes
Co-occurrence network analysis based on amplicon sequences is increasingly used to study microbial communities. Patterns of co-existence or mutual exclusion between pairs of taxa are often interpreted as reflecting positive or negative biological interactions. However, other assembly processes can underlie these patterns, including species failure to reach distant areas (dispersal limitation) and tolerate local environmental conditions (habitat filtering). We provide a tool to quantify the relative contribution of community assembly processes to microbial co-occurrence patterns, which we applied to explore soil bacterial communities in two dry ecosystems. First, we sequenced a bacterial phylogenetic marker in soils collected across multiple plots. Second, we inferred co-occurrence networks to identify pairs of significantly associated taxa, either co-existing more (aggregated) or less often (segregated) than expected at random. Third, we assigned assembly processes to each pair: patterns explained based on spatial or environmental distance were ascribed to dispersal limitation (2%–4%) or habitat filtering (55%–77%), and the remaining to biological interactions. Finally, we calculated the phylogenetic distance between taxon pairs to test theoretical expectations on the linkages between phylogenetic patterns and assembly processes. Aggregated pairs were more closely related than segregated pairs. Furthermore, habitat-filtered aggregated pairs were closer relatives than those assigned to positive interactions, consistent with phylogenetic niche conservatism and cooperativism among distantly related taxa. Negative interactions resulted in equivocal phylogenetic signatures, probably because different competitive processes leave opposing signals. We show that microbial co-occurrence networks mainly reflect environmental tolerances and propose that incorporating measures of phylogenetic relatedness to networks might help elucidate ecologically meaningful patterns.
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Format: | artículo biblioteca |
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John Wiley & Sons
2019-11
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Subjects: | Biological interactions, Co‐ocurrence patterns, Dry ecosystems, Habitat filtering, Microbial networks, Phylogenetic distance, Soil bacteria, |
Online Access: | http://hdl.handle.net/10261/208028 http://dx.doi.org/10.13039/501100003359 http://dx.doi.org/10.13039/501100003329 http://dx.doi.org/10.13039/501100011033 |
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dig-cide-es-10261-2080282021-08-23T10:23:08Z Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes Goberna, M. Montesinos-Navarro, Alicia Valiente-Banuet, Alfonso Colin, Y. Gómez-Fernández, A. Donat-Caerols, S. Navarro-Cano, J. A. Verdú, Miguel Ministerio de Economía y Competitividad (España) Ministerio de Ciencia, Innovación y Universidades (España) Agencia Estatal de Investigación (España) Generalitat Valenciana Goberna, M. [0000-0001-5303-3429] Montesinos-Navarro, Alicia [0000-0003-4656-0321] Navarro-Cano, J. A. [0000-0001-8091-1063] Verdú, Miguel [0000-0002-9778-7692] Biological interactions Co‐ocurrence patterns Dry ecosystems Habitat filtering Microbial networks Phylogenetic distance Soil bacteria Co-occurrence network analysis based on amplicon sequences is increasingly used to study microbial communities. Patterns of co-existence or mutual exclusion between pairs of taxa are often interpreted as reflecting positive or negative biological interactions. However, other assembly processes can underlie these patterns, including species failure to reach distant areas (dispersal limitation) and tolerate local environmental conditions (habitat filtering). We provide a tool to quantify the relative contribution of community assembly processes to microbial co-occurrence patterns, which we applied to explore soil bacterial communities in two dry ecosystems. First, we sequenced a bacterial phylogenetic marker in soils collected across multiple plots. Second, we inferred co-occurrence networks to identify pairs of significantly associated taxa, either co-existing more (aggregated) or less often (segregated) than expected at random. Third, we assigned assembly processes to each pair: patterns explained based on spatial or environmental distance were ascribed to dispersal limitation (2%–4%) or habitat filtering (55%–77%), and the remaining to biological interactions. Finally, we calculated the phylogenetic distance between taxon pairs to test theoretical expectations on the linkages between phylogenetic patterns and assembly processes. Aggregated pairs were more closely related than segregated pairs. Furthermore, habitat-filtered aggregated pairs were closer relatives than those assigned to positive interactions, consistent with phylogenetic niche conservatism and cooperativism among distantly related taxa. Negative interactions resulted in equivocal phylogenetic signatures, probably because different competitive processes leave opposing signals. We show that microbial co-occurrence networks mainly reflect environmental tolerances and propose that incorporating measures of phylogenetic relatedness to networks might help elucidate ecologically meaningful patterns. Financial support was provided by the Spanish Ministry of Economy and Competitiveness (CGL2014‐58333‐P; CGL2017‐89751‐R) and the Generalitat Valenciana (SEJI/2017/030). MG acknowledges support by the Ramón y Cajal Programme and AGF by the FPI Programme (BES‐2015‐072580). 2020-04-17T09:33:48Z 2020-04-17T09:33:48Z 2019-11 2020-04-17T09:33:49Z artículo http://purl.org/coar/resource_type/c_6501 doi: 10.1111/1755-0998.13079 e-issn: 1755-0998 issn: 1755-098X Molecular Ecology Resources 19(6): 1552-1564 (2019) http://hdl.handle.net/10261/208028 10.1111/1755-0998.13079 http://dx.doi.org/10.13039/501100003359 http://dx.doi.org/10.13039/501100003329 http://dx.doi.org/10.13039/501100011033 #PLACEHOLDER_PARENT_METADATA_VALUE# #PLACEHOLDER_PARENT_METADATA_VALUE# #PLACEHOLDER_PARENT_METADATA_VALUE# info:eu-repo/grantAgreement/MINECO/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/CGL2014-58333-P info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/CGL2017-89751-R CGL2017-89751-R/AEI/10.13039/501100011033 http://dx.doi.org/10.1111/1755-0998.13079 Sí none John Wiley & Sons |
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Biological interactions Co‐ocurrence patterns Dry ecosystems Habitat filtering Microbial networks Phylogenetic distance Soil bacteria Biological interactions Co‐ocurrence patterns Dry ecosystems Habitat filtering Microbial networks Phylogenetic distance Soil bacteria |
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Biological interactions Co‐ocurrence patterns Dry ecosystems Habitat filtering Microbial networks Phylogenetic distance Soil bacteria Biological interactions Co‐ocurrence patterns Dry ecosystems Habitat filtering Microbial networks Phylogenetic distance Soil bacteria Goberna, M. Montesinos-Navarro, Alicia Valiente-Banuet, Alfonso Colin, Y. Gómez-Fernández, A. Donat-Caerols, S. Navarro-Cano, J. A. Verdú, Miguel Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
description |
Co-occurrence network analysis based on amplicon sequences is increasingly used to study microbial communities. Patterns of co-existence or mutual exclusion between pairs of taxa are often interpreted as reflecting positive or negative biological interactions. However, other assembly processes can underlie these patterns, including species failure to reach distant areas (dispersal limitation) and tolerate local environmental conditions (habitat filtering). We provide a tool to quantify the relative contribution of community assembly processes to microbial co-occurrence patterns, which we applied to explore soil bacterial communities in two dry ecosystems. First, we sequenced a bacterial phylogenetic marker in soils collected across multiple plots. Second, we inferred co-occurrence networks to identify pairs of significantly associated taxa, either co-existing more (aggregated) or less often (segregated) than expected at random. Third, we assigned assembly processes to each pair: patterns explained based on spatial or environmental distance were ascribed to dispersal limitation (2%–4%) or habitat filtering (55%–77%), and the remaining to biological interactions. Finally, we calculated the phylogenetic distance between taxon pairs to test theoretical expectations on the linkages between phylogenetic patterns and assembly processes. Aggregated pairs were more closely related than segregated pairs. Furthermore, habitat-filtered aggregated pairs were closer relatives than those assigned to positive interactions, consistent with phylogenetic niche conservatism and cooperativism among distantly related taxa. Negative interactions resulted in equivocal phylogenetic signatures, probably because different competitive processes leave opposing signals. We show that microbial co-occurrence networks mainly reflect environmental tolerances and propose that incorporating measures of phylogenetic relatedness to networks might help elucidate ecologically meaningful patterns. |
author2 |
Ministerio de Economía y Competitividad (España) |
author_facet |
Ministerio de Economía y Competitividad (España) Goberna, M. Montesinos-Navarro, Alicia Valiente-Banuet, Alfonso Colin, Y. Gómez-Fernández, A. Donat-Caerols, S. Navarro-Cano, J. A. Verdú, Miguel |
format |
artículo |
topic_facet |
Biological interactions Co‐ocurrence patterns Dry ecosystems Habitat filtering Microbial networks Phylogenetic distance Soil bacteria |
author |
Goberna, M. Montesinos-Navarro, Alicia Valiente-Banuet, Alfonso Colin, Y. Gómez-Fernández, A. Donat-Caerols, S. Navarro-Cano, J. A. Verdú, Miguel |
author_sort |
Goberna, M. |
title |
Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
title_short |
Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
title_full |
Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
title_fullStr |
Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
title_full_unstemmed |
Incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
title_sort |
incorporating phylogenetic metrics to microbial co-occurrence networks based on amplicon sequences to discern community assembly processes |
publisher |
John Wiley & Sons |
publishDate |
2019-11 |
url |
http://hdl.handle.net/10261/208028 http://dx.doi.org/10.13039/501100003359 http://dx.doi.org/10.13039/501100003329 http://dx.doi.org/10.13039/501100011033 |
work_keys_str_mv |
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