Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?

For more than three decades, major efforts in sampling and analyzing tree diversity in South America have focused almost exclusively on trees with stems of at least 10 and 2.5 cm diameter, showing highest species diversity in the wetter western and northern Amazon forests. By contrast, little attent...

Full description

Bibliographic Details
Main Authors: de Lima, RB, Görgens, EB, da Silva, DAS, de Oliveira, CP, Batista, APB, Caraciolo Ferreira, RL, Costa, FRC, Ferreira de Lima, RA, da Silva Aparício, P, de Abreu, JC, da Silva, JAA, Guimaraes, AF, Fearnside, PM, Sousa, TR, Perdiz, R, Higuchi, N, Berenguer, E, Resende, AF, Elias, F, de Castilho, CV, de Medeiros, MB, de Matos Filho, JR, Sardinha, MA, Freitas, MAF, da Silva, JJ, da Cunha, AP, Santos, RM, Muelbert, AE, Guedes, MC, Imbrózio, R, de Sousa, CSC, da Silva Aparício, WC, da Silva E Silva, BM, Silva, CA, Marimon, BS, Junior, BHM, Morandi, PS, Storck-Tonon, D, Vieira, ICG, Schietti, J, Coelho, F, Alves de Almeida, DR, Castro, W, Carvalho, SPC, da Silva, RDSA, Silveira, J, Camargo, JL, Melgaço, K, de Freitas, LJM, Vedovato, L, Malhi, Y
Format: Journal article
Language:English
Published: Wiley 2023
_version_ 1797111255535714304
author de Lima, RB
Görgens, EB
da Silva, DAS
de Oliveira, CP
Batista, APB
Caraciolo Ferreira, RL
Costa, FRC
Ferreira de Lima, RA
da Silva Aparício, P
de Abreu, JC
da Silva, JAA
Guimaraes, AF
Fearnside, PM
Sousa, TR
Perdiz, R
Higuchi, N
Berenguer, E
Resende, AF
Elias, F
de Castilho, CV
de Medeiros, MB
de Matos Filho, JR
Sardinha, MA
Freitas, MAF
da Silva, JJ
da Cunha, AP
Santos, RM
Muelbert, AE
Guedes, MC
Imbrózio, R
de Sousa, CSC
da Silva Aparício, WC
da Silva E Silva, BM
Silva, CA
Marimon, BS
Junior, BHM
Morandi, PS
Storck-Tonon, D
Vieira, ICG
Schietti, J
Coelho, F
Alves de Almeida, DR
Castro, W
Carvalho, SPC
da Silva, RDSA
Silveira, J
Camargo, JL
Melgaço, K
de Freitas, LJM
Vedovato, L
Malhi, Y
author_facet de Lima, RB
Görgens, EB
da Silva, DAS
de Oliveira, CP
Batista, APB
Caraciolo Ferreira, RL
Costa, FRC
Ferreira de Lima, RA
da Silva Aparício, P
de Abreu, JC
da Silva, JAA
Guimaraes, AF
Fearnside, PM
Sousa, TR
Perdiz, R
Higuchi, N
Berenguer, E
Resende, AF
Elias, F
de Castilho, CV
de Medeiros, MB
de Matos Filho, JR
Sardinha, MA
Freitas, MAF
da Silva, JJ
da Cunha, AP
Santos, RM
Muelbert, AE
Guedes, MC
Imbrózio, R
de Sousa, CSC
da Silva Aparício, WC
da Silva E Silva, BM
Silva, CA
Marimon, BS
Junior, BHM
Morandi, PS
Storck-Tonon, D
Vieira, ICG
Schietti, J
Coelho, F
Alves de Almeida, DR
Castro, W
Carvalho, SPC
da Silva, RDSA
Silveira, J
Camargo, JL
Melgaço, K
de Freitas, LJM
Vedovato, L
Malhi, Y
author_sort de Lima, RB
collection OXFORD
description For more than three decades, major efforts in sampling and analyzing tree diversity in South America have focused almost exclusively on trees with stems of at least 10 and 2.5 cm diameter, showing highest species diversity in the wetter western and northern Amazon forests. By contrast, little attention has been paid to patterns and drivers of diversity in the largest canopy and emergent trees, which is surprising given these have dominant ecological functions. Here, we use a machine learning approach to quantify the importance of environmental factors and apply it to generate spatial predictions of the species diversity of all trees (dbh ≥ 10 cm) and for very large trees (dbh ≥ 70 cm) using data from 243 forest plots (108,450 trees and 2832 species) distributed across different forest types and biogeographic regions of the Brazilian Amazon. The diversity of large trees and of all trees was significantly associated with three environmental factors, but in contrasting ways across regions and forest types. Environmental variables associated with disturbances, for example, the lightning flash rate and wind speed, as well as the fraction of photosynthetically active radiation, tend to govern the diversity of large trees. Upland rainforests in the Guiana Shield and Roraima regions had a high diversity of large trees. By contrast, variables associated with resources tend to govern tree diversity in general. Places such as the province of Imeri and the northern portion of the province of Madeira stand out for their high diversity of species in general. Climatic and topographic stability and functional adaptation mechanisms promote ideal conditions for species diversity. Finally, we mapped general patterns of tree species diversity in the Brazilian Amazon, which differ substantially depending on size class.
first_indexed 2024-03-07T08:06:10Z
format Journal article
id oxford-uuid:2758eb1b-7384-4589-8190-407036398499
institution University of Oxford
language English
last_indexed 2024-03-07T08:06:10Z
publishDate 2023
publisher Wiley
record_format dspace
spelling oxford-uuid:2758eb1b-7384-4589-8190-4070363984992023-11-02T11:09:34ZGiants of the Amazon: how does environmental variation drive the diversity patterns of large trees?Journal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:2758eb1b-7384-4589-8190-407036398499EnglishSymplectic ElementsWiley2023de Lima, RBGörgens, EBda Silva, DASde Oliveira, CPBatista, APBCaraciolo Ferreira, RLCosta, FRCFerreira de Lima, RAda Silva Aparício, Pde Abreu, JCda Silva, JAAGuimaraes, AFFearnside, PMSousa, TRPerdiz, RHiguchi, NBerenguer, EResende, AFElias, Fde Castilho, CVde Medeiros, MBde Matos Filho, JRSardinha, MAFreitas, MAFda Silva, JJda Cunha, APSantos, RMMuelbert, AEGuedes, MCImbrózio, Rde Sousa, CSCda Silva Aparício, WCda Silva E Silva, BMSilva, CAMarimon, BSJunior, BHMMorandi, PSStorck-Tonon, DVieira, ICGSchietti, JCoelho, FAlves de Almeida, DRCastro, WCarvalho, SPCda Silva, RDSASilveira, JCamargo, JLMelgaço, Kde Freitas, LJMVedovato, LMalhi, YFor more than three decades, major efforts in sampling and analyzing tree diversity in South America have focused almost exclusively on trees with stems of at least 10 and 2.5 cm diameter, showing highest species diversity in the wetter western and northern Amazon forests. By contrast, little attention has been paid to patterns and drivers of diversity in the largest canopy and emergent trees, which is surprising given these have dominant ecological functions. Here, we use a machine learning approach to quantify the importance of environmental factors and apply it to generate spatial predictions of the species diversity of all trees (dbh ≥ 10 cm) and for very large trees (dbh ≥ 70 cm) using data from 243 forest plots (108,450 trees and 2832 species) distributed across different forest types and biogeographic regions of the Brazilian Amazon. The diversity of large trees and of all trees was significantly associated with three environmental factors, but in contrasting ways across regions and forest types. Environmental variables associated with disturbances, for example, the lightning flash rate and wind speed, as well as the fraction of photosynthetically active radiation, tend to govern the diversity of large trees. Upland rainforests in the Guiana Shield and Roraima regions had a high diversity of large trees. By contrast, variables associated with resources tend to govern tree diversity in general. Places such as the province of Imeri and the northern portion of the province of Madeira stand out for their high diversity of species in general. Climatic and topographic stability and functional adaptation mechanisms promote ideal conditions for species diversity. Finally, we mapped general patterns of tree species diversity in the Brazilian Amazon, which differ substantially depending on size class.
spellingShingle de Lima, RB
Görgens, EB
da Silva, DAS
de Oliveira, CP
Batista, APB
Caraciolo Ferreira, RL
Costa, FRC
Ferreira de Lima, RA
da Silva Aparício, P
de Abreu, JC
da Silva, JAA
Guimaraes, AF
Fearnside, PM
Sousa, TR
Perdiz, R
Higuchi, N
Berenguer, E
Resende, AF
Elias, F
de Castilho, CV
de Medeiros, MB
de Matos Filho, JR
Sardinha, MA
Freitas, MAF
da Silva, JJ
da Cunha, AP
Santos, RM
Muelbert, AE
Guedes, MC
Imbrózio, R
de Sousa, CSC
da Silva Aparício, WC
da Silva E Silva, BM
Silva, CA
Marimon, BS
Junior, BHM
Morandi, PS
Storck-Tonon, D
Vieira, ICG
Schietti, J
Coelho, F
Alves de Almeida, DR
Castro, W
Carvalho, SPC
da Silva, RDSA
Silveira, J
Camargo, JL
Melgaço, K
de Freitas, LJM
Vedovato, L
Malhi, Y
Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?
title Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?
title_full Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?
title_fullStr Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?
title_full_unstemmed Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?
title_short Giants of the Amazon: how does environmental variation drive the diversity patterns of large trees?
title_sort giants of the amazon how does environmental variation drive the diversity patterns of large trees
work_keys_str_mv AT delimarb giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT gorgenseb giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvadas giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT deoliveiracp giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT batistaapb giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT caracioloferreirarl giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT costafrc giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT ferreiradelimara giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvaapariciop giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT deabreujc giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvajaa giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT guimaraesaf giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT fearnsidepm giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT sousatr giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT perdizr giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT higuchin giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT berenguere giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT resendeaf giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT eliasf giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT decastilhocv giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT demedeirosmb giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dematosfilhojr giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT sardinhama giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT freitasmaf giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvajj giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dacunhaap giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT santosrm giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT muelbertae giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT guedesmc giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT imbrozior giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT desousacsc giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvaapariciowc giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvaesilvabm giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT silvaca giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT marimonbs giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT juniorbhm giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT morandips giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT storcktonond giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT vieiraicg giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT schiettij giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT coelhof giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT alvesdealmeidadr giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT castrow giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT carvalhospc giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT dasilvardsa giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT silveiraj giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT camargojl giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT melgacok giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT defreitasljm giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT vedovatol giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees
AT malhiy giantsoftheamazonhowdoesenvironmentalvariationdrivethediversitypatternsoflargetrees