skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Convergence in relationships between leaf traits, spectra and age across diverse canopy environments and two contrasting tropical forests

Journal Article · · New Phytologist
DOI:https://doi.org/10.1111/nph.14051· OSTI ID:1326738
 [1];  [2];  [1];  [3];  [4];  [1]; ORCiD logo [5];  [1];  [1];  [6];  [2];  [7];  [8];  [1]
  1. Univ. of Arizona, Tucson, AZ (United States)
  2. Univ. of Oxford, Oxford (United Kingdom)
  3. Brookhaven National Lab. (BNL), Upton, NY (United States)
  4. Univ. of Illinois at Urbana Champaign, Urbana, IL (United States)
  5. Brown Univ., Providence, RI (United States)
  6. Brazil's National Institute for Amazon Research (INPA), Manaus, AM (Brazil)
  7. Centre for Ecology and Hydrology (CEH), Wallingford (United Kingdom)
  8. Embrapa Amazônia Oriental, Santarém PA (Brazil)

Leaf age structures the phenology and development of plants, as well as the evolution of leaf traits over life histories. However, a general method for efficiently estimating leaf age across forests and canopy environments is lacking. Here, we explored the potential for a statistical model, previously developed for Peruvian sunlit leaves, to consistently predict leaf ages from leaf reflectance spectra across two contrasting forests in Peru and Brazil and across diverse canopy environments. The model performed well for independent Brazilian sunlit and shade canopy leaves (R2 = 0.75–0.78), suggesting that canopy leaves (and their associated spectra) follow constrained developmental trajectories even in contrasting forests. The model did not perform as well for mid-canopy and understory leaves (R2 = 0.27–0.29), because leaves in different environments have distinct traits and trait developmental trajectories. When we accounted for distinct environment–trait linkages – either by explicitly including traits and environments in the model, or, even better, by re-parameterizing the spectra-only model to implicitly capture distinct trait-trajectories in different environments – we achieved a more general model that well-predicted leaf age across forests and environments (R2 = 0.79). Fundamental rules, linked to leaf environments, constrain the development of leaf traits and allow for general prediction of leaf age from spectra across species, sites and canopy environments.

Research Organization:
Brookhaven National Laboratory (BNL), Upton, NY (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); USDOE Office of Science (SC), Basic Energy Sciences (BES)
Grant/Contract Number:
SC00112704; SC0008383; SC0012704; AC02-05CH11231
OSTI ID:
1326738
Alternate ID(s):
OSTI ID: 1400467; OSTI ID: 1476490
Report Number(s):
BNL-112628-2016-JA; R&D Project: 21087; YN0100000
Journal Information:
New Phytologist, Journal Name: New Phytologist; ISSN 0028-646X
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 54 works
Citation information provided by
Web of Science

References (99)

The regional variation of aboveground live biomass in old-growth Amazonian forests journal July 2006
Intra-specific and inter-specific variation in specific leaf area reveal the importance of abiotic and biotic drivers of species diversity across elevation and latitude journal January 2013
Near-infrared reflectance spectroscopy as a fast and non-destructive tool to predict foliar organic constituents of several woody species journal October 2006
Seasonality and phenology alter functional leaf traits journal December 2012
Photosynthetic activity, chloroplast ultrastructure, and leaf characteristics of high-light and low-light plants and of sun and shade leaves journal January 1981
Visible and near infrared reflectance characteristics of dry plant materials journal October 1990
Spectroscopic determination of leaf morphological and biochemical traits for northern temperate and boreal tree species journal October 2014
Leaf development and demography explain photosynthetic seasonality in Amazon evergreen forests journal February 2016
An international network to monitor the structure, composition and dynamics of Amazonian forests (RAINFOR) journal February 2002
Decline of photosynthetic capacity with leaf age in relation to leaf longevities for five tropical canopy tree species journal May 1997
Leaf Life-Span in Relation to Leaf, Plant, and Stand Characteristics among Diverse Ecosystems journal February 1992
The Plastochron Index journal April 1957
A narrow-waveband spectral index that tracks diurnal changes in photosynthetic efficiency journal July 1992
Responses of Leaf Spectral Reflectance to Plant Stress journal March 1993
The influence of epiphylls on remote sensing of humid forests journal August 2009
Phenology of tropical forests: patterns, causes, and consequences journal February 1995
Genetic variation in anti-herbivore chemical defences in an invasive plant journal April 2012
Height is more important than light in determining leaf morphology in a tropical forest journal June 2010
Spectral changes with leaf aging in Amazon caatinga journal January 1998
Retrieval of foliar information about plant pigment systems from high resolution spectroscopy journal September 2009
Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies journal September 2009
Hydraulic traits of Norway spruce sapwood estimated by Fourier transform near-infrared spectroscopy (FT-NIR) journal June 2015
Carbon Balance and Vegetation Dynamics in an Old-Growth Amazonian Forest journal August 2004
The Amazon basin in transition journal January 2012
Critique of stepwise multiple linear regression for the extraction of leaf biochemistry information from leaf reflectance data journal June 1996
Remote sensing of foliar chemistry journal December 1989
Light acclimation optimizes leaf functional traits despite height-related constraints in a canopy shading experiment journal January 2015
Canopy phylogenetic, chemical and spectral assembly in a lowland Amazonian forest journal November 2010
Functional and biological diversity of foliar spectra in tree canopies throughout the Andes to Amazon region journal June 2014
Effects of leaf age and plant life history patterns on herbivory journal April 1980
A new look at the statistical model identification journal December 1974
Variations in chemical and physical properties of Amazon forest soils in relation to their genesis journal January 2010
Development of a two-band enhanced vegetation index without a blue band journal October 2008
Determination of carbon fraction and nitrogen concentration in tree foliage by near infrared reflectances: a comparison of statistical methods journal April 1996
NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space journal December 1996
The productivity, metabolism and carbon cycle of two lowland tropical forest plots in south-western Amazonia, Peru journal September 2013
Seasonal patterns of tropical forest leaf area index and CO 2 exchange : TROPICAL FOREST CO journal March 2008
A new method to measure leaf age: Leaf measuring-interval index journal June 2009
Leaf aging of Amazonian canopy trees as revealed by spectral and physiochemical measurements journal February 2016
Global Leaf Trait Relationships: Mass, Area, and the Leaf Economics Spectrum journal March 2013
Terrestrial biosphere models need better representation of vegetation phenology: results from the North American Carbon Program Site Synthesis journal November 2011
Demographic consequences of chromatic leaf defence in tropical tree communities: do red young leaves increase growth and survival? journal July 2013
Decline of photosynthetic capacity with leaf age and position in two tropical pioneer tree species journal December 2002
Comparative Phenological Studies of Treelet and Shrub Species in Tropical Wet and Dry Forests in the Lowlands of Costa Rica journal March 1980
Leaf Demography and Phenology in Amazonian rain Forest: a Census of 40 000 Leaves of 23 tree Species journal January 2004
Canopy reflectance, photosynthesis, and transpiration. III. A reanalysis using improved leaf models and a new canopy integration scheme. journal December 1992
Responses of leaf Spectral Reflectance to Plant Stress journal March 1993
Application of imaging spectroscopy to mapping canopy nitrogen in the forests of the central appalachian mountains using hyperion and aviris journal June 2003
Seasonal and interannual variability of climate and vegetation indices across the Amazon journal August 2010
Why are Sun Leaves Thicker than Shade Leaves? — Consideration based on Analyses of CO2 Diffusion in the Leaf journal March 2001
Amazon forests maintain consistent canopy structure and greenness during the dry season journal February 2014
Phenology and stem-growth periodicity of tree species in Amazonian floodplain forests journal July 2002
Why are young leaves red? journal July 2002
Height-related changes in leaf photosynthetic traits in diverse Bornean tropical rain forest trees journal November 2014
Vertical Profiles of Environmental Factors within Tropical Rainforest, Lambir Hills National Park, Sarawak, Malaysia journal November 2001
Near Infrared Spectroscopy Facilitates Rapid Identification of Both Young and Mature Amazonian Tree Species journal August 2015
Monte Carlo cross validation journal April 2001
Canopy structure and vertical patterns of photosynthesis and related leaf traits in a deciduous forest journal November 1993
Partial least-squares regression: a tutorial journal January 1986
Basin-wide variations in Amazon forest structure and function are mediated by both soils and climate journal January 2012
Near-infrared spectroscopy (NIRS) predicts non-structural carbohydrate concentrations in different tissue types of a broad range of tree species journal May 2015
Near-surface remote sensing of spatial and temporal variation in canopy phenology journal September 2009
Sources of Canopy Chemical and Spectral Diversity in Lowland Bornean Forest journal February 2012
The plastochron index: Still useful after nearly six decades journal November 2014
Relative Importance of Plant Ontogeny, host Genetic Variation, and leaf age for a Common Herbivore journal May 2003
The worldwide leaf economics spectrum journal April 2004
From tropics to tundra: Global convergence in plant functioning journal December 1997
Sunlight mediated seasonality in canopy structure and photosynthetic activity of Amazonian rainforests journal June 2015
Herbivory and Plant Defenses in Tropical Forests journal November 1996
Leaf traits within communities: Context may affect the mapping of traits to function journal September 2013
PROSPECT: A model of leaf optical properties spectra journal November 1990
What drives the seasonality of photosynthesis across the Amazon basin? A cross-site analysis of eddy flux tower measurements from the Brasil flux network journal December 2013
Coming of leaf age: control of growth by hydraulics and metabolics during leaf ontogeny journal August 2012
Red and photographic infrared linear combinations for monitoring vegetation journal May 1979
Adaptation to Sun and Shade: a Whole-Plant Perspective journal January 1988
Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales journal June 2005
PLS-regression: a basic tool of chemometrics journal October 2001
Leaf age affects the seasonal pattern of photosynthetic capacityand net ecosystem exchange of carbon in a deciduous forest journal June 2001
Leaf morphology and photosynthetic adjustments among deciduous broad-leaved trees within the vertical canopy profile journal August 2001
The Plastochron Index journal April 1957
Remote sensing of the distribution and abundance of host species for spruce budworm in Northern Minnesota and Ontario journal October 2008
The 2010 Amazon Drought journal February 2011
Model selection for ecologists: the worldviews of AIC and BIC journal March 2014
Dry-season greening of Amazon forests journal March 2016
Phenological variation of leaf functional traits within species journal January 2016
Leaf age and season influence the relationships between leaf nitrogen, leaf mass per area and photosynthesis in maple and oak trees journal April 1991
Species Spectral Signature: Discriminating closely related plant species in the Amazon with Near-Infrared Leaf-Spectroscopy journal March 2013
Leaf age and seasonal effects on light, water, and nitrogen use efficiency in a California shrub journal February 1983
Allocating leaf nitrogen for the maximization of carbon gain: Leaf age as a control on the allocation program journal February 1983
Imaging spectroscopy algorithms for mapping canopy foliar chemical and morphological traits and their uncertainties journal December 2015
Branch xylem density variations across the Amazon Basin journal January 2009
Delayed Greening in Tropical Leaves: An Antiherbivore Defense? journal June 1992
Overview of the radiometric and biophysical performance of the MODIS vegetation indices journal November 2002
Leaf optical properties reflect variation in photosynthetic metabolism and its sensitivity to temperature journal October 2011
Tracking forest phenology and seasonal physiology using digital repeat photography: a critical assessment journal September 2014
Taxonomy and remote sensing of leaf mass per area (LMA) in humid tropical forests journal January 2011
Herbivory and Defensive Characteristics of Tree Species in a Lowland Tropical Forest journal February 1983
Seasonal controls on the exchange of carbon and water in an Amazonian rain forest: SEASONALITY OF AMAZONIAN CARBON FLUXES journal August 2007
Beyond leaf color: Comparing camera-based phenological metrics with leaf biochemical, biophysical, and spectral properties throughout the growing season of a temperate deciduous forest: Seasonality of leaf properties journal March 2014

Cited By (13)

Does the leaf economic spectrum hold within plant functional types? A Bayesian multivariate trait meta‐analysis journal January 2020
Cryptic phenology in plants: Case studies, implications, and recommendations journal August 2019
Changes in leaf functional traits of rainforest canopy trees associated with an El Niño event in Borneo journal July 2019
A roadmap for improving the representation of photosynthesis in Earth system models journal November 2016
From the Arctic to the tropics: multibiome prediction of leaf mass per area using leaf reflectance journal September 2019
Quantifying Leaf Phenology of Individual Trees and Species in a Tropical Forest Using Unmanned Aerial Vehicle (UAV) Images journal June 2019
Age-dependent leaf physiology and consequences for crown-scale carbon uptake during the dry season in an Amazon evergreen forest journal March 2018
Leaf reflectance spectroscopy captures variation in carboxylation capacity across species, canopy environment and leaf age in lowland moist tropical forests journal June 2019
Near-infrared spectrometry allows fast and extensive predictions of functional traits from dry leaves and branches journal May 2018
Mapping the Leaf Economic Spectrum across West African Tropical Forests Using UAV-Acquired Hyperspectral Imagery journal September 2018
Changes in leaf functional traits of rainforest canopy trees associated with an El Niño event in Borneo text January 2019
Developmental changes in the reflectance spectra of temperate deciduous tree leaves and implications for thermal emissivity and leaf temperature journal November 2020
Hyperspectral and Thermal Sensing of Stomatal Conductance, Transpiration, and Photosynthesis for Soybean and Maize under Drought journal September 2020