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Leaf area- vs. mass- proportionality of leaf traits within canopies and across species: patterns and analytical consequences Jeanne L. D. Osnas, Jeremy W. Lichstein, Stephen W. Pacala, Peter B. Reich June 2013

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Page 1: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Leaf area- vs. mass-proportionality of leaf traits within canopies and

across species: patterns and analytical consequences

Jeanne L. D. Osnas, Jeremy W. Lichstein, Stephen W. Pacala, Peter B. Reich

June 2013

Page 2: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

• 300,000 vascular plant species• global vegetation models: 5-10

plant functional types

Foley et al. 1996Barthlott et al. 1999

Page 3: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Barthlott et al. 1999

GLOPNET (Wright et al. 2004): 2500+ species• Gas exchange rates• Max net photosyn. (Amax)• Dark respiration (Rdark)

• Nutrient concentrations• Nitrogen (N)• Phosphorus (P)

• Leaf lifespan (LL)• LMA = mass/area

Page 4: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Area-normalized Mass-normalized

Xmass = Xarea/LMA

X = Amax, Rdark, N, P

GLOPNET

Page 5: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Area-normalized Mass-normalized

GLOPNET

Which to choose?

Area- or Mass- proportional?

Structured trait relationships

normaliza

tion

Page 6: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Trait area- and mass-proportionality across species

Total leaf trait i: Xik = (Massk μMi + Areak μAi)εik

Mass-normalized: XMik = (μMi + LMAk-1 μAi)εik

Area-normalized: XAik = (LMAkμMi + μAi)εik

μMi, μAi constant across speciesεik = random variable (interspecific variation)

Osnas et al. (2013) Science

Page 7: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Quantify trait area- and mass-proportionality across species

Total leaf trait i: Xik = (Massk μMi + Areak μAi)εik

Mass-normalized: XMik = (μMi + LMAk-1 μAi)εik

Area-normalized: XAik = (LMAkμMi + μAi)εik

μMi, μAi constant across speciesεik = random variable (interspecific variation)

Osnas et al. (2013) Science

Page 8: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Quantify trait area- and mass-proportionality across species

Total leaf trait i: Xik = (Massk μMi + Areak μAi)εik

Mass-normalized: XMik = (μMi + LMAk-1 μAi)εik

Area-normalized: XAik = (LMAkμMi + μAi)εik

μMi, μAi constant across speciesεik = random variable (interspecific variation)

Osnas et al. (2013) Science

Page 9: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Mass-normalization of area-proportional traits induces strong correlations

Osnas et al. (2013) Science; Lloyd et al. (2013) New Phytologist

Random N = random draws from lognormal distribution parameterized with GLOPNET Narea

GLOPNET LMA

“area-proportional”

Rand

om N

LMA

Area-normalized Mass-normalized

LMA

Rand

om A

max

LMA LMA

Rand

om N

Area-normalized Mass-normalized

Page 10: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Mass-normalization of area-proportional traits induces strong correlations

Osnas et al. (2013) Science; Lloyd et al. (2013) New Phytologist

Rand

om A

max

mas

s

Random Nmass

High LMA

Low LMA

Page 11: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Random area-normalized GLOPNET mass-normalized

Osnas et al. (2013) Science

Random mass-normalized

Page 12: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

How do we know if traits are area-proportional, mass-proportional, or something in between?

• Quantify trait mass-proportionality • Across species in the global flora

• Normalization-independent trait relationships

• Discuss consequences

Page 13: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Osnas et al. (2013) Science

Quantify trait area- and mass-proportionality across species

Total leaf:

Area-normalized:

Mass-normalized:

Area-normalized: log(XAik) = Ii + Si log(LMAk) + nik

Mass-normalized: log(XMik) = Ii + (Si − 1) log(LMAk) + nik

Ci, Si constant across speciesεik = distribution of interspecific variation

Si = mass-proportionality across species

nik is trait variation conditional on LMA (normalization-independent)

Page 14: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Osnas et al. (2013) Science

Quantify trait area- and mass-proportionality across species

Total leaf:

Area-normalized:

Mass-normalized:

Area-normalized: log(XAik) = Ii + nik

Mass-normalized: log(XMik) = Ii − log(LMAk) + nik

Ci, Si constant across speciesεik = distribution of interspecific variation

Purely area-proportional: Si = 0

Si = mass-proportionality across species

Page 15: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Osnas et al. (2013) Science

Quantify trait area- and mass-proportionality across species

Total leaf:

Area-normalized:

Mass-normalized:

Area-normalized: log(XAik) = Ii + log(LMAk) + nik

Mass-normalized: log(XMik) = Ii + nik

Ci, Si constant across speciesεik = distribution of interspecific variation

Si = mass-proportionality across species

Purely mass-proportional: Si = 1

Page 16: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Normalization-independent trait relationshipslog(XAik) = Ii + Si log(LMAk) + nik

• i = 1 to 4 (Amax, Rdark, N, and P)

Osnas et al. (2013) Science

Page 17: Foley et al. 1996 Barthlott et al. 1999 GLOPNET (Wright et al. 2004): 2500+ species Gas exchange rates Max net photosyn. (Amax) Dark respiration (Rdark)

Traits are mostly area-proportional across species in the global flora, although N and Rdark have minor but significant mass-proportional components.

Normalization by mass (substantially) or area (somewhat) can create potentially misleading structure in trait relationships – PC1 of mass-normalized GLOPNET data ≈ LMA

Using trait relationships– Functional diversity as a species continuum with at least 2

axes:• PC1 of normalization-independent PCA• LMA• Maybe LL, other traits


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