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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

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)

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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