Skip to main content
. 2009 Sep 10;106(43):18067–18072. doi: 10.1073/pnas.0904862106

Table 1.

Modeling the macroevolution of seven 7 milkweed traits using GEIGER

Evolutionary model Gradual mode
Speciational mode
Interpretation
P-value Model parameter MLE LL AIC P-value Model parameter MLE LL AIC
Cardenolides
    Phylogenetic signal P = 0.007 P = 0.019 Phylogenetic signal in both models.
    Brownian motion −120.8 245.6 −124.2 252.4 O-U (stable optimum) is favored under both branch- length models.
    Shifting tempo δ = 3.810 −117.6 241.1 δ = 0.638 −123.8 253.6
    O-U α = 0.021 −117.4 240.9 α = 0.364 −119.4 244.9
Latex exudation
    Phylogenetic signal P = 0.012 P = 0.002 Phylogenetic signal in both models.
    Brownian motion −58.1 120.1 −68.1 140.2 Constant rate Brownian motion favored under gradual evolution.
    Shifting tempo δ = 0.504 −57.6 121.2 δ = 0.348 −65.8 137.6
    O-U α ≈ 0 −58.1 122.1 α = 0.129 −66.6 139.1 Shifting tempo evolution favored under speciational evolution (early burst, δ<1).
Trichome density
    Phylogenetic signal P = 0.040 P = 0.053 Phylogenetic signal in both models.
    Brownian motion −219.2 442.5 −224.5 453.0 Constant rate Brownian motion favored under both branch-length models.
    Shifting tempo δ = 0.564 −218.8 443.7 δ = 0.729 −224.2 454.5
    O-U α ≈ 0 −219.2 444.5 α ≈ 0.080 −224.3 454.6
Seed mass
    Phylogenetic signal P = 0.003 P = 0.384 Phylogenetic signal only in gradual model.
    Brownian motion −193.4 390.7 −219.9 443.8 Shifting tempo evolution favored under gradual evolution (early burst, δ < 1).
    Shifting tempo δ = 0.198 −190.8 387.6 δ = 0.096 −211.9 429.8
    O-U α ≈ 0 −193.4 392.7 α ≈ 0.422 −208.7 423.5 Stable optimum (O-U process) favored under speciational evolution.
Leaf water content
    Phylogenetic signal P = 0.336 P = 0.2756 No phylogenetic signal in either model.
    Brownian motion −167.4 338.8 −167.0 338.0 O-U (stable optimum) is favored under both branch-length models.
    Shifting tempo δ = 11.365 −157.7 321.4 δ = 1.964 −162.5 331.0
    O-U α ≈ 0.065 −157.7 321.4 α ≈ 0.735 −157.5 321.1
Specific leaf area
    Phylogenetic signal P = 0.079 P = 0.103 No phylogenetic signal in either model.
    Brownian motion −173.3 350.6 −174.5 353.0 O-U (stable optimum) is favored under both branch-length models.
    Shifting tempo δ = 8.329 −167.5 340.9 δ = 1.725 −173.1 352.3
    O-U α ≈ 0.047 −167.4 340.9 α ≈ 0.660 −167.2 340.5
Leaf size
    Phylogenetic signal P = 0.268 P = 0.4898 No phylogenetic signal in either model.
    Brownian motion −200.5 405.1 −204.7 413.4 O-U (stable optimum) is favored under both branch-length models.
    Shifting tempo δ = 8.243 −192.2 390.3 δ = 2.779 −196.8 399.5
    O-U α ≈ 0.048 −192.2 390.4 α ≈ 0.920 −192.8 391.5

Models were fit under 2 modes of evolution: gradual, in which phylogenetic distance is scaled as time, and speciational, in which phylogenetic distance is scaled as number of nodes (speciation events). The presence of phylogenetic signal was assessed using PHYSIG.M; P values reflect the probability of the data under the null hypothesis of no signal. Log Likelihood (LL) and Akaike's Information Criterion (AIC) values signify model fit (higher LL and lower AIC values indicate a better fit). A difference of 2 units is the cutoff for significance for tests of superior fit of one model over another using a likelihood ratio test (with df = 1). Fitted models include Brownian motion, shifting tempo, and stable optimum (O-U, modeled by an Ornstein-Uhlenbeck process). The shifting-tempo model assumes underlying Brownian motion evolution with an additional parameter (δ) that scales the relationship between branch length and character evolution. The O-U model includes a parameter (α) specifying the character's optimum. These analyses do not model directional trait evolution.