Ecological Archives E096-072-A1

Petr Pyšek, Ameur M. Manceur, Christina Alba, Kirsty F. McGregor, Jan Pergl, Kateřina Štajerová, Milan Chytrý, Jiří Danihelka, John Kartesz, Jitka Klimešová, Magdalena Lučanová,10 Lenka Moravcová, Misako Nishino, Jiří Sádlo, Jan Suda, Lubomír Tichý, and Ingolf Kühn. 2015. Naturalization of central European plants in North America: species traits, habitats, propagule pressure, residence time. Ecology 96:762–774. http://dx.doi.org/10.1890/14-1005.1

Appendix A. Parsimonious regression tree, magnitude of the coefficients, and the probability of significance for parsimonious models.

FigA1

Fig. A1. Flowchart of the steps of statistical analysis. In white: steps which require quality control and are iterative (repeated until criteria met). Abbreviations: RMSR, root mean square residuals (a measure of model fit), PGIF: parsimony goodness of fit index (a measure of parsimony).


 

FigA2

Fig. A2.Parsimonious regression tree to predict the number of North American regions invaded based on all traits (R² = 0.43). Average number of regions and, in brackets, the number of species in the group are shown for each terminal node.


 

FigA3

Fig. A3. Parsimonious regression tree to predict cultivation in the invaded range with all traits except cultivation in the native range, minimum residence time and regional frequency in the native range, expressed as the number of grid cells occupied by the species. Average cultivation index in the invaded range and the number of species in the group are shown for each terminal node.


 

FigA4

Fig. A4. Parsimonious regression tree to predict cultivation in the native range with all traits except cultivation in the invaded range, minimum residence time and regional frequency in the native range. Average cultivation index in the native range and the number of species in the group are shown for each terminal node.


 

FigA5

Fig. A5. Least parsimonious model which shows a path analysis with direct effects of biological traits on each driver of the invasion process: it fits the data best (RMSR = 0.06 ) but is not parsimonious (PGIF = 0.08); rather it is the most complex model. This model suggests that there are direct effects of the biological traits on each driver of invasion but several effects are rather negligible since the parameter estimates are small. (Note that the existence of an effect is accepted when the p value of the parameter estimate is less than 0.05). Also, in this model the biological traits explain a large part of variation in the number of North American regions invaded so that the size of the effect between the number of habitats and number of regions invaded is very small, and some of the parameter estimates show an unexpected negative sign (although the size of these effects is small and often not significant). This is symptomatic of an overfit model so Figs. 2, 3, and 4 in the main text result from a simplification of the path diagram shown here. Variables with nonsignificant effects are not framed.


 

Table A1. Magnitude of the coefficients and the probability of significance for the most parsimonious model presented in Fig. 1 in the main text. Since the variables are standardized, the estimate of the coefficient is also a measure of importance (large in absolute value means more important). Note: ~ signifies a regression path, whereas a ~~ signifies covariance.

 

 

Estimate

Std. err

Z value

P(>|z|)

Regressions

 

 

 

 

Number of regions in North America~

Number of habitats

7.539

0.845

8.921

0.000

 

Minimum residence time

9.894

0.795

12.439

0.000

Minimum residence time~

Cultivation in invaded range

0.525

0.051

10.401

0.000

Cultivation in invaded range~

Cultivation in native range

1.274

0.177

7.186

0.000

Cultivation in native range ~

Regional frequency

0.290

0.047

6.237

0.000

Regional frequency~

Number of habitats

0.918

0.043

21.568

0.000

Number of habitats~

Stress-tolerant life strategy

-0.479

0.088

-5.445

0.000

 

Seed bank persistence

0.510

0.041

12.359

0.000

 

Specific leaf area

0.050

0.049

1.022

0.307

 

Leaf dry matter content

0.041

0.042

0.974

0.330

 

Flowering period

0.153

0.040

3.814

0.000

 

Clonality

0.084

0.021

3.968

0.000

 

Height

0.073

0.037

1.943

0.052

 

Propagule size

0.150

0.034

4.433

0.000

Covariances

 

 

 

 

Stress-tolerant life strategy ~~

Seed bank persistence

0.014

0.023

0.606

0.545

 

Specific leaf area

0.039

0.022

1.808

0.071

 

Leaf dry matter content

-0.106

0.023

-4.646

0.000

 

Flowering period

0.004

0.024

0.145

0.885

 

Clonality

0.203

0.042

4.864

0.000

 

Height

-0.149

0.027

-5.611

0.000

 

Propagule size

-0.123

0.026

-4.816

0.000

Seed bank persistence ~~

Specific leaf area

0.034

0.048

0.693

0.488

 

Leaf dry matter content

-0.003

0.047

-0.064

0.949

 

Flowering period

0.301

0.047

6.466

0.000

 

Clonality

0.270

0.085

3.184

0.001

 

Height

-0.166

0.054

-3.072

0.002

 

Propagule size

-0.305

0.065

-4.662

0.000

Specific leaf area ~~

Leaf dry matter content

-0.302

0.049

-6.164

0.000

 

Flowering period

0.179

0.047

3.818

0.000

 

Clonality

-0.027

0.092

-0.298

0.766

 

Height

-0.116

0.045

-2.594

0.009

 

Propagule size

-0.072

0.046

-1.558

0.119

Leaf dry matter content~~

Flowering period

-0.244

0.046

-5.312

0.000

 

Clonality

0.029

0.089

0.331

0.741

 

Height

0.260

0.054

4.798

0.000

 

Propagule size

0.071

0.047

1.508

0.131

Flowering period ~~

Clonality

-0.017

0.097

-0.175

0.861

 

Height

-0.274

0.055

-5.004

0.000

 

Propagule size

-0.209

0.055

-3.833

0.000

Clonality~~

Height

-0.147

0.090

-1.639

0.101

 

Propagule size

-0.068

0.081

-0.839

0.401

Height ~~

Propagule size

0.393

0.141

2.78

0.005

 

Table A2. Magnitude of the coefficients and the probability of significance for the highly parsimonious model with improved fit represented in Fig. 2 in the main text. Since the variables are standardized the estimate of the coefficient is also a measure of importance (large in absolute value means more important). Note: ~ signifies a regression path, whereas a ~~ signifies covariance.

 

 

Estimate

Std. err

Z value

P(>|z|)

Regressions

 

 

 

 

Number of regions in North America~

Number of habitats

8.471

0.864

9.800

0.000

 

Minimum residence time

9.887

0.830

11.907

0.000

Minimum residence time~

Cultivation in invaded range

0.479

0.050

9.654

0.000

Cultivation in invaded range~

Cultivation in native range

0.838

0.078

10.740

0.000

Cultivation in native range ~

Stress-tolerant life strategy

-0.250

0.097

-2.582

0.010

 

Specific leaf area

-0.067

0.037

-1.799

0.072

 

Height

0.148

0.044

3.383

0.001

 

Propagule size

0.134

0.051

2.613

0.009

 

Regional frequency

0.314

0.044

7.147

0.000

Regional frequency ~

Number of habitats

0.905

0.042

21.597

0.000

Number of habitats ~

Stress-tolerant life strategy

-0.372

0.082

-4.521

0.000

 

Seed bank persistence

0.517

0.040

12.842

0.000

 

Flowering period

0.182

0.040

4.535

0.000

 

Clonality

0.081

0.020

3.966

0.000

 

Height

0.069

0.037

1.882

0.060

 

Propagule size

0.122

0.035

3.464

0.001

Covariances

 

 

 

 

 

Stress-tolerant life strategy ~~

Specific leaf area

0.034

0.021

1.603

0.109

 

Height

-0.151

0.027

-5.691

0.000

 

Propagule size

-0.124

0.026

-4.859

0.000

 

Seed bank persistence

0.014

0.023

0.590

0.555

 

Flowering period

0.005

0.024

0.195

0.845

 

Clonality

0.197

0.042

4.693

0.000

Specific leaf area ~~

Height

-0.112

0.045

-2.483

0.013

 

Propagule size

-0.063

0.046

-1.367

0.172

 

Seed bank persistence

0.070

0.054

1.290

0.197

 

Flowering period

0.191

0.047

4.091

0.000

 

Clonality

-0.015

0.091

-0.166

0.868

Height ~~

Propagule size

0.384

0.141

2.733

0.006

 

Seed bank persistence

-0.166

0.055

-3.007

0.003

 

Flowering period

-0.275

0.056

-4.925

0.000

 

Clonality

-0.129

0.092

-1.401

0.161

Propagule size ~~

Seed bank persistence

-0.309

0.067

-4.620

0.000

 

Flowering period

-0.213

0.055

-3.865

0.000

 

Clonality

-0.055

0.081

-0.680

0.496

Seed bank persistence ~~

Flowering period

0.295

0.047

6.305

0.000

 

Clonality

0.271

0.085

3.199

0.001

Flowering period ~~

Clonality

-0.020

0.097

-0.209

0.834

 

Table A3. Magnitude of the coefficients and the probability of significance for the most parsimonious model including additional feedbacks between the regional frequency in the native range and cultivation in the native range, and a direct link between cultivation in the invaded range and the number of North American regions invaded (represented in Fig. 3 in the main text). Since the variables are standardized the estimate of the coefficient is also a measure of importance (large in absolute value means more important). Note: ~ signifies a regression path, whereas a ~~ signifies covariance.

 

 

Estimate

Std.err

Z value

P(>|z|)

Regressions

 

 

 

 

Number of regions in North America~

Number of habitats

8.032

0.906

8.869

0.000

 

Minimum residence time

7.988

0.850

9.397

0.000

 

Cultivation in invaded range

2.465

0.969

2.544

0.011

Minimum residence time~

Cultivation in invaded range

0.454

0.052

8.699

0.000

Cultivation in invaded range~

Cultivation in native range

0.759

0.066

11.425

0.000

Cultivation in native range ~

Stress-tolerant life strategy

-0.290

0.100

-2.884

0.004

 

Specific leaf area

-0.063

0.038

-1.656

0.098

 

Height

0.166

0.045

3.654

0.000

 

Propagule size

0.111

0.049

2.275

0.023

 

Regional frequency

0.253

0.051

4.911

0.000

Regional frequency ~

Number of habitats

0.864

0.041

20.872

0.000

 

Cultivation in native range

0.164

0.051

3.209

0.001

Number of habitats~

Stress-tolerant life strategy

-0.334

0.082

-4.074

0.000

 

Seed bank persistence

0.518

0.040

12.98

0.000

 

Flowering period

0.185

0.040

4.610

0.000

 

Clonality

0.081

0.020

3.949

0.000

 

Height

0.055

0.037

1.472

0.141

 

Propagule size

0.108

0.033

3.296

0.001

Covariances

 

 

 

 

Stress-tolerant life strategy ~~

sla

0.035

0.021

1.617

0.106

 

Height

-0.152

0.027

-5.724

0.000

 

Propagule size

-0.125

0.026

-4.891

0.000

 

Seed bank persistence

0.011

0.023

0.466

0.641

 

Flowering period

0.004

0.024

0.157

0.875

 

Clonality

0.193

0.042

4.590

0.000

Specific leaf area ~~

Height

-0.113

0.045

-2.517

0.012

 

Propagule size

-0.065

0.046

-1.401

0.161

 

Seed bank persistence

0.070

0.054

1.297

0.195

 

Flowering period

0.191

0.047

4.095

0.000

 

Clonality

-0.016

0.091

-0.175

0.861

Height ~~

Propagule size

0.407

0.142

2.871

0.004

 

Seed bank persistence

-0.157

0.055

-2.833

0.005

 

Flowering period

-0.273

0.056

-4.860

0.000

 

Clonality

-0.120

0.092

-1.298

0.194

Propagule size ~~

Seed bank persistence

-0.300

0.067

-4.499

0.000

 

Flowering period

-0.211

0.055

-3.835

0.000

 

Clonality

-0.054

0.081

-0.659

0.510

Seed bank persistence ~~

Flowering period

0.294

0.047

6.295

0.000

 

Clonality

0.272

0.085

3.201

0.001

Flowering period ~~

Clonality

-0.021

0.097

-0.212

0.832


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