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Using biological data to test climate change refugia
Toni Lyn Morelli
with SP Maher, SR Beissinger, C Moritz,
K Nydick, J Ebersole, C Daly, S Dobrowski, D Dulen,
L Eastman, A Flint, L Flint, ST Jackson, C Kastely, M Lim,
JD Lundquist, CI Millar, WB Monahan, KT Redmond,
S Sawyer, & S Stock
Using biological data to test climate change refugia
Managing Climate Change Refugia
for Climate Adaptation
TL Morelli, SP Maher, K Nydick, J Ebersole,
WB Monahan, C Daly, S Dobrowski, D Dulen, ST Jackson, JD Lundquist, CI Millar, KT
Redmond, S Sawyer, S Stock, & SR Beissinger
Areas relatively buffered from contemporary climate change that enable persistence of valued resources
Morelli et al. In Review
PLOS ONE
Morelli et al. In Review
PLOS ONE Inspired by the CSCC, Stein et al. 2014
Climate change refugia
conservation cycle
Identify Climate Change Refugia
a) Target Refugial Processes
Examples of the physical basis for climate refugia
a) Target Refugial Processes
b) Model Stability Based on Recent or Future Climate
c) Locate Areas of High Resource Persistence or Diversity
Identify Climate Change Refugia
Montane Meadows
• Botanically diverse
• Important to animal communities
• Critical to hydrological function
• Significant to recreation and economy
U.S. Global Change Research Program
1991-2012 vs. 1901-1960
Observed U.S. Warming
California Climate Tracker
Record California Warming
Record California Drought
California Climate Tracker
Mann & Gleick 2015 PNAS
Modeling Climate Stability ~17,000 meadows
Fryjoff-Hung & Viers, 2012. http://meadows.ucdavis.edu/
Diff 1970-1999 & 1910-1939
PRISM ds to 270m
BCM (Flint et al. 2013)
Maher, Morelli et al. In Revision
climate.calcommons.org
Steps for Managing
Climate Change Refugia
Belding’s Ground Squirrel
(Urocitellus beldingi)
• Habitat specialist
• Highly detectable
• Group-living
Grinnell Surveys (1900-1939)
Persistent Sites = 43
Extirpated Sites = 31
Original Surveys: 1902-1966
Resurveys: 2003-2011
Detectability (p) > 0.995 for 2+ visits
42% Rate of Site Extirpations Across CA
Testing the Climate Refugia Map ~17,000 meadows
* All Sig at p <0.05 except SWE
Climate Refugia Predict Persistence
Morelli et al. In Review
Global Change Biology
Pro
port
ion o
f Sites
where
U. beld
ingi Pers
iste
d
2-Samp Wilcox. Test
**p <0.001
***p <0.0001
Climate Refugia Predict Occupancy
***
(N = 18)
(N = 20)
2011
**
**
in
Min
imu
m T
emp
Δ
in
An
nu
al P
reci
p
Δ
in
Ap
ril S
WE
Δ
Temperature correlates with Genetic Diversity
Modern Minimum Temperature (°C)
p = 0.002 R2adj = 0.66
Morelli et al. In Review
Global Change Biology
n = 124
Morelli et al. In Review
PLOS ONE
Morelli et al. 2012 Proc B
Persistence = Blue
n = 16 n = 18 n = 40
Modern Winter Temperature
p = 0.007
≤-4°C
Human modification
p = 0.036
>-4°C
Artificial Natural
- 1
- 0.8
- 0.6
- 0.4
- 0.2
- 0
Extirpation = Red
Pro
portio
n o
f Site
s
Where
U. b
eld
ingi P
ersist
Classification error rate (OOB estimate)
= 18.92%
Anthropogenic Refugia?
1970s
Thanks!
• Co-authors
• Funders
• NECSC colleagues
• Moritz Lab
• Beissinger Lab
• Michelle Koo
• Michelle Hershey
• Christina Kastely, Ilaria Mastroserio, Matt Pfannenstiel, & other field assistants
UC Davis Information Center for the Environment (ICE)
climate.calcommons.org northeastclimate.org