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Responses of phytoplankton to a
changing climate

Ian Jones, Ellie Mackay, Steve Thackeray
Lake Ecosystems Group
Centre for Ecology & Hydrology
ianj@ceh.ac.uk
The project hypotheses:
Climate and lakes
Alter grazing potential

Warming climate
Warmer water

Shallower mixed layers
Longer stratification

Stronger stratification

More light in epilimnion

Increase internal loading

Phytoplankton changes
Climate and lakes
Alter grazing potential

Warming climate
Warmer water

Shallower mixed layers
Longer stratification

Stronger stratification

More light in epilimnion

Increase internal loading

Phytoplankton changes
Windermere South Basin (WSB) 2007
25

10m

13m
19m

22m

25m

30m

oC
)

7m

16m
15

2m

4m
20

1m

35m

(
u
t
a
r
p
m
e
T

10

5

0
Jan Feb Mar Apr May Jun

Jul Aug Sep Oct Nov Dec
2007
WSB: Start, end and duration of
stratification
330
270

s
y
a
D

210
150
90
30
1965 1975 1985 1995 2005 2015
Year

Start: slope = -0.4 days/yr, P < 0.01
WSB: Start, end and duration of
stratification
330
270

s
y
a
D

210
150
90
30
1965 1975 1985 1995 2005 2015
Year

End: slope = 0.3 days/year, P < 0.05
WSB: Start, end and duration of
stratification
330
270

s
y
a
D

210
150
90
30
1965 1975 1985 1995 2005 2015
Year

Duration: slope = 0.7 days/yr, P<0.001
15
5 shallowest autumnal mixed layers
5 deepest autumnal mixed layers

-10

10

-20
-40

0
270

300
330
Day of Year

360

g
m
(
l
h
C

5

-30
)
m
(
h
t
p
D
d
e
x
i
M

-3

0

)

WSB Deep and Shallow years
WSB: ‘Deep’ and ‘Shallow’ years
15

-10

10

-20
-40

0
270

300
330
Day of Year

360

Chl in ‘shallow’ years; Chl in ‘deep’ years

g
m
(
l
h
C

5

-30
)
m
(
h
t
p
D
d
e
x
i
M

-3

)

0
Autumnal phytoplankton phenology
(last day chl > 6 mg m-3)

l
h
c
d
n
e
f
o
y
a
D

360
340
320
300
280
260
240

slope = 1.1; P<0.001

240 260 280 300 320 340 360
Day of overturn
WSB: Influence of more stratified days
280
240

slope = 0.6; P < 0.05

200
160
6
>
l
h
c
s
y
a
d
f
.
o
N

120
150 170 190 210 230 250
No. of stratified days
Influences of changing stratification
• There have been statistically significant delays in
overturn date and increases in total number of
stratified days
• Later overturn coincides with phytoplankton biomass
remaining higher for longer
• Years with more stratified days are years with more
days with higher phytoplankton biomass
15.00

-3

)

WSB: Oct & Nov mixed depths and chl

10.00

slope = 0.3; P < 0.001

g
m
(
l
h
c
.
v
A

5.00
0.00
-40.0 -30.0 -20.0 -10.0
Mixed Depth (m)

0.0
WSB: Oct & Nov change of mixed depth
with air temperature
0.0
-10.0

slope = 1.9, P < 0.001

-20.0

)
m
(
h
t
p
d
e
x
i
M

-30.0
-40.0
4.00 6.00 8.00 10.00 12.00
Air temp (oC)
Change over time of Oct & Nov md
0.0
-10.0
-20.0

slope = 0.1; P < 0.05

d
e
x
i
M

m
(
h
t
p
e
d
)

-30.0
-40.0
1965 1975 1985 1995 2005 2015
Year
Autumnal mixed depths changes
• Shallower autumnal mixed depths coincide with
increased autumnal phytoplankton biomass
• Autumnal mixed depths are shallower in years which
have higher autumnal air temperatures
• Since 1967 there has been a statistically significant
shallowing of the autumnal mixed layer
WSB & WNB overturn
(Windermere South Basin & Windermere North Basin)

360
330

r
e
f
o
y
a
D

300
270
1965 1975 1985 1995 2005 2015
Year

WSB
WSB & WNB overturn
(Windermere South Basin & Windermere North Basin)

360
330

r
e
f
o
y
a
D

300
270
1965 1975 1985 1995 2005 2015
Year

WNB
WSB
Significance of relationships between
mixed depth and chl
0.80
0.60
0.40

P < 0.01

0.20

WSB

P < 0.001

P < 0.05

0.00
P < 0.05

-0.40

P < 0.01

-0.60

P < 0.001

e
u
l
a
v
R
'

-0.20

240

260

280

300
320
Day of year

340

360
Significance of relationships between
mixed depth and chl
WSB

P < 0.001
P < 0.01
P < 0.05
P < 0.05
P < 0.01

WNB

P < 0.001
WNB: Autumnal phytoplankton phenology
(last day chl > 3 mg m-3)
360

slope = 0.4; P < 0.05

330
300

3
>
l
h
c
f
o
y
d
t
s
a
L

270
270

300
330
Day of overturn

360
WNB: Influence of more stratified days

3
>
l
h
c
s
y
a
d
f
.
o
N

300
270
240
210
180
150

slope = 0.6; P < 0.001

180

210 240 270
No. of stratified days

300
-3

)

WNB: Mixed depths and chl
(days 312-342)
8.00
6.00

slope = 0.05, P < 0.05

4.00

g
m
(
l
h
c
.
v
A

2.00
0.00
-60.00

-40.00 -20.00
Mixed depth (m)

0.00
Summary
• Later overturn coincides with delayed seasonal decline
of phytoplankton biomass
• More stratified days coincides with more days with
high phytoplankton biomass
• Shallower autumnal mixed layers coincide with
increased autumnal phytoplankton biomass
• More pronounced effects in WSB than WNB (WNB
overturns later, when light availability is reduced)
• Longer stratification and shallower mixed depths
related to warmer air temperature
• Significant trends since 1967
Forward look
• Extend examination to include other available longterm data sets (such as Esthwaite Water)
• Examination of effects on individual phytoplankton
species
• Interrogation with process-based model

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Responses of phytoplankton to a changing climate

  • 1. Responses of phytoplankton to a changing climate Ian Jones, Ellie Mackay, Steve Thackeray Lake Ecosystems Group Centre for Ecology & Hydrology ianj@ceh.ac.uk
  • 3. Climate and lakes Alter grazing potential Warming climate Warmer water Shallower mixed layers Longer stratification Stronger stratification More light in epilimnion Increase internal loading Phytoplankton changes
  • 4. Climate and lakes Alter grazing potential Warming climate Warmer water Shallower mixed layers Longer stratification Stronger stratification More light in epilimnion Increase internal loading Phytoplankton changes
  • 5. Windermere South Basin (WSB) 2007 25 10m 13m 19m 22m 25m 30m oC ) 7m 16m 15 2m 4m 20 1m 35m ( u t a r p m e T 10 5 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2007
  • 6. WSB: Start, end and duration of stratification 330 270 s y a D 210 150 90 30 1965 1975 1985 1995 2005 2015 Year Start: slope = -0.4 days/yr, P < 0.01
  • 7. WSB: Start, end and duration of stratification 330 270 s y a D 210 150 90 30 1965 1975 1985 1995 2005 2015 Year End: slope = 0.3 days/year, P < 0.05
  • 8. WSB: Start, end and duration of stratification 330 270 s y a D 210 150 90 30 1965 1975 1985 1995 2005 2015 Year Duration: slope = 0.7 days/yr, P<0.001
  • 9. 15 5 shallowest autumnal mixed layers 5 deepest autumnal mixed layers -10 10 -20 -40 0 270 300 330 Day of Year 360 g m ( l h C 5 -30 ) m ( h t p D d e x i M -3 0 ) WSB Deep and Shallow years
  • 10. WSB: ‘Deep’ and ‘Shallow’ years 15 -10 10 -20 -40 0 270 300 330 Day of Year 360 Chl in ‘shallow’ years; Chl in ‘deep’ years g m ( l h C 5 -30 ) m ( h t p D d e x i M -3 ) 0
  • 11. Autumnal phytoplankton phenology (last day chl > 6 mg m-3) l h c d n e f o y a D 360 340 320 300 280 260 240 slope = 1.1; P<0.001 240 260 280 300 320 340 360 Day of overturn
  • 12. WSB: Influence of more stratified days 280 240 slope = 0.6; P < 0.05 200 160 6 > l h c s y a d f . o N 120 150 170 190 210 230 250 No. of stratified days
  • 13. Influences of changing stratification • There have been statistically significant delays in overturn date and increases in total number of stratified days • Later overturn coincides with phytoplankton biomass remaining higher for longer • Years with more stratified days are years with more days with higher phytoplankton biomass
  • 14. 15.00 -3 ) WSB: Oct & Nov mixed depths and chl 10.00 slope = 0.3; P < 0.001 g m ( l h c . v A 5.00 0.00 -40.0 -30.0 -20.0 -10.0 Mixed Depth (m) 0.0
  • 15. WSB: Oct & Nov change of mixed depth with air temperature 0.0 -10.0 slope = 1.9, P < 0.001 -20.0 ) m ( h t p d e x i M -30.0 -40.0 4.00 6.00 8.00 10.00 12.00 Air temp (oC)
  • 16. Change over time of Oct & Nov md 0.0 -10.0 -20.0 slope = 0.1; P < 0.05 d e x i M m ( h t p e d ) -30.0 -40.0 1965 1975 1985 1995 2005 2015 Year
  • 17. Autumnal mixed depths changes • Shallower autumnal mixed depths coincide with increased autumnal phytoplankton biomass • Autumnal mixed depths are shallower in years which have higher autumnal air temperatures • Since 1967 there has been a statistically significant shallowing of the autumnal mixed layer
  • 18. WSB & WNB overturn (Windermere South Basin & Windermere North Basin) 360 330 r e f o y a D 300 270 1965 1975 1985 1995 2005 2015 Year WSB
  • 19. WSB & WNB overturn (Windermere South Basin & Windermere North Basin) 360 330 r e f o y a D 300 270 1965 1975 1985 1995 2005 2015 Year WNB WSB
  • 20. Significance of relationships between mixed depth and chl 0.80 0.60 0.40 P < 0.01 0.20 WSB P < 0.001 P < 0.05 0.00 P < 0.05 -0.40 P < 0.01 -0.60 P < 0.001 e u l a v R ' -0.20 240 260 280 300 320 Day of year 340 360
  • 21. Significance of relationships between mixed depth and chl WSB P < 0.001 P < 0.01 P < 0.05 P < 0.05 P < 0.01 WNB P < 0.001
  • 22. WNB: Autumnal phytoplankton phenology (last day chl > 3 mg m-3) 360 slope = 0.4; P < 0.05 330 300 3 > l h c f o y d t s a L 270 270 300 330 Day of overturn 360
  • 23. WNB: Influence of more stratified days 3 > l h c s y a d f . o N 300 270 240 210 180 150 slope = 0.6; P < 0.001 180 210 240 270 No. of stratified days 300
  • 24. -3 ) WNB: Mixed depths and chl (days 312-342) 8.00 6.00 slope = 0.05, P < 0.05 4.00 g m ( l h c . v A 2.00 0.00 -60.00 -40.00 -20.00 Mixed depth (m) 0.00
  • 25. Summary • Later overturn coincides with delayed seasonal decline of phytoplankton biomass • More stratified days coincides with more days with high phytoplankton biomass • Shallower autumnal mixed layers coincide with increased autumnal phytoplankton biomass • More pronounced effects in WSB than WNB (WNB overturns later, when light availability is reduced) • Longer stratification and shallower mixed depths related to warmer air temperature • Significant trends since 1967
  • 26. Forward look • Extend examination to include other available longterm data sets (such as Esthwaite Water) • Examination of effects on individual phytoplankton species • Interrogation with process-based model