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to biofuels derived from food and feed crops,
despitetheirsimilareffectsonfoodproduction
andcropland.UnlesstheEUfixesthisproblem,
the more it restricts fossil carbon, the more it
willencouragediversionofcroplandtoenergy
cropsandoutsourceitsfoodproduction.
The best solution is to incorporate the ‘car-
bon opportunity cost’ of land use into the
accountingofemissionsfrombioenergyinall
climateandenergylaws.Thiscostcanbemeas-
uredsimplyasthecarbonthatcouldotherwise
be stored by regrowing native vegetation. A
superior approach would use carbon oppor-
tunitycosts,aswehavedonehere,tocalculate
theaveragecarboncosttoreproducethesame
foodelsewhere.Thisapproachdoesnotrequire
a switch to consumption-based accounting
but recognizes that land use has an opportu-
nity cost, which should be factored into the
life-cycleanalysesofbioenergyusedbytheEU.
Saving terrestrial carbon and biodiversity
startsbyreducing,notoutsourcing,Europe’s
landcarbonfootprint.AdaptingEurope’splan
can deliver a more beneficial land future.
Theauthors
Timothy Searchinger is a senior research
scholar at the Center for Policy Research
on Energy and the Environment, Princeton
University, New Jersey, USA; and technical
director of the Food Program, World
Resources Institute, Washington DC, USA.
Oliver James is a professional specialist at the
Center for Policy Research on Energy and the
Environment, Princeton University, New Jersey,
USA. Patrice Dumas is a senior researcher at
the French Agricultural Research Centre for
International Development (CIRAD), Paris,
France. Thomas Kastner is a senior scientist
at Senckenberg Biodiversity and Climate
Research Centre, Frankfurt am Main, Germany.
Stefan Wirsenius is associate professor in
environmental and resource assessments
of agriculture at Chalmers University of
Technology, Gothenburg, Sweden.
e-mail: tsearchi@princeton.edu
1. Searchinger, T., Waite, R., Hanson, C., Ranganathan, J.
& Dumas, P. Creating a Sustainable Food Future
(ed. Matthews, E.) (World Resources Institute,
World Bank & United Nations, 2019).
2. Schmitz, C. et al. Agric. Econ. 45, 69–84 (2014).
3. Potapov, P. et al. Nature Food 3, 19–28 (2022).
4. Fuchs, R., Herold, M., Verburg, P. H. & Clevers, J. G. P. W.
Biogeosciences 10, 1543–1559 (2013).
5. Springmann, M. et al. Nature 562, 519–525 (2018).
6. Fuchs, R., Brown, C. & Rounsevell, M. Nature 586, 671–673
(2020) .
7. Pendrill, F. et al. Glob. Environ. Change 56, 1–10 (2019).
8. Searchinger, T. D., Wirsenius, S., Beringer, T. & Dumas, P.
Nature 564, 249–253 (2018).
9. European Commission. New EU Forest Strategy for 2030
(EC, 2021).
10. Searchinger, T. D., Beringer, T. & Strong, A. Energy Policy
110, 434–446 (2017).
The authors declare no competing interests.
Supplementary information accompanies this article
(see go.nature.com/3exdqbn).
Biodiversitylossand
climateextremes—
studythefeedbacks
Miguel D. Mahecha, Ana Bastos, Friedrich J. Bohn, Nico Eisenhauer, Hannes
Feilhauer, Henrik Hartmann, Thomas Hickler, Heike Kalesse-Los, Mirco
Migliavacca, Friederike E. L. Otto, Jian Peng, Johannes Quaas, Ina Tegen,
Alexandra Weigelt, Manfred Wendisch & Christian Wirth
Enoughofsilos:develop
ajointscientificagenda
tounderstandthe
intertwinedglobalcrisesof
theEarthsystem.
A
s humans warm the planet, biodiver-
sityisplummeting.Thesetwoglobal
crises are connected in multiple
ways. But the details of the intricate
feedbackloopsbetweenbiodiversity
declineandclimatechangeareastonishingly
under-studied.
It is well known that climate extremes such
as droughts and heatwaves can have devas-
tating impacts on ecosystems and, in turn,
Dead spruce trees in Schleiden, Germany, as seen at infrared wavelengths.
30 | Nature | Vol 612 | 1 December 2022
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that degraded ecosystems have a reduced
capacitytoprotecthumanityagainstthesocial
and physical impacts of such events. Yet only
a few such relationships have been probed
in detail. Even less well known is whether
biodiversity-depleted ecosystems will also
have a negative effect on climate, provoking
or exacerbating weather extremes.
For us, a group of researchers living and
workingmainlyinCentralEurope,thewake-up
call was the sequence of heatwaves of 2018,
2019 and 2022. It felt unreal to watch a flood-
plain forest suffer drought stress in Leip-
zig, Germany. Across Germany, more than
380,000hectaresoftreeshavenowbeendam-
aged(seego.nature.com/3etrrnp;inGerman),
andtheforestrysectorisstrugglingwithhow
toplanrestorationactivitiesoverthecoming
decades1
. What could have protected these
ecosystems against such extremes? And how
will the resultant damage further impact our
climate?
In June 2021, the Intergovernmental Panel
onClimateChange(IPCC)andtheIntergovern-
mental Science-Policy Platform on Biodiver-
sityandEcosystemServices(IPBES)published
their first joint report2
, acknowledging the
need for more collaborative work between
these two domains. And some good policy
moves are afoot: the new EU Forest Strategy
for 2030, released in July 2021, and other
high-level policy initiatives by the European
Commission, formally recognize the multi-
functional value of forests, including their
roleinregulatingatmosphericprocessesand
climate. But much more remains to be done.
To thoroughly quantify the risk that
lies ahead, ecologists, climate scientists,
remote-sensing experts, modellers and data
scientistsneedtoworktogether.Theupcom-
ingmeetingoftheUnitedNationsConvention
onBiologicalDiversityinMontreal,Canada,in
December is a good opportunity to catalyse
such collaboration.
Buffersandresponses
When lamenting the decline in biodiversity,
most people think first about the tragedy of
species driven to extinction. There are more
subtle changes under way, too.
For instance, a study across Germany
showedthatoverthepastcentury,mostplant
specieshavedeclinedincover,withonlyafew
increasinginabundance3
.Alsoaffectedisspe-
ciesfunctionality4
—geneticdiversity,andthe
diversityofformandstructurethatcanmake
communities more or less efficient at taking
upnutrients,resistingheatorsurvivingpath-
ogen attacks.
When entire ecosystems are transformed,
theirfunctionalityisoftendegraded.Theyare
leftwithlesscapacitytoabsorbpollution,store
carbon dioxide, soak up water, regulate tem-
peratureandsupportvitalfunctionsforother
organisms, including humans5
. Conversely,
higherlevelsoffunctionalbiodiversityincrease
the odds of an ecosystem coping with unex-
pected events, including climate extremes.
Thisisknownastheinsuranceeffect6
.
The effect is well documented in field
experiments and modelling studies. And
thereismountingevidenceofitinecosystem
responses to natural events. A global synthe-
sisofvariousdroughtconditionsshowed,for
instance,thatforestsweremoreresilientwhen
trees with a greater diversity of strategies for
usingandtransportingwaterlivedtogether7
.
However, biodiversity cannot protect all
ecosystems against all kinds of impacts. In a
studythisyearacrossplotsintheUnitedStates
andCanada,forexample,mortalitywasshown
tobehigherindiverseforestecosystems8
.The
proposed explanation for this unexpected
result was that greater biodiversity could
also foster more competition for resources.
Whenextremeeventsinducestress,resources
canbecomescarceinareaswithhighbiomass
andcompetitioncansuddenlydrivemortality,
overwhelming the benefits of cohabitation.
Whether or not higher biodiversity protects
an ecosystem from an extreme is highly
site-specific.
Some plants respond to drought by reduc-
ingphotosynthesisandtranspirationimmedi-
ately;otherscanmaintainbusinessasusualfor
much longer, stabilizing the response of the
ecosystem as a whole. So the exact response
of ecosystems to extremes depends on inter-
actionsbetweenthetypeofevent,plantstrat-
egies,vegetationcompositionandstructure.
Which plant strategies will prevail is hard
topredictandhighlydependentonthedura-
tionandseverityoftheclimaticextreme,and
on previous extremes9
. Researchers cannot
fullyexplainwhysomeforests,treespeciesor
individualplantssurviveincertainregionshit
byextremeclimateconditions,whereasentire
stands disappear elsewhere10
. One study of
beech trees in Germany showed that survival
chances had a genomic basis11
, yet it is not
clear whether the genetic variability present
inforestswillbesufficienttocopewithfuture
conditions.
Anditcantakeyearsforecosystemimpacts
toplayout.Theeffectsofthetwoconsecutive
hotdroughtyears,2018and2019,wereaneye-
openerformanyofus.InLeipzig,treegrowth
declined,pathogensproliferatedandashand
mapletreesdied.Thedoubleblow,interrupted
byamildwinter,ontopofthelong-termlossof
soilmoisture,ledtotreesdyingat4–20times
theusualratethroughoutGermany,depending
on the species (see go.nature.com/3etrrnp;
inGerman).Thedevastationpeakedin2020.
Ecosystem changes can also affect atmos-
phericconditionsandclimate.Notably,land-
use change can alter the brightness (albedo)
oftheplanet’ssurfaceanditscapacityforheat
exchange.Buttherearemore-complexmech-
anisms of influence.
Vegetation can be a source or sink for
atmospheric substances. A study published
in 2020 showed that vegetation under stress
is less capable of removing ozone than are
unstressed plants, leading to higher levels of
airpollution12
.Pollenandotherbiogenicparti-
clesemittedfromcertainplantscaninducethe
freezingofsupercooledclouddroplets,allow-
ingiceincloudstoformatmuchwarmertem-
peratures13
, with consequences for rainfall14
.
Changestospeciescompositionandstresscan
alterthedynamicsoftheseparticleemissions.
Plantstressalsomodifiestheemissionofbio-
genic volatile organic gases, which can form
secondaryparticles.Wildfires—enhancedby
drought and monocultures — affect clouds,
weather and climate through the emission of
greenhouse gases and smoke particles. Sat-
ellite data show that afforestation can boost
“Itisnotclearwhetherthe
geneticvariabilitypresent
inforestswillbesufficientto
copewithfutureconditions.”
BERND
LAUTER/GETTY
Nature | Vol 612 | 1 December 2022 | 31
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the formation of low-level, cooling cloud
cover15
by enhancing the supply of water to
the atmosphere.
Researchpriorities
An important question is whether there is a
feedback loop: will more intense, and more
frequent, extremes accelerate the degrada-
tion and homogenization of ecosystems,
which then, in turn, promote further climate
extremes? So far, we don’t know.
Onereasonforthislackofknowledgeisthat
researchhassofarbeenselective:moststudies
havefocusedontheimpactsofdroughtsand
heatwaves on ecosystems. Relatively little is
known about the impacts of other kinds of
extremes, such as a ‘false spring’ caused by
an early-season bout of warm weather, a late
springfrost,heavyrainfallevents,ozonemax-
ima, or exposure to high levels of solar radia-
tion during dry, cloudless weather.
Researchers have no overview, much less a
global catalogue, of how each dimension of
biodiversity interacts with the full breadth of
climate extremes in different combinations
and at multiple scales. In an ideal world, sci-
entists would know, for example, how the
variation in canopy density, vegetation age,
and species diversity protects against storm
damage; and whether and how the diversity
of canopy structures controls atmospheric
processessuchascloudformationinthewake
of extremes. Researchers need to link spatio­
temporal patterns of biodiversity with the
responses of ecosystem processes to climate
extremes.
Creating such a catalogue is a huge chal-
lenge, particularly given the more frequent
occurrence of extremes with little or no prec-
edent16
. Scientists will also need to account
fortheincreasinglikelihoodofpile-upsofcli-
matestressors.Thewaysinwhichecosystems
respondtocompoundevents17
couldbequite
different.Researcherswillhavetostudywhich
facets of biodiversity (genetic, physiological,
structural)arerequiredtostabilizeecosystems
andtheirfunctionsagainsttheseonslaughts.
There is at least one piece of good news:
tools for data collection and analysis are
improving fast, with huge advances over the
past decade in satellite-based observations
forbothclimateandbiodiversitymonitoring.
TheEuropeanCopernicusEarth-observation
programme, for example ­— which includes
the Sentinel 1 and 2 satellite fleet, and other
recently launched missions that cover the
most important wavelengths of the electro-
magnetic spectrum — offer metre-scale reso-
lutionobservationsofthebiochemicalstatus
ofplantsandcanopystructure.Atmospheric
states are recorded in unprecedented detail,
vertically and in time.
Scientists must now make these data inter-
operable and integrate them with in situ
observations.Thelatterischallenging.Onthe
ground, a new generation of data are being
collectedbyresearchersandbycitizenscien-
tists18
.Forexample,uniqueinsightsintoplant
responses to stress are coming from time-
lapse photography of leaf orientation; accel-
erometermeasuresofmovementpatternsof
stemshavebeenshowntoprovideproxiesfor
the drought stress of trees19
.
High-quality models are needed to turn
thesedataintopredictions.Thedevelopment
offunctional‘digitaltwins’oftheclimatesys-
tem is now in reach. These models replicate
hydrometeorological processes at the metre
scale, and are fast enough to allow for rapid
scenario development and testing20
. The
analogous models for ecosystems are still
in a more conceptual phase. Artificial-intel-
ligencemethodswillbekeyhere,tostudylinks
between climate extremes and biodiversity.
Researchers can no longer afford to track
global transformations of the Earth system
in disciplinary silos. Instead, ecologists and
climate scientists need to establish a joint
agenda, so that humanity is properly fore-
warned: of the risks of removing biodiversity
buffers against climate extremes, and of the
risk of thereby amplifying these extremes.
Theauthors
Miguel D. Mahecha is professor of modelling
approaches in remote sensing at the Remote
Sensing Centre for Earth System Research of
Leipzig University and the Helmholtz Centre
for Environmental Research (UFZ), and a
member of the German Centre for Integrative
Biodiversity Research (iDiv) Halle-Jena-Leipzig,
Germany. Ana Bastos, Friedrich J Bohn,
Nico Eisenhauer, Hannes Feilhauer, Henrik
Hartmann, Thomas Hickler, Heike Kalesse-
Los, Mirco Migliavacca, Friederike E. L.
Otto, Jian Peng, Johannes Quaas, Ina Tegen,
Alexandra Weigelt, Manfred Wendisch,
Christian Wirth.
e-mail: miguel.mahecha@uni-leipzig.de
1. Popkin, G. Science 374, 1184–1189 (2021).
2. Pörtner, H.-O. et al. Scientific outcome of the IPBES-IPCC
co-sponsored workshop on biodiversity and climate
change (IPBES Secretariat, 2021). Available at https://doi.
org/10.5281/zenodo.5101125
3. Jandt, U. et al. Nature 611, 512–518 (2022).
4. Oliver, T. H. et al. Nature Commun. 6, 10122 (2015).
5. Isbell, F. et al. Nature 546, 65–72 (2017).
6. Loreau, M. et al. Biol. Rev. 96, 2333–2354 (2021).
7. Anderegg, W. R. et al. Nature 561, 538–541 (2018).
8. Searle, E. B., Chen, H. Y. H. & Paquette, A. Proc. Natl Acad.
Sci. USA 119, e2013171119 (2022).
9. Wu, X. et al. Earth’s Future 10, e2021EF002530 (2022).
10. Hartmann, H. et al. Annu. Rev. Plant Biol. 73, 673–702
(2022).
11. Pfenninger, M. et al. eLife 10, e65532 (2021).
12. Lin, M. et al. Nature Clim. Change 10, 444–451 (2020).
13. O’Sullivan, D. et al. Sci. Rep. 8, 13821 (2018).
14. Mülmenstädt, J., Sourdeval, O., Delanoë, J. & Quaas, J.
Geophys. Res. Lett. 42, 6502–6509 (2015).
15. Duveiller, G. et al. Nature Commun. 12, 4337 (2021).
16. Fischer, E. M., Sippel, S. & Knutti, R. Nature Climate
Change 11, 689–695 (2021).
17. Zscheischler, J. et al. Nature Rev. Earth Environ. 1, 333–347
(2020).
18. Wolf, S. et al. Nature Ecol. Evol. https://doi.org/10.1038/
s41559-022-01904-x (2022).
19. Kattenborn, T., Richter, R., Guimarães-Steinicke, C.,
Feilhauer, H. & Wirth, C. Methods Ecol. Evol. 13, 2531–2545
(2022).
20. Bauer, P., Stevens, B. & Hazeleger, W. Nature Clim.
Change 11, 80–83 (2021).
The authors declare no competing interests.
Dead trees near Iserlohn, Germany, in April 2020 (left) and after felling in June 2021 (right).
INA
FASSBENDER/AFP
VIA
GETTY
32 | Nature | Vol 612 | 1 December 2022
Comment
“Thedevelopmentof
functional‘digitaltwins’
oftheclimatesystemis
nowinreach.”
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Biodiversity loss and climate extremes require joint research

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Biodiversity loss and climate extremes require joint research

  • 1. to biofuels derived from food and feed crops, despitetheirsimilareffectsonfoodproduction andcropland.UnlesstheEUfixesthisproblem, the more it restricts fossil carbon, the more it willencouragediversionofcroplandtoenergy cropsandoutsourceitsfoodproduction. The best solution is to incorporate the ‘car- bon opportunity cost’ of land use into the accountingofemissionsfrombioenergyinall climateandenergylaws.Thiscostcanbemeas- uredsimplyasthecarbonthatcouldotherwise be stored by regrowing native vegetation. A superior approach would use carbon oppor- tunitycosts,aswehavedonehere,tocalculate theaveragecarboncosttoreproducethesame foodelsewhere.Thisapproachdoesnotrequire a switch to consumption-based accounting but recognizes that land use has an opportu- nity cost, which should be factored into the life-cycleanalysesofbioenergyusedbytheEU. Saving terrestrial carbon and biodiversity startsbyreducing,notoutsourcing,Europe’s landcarbonfootprint.AdaptingEurope’splan can deliver a more beneficial land future. Theauthors Timothy Searchinger is a senior research scholar at the Center for Policy Research on Energy and the Environment, Princeton University, New Jersey, USA; and technical director of the Food Program, World Resources Institute, Washington DC, USA. Oliver James is a professional specialist at the Center for Policy Research on Energy and the Environment, Princeton University, New Jersey, USA. Patrice Dumas is a senior researcher at the French Agricultural Research Centre for International Development (CIRAD), Paris, France. Thomas Kastner is a senior scientist at Senckenberg Biodiversity and Climate Research Centre, Frankfurt am Main, Germany. Stefan Wirsenius is associate professor in environmental and resource assessments of agriculture at Chalmers University of Technology, Gothenburg, Sweden. e-mail: tsearchi@princeton.edu 1. Searchinger, T., Waite, R., Hanson, C., Ranganathan, J. & Dumas, P. Creating a Sustainable Food Future (ed. Matthews, E.) (World Resources Institute, World Bank & United Nations, 2019). 2. Schmitz, C. et al. Agric. Econ. 45, 69–84 (2014). 3. Potapov, P. et al. Nature Food 3, 19–28 (2022). 4. Fuchs, R., Herold, M., Verburg, P. H. & Clevers, J. G. P. W. Biogeosciences 10, 1543–1559 (2013). 5. Springmann, M. et al. Nature 562, 519–525 (2018). 6. Fuchs, R., Brown, C. & Rounsevell, M. Nature 586, 671–673 (2020) . 7. Pendrill, F. et al. Glob. Environ. Change 56, 1–10 (2019). 8. Searchinger, T. D., Wirsenius, S., Beringer, T. & Dumas, P. Nature 564, 249–253 (2018). 9. European Commission. New EU Forest Strategy for 2030 (EC, 2021). 10. Searchinger, T. D., Beringer, T. & Strong, A. Energy Policy 110, 434–446 (2017). The authors declare no competing interests. Supplementary information accompanies this article (see go.nature.com/3exdqbn). Biodiversitylossand climateextremes— studythefeedbacks Miguel D. Mahecha, Ana Bastos, Friedrich J. Bohn, Nico Eisenhauer, Hannes Feilhauer, Henrik Hartmann, Thomas Hickler, Heike Kalesse-Los, Mirco Migliavacca, Friederike E. L. Otto, Jian Peng, Johannes Quaas, Ina Tegen, Alexandra Weigelt, Manfred Wendisch & Christian Wirth Enoughofsilos:develop ajointscientificagenda tounderstandthe intertwinedglobalcrisesof theEarthsystem. A s humans warm the planet, biodiver- sityisplummeting.Thesetwoglobal crises are connected in multiple ways. But the details of the intricate feedbackloopsbetweenbiodiversity declineandclimatechangeareastonishingly under-studied. It is well known that climate extremes such as droughts and heatwaves can have devas- tating impacts on ecosystems and, in turn, Dead spruce trees in Schleiden, Germany, as seen at infrared wavelengths. 30 | Nature | Vol 612 | 1 December 2022 Comment © 2 0 2 2 S p r i n g e r N a t u r e L i m i t e d . A l l r i g h t s r e s e r v e d .
  • 2. that degraded ecosystems have a reduced capacitytoprotecthumanityagainstthesocial and physical impacts of such events. Yet only a few such relationships have been probed in detail. Even less well known is whether biodiversity-depleted ecosystems will also have a negative effect on climate, provoking or exacerbating weather extremes. For us, a group of researchers living and workingmainlyinCentralEurope,thewake-up call was the sequence of heatwaves of 2018, 2019 and 2022. It felt unreal to watch a flood- plain forest suffer drought stress in Leip- zig, Germany. Across Germany, more than 380,000hectaresoftreeshavenowbeendam- aged(seego.nature.com/3etrrnp;inGerman), andtheforestrysectorisstrugglingwithhow toplanrestorationactivitiesoverthecoming decades1 . What could have protected these ecosystems against such extremes? And how will the resultant damage further impact our climate? In June 2021, the Intergovernmental Panel onClimateChange(IPCC)andtheIntergovern- mental Science-Policy Platform on Biodiver- sityandEcosystemServices(IPBES)published their first joint report2 , acknowledging the need for more collaborative work between these two domains. And some good policy moves are afoot: the new EU Forest Strategy for 2030, released in July 2021, and other high-level policy initiatives by the European Commission, formally recognize the multi- functional value of forests, including their roleinregulatingatmosphericprocessesand climate. But much more remains to be done. To thoroughly quantify the risk that lies ahead, ecologists, climate scientists, remote-sensing experts, modellers and data scientistsneedtoworktogether.Theupcom- ingmeetingoftheUnitedNationsConvention onBiologicalDiversityinMontreal,Canada,in December is a good opportunity to catalyse such collaboration. Buffersandresponses When lamenting the decline in biodiversity, most people think first about the tragedy of species driven to extinction. There are more subtle changes under way, too. For instance, a study across Germany showedthatoverthepastcentury,mostplant specieshavedeclinedincover,withonlyafew increasinginabundance3 .Alsoaffectedisspe- ciesfunctionality4 —geneticdiversity,andthe diversityofformandstructurethatcanmake communities more or less efficient at taking upnutrients,resistingheatorsurvivingpath- ogen attacks. When entire ecosystems are transformed, theirfunctionalityisoftendegraded.Theyare leftwithlesscapacitytoabsorbpollution,store carbon dioxide, soak up water, regulate tem- peratureandsupportvitalfunctionsforother organisms, including humans5 . Conversely, higherlevelsoffunctionalbiodiversityincrease the odds of an ecosystem coping with unex- pected events, including climate extremes. Thisisknownastheinsuranceeffect6 . The effect is well documented in field experiments and modelling studies. And thereismountingevidenceofitinecosystem responses to natural events. A global synthe- sisofvariousdroughtconditionsshowed,for instance,thatforestsweremoreresilientwhen trees with a greater diversity of strategies for usingandtransportingwaterlivedtogether7 . However, biodiversity cannot protect all ecosystems against all kinds of impacts. In a studythisyearacrossplotsintheUnitedStates andCanada,forexample,mortalitywasshown tobehigherindiverseforestecosystems8 .The proposed explanation for this unexpected result was that greater biodiversity could also foster more competition for resources. Whenextremeeventsinducestress,resources canbecomescarceinareaswithhighbiomass andcompetitioncansuddenlydrivemortality, overwhelming the benefits of cohabitation. Whether or not higher biodiversity protects an ecosystem from an extreme is highly site-specific. Some plants respond to drought by reduc- ingphotosynthesisandtranspirationimmedi- ately;otherscanmaintainbusinessasusualfor much longer, stabilizing the response of the ecosystem as a whole. So the exact response of ecosystems to extremes depends on inter- actionsbetweenthetypeofevent,plantstrat- egies,vegetationcompositionandstructure. Which plant strategies will prevail is hard topredictandhighlydependentonthedura- tionandseverityoftheclimaticextreme,and on previous extremes9 . Researchers cannot fullyexplainwhysomeforests,treespeciesor individualplantssurviveincertainregionshit byextremeclimateconditions,whereasentire stands disappear elsewhere10 . One study of beech trees in Germany showed that survival chances had a genomic basis11 , yet it is not clear whether the genetic variability present inforestswillbesufficienttocopewithfuture conditions. Anditcantakeyearsforecosystemimpacts toplayout.Theeffectsofthetwoconsecutive hotdroughtyears,2018and2019,wereaneye- openerformanyofus.InLeipzig,treegrowth declined,pathogensproliferatedandashand mapletreesdied.Thedoubleblow,interrupted byamildwinter,ontopofthelong-termlossof soilmoisture,ledtotreesdyingat4–20times theusualratethroughoutGermany,depending on the species (see go.nature.com/3etrrnp; inGerman).Thedevastationpeakedin2020. Ecosystem changes can also affect atmos- phericconditionsandclimate.Notably,land- use change can alter the brightness (albedo) oftheplanet’ssurfaceanditscapacityforheat exchange.Buttherearemore-complexmech- anisms of influence. Vegetation can be a source or sink for atmospheric substances. A study published in 2020 showed that vegetation under stress is less capable of removing ozone than are unstressed plants, leading to higher levels of airpollution12 .Pollenandotherbiogenicparti- clesemittedfromcertainplantscaninducethe freezingofsupercooledclouddroplets,allow- ingiceincloudstoformatmuchwarmertem- peratures13 , with consequences for rainfall14 . Changestospeciescompositionandstresscan alterthedynamicsoftheseparticleemissions. Plantstressalsomodifiestheemissionofbio- genic volatile organic gases, which can form secondaryparticles.Wildfires—enhancedby drought and monocultures — affect clouds, weather and climate through the emission of greenhouse gases and smoke particles. Sat- ellite data show that afforestation can boost “Itisnotclearwhetherthe geneticvariabilitypresent inforestswillbesufficientto copewithfutureconditions.” BERND LAUTER/GETTY Nature | Vol 612 | 1 December 2022 | 31 © 2 0 2 2 S p r i n g e r N a t u r e L i m i t e d . A l l r i g h t s r e s e r v e d .
  • 3. the formation of low-level, cooling cloud cover15 by enhancing the supply of water to the atmosphere. Researchpriorities An important question is whether there is a feedback loop: will more intense, and more frequent, extremes accelerate the degrada- tion and homogenization of ecosystems, which then, in turn, promote further climate extremes? So far, we don’t know. Onereasonforthislackofknowledgeisthat researchhassofarbeenselective:moststudies havefocusedontheimpactsofdroughtsand heatwaves on ecosystems. Relatively little is known about the impacts of other kinds of extremes, such as a ‘false spring’ caused by an early-season bout of warm weather, a late springfrost,heavyrainfallevents,ozonemax- ima, or exposure to high levels of solar radia- tion during dry, cloudless weather. Researchers have no overview, much less a global catalogue, of how each dimension of biodiversity interacts with the full breadth of climate extremes in different combinations and at multiple scales. In an ideal world, sci- entists would know, for example, how the variation in canopy density, vegetation age, and species diversity protects against storm damage; and whether and how the diversity of canopy structures controls atmospheric processessuchascloudformationinthewake of extremes. Researchers need to link spatio­ temporal patterns of biodiversity with the responses of ecosystem processes to climate extremes. Creating such a catalogue is a huge chal- lenge, particularly given the more frequent occurrence of extremes with little or no prec- edent16 . Scientists will also need to account fortheincreasinglikelihoodofpile-upsofcli- matestressors.Thewaysinwhichecosystems respondtocompoundevents17 couldbequite different.Researcherswillhavetostudywhich facets of biodiversity (genetic, physiological, structural)arerequiredtostabilizeecosystems andtheirfunctionsagainsttheseonslaughts. There is at least one piece of good news: tools for data collection and analysis are improving fast, with huge advances over the past decade in satellite-based observations forbothclimateandbiodiversitymonitoring. TheEuropeanCopernicusEarth-observation programme, for example ­— which includes the Sentinel 1 and 2 satellite fleet, and other recently launched missions that cover the most important wavelengths of the electro- magnetic spectrum — offer metre-scale reso- lutionobservationsofthebiochemicalstatus ofplantsandcanopystructure.Atmospheric states are recorded in unprecedented detail, vertically and in time. Scientists must now make these data inter- operable and integrate them with in situ observations.Thelatterischallenging.Onthe ground, a new generation of data are being collectedbyresearchersandbycitizenscien- tists18 .Forexample,uniqueinsightsintoplant responses to stress are coming from time- lapse photography of leaf orientation; accel- erometermeasuresofmovementpatternsof stemshavebeenshowntoprovideproxiesfor the drought stress of trees19 . High-quality models are needed to turn thesedataintopredictions.Thedevelopment offunctional‘digitaltwins’oftheclimatesys- tem is now in reach. These models replicate hydrometeorological processes at the metre scale, and are fast enough to allow for rapid scenario development and testing20 . The analogous models for ecosystems are still in a more conceptual phase. Artificial-intel- ligencemethodswillbekeyhere,tostudylinks between climate extremes and biodiversity. Researchers can no longer afford to track global transformations of the Earth system in disciplinary silos. Instead, ecologists and climate scientists need to establish a joint agenda, so that humanity is properly fore- warned: of the risks of removing biodiversity buffers against climate extremes, and of the risk of thereby amplifying these extremes. Theauthors Miguel D. Mahecha is professor of modelling approaches in remote sensing at the Remote Sensing Centre for Earth System Research of Leipzig University and the Helmholtz Centre for Environmental Research (UFZ), and a member of the German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Germany. Ana Bastos, Friedrich J Bohn, Nico Eisenhauer, Hannes Feilhauer, Henrik Hartmann, Thomas Hickler, Heike Kalesse- Los, Mirco Migliavacca, Friederike E. L. Otto, Jian Peng, Johannes Quaas, Ina Tegen, Alexandra Weigelt, Manfred Wendisch, Christian Wirth. e-mail: miguel.mahecha@uni-leipzig.de 1. Popkin, G. Science 374, 1184–1189 (2021). 2. Pörtner, H.-O. et al. Scientific outcome of the IPBES-IPCC co-sponsored workshop on biodiversity and climate change (IPBES Secretariat, 2021). Available at https://doi. org/10.5281/zenodo.5101125 3. Jandt, U. et al. Nature 611, 512–518 (2022). 4. Oliver, T. H. et al. Nature Commun. 6, 10122 (2015). 5. Isbell, F. et al. Nature 546, 65–72 (2017). 6. Loreau, M. et al. Biol. Rev. 96, 2333–2354 (2021). 7. Anderegg, W. R. et al. Nature 561, 538–541 (2018). 8. Searle, E. B., Chen, H. Y. H. & Paquette, A. Proc. Natl Acad. Sci. USA 119, e2013171119 (2022). 9. Wu, X. et al. Earth’s Future 10, e2021EF002530 (2022). 10. Hartmann, H. et al. Annu. Rev. Plant Biol. 73, 673–702 (2022). 11. Pfenninger, M. et al. eLife 10, e65532 (2021). 12. Lin, M. et al. Nature Clim. Change 10, 444–451 (2020). 13. O’Sullivan, D. et al. Sci. Rep. 8, 13821 (2018). 14. Mülmenstädt, J., Sourdeval, O., Delanoë, J. & Quaas, J. Geophys. Res. Lett. 42, 6502–6509 (2015). 15. Duveiller, G. et al. Nature Commun. 12, 4337 (2021). 16. Fischer, E. M., Sippel, S. & Knutti, R. Nature Climate Change 11, 689–695 (2021). 17. Zscheischler, J. et al. Nature Rev. Earth Environ. 1, 333–347 (2020). 18. Wolf, S. et al. Nature Ecol. Evol. https://doi.org/10.1038/ s41559-022-01904-x (2022). 19. Kattenborn, T., Richter, R., Guimarães-Steinicke, C., Feilhauer, H. & Wirth, C. Methods Ecol. Evol. 13, 2531–2545 (2022). 20. Bauer, P., Stevens, B. & Hazeleger, W. Nature Clim. Change 11, 80–83 (2021). The authors declare no competing interests. Dead trees near Iserlohn, Germany, in April 2020 (left) and after felling in June 2021 (right). INA FASSBENDER/AFP VIA GETTY 32 | Nature | Vol 612 | 1 December 2022 Comment “Thedevelopmentof functional‘digitaltwins’ oftheclimatesystemis nowinreach.” © 2 0 2 2 S p r i n g e r N a t u r e L i m i t e d . A l l r i g h t s r e s e r v e d .