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Desert pumpkinseed: diet composition and breadth in a Moroccan river

Abstract

The widely invasive North American pumpkinseed sunfish, Lepomis gibbosus, is currently established in desert rivers in Morocco. The success of pumpkinseed in novel ecosystems has been associated with its generalist diet, but this trait remains unevaluated in arid regions. Desert rivers are harsh environments with limited water and prey availability which may adversely constrain the diet of fish. Here we studied the diet of pumpkinseed across 4 sites in the Draa River, embracing a 450 m elevational gradient covering from extremely dry lowlands to relatively humid highlands. We described pumpkinseed diet through the analysis of stomach contents of 82 individuals, collected in the fall of 2013. Pumpkinseed diet was dominated by Chironomidae in dry lowlands, while Ephemeroptera, Heteroptera, Trichoptera and Odonata were relevant prey in more humid highlands. Population diet breadth expanded with elevation, but individual specialization in diet was low among all sites. Our results highlight considerable changes in diet composition and breadth with aridity, suggesting that feeding plasticity and use of exclusive, locally abundant prey rather than generalized feeding may be associated with the success of pumpkinseed in most arid areas in desert rivers.

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Desert pumpkinseed: diet composition and breadth in a Moroccan river

Author: Gkenas, Christos,Magalhães, Maria Filomena,Campos-Martin, Nazaret,Ribeiro, Filipe,Clavero, Miguel
Publisher: Edp Sciences
Year: 2021
Source: https://repositorio.ulisboa.pt/bitstream/10451/51529/1/kmae210068.pdf
SHORT COMMUNICATION
Dese pumpkinseed: die composi ion and b ead h
in a Mo occan i e
Ch is os Gkenas
1,*
, Ma ia Filomena Magalhães
2
, Naza e Campos-Ma in
1
,
Filipe Ribei o
1
and Miguel Cla e o
3
1
MARE, Cen o de Ciências do Ma e do Ambien e, Faculdade de Ciências, Uni e sidade de Lisboa, Campo G ande,
Lisboa, Po ugal
2
cE3c, Cen o de Ecologia, E olução e Al e ações Ambien ais, Faculdade de Ciências, Uni e sidade de Lisboa, Lisboa, Po ugal
3
Depa amen o de Biologia de la Conse acion, Es acion Biologica de Don~ana CSIC, Se illa, Spain
Recei ed: 16 May 2021 / Accep ed: 28 Sep embe 2021
Abs ac –The widely in asi e No h Ame ican pumpkinseed sunfish, Lepomis gibbosus, is cu en ly
es ablished in dese i e s in Mo occo. The success o pumpkinseed in no el ecosys ems has been
associa ed wi h i s gene alis die , bu his ai emains une alua ed in a id egions. Dese i e s a e ha sh
en i onmen s wi h limi ed wa e and p ey a ailabili y which may ad e sely cons ain he die o fish. He e
we s udied he die o pumpkinseed ac oss 4 si es in he D aa Ri e , emb acing a 450 m ele a ional g adien
co e ing om ex emely d y lowlands o ela i ely humid highlands. We desc ibed pumpkinseed die
h ough he analysis o s omach con en s o 82 indi iduals, collec ed in he all o 2013. Pumpkinseed die
was domina ed by Chi onomidae in d y lowlands, while Epheme op e a, He e op e a, T ichop e a and
Odona a we e ele an p ey in mo e humid highlands. Popula ion die b ead h expanded wi h ele a ion, bu
indi idual specializa ion in die was low among all si es. Ou esul s highligh conside able changes in die
composi ion and b ead h wi h a idi y, sugges ing ha eeding plas ici y and use o exclusi e, locally
abundan p ey a he han gene alized eeding may be associa ed wi h he success o pumpkinseed in mos
a id a eas in dese i e s.
Keywo ds: In asi e species / Lepomis gibbosus / a idi y / ele a ion / eeding ecology
Résumé –La pe che-soleil du dése : composi ion e la geu de niche ophique dans une i iè e
Ma ocaine. La la gemen en ahissan e pe che-soleil No d-Amé icaine, Lepomis gibbosus, es é ablie
aujou d’hui dans des i iè es du dése au Ma oc. Le succès de la pe che-soleil dans les nou eaux
écosys èmes a é é associé à son égime alimen ai e géné alis e, mais cela es e non é alué dans les égions
a ides. Les i iè es du dése son des en i onnemen s hos iles a ec peu d’eau e de p oies disponibles ce qui
con ain le égime alimen ai e des poissons. Nous é udions le égime ophique de la pe che-soleil su
qua e si es de la i iè e D aa, le long d’un déni elé de 450 m allan des plaines ex êmemen a ides aux
hau eu s ela i emen humides. Nous a ons déc i le égime alimen ai e de la pe che-soleil pa l’analyse de
l’es omac de 82 indi idus, cap u és à l’au omne 2013. Le égime alimen ai e de la pe che-soleil é ai dominé
pa les Chi onomidae dans les plaines a ides alo s que les Ephémé op è es, Hé é op è es, T ichop è es e
Odona es é aien des p oies impo an es dans les hau eu s plus humides. La la geu de la niche ophique
s’acc oissai a ec l’al i ude mais la spécialisa ion indi iduelle é ai aible en e ous les si es. Nos ésul a s
me en en é idence un changemen considé able dans la composi ion e la la geu de la niche ophique en
onc ion de l’a idi é suggé an que la plas ici é alimen ai e e l’u ilisa ion exclusi e de p oies localemen
abondan es plu ô que l’alimen a ion géné alisée peu ê e associée au succès de la pe che-soleil dans les
zones les plus a ides des i iè es du dése .
Mo s clés : Espèce en ahissan e / Lepomis gibbosus / a idi é / al i ude / Écologie alimen ai e
*Co esponding au ho : [email p o ec ed]
Knowl. Manag. Aqua . Ecosys . 2021, 422, 34
©C. Gkenas e al., Published by EDP Sciences 2021
h ps://doi.o g/10.1051/kmae/2021033
Knowledge &
Managemen o
A
qua ic
Ecosys ems
www.kmae-jou nal.o g
Jou nal ully suppo ed by O ice
ançais de la biodi e si é
This is an Open Access a icle dis ibu ed unde he e ms o he C ea i e Commons A ibu ion License CC-BY-ND (h ps://c ea i ecommons.o g/licenses/by-nd/4.0/), which pe mi s un es ic ed use,
dis ibu ion, and ep oduc ion in any medium, p o ided he o iginal wo k is p ope ly ci ed. I you emix, ans o m, o build upon he ma e ial, you may no dis ibu e he modified ma e ial.
The pumpkinseed sunfish, Lepomis gibbosus (Linnaeus,
1758), is na i e o he G ea Lakes egion in eas e n No h
Ame ica (Sco and C ossman, 1973) bu has been success ully
in oduced o o e 30 coun ies in Cen al and Sou h Ame ica,
Eu ope, No h A ica, and Ana olia Peninsula (Ya no e al.,
2020). Pumpkinseed has been classified as an equilib ium
s a egis , bu i can be e y plas ic in i s na i e ange and some
non-na i e popula ions exhibi oppo unis ic ai s ha appea
o con ibu e o i s in asi e success (Fox e al., 2007).
Non-na i e popula ions inhabi a wide a ie y o eshwa e
sys ems, and dese i e s in he a id egions o Mo occo
cu en ly cons i u e he limi s o i s dis ibu ion ange. Se e al
s udies on he die o non-na i e popula ions in Eu ope ha e
epo ed mac oin e eb a e and zooplank on consump ion
a ying wi h p ey a ailabili y and habi a cha ac e is ics
(Godinho and Fe ei a, 1998;Van Klee e al., 2008;Gkenas
e al., 2019), bu li le is known abou he die o pumpkinseed
in dese i e s in a id egions.
A id egions a e cha ac e ized by low and unce ain
p ecipi a ion, highly fluc ua ing empe a u es, and wa e
sca ci y (B i o e al., 2014), which may ha e a c i ical
influence on p ey a ailabili y o fish in dese i e s
(Balcombe e al., 2005). Dese i e s a e highly dynamic
sys ems in which d y pe iods, equen ly in ol ing he
cessa ion o supe ficial flow, al e na e wi h iolen flash
floods, p opo iona ely mo e in ense and mo e unp edic able
han in o he i e s (Ha ms e al., 2008). In gene al, aqua ic
mac oin e eb a e abundance and di e si y dec ease wi h
a idi y, due o low p ima y p oduc i i y and habi a complexi y
(Bunn e al., 2003). Fish na i e o dese i e s ha e a guably
de eloped eeding s a egies o cope wi h hese ha sh and
highly fluc ua ing condi ions, bu his may no be he case o
non-na i e species which ha e e ol ed in mo e s able
en i onmen s. The e o e, i is impo an o cla i y whe he
success ul in ade s such as pumpkinseed become mo e o a
gene alis o a he mo e o a specialis in die wi h a idi y.
He e, we analyzed he die o pumpkinseed ac oss ou
si es in he D aa Ri e in No he n Mo occo, which emb ace an
ele a ional g adien co e ing om ela i ely humid highlands
o ex emely d y lowlands. Specifically, we analyzed pa e ns
in he composi ion o he die and in he popula ion and
indi idual die b ead h along his ele a ional g adien .
The D aa Ri e has been desc ibed in de ail by Cla e o
e al. (2015). In b ie , he clima e in he basin is a id wi h
empe a u e anging om 3 °C o34°C, and annual p ecipi a-
ion om 50 o 465 mm (h ps://www.wo ldclim.o g/)
(Fick and Hijmans, 2017). The D aa Ri e flows o
1100 km om he High A las o he A lan ic Ocean bu is
usually d y in he las 600 km. Pumpkinseed we e sampled in
ou si es, in he El Mansou Eddahbi Dam (D1), and 56.4 km
(D2), 88.9km (D3), and 135.6 km (D4) downs eam. To a oid
he pe iod o flash floods, sampling was ca ied ou in
Sep embe and Oc obe 2013. Du ing his pe iod, p ecipi a ion
and empe a u e anged om 19 mm and 19.9–23.8 °CinD1
(1106 m a.s.l.) o 8 mm and 22.8–26.9 °C in D4 (674 m a.s.l).
Wa e conduc i i y a ied be ween 1318 mS/cm and 6274 mS/
cm a D1 and D4, espec i ely, eflec ing a downs eam
inc ease in salini y. Sampling was conduc ed wi h yke ne s in
D1 and by elec ofishing (50–75 di ec pulses s
1
) in he
emaining si es, and pumpkinseed we e eu hanized wi h an
o e dose o clo e oil and p ese ed in 4% o maldehyde.
We sampled and examined he s omach con en s o
85 pumpkinseed, anging om 40 o 80 mm s anda d leng h.
We ound 3 s omachs wi h less han 3 p eys which we e
conside ed as emp y and disca ded o a oid con ounding
e ec s in he analysis o die s uc u e (Bowen, 1996). The
emaining s omachs we e simila ly ull among si es, as de i ed
om isual es ima ion o pe cen olume ulness anges. P ey
i ems in each s omach we e iden ified o he lowes
ecognizable axon and coun ed.
Fo analysis, p ey we e g ouped in o en ca ego ies, wi h
“o he ”including bo h a e and uniden ified p ey i ems (Tab. 1).
P ey ca ego ies accumula ion cu es based on andom addi ion o
s omachs and 1000 pe mu a ions (Go elli and Colwell, 2001)
eached an asymp o e in all si es sugges ing ha he numbe o
s omachs used we e adequa e o desc ibe local die s (Supplemen-
a yFig.S1).Wedesc ibeddie composi iona eachsi eusing wo
con en ional indices, he equency o occu ence (F%) which is
hep opo iono non-emp ys omachscon ainingapa icula p ey
ca ego y, and he nume ical equency (N%), which is he
Table 1. Va ia ion in he nume ic equency (N%) and in he equency o occu ence (F%; in pa en heses) o p ey ca ego ies in he die o
pumpkinseed Lepomis gibbosus (40–80 mm SL) in he D aa i e in No he n Mo occo. P ey ca ego ies wi h nume ic equency >10% a e
highligh ed in bold. Si es a e o de ed by inc easing a idi y and hus by dec easing ele a ion.
P ey ca ego ies O e all D1 D2 D3 D4
Chi onomidae 53.0 (97.6) 29.2 (100.0) 41.1 (100.0) 70.8 (100.0) 82.4 (90.5)
Epheme op e a 20.3 (69.5) 22.1 (100.0) 43.1 (94.7) 14.3 (81.0) 0.6 (4.8)
Odona a 6.8 (56.1) 11.7 (76.2) 8.1 (57.9) 3.3 (61.9) 1.9 (28.6)
He e op e a 7.0 (45.1) 16.6 (81.0) 3.6 (71.4) 1.9 (23.8)
T ichop e a 5.5 (41.5) 13.7 (90.5) 1.4 (15.8) 0.9 (28.6) 2.5 (28.6)
Cladoce a 1.2 (17.1) 2.2 (28.6) 0.5 (10.5) 2.8 (28.6)
Ce a opogonidae 1.1 (15.9) 3.3 (31.6) 1.5 (33.3)
Copepoda 0.7 (11.0) 1.4 (19.0) 0.2 (5.3) 0.3 (9.5) 0.6 (9.5)
Decapoda 0.2 (6.1) 1.5 (23.8)
O he p ey 4.0 (53.7) 2.9 (42.9) 2.2 (42.1) 5.4 (71.4) 5.9 (57.1)
To al p ey 2257 759 418 756 324
To al fish 82 21 19 21 21
Page 2 o 6
C. Gkenas e al.: Knowl. Manag. Aqua . Ecosys . 2021, 422, 34
p opo ional coun o each p ey ca ego y ela i e o he o al p ey
coun among fish (Hyslop, 1980). We analyzed a ia ion in die
composi ion and b ead h among si es using p ey nume ical
equency o each fish.
To summa ize die s uc u e among si es, we pe o med a
Non-Me ic Mul idimensional Scaling (nMDS), using he
B ay-Cu is dissimila i y coe ficien (Cla ke e al., 2014). To
educe he influence o abundan p ey in he analysis, da a we e
p e iously squa e oo ans o med. We in e p e ed he fi s
wo o dina ion axes, wi h s ess alues <0.2 (Cla ke e al.,
2014). Analysis o Simila i y (ANOSIM) was used o es o
di e ences be ween si es, wi h o e all significance calcula ed
using 9999 pe mu a ions o he da ase and co ec ed o
mul iple es ing using he Bon e oni sequen ial me hod.
Simila i y Pe cen age (SIMPER) analysis was used o iden i y
he p ey ca ego ies wi h he highes con ibu ion o die
dissimila i y. P ey ca ego ies we e o de ed by hei a e age
con ibu ion o he o al a e age dissimila i y, wi h a cu -o a
50% o cumula i e a e age dissimila i y (Cla ke e al., 2014).
We quan ified die b ead h a he popula ion and indi idual
le els. Popula ion b ead h was de e mined using he Shannon-
Wiene index, which is maximized when popula ions use mo e
p ey, mo e e enly (Colwell and Fu uyma, 1971). Indi idual
b ead h was de e mined using he index o Indi idual
Specializa ion, which equals 1 when all indi iduals consume
he ull se o p ey iden ified a he popula ion-le el and
declines owa ds ze o when indi iduals use smalle subse s o
he popula ion p ey (Bolnick e al., 2002). Es ima es o bo h
indices we e ob ained using boo s apped 95% confidence
in e als (9999 pe mu a ions).
We used linea eg ession analysis o es o a ia ion in
die composi ion and b ead h wi h ele a ion. We used he mean
loca ion (i.e., cen oids) om he nMDS sco es in he fi s s wo
axes and he mean Shannon-Wiene and Indi idual Speciali-
za ion o fish in each si e as esponse a iables in he analysis.
All analyses we e conduc ed using he R so wa e ( .4.0.0,
R Co e Team, 2020), and significance o s a is ical es ing was
assessed a P<0.05.
In o al, we analyzed 82 s omachs and 2257 p ey i ems,
wi h sample sizes pe si e a ying be ween 19 and 21 s omachs
and 324–759 p ey (Tab. 1). Chi onomidae we e ound in 98%
o he s omachs and made up 53% o he o al p ey.
Epheme op e a we e also o en ound (70%) bu in low
abundances (20%), while Odona a, He e op e a and T ichop-
e a occu ed less equen ly in he s omachs (42–56%) and in
small numbe s (<10%). These esul s a e coinciden wi h
Fig. 1. Resul s o Non-Me ic Mul idimensional Scaling (nMDS) o dina ion o p ey nume ic equency in he die o pumpkinseed Lepomis
gibbosus in he D aa i e in No he n Mo occo. a) nMDS biplo , wi h each si e delimi ed by minimum con ex polygons; b and c) box plo s
illus a ing a ia ion in he fi s and second nMDS sco es o each si e in ela ion o ele a ion, espec i ely; boxes ep esen he in e qua ile
ange (IQR; 25 h and 75 h pe cen iles), lines wi hin boxes a e he median, whiske s ep esen he 75 h pe cen ile 1.5 xIQR and he 25 h
pe cen ile þ1.5 xIQR, and do s beyond he whiske s a e ou lie s. S ess alue o o dina ion axes is indica ed in panel a).
Page 3 o 6
C. Gkenas e al.: Knowl. Manag. Aqua . Ecosys . 2021, 422, 34
hose ound in Eu opean i e s (Godinho and Fe ei a, 1998;
Almeida e al., 2009;Gkenas e al., 2019) and ponds
(Van Klee e al., 2008), sugges ing ha mac oin e eb a es
may cons i u e s aple p ey o pumpkinseed ac oss i s non-
na i e ange. Con e sely, only small numbe s o Cladoce a
(1%) and Copepoda (0.7%) we e seldom ound in pumpkin-
seed s omachs (<20%), bu hese ha e been ound o be
ele an p ey o some non-na i e pumpkinseed popula ions in
Lake Banyoles in Spain (Ga cia-Be hou and Mo eno-Amich,
2000).
Die composi ion a ied conside ably among si es (Tab. 1).
Chi onomidae made up only 30% o he o al p ey in D1 bu
inc eased in D2 (41%) and domina ed he die in D3 (71%) and
D4 (82%). Addi ional impo an p ey in D1 we e He e op e a
(17%), T ichop e a (14%) and Odona a (12%). Epheme op e a
made up 43% o he o al p ey in D2 and we e s ill ele an in
D1 (22%) bu no in D3 (14%) and in D4 (5%). The nMDS
biplo highligh ed conside able die s uc u e despi e he e was
some o e lap in sco es among si es (Fig. 1a). The ANOSIM
e ealed significan a ia ion be ween all si es, wi h he
s onge sepa a ion in die (A D >60%) occu ing be ween
D4 and D1 and D2 (Tab. 2). Dissimila i ies in die we e
consis en ly ela ed o con ibu ions o Chi onomidae, wi h
Epheme op e a being also impo an o he di e en ia ion o
D4, and He e op e a and T ichop e a o he di e en ia ion o
D1. Va ia ion in nMDS1 sco es showed a posi i e associa ion
wi h ele a ion (F
1,2
= 25.07, R
2
= 0.89, p= 0.037; Fig. 1b,)
bu no significan end was ound o nMDS2 (F
1,2
= 0.040,
R
2
=–0.47, p= 0.860; Fig. 1c). Spa ial changes in die ha e
been commonly ound in non-na i e popula ions o pumpkin-
seed eflec ing o aging plas ici y and changes in local p ey
supply (Almeida e al., 2009;Gkenas e al., 2016). This may
also be he case in he D aa Ri e , whe e he ele a ional
g adien in die composi ion p obably eflec s changes in
ichness and abundance o mac oin e eb a es, and he
dec ease o Epheme op e a, He e op e a and T ichop e a
and dominance o ole an Chi onomidae unde mo e d y
and sal y condi ions (Mo eno e al., 2010;Colombe i e al.,
2020). I is also possible ha a ia ion in die can a leas
pa ially be associa ed wi h changes in p ey a ailabili y unde
mo e s able en i onmen al condi ions p e ailing in he dam
(D1), as ound in o he s udies (Almeida e al., 2009).
Popula ion-le el die b ead h inc eased wi h ele a ion
(F
1,3
= 43.89, R
2
= 0.93, p= 0.022; Fig. 2a) bu no significan
Table 2. Resul s o he ANOSIM and SIMPER analyses o p ey
nume ic equency in he die o pumpkinseed Lepomis gibbosus in
he D aa i e in No he n Mo occo. As e isks indica e significan
di e ences in pai wise compa isons based on he sequen ial
Bon e oni me hod (a= 0.05, k= 6). P ey ca ego ies con ibu ing
>20% o a e age dissimila i y (A D) a e highligh ed in bold and
anks o p ey con ibu ions a e shown in pa en heses. P ey codes a e:
CHI, Ch i onomidae; EPH, Epheme op e a; HET, He e op e a; TRI,
T ichop e a.
Si es R
0.440*
A D CHI EPH HET TRI
D1–D2 0.475* 48.11 16.14 (3) 19.86 (1) 18.86 (2)
D1–D3 0.388* 48.35 23.89 (1) 14.03 (3) 16.32 (2)
D1–D4 0.651* 65.86 16.85 (2) 22.93 (1) 15.42 (3)
D2–D3 0.306* 45.63 29.53 (1) 20.55 (2)
D2–D4 0.512* 60.53 21.78 (2) 35.71 (1)
D3–D4 0.332* 54.93 30.27 (1) 21.54 (2)
Fig. 2. Va ia ion in die b ea h o pumpkinseed Lepomis gibbosus in
he D aa i e in No he n Mo occo in ela ion o ele a ion. a)
Popula ion b ead h de e mined om he Shannon-Wiene index; b)
Indi idual b ea h de e mined om he Indi idual Specializa ion
index. Ma ke s and e o ba s a e he mean and he boo s apped 95%
confidence in e als o each index, espec i ely.
Page 4 o 6
C. Gkenas e al.: Knowl. Manag. Aqua . Ecosys . 2021, 422, 34
end was ound o indi idual-le el b ead h (F
1,2
=4.42,
R
2
=0.53,p=0.170;Fig. 2b) which anged be ween 0.65 and
0.74. The alues o popula ion die b ead h a e close o
figu es ound in sou he n Eu ope, namely in he Bullaque
and Es ena i e s in Spain (Almeida e al.,2009) and in he
A dila Ri e in Po ugal (Gkenas e al.,2019). Likewise,
alues o indi idual die b ead h we e wi hin he ange
epo ed o he Guadiana Ri e in Po ugal (Gkenas e al.,
2016). The ends owa ds na owe die s and use o simila
se s o p ey by all indi iduals in d ye lowlands may eflec
condi ions o p ey limi a ion associa ed o d ough as ound
elsewhe e (Magalhães, 1993). Fu he mo e, he use o
exclusi e, likely abundan p ey, may also be associa ed o
changes in fish assemblages ac oss he ele a ional g adien
(see Cla e o e al.,2015), wi h low die b ead h a bo h he
popula ion and indi idual le els a o ing p ey pa i ioning
among species.
Ou esul s indica e ha pumpkinseed may display a
na owe die wi h a idi y. I would be impo an o u he
unde s and how eeding pa e ns a e influenced by p ey
a ailabili y and in e specific ophic in e ac ions and how
hese a ec he sp ead o pumpkinseed in a id en i onmen s
which a e expec ed o expand unde u u e wa me and d ye
clima es (see e e ences in B i o e al., 2014). In eg a i e
s udies dealing wi h pumpkinseed popula ion ai s and habi a
cha ac e is ics addi ional o die , should hus be encou aged in
dese i e s.
Supplemen a y Ma e ial
Figu e S1. P ey ca ego ies accumula ion cu es o pumpkin-
seed Lepomis gibbosus in he D aa i e in No he n Mo occo,
based on andom addi ion o s omachs and he a e age o 1000
pe mu a ions.
The Supplemen a y Ma e ial is a ailable a h ps://www.kmae-
jou nal.o g/10.1051/kmae/2021033/olm.
Acknowledgemen s. This wo k was unded by he Na ional
Geog aphic Socie y’s Commi ee o Resea ch and Explo a-
ion h ough g an #9188-12 and by he EBD-CSIC h ough a
mic o-p ojec wi hin he Spanish Se e o Ochoa P og am
(SEV-2012-0262), also benefi ing by he suppo o Land
Ro e Jagua Espan~a. Pe missions we e ob ained om he
Hau Commissa ia aux Eaux e Fo e^ s e ala Lu e Con e la
Dése ifica ion du Royaume du Ma oc. We g ea ly acknow-
ledge he company and field assis ance p o ided by Raulo
A oyo, Ca li Pe ez, I ia So o, Fali Bece a, Ma iangeles
Ma inez Panke, Pepa Bo e o and Manu Pe ez. Addi ional
suppo was p o ided by he Fundação pa a a Cie^ncia e
Tecnologia (FCT) h ough he s a egic p ojec UID/MAR/
04292/2019 g an ed o MARE and he pos -doc g an s o
Ch is os Gkenas (SFRH/ BPD/ 84859/2012) and o Filipe
Ribei o (SFRH/BPD/46761/2008) om he P og ama
Ope acional Po encial Humano/Fundo Social Eu opeu
(POPH/FSE).
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