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Ecoengineering Solutions for the Impairment of Spreading and Growth of Invasive Spartina patens in Mediterranean Salt Marshes

Abstract

The invasion of natural communities by non-indigenous species represents one of the most serious threats to biodiversity. Understanding the ecophysiology of invasive species can provide insights into potential physiological handicaps relative to native species. By doing so, we can leverage the development of ecoengineering solutions for the removal of non-indigenous species, preferably using non-chemical methods. Spartina patens is a known invasive species of cordgrass aggressively proliferating in Mediterranean salt marshes, producing impenetrable monospecific stands. As its occurrence is delimited by the upper high tide water level, we hypothesized that S. patens is intolerant to waterlogging. Therefore, we developed a field experiment where strands of S. patens were kept waterlogged over the entire tidal cycle for 30 days. At the end of the experimental period, plants in the trial plots exhibited severe stress symptoms at different physiological levels compared with control plots (no intervention). At the photobiological level, intervened plants exhibited lower efficiency in producing chemical energy from light, whilst at the biochemical level waterlogging impaired the antioxidant system and increased lipid peroxidation products. Furthermore, the application of chlorophyll a pulse amplitude modulated (PAM) fluorometry, a non-invasive technique, allowed us to evaluate the effectiveness of the implemented measures, being the tool that provided the best separation between the control and intervened population. Considering the physiological traits observed here, ecoengineering solutions based on increased waterlogging of S. patens stands, can be a low-cost and efficient measure to reduce the spreading and growth of this invasive species in the Mediterranean and other salt marshes worldwide with little disturbance.

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Ecoengineering Solutions for the Impairment of Spreading and Growth of Invasive Spartina patens in Mediterranean Salt Marshes

Author: Cruz De Carvalho, Ricardo,Feijão, Eduardo,Duarte, Irina,Pinto, Vanessa,Silva, Marisa,Matos, Ana Rita,da Silva, Anabela Bernardes,Caçador, Isabel,Reis-Santos, Patrick,Fonseca, Vanessa F.,Duarte, Bernardo
Publisher: Frontiers
Year: 2021
Source: https://repositorio.ulisboa.pt/bitstream/10451/51525/1/fmars-08-699528.pdf
ma s-08-699528 Sep embe 1, 2021 Time: 9:1 # 1
ORIGINAL RESEARCH
published: 30 Augus 2021
doi: 10.3389/ ma s.2021.699528
Edi ed by:
S elios Ka sane akis,
Uni e si y o he Aegean, G eece
Re iewed by:
Césa Cos a,
Fede al Uni e si y o Rio G ande,
B azil
Jenneke Visse ,
Uni e si y o Louisiana a La aye e,
Uni ed S a es
*Co espondence:
Rica do C uz de Ca alho
[email p o ec ed]
Special y sec ion:
This a icle was submi ed o
Ma ine Ecosys em Ecology,
a sec ion o he jou nal
F on ie s in Ma ine Science
Recei ed: 23 Ap il 2021
Accep ed: 09 Augus 2021
Published: 30 Augus 2021
Ci a ion:
C uz de Ca alho R, Feijão E,
Dua e I, Pin o V, Sil a M, Ma os AR,
da Sil a AB, Caçado I,
Reis-San os P, Fonseca VF and
Dua e B (2021) Ecoenginee ing
Solu ions o he Impai men
o Sp eading and G ow h o In asi e
Spa ina pa ens in Medi e anean Sal
Ma shes. F on . Ma . Sci. 8:699528.
doi: 10.3389/ ma s.2021.699528
Ecoenginee ing Solu ions o he
Impai men o Sp eading and G ow h
o In asi e Spa ina pa ens in
Medi e anean Sal Ma shes
Rica do C uz de Ca alho1,2*, Edua do Feijão1, I ina Dua e1, Vanessa Pin o1,
Ma isa Sil a1, Ana Ri a Ma os3,4, Anabela Be na des da Sil a3,4, Isabel Caçado 1,3,
Pa ick Reis-San os1,5, Vanessa F. Fonseca1,6 and Be na do Dua e1,3
1MARE – Ma ine and En i onmen al Sciences Cen e, Faculdade de Ciências da Uni e sidade de Lisboa, Lisbon, Po ugal,
2cE3c – Cen e o Ecology, E olu ion and En i onmen al Changes, Faculdade de Ciências da Uni e sidade de Lisboa,
Lisbon, Po ugal, 3Depa amen o de Biologia Vege al, Faculdade de Ciências, Uni e sidade de Lisboa, Lisbon, Po ugal,
4Biosys ems and Applied Sciences Ins i u e, Faculdade de Ciências da Uni e sidade de Lisboa, Lisbon, Po ugal,
5Sou he n Seas Ecology Labo a o ies, School o Biological Sciences, The Uni e si y o Adelaide, Adelaide, SA, Aus alia,
6Depa amen o de Biologia Animal da Faculdade de Ciências da Uni e sidade de Lisboa, Lisbon, Po ugal
The in asion o na u al communi ies by non-indigenous species ep esen s one o
he mos se ious h ea s o biodi e si y. Unde s anding he ecophysiology o in asi e
species can p o ide insigh s in o po en ial physiological handicaps ela i e o na i e
species. By doing so, we can le e age he de elopmen o ecoenginee ing solu ions
o he emo al o non-indigenous species, p e e ably using non-chemical me hods.
Spa ina pa ens is a known in asi e species o co dg ass agg essi ely p oli e a ing
in Medi e anean sal ma shes, p oducing impene able monospeci ic s ands. As i s
occu ence is delimi ed by he uppe high ide wa e le el, we hypo hesized ha
S. pa ens is in ole an o wa e logging. The e o e, we de eloped a ield expe imen
whe e s ands o S. pa ens we e kep wa e logged o e he en i e idal cycle o 30 days.
A he end o he expe imen al pe iod, plan s in he ial plo s exhibi ed se e e s ess
symp oms a di e en physiological le els compa ed wi h con ol plo s (no in e en ion).
A he pho obiological le el, in e ened plan s exhibi ed lowe e iciency in p oducing
chemical ene gy om ligh , whils a he biochemical le el wa e logging impai ed
he an ioxidan sys em and inc eased lipid pe oxida ion p oduc s. Fu he mo e, he
applica ion o chlo ophyll apulse ampli ude modula ed (PAM) luo ome y, a non-in asi e
echnique, allowed us o e alua e he e ec i eness o he implemen ed measu es,
being he ool ha p o ided he bes sepa a ion be ween he con ol and in e ened
popula ion. Conside ing he physiological ai s obse ed he e, ecoenginee ing solu ions
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C uz de Ca alho e al. Ecoenginee ing o Impai ing Spa ina pa ens
based on inc eased wa e logging o S. pa ens s ands, can be a low-cos and
e icien measu e o educe he sp eading and g ow h o his in asi e species in he
Medi e anean and o he sal ma shes wo ldwide wi h li le dis u bance.
Keywo ds: ecological es o a ion, in asi e species, sal ma sh, emo e sensing, halophy es
INTRODUCTION
Sal ma shes p o ide a wide ange o ecological se ices,
including nu se y habi a s o many animals, p o ec ion agains
coas al e osion, wa e pu i ica ion, ha ing he conside able
capaci y o s o e and seques e ca bon, and a e key playe s in
he ecosys em na u al emedia ion capaci y (Cou o e al., 2013;
Teixei a e al., 2014;Dua e e al., 2018, 2021), being hese se ices
alua ed in se e al millions o eu os pe yea (Dua e e al.,
2021). Being p e e ed loca ions o human se lemen and a
p o usion o an h opogenic ac i i ies, coas al, and ansi ional
a eas ha e been se e ely impac ed in hei heal h and unc ioning
wo ldwide. Habi a loss and deg ada ion, clima e change and he
in oduc ion o in asi e species a e amongs he majo h ea s
o sal ma sh ecosys ems (Dua e e al., 2015, 2018;Repolho
e al., 2017;Pé ez-Rome o e al., 2018). The e o e, in he con ex
o inc easing deg ada ion a es, he need o es o e sal ma sh
ecosys ems has been ecognized as a p io i y by manage s,
scien is s, and gene al socie y. This is well-emphasized in he
EU Biodi e si y S a egy o 2030 and i s EU Na u e Res o a ion
Plan (EU, 2020) and ein o ced by he UN Decade on Ecosys em
Res o a ion (UN, 2020).
Sal ma shes ha e been widely a ec ed by non-indigenous
species (NIS) being a se ious h ea o we land biodi e si y
(Heywood, 1989). Al hough many NIS plan s we e in oduced
long ago (mo e han a cen u y), ecen a i als a e o much
conce n (Aguia and Fe ei a, 2013;Ainouche and G ay, 2016;
Ma ínez-Jau egui e al., 2018). The Spa ina genus is highly
success ul amongs he halophy e plan g oup, being widesp ead
ac oss he globe. These plan s ha e C4- ype pho osyn hesis,
in which a CO2concen a ion mechanism a ibulose-1,5-
bisphospha e ca boxylase-oxygenase (Rubisco) le el, in ol ing
he ixa ion o a mosphe ic CO2by phosphoenol-py u a e
ca boxylase (PEPC), inc eases Rubisco ca boxylase ac i i y and
allows a as e g ow h a e ( on Caemme e , 2020). Spa ina
pa ens (Ai .) Muhl. (G amineae) is a pe ennial g ass dis ibu ed
along a wide ange o coas al habi a s, agg essi ely compe ing
wi h na i e species (Dua e e al., 2015). I was in oduced
in he Medi e anean Sea p obably due o ship a ic om
Ame ica, being used as packing ma e ial in ships boxes and
Abb e ia ions: APx, asco ba e pe oxidase; CAP, canonical analysis o p incipal
coo dina es; CAT, ca alase; DBI, double bond index; DTT, di hio h ei ol; EDTA,
e hylenediamine e aace ic acid; ETC, elec on anspo chain; FAME, a y
acids me hyl es e s; GOPx, guaiacol pe oxidase; GR, glu a hione educ ase; LC-
PUFA, polyunsa u a ed a y acids; MDA, malondialdehyde; NIS, non-indigenous
species; PAM, pulse ampli ude modula ed; PCO, p incipal coo dina es analysis;
PEP, phosphoenol-py u a e; PEPC, phosphoenol-py u a e ca boxylase; PMSF,
phenylme hylsul onyl luo ide; PS I, pho osys em I; PS II, pho osys em II; PVC,
poly inyl chlo ide; PVP, poly inylpy olidone; RC, eac ion cen e s; ROS, eac i e
oxygen species; Rubisco, ibulose-1,5-bisphospha e ca boxylase-oxygenase; SOD,
supe oxide dismu ase; TBA, hioba bi u ic acid; TCA, ichlo oace ic acid; TPF,
iphenyl o mazan; TTC, iphenyl- e azolium chlo ide.
c a es (Hul én, 1958). The e o e, al hough being p esen o
some ime along he Wes e n Medi e anean coas s, i had
no been eco ded on he Eas e n Ibe ian coas un il ecen ly
(Baumel e al., 2016).
Con olling in asi e species is ele an o es o a ion e o s,
and se e al app oaches ha e been de eloped o add ess his
issue, anging om he bicide applica ion o mowing and physical
emo al (Ke e al., 2016). While he i s appea s as a simple
and cos -e ec i e me hod (Majo e al., 2003;Pa en e al., 2017),
he long- e m e ec s o he bicides may ha e se ious impac s
on he ecosys em (C uz de Ca alho e al., 2020b). As o
he o he wo me hods, hey will only p e en u he sp ead
needing o be cons an ly applied and being e y ime- and
cos -consuming (Hedge e al., 2003). The e o e, we conside ed
an al e na i e me hod unde pinned on he physiology o he
species, in pa icula he ac ha S. pa ens has a low ole ance
o wa e logging, due o poo ae a ion o he hizosphe e which
consequen ly impai s i s g ow h (Bu dick, 1989;Be ness, 1991;
Cu ado e al., 2020), and na u ally limi s his species dis ibu ion
o he high ide bo de o sal ma shes. Thus, in he p esen
wo k, we es ed he applica ion o a physical ba ie ha would
p olong wa e logging a ound he plan s and e alua ed he impac
on i s physiology.
MATERIALS AND METHODS
Plan Ma e ial and Collec ion Si e
Sampling occu ed be o e he s a o he g owing season
(Feb ua y 2020) in he Ho as sal ma sh (Alcoche e; 38◦
45.661’ N, 8◦56.116’ W), loca ed in he middle es ua y,
adjacen o he Tagus Es ua y Na u al Rese e (Figu e 1).
This sal ma sh is looded wice pe day, being domina ed by
he halophy e species Spa ina ma i ima in he lowe ma sh
(ci ca 12% co e age), Halimione po ulacoides in he mid-uppe
ma sh (ci ca 35% co e age), and Sa coco nia u icosa in he
uppe ma sh (ci ca 20% co e age) (Caçado e al., 2013). Mo e
ecen ly, he halophy e in asi e species S. pa ens has managed
o es ablish i sel in he ma gins, jus i ying he impo ance o
he cu en s udy.
Applied T ea men s
Spa ina pa ens plan s we e subjec ed o wo ea men s: (1)
con ol, whe e he plan s did no unde go any in e en ion, and
(2) he wa e logging ea men (wa e logged) whe e plan u s
illed he inside o a 50 cm long and 10 cm diame e PVC ube
bu ied down in o he sedimen s, lea ing an 8 cm ma gin ou side,
which allowed he idal wa e o en e he ube and emain longe
inside and, hus, inc ease he wa e logging o he plan s (n= 5
o each ea men ). The expe imen las ed o 30 days. Se e al
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FIGURE 1 | Map o he loca ion o he sampling si e in he Ho as sal ma sh (Alcoche e) in he Tagus es ua y.
ield measu emen s we e made, namely, in i o chlo ophyll a
pulse ampli ude modula ed (PAM) luo ome y measu emen s.
Mo eo e , 20 lea es om each ea men we e also collec ed
di ec ly in o indi idual ubes wi h liquid ni ogen (see sec ions
below). Finally, whole plan s o S. pa ens om bo h ea men s
we e also collec ed, anspo ed o he lab, washed, emo ed om
excess wa e , weigh ed ( esh weigh ), and o en-d ied a 60◦C o
cons an weigh (d y weigh ).
Chlo ophyll aPulse Ampli ude
Modula ed Fluo ome y
Ten lea es om plan s om each ea men we e da k-adap ed
o 15 min and PAM measu emen s we e pe o med using a
Fluo oPen FP100 (Pho o Sys em Ins umen s, Czechia). Fo he
analysis o chlo ophyll ansien ligh cu es (Kau sky plo ), and
he de i ed luo ome ic pa ame e s (Table 1), he JIP- es was
used (Dua e e al., 2017).
Lea In a ed The mog aphy
The mal images we e ob ained wi h a FLIR E50bx in a ed
came a (FLIR Sys ems, Inc., Wilson ille, OR, Uni ed S a es)
p oducing images o 320 ×240 esolu ion wi h an accu acy
o ±0.045◦C. Ten lea es we e andomly selec ed om plan s o
bo h ea men s, ha ing a wa e bo le a ambien empe a u e
nea he lea es as e e ence. The a e age empe a u e o each lea
was calcula ed on each image. All image p ocessing and analysis
we e pe o med in FLIR Tools so wa e ( e sion 6.4.18039.1003,
FLIR Sys ems, Inc.).
Roo Respi a ion
F esh ine oo s o each ea men weighing app oxima ely
100 mg we e ans e ed o 10-mL eac ion ubes, and 6 mL
o TTC-solu ion [0.6% (w/ ) iphenyl- e azolium chlo ide in
0.06 M Na2HPO4–KH2PO4and 0.05% ( / ) Tween 20] was
added o each ube (n= 5) (B unne e al., 2002). In duplica e
ubes, 0.15 mM KCN was added o de e mine he inhibi ed
espi a ion. The samples we e hen incuba ed o 24 h a 25◦C.
A e incuba ion, he TTC solu ion was decan ed and iphenyl
o mazan (TPF) ex ac ion was made by adding 2 mL o e hanol
and boiling a 80◦C o 15 min (Ru and B unne , 2003). A e
collec ing he supe na an in new ubes, he abso bance o 1 mL
was measu ed a 520 nm wi h a spec opho ome e (UV500 UV-
Visible Spec ome e , Unicam, Wal ham, MA, Uni ed S a es).
The oo esidues in he es ubes we e d ied a 80◦C o 72 h
and weighed. Reduc ion o TTC was calcula ed as µg o TPF
p oduced pe hou pe g d y weigh (DW).
P oline Quan i ica ion
P oline con en was de e mined acco ding o Ba es e al.
(1973). Fo each ea men , plan lea es (n= 5) we e
homogenized in 3% aqueous sul osalicylic acid and he
homogena e cen i uged a 9,000 g o 15 min a 0◦C (Sigma
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C uz de Ca alho e al. Ecoenginee ing o Impai ing Spa ina pa ens
TABLE 1 | Fluo ome ic analysis pa ame e s and hei desc ip ion.
JIP- es
A ea Co esponds o he oxidized quinone pool size a ailable o
educ ion and is a unc ion o he a ea abo e he Kau sky plo
N Reac ion cen e u no e a e
SMCo esponds o he ene gy needed o close all eac ion cen e s
M0Ne a e o PS II RC closu e
γRC P obabili y ha a PS II chlo ophyll molecule unc ion as a RC
9Eo P obabili y ha an abso bed pho on will mo e an elec on in o he
ETC
ϕ0P obabili y ha a apped exci a ion mo es an elec on in o he ETC
beyond QA
δRo E iciency o he ans e o an elec on om PQH2 o inal PS I
accep o s
RE0/RC Flux o elec ons ans e ed om PQH2 o inal PSI accep o s pe
ac i e PS II
ABS/CS Abso bed ene gy lux pe c oss-sec ion
TR0/CS T apped ene gy lux pe c oss-sec ion
ET0/CS Elec on anspo ene gy lux pe c oss-sec ion
DI0/CS Dissipa ed ene gy lux pe c oss-sec ion
RC/CS Numbe o a ailable eac ion cen e s pe c oss-sec ion
PGG ouping p obabili y o he connec i i y be ween he wo PS II uni s
δRo/(1-δRo) Con ibu ion o PSI, educing i s end accep o s
90/(1- 90) Con ibu ion o he da k eac ions om QA− o PC
9Eo/(1-
9Eo)
Equilib ium cons an o he edox eac ions be ween PS II and PS I
RC/ABS Reac ion cen e II densi y wi hin he an enna chlo ophyll bed o PS II
TR0/DI0Con ibu ion o pa ial pe o mance due o he ligh eac ions o
p ima y pho ochemis y
SFI S uc u e unc ional index o pho osyn hesis
SFI (NO) Non-pho osyn he ic o dissipa ion s uc u e unc ional index
2-16K, SIGMA Labo zen i ugen GmbH, Os e ode am Ha z,
Ge many). The supe na an was collec ed, and he eac ion
consis ed o 2 mL o ex ac combined wi h 2 mL o glacial ace ic
acid and 2 mL o acid ninhyd in. The eac ion occu ed o 1 h
a 100◦C, a e which he eac ion was s opped in an ice ba h.
The eac ion mix u e was ex ac ed wi h 4 mL o oluene and
i s abso bance ead a 520 nm wi h a spec opho ome e (UV500
UV-Visible Spec ome e , Unicam, Wal ham, MA, Uni ed S a es)
and compa ed wi h a s anda d cu e o p oline, exp essed in
µmol g−1 esh weigh (FW).
C4-Pho osyn he ic Ca boxyla ing
Enzymes Ac i i y and Pigmen Analysis
Ca boxyla ing enzymes, PEPC and Rubisco, we e ex ac ed om
ozen lea samples acco ding o Ca mo-Sil a e al. (2008), excep
ha 50 mM HEPES-KOH pH 7.3 was used and 0.5% ( / ) T i on
X-100 added. B ie ly, app oxima ely 50 mg FW we e ex ac ed
in a cold mo a con aining qua z sand, 1% (w/ ) insoluble
poly inylpy olidone (PVP) and 1 mL o ice-cold ex ac ion
medium [50 mM HEPES-KOH pH 7.3, 1 mM EDTA, 5% (w/ )
PVP25000, 6% (w/ ) polye hylene glycol (PEG4000), 10 mM
di hio h ei ol (DTT), 1% ( / ) p o ease cock ail inhibi o (Sigma,
S Louis, MO, Uni ed S a es) and 0.5% ( / ) T i on X-100].
A e aking aliquo s o pigmen analysis, he homogena e was
cen i uged o 3 min a 16,800 g a 4◦C (Sigma 2-16K, SIGMA
Labo zen i ugen GmbH, Os e ode am Ha z, Ge many) and he
supe na an (c ude ex ac ) was kep a 4◦C and immedia ely
used o measu ing he ac i i ies o Rubisco (EC 4.1.1.39) and
PEPC (EC 4.1.1.31).
The ac i i ies o Rubisco we e assayed a 25◦C by 14CO2
inco po a ion in o acid-s able p oduc s acco ding o Pa y e al.
(1997) o wi h modi ica ions (Co eia e al., 2020). The assay
medium (1 mL pe sample) con ained 50 mM Bicine-KOH pH
8.2, 40 mM MgCl2, 10 mM NaH14CO3(7.4 kBq µM−1) and
0.4 mM ibulose-1,5-bisphospha e (RuBP). To measu e Rubisco
ini ial ac i i y (Vi), 25 µL o c ude ex ac was added o assay
medium, and he eac ion s opped a e 1 min wi h he addi ion
o 100 µL o 1 M HCl. To de e mine Rubisco o al ac i i y (V ),
25 µL o c ude ex ac was added o assay medium wi hou RuBP
o 3 min, o allow he ca bamyla ion o enzyme ca aly ic si es.
Rubisco V eac ion was s a ed by adding RuBP and s opped
a e 1 min wi h he addi ion o 100 µL o 1 M HCl. The
mix u e was comple ely d ied a 60◦C a e which he esidue
was esuspended in 0.5 mL o dis illed wa e and mixed wi h
5 mL o scin illa ion liquid (BioSa e LS Cock ail, Beckman,
Uni ed S a es). Radioac i i y o he 14C inco po a ed in he acid-
s able p oduc s was measu ed by scin illa ion coun ing (LS 7800
spec opho ome e , Beckmann Ins umen s Inc., Fulle on, CA,
Uni ed S a es). Rubisco ac i a ion s a e (%) was de e mined by
he Vi/V a io.
PEPC physiological (Vphysiol) and maximum (Vmax) ac i i ies
we e measu ed in a con inuous assay a 340 nm and 25◦C
(UV500 UV-Visible spec opho ome e , Unicam, Camb idge,
Uni ed Kingdom) acco ding o Bak im e al. (1992) wi h some
modi ica ions (Ca mo-Sil a e al., 2007). The eac ion mix u e
o Vphysiol (1 mL) consis ed o 50 mM HEPES-KOH pH 7.2,
10 mM MgCl2, 10 mM NaHCO3, 2.5 mM PEP (Sigma), 12
uni s o MDH (Sigma) and 20 µL o c ude ex ac . Fo Vmax,
he eac ion mix u e consis ed o 50 mM HEPES-KOH pH 8.0,
10 mM MgCl2, 10 mM NaHCO3, 10 mM PEP (Sigma), 12 uni s
o MDH (Sigma) and 20 µL o ex ac . In bo h cases, he eac ion
was s a ed by he addi ion o 0.2 mM ( inal concen a ion)
NADH (Sigma). Each measu ed ac i i y is he mean o h ee
eplica e on he same ex ac . PEPC ac i a ion s a e (%) was
calcula ed as Vphysiol/Vmax a io.
Fo pigmen analysis, each 20 µL aliquo p e iously e ie ed
om he lea ex ac was dilu ed in 980 µL o me hanol. A e
mixing in he o ex, he samples we e le in he da k a
4◦C o e nigh . A e cen i uging o 1 min a 13,000 g a
4◦C (Sigma 2-16K, SIGMA Labo zen i ugen GmbH, Os e ode
am Ha z, Ge many), he abso bance a 470, 652.4, 665.2,
and 700 nm we e measu ed in an EpochTM 2 Mic opla e
Spec opho ome e (BioTek, Winooski, VT, Uni ed S a es).
Pigmen concen a ions we e de e mined acco ding o he
equa ions in Lich en hale and Buschmann (2001).
An ioxidan Enzyme Assays
To ex ac he soluble p o ein ac ion, lea samples we e g inded
in a cooled mo a wi h 0.5 mL o 50 mM sodium/po assium
phospha e ex ac ion bu e (wi h 0.1 mM Na-EDTA, 2 mM
PVP, 10 mM DTT, 0.1 mM PMSF, and 24 µM NADP, pH 7.6).
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The homogena e was cen i uged a 13,000 g o 10 min a 4◦C
(Sigma 2-16K, SIGMA Labo zen i ugen GmbH, Os e ode am
Ha z, Ge many) and he supe na an was collec ed o a new ube.
P o ein concen a ion was de e mined acco ding o B ad o d
(1976) in an EpochTM 2 Mic opla e Spec opho ome e (BioTek,
Winooski, VT, Uni ed S a es).
Ca alase (CAT; EC 1.11.1.6) ac i i y was measu ed acco ding
o Te anishi e al. (1974), h ough H2O2consump ion
moni o ing and he dec ease in abso bance a 240 nm
(ε= 39.4 mM−1cm−1). The eac ion mix u e con ained
50 mM o sodium/po assium phospha e bu e (pH 7.0), and
30 mM o H2O2wi h he eac ion being s a ed by he addi ion
o 5 µL o ex ac . Asco ba e pe oxidase (APx; EC 1.11.1.11)
was assayed acco ding o Ti yakioglu e al. (2006). The eac ion
mix u e con ained 50 mM o sodium/po assium phospha e
bu e (pH 7.0), 0.1 mM o H2O2, and 0.25 mM L-asco ba e, and
he eac ion was also ini ia ed wi h he addi ion o 5 µL o he
ex ac . The ac i i y was eco ded as he dec ease in abso bance
a 290 nm and he amoun o asco ba e oxidized calcula ed om
he mola ex inc ion coe icien (ε= 2.8 mM−1cm−1). Guaiacol
pe oxidase (GOPx; EC 1.11.1.7) ac i i y was assayed acco ding o
Mika and Lü hje (2003) h ough he moni o iza ion o guaiacol
oxida ion a 470 nm (ε= 26.6 mM−1cm−1). The eac ion
mix u e con ained 50 mM o sodium/po assium phospha e
bu e (pH 7.0), 10 mM o H2O2, and 8 mM guaiacol, and he
eac ion was ini ia ed wi h he addi ion o 5 µL o he ex ac .
Supe oxide dismu ase (SOD; EC 1.15.1.1) ac i i y was assayed
acco ding o Ma klund and Ma klund (1974) by measu ing
he educ ion o py ogallol a 325 nm. The eac ion mix u e
con ained 30 mM o sodium/po assium phospha e bu e (pH
7.0) and 0.24 mM o py ogallol, wi h he eac ion being s a ed
by he addi ion o 5 µL o ex ac . Glu a hione educ ase (GR;
EC 1.8.1.7) ac i i y was assayed acco ding o Edwa ds e al.
(1990) by measu ing he all in abso bance a 340 nm as NADPH
was oxidized (ε= 6.22 mM−1cm−1). The eac ion mix u e
con ained 25 mM o sodium/po assium phospha e ex ac ion
bu e (pH 7.6), 0.5 mM o oxidized glu a hione and 0.2 mM
NADPH, s a ing he eac ion by he addi ion o 5 µL o
ex ac . Con ol assays we e done in he absence o subs a e
o e alua e he au oxida ion o he subs a es. All assays we e
pe o med in a o al olume o 200 µL pe well a 25◦C in an
EpochTM 2 Mic opla e Spec opho ome e (BioTek, Winooski,
VT, Uni ed S a es).
Lipid Pe oxida ion Analysis
Lipid pe oxida ion p oduc s we e de e mined as p e iously
desc ibed (Hea h and Packe , 1968). Lea es we e homogenized
b ie ly in 1.5 mL o 10% ( / ) ichlo oace ic acid (TCA),
con aining 0.4% (w/ ) hioba bi u ic acid (TBA). The eac ion
was conduc ed a 100◦C o 30 min, being hal ed h ough
placemen in ice. A e cen i uga ion a 15,000 g o 10 min a
4◦C (Sigma 2-16K, SIGMA Labo zen i ugen GmbH, Os e ode
am Ha z, Ge many), 1 mL o he supe na an was collec ed
and mixed wi h 1 mL o 0.4% TBA and incuba ed again unde
he same condi ions. The abso bance o he supe na an was
eco ded a 532 and 600 nm by spec opho ome y (UV500 UV-
Visible Spec ome e , Unicam, Wal ham, MA, Uni ed S a es).
The concen a ion o malondialdehyde (MDA) was de e mined
using he mola ex inc ion coe icien (ε= 155 mM−1cm−1).
Fa y Acid P o iles
The analysis o a y acid was pe o med by di ec ans-
es e i ica ion o lea samples, in eshly p epa ed me hanol
sulphu ic acid (97.5:2.5, / ), a 70◦C o 60 min, using he
in e nal s anda d pen adecanoic acid (C15:0) (Feijão e al., 2018).
Fa y acid me hyl es e s (FAME) we e eco e ed using pe oleum
e he , d ied wi h an N2 low, and e-suspended in an adequa e
amoun o hexane. The FAME solu ion was analyzed h ough gas
ch oma og aphy (Va ian 430-GC gas ch oma og aph equipped
wi h a hyd ogen lame ioniza ion de ec o se a 300◦C,
Middelbu g, Ne he lands), by addi ion o 1 µL, se ing he
injec o empe a u e o 270◦C, wi h a spli a io o 50. The
used-silica capilla y column (50 m ×0.25 mm; WCOT Fused
Silica, CP-Sil 88 o FAME; Va ian, Middelbu g, Ne he lands) was
main ained a a cons an ni ogen low o 2.0 mL min−1and he
o en se o 190◦C. Fa y acids iden i ica ion was pe o med by
compa ison o e en ion imes wi h s anda ds (Sigma-Ald ich)
and ch oma og ams we e analyzed by he peak su ace me hod,
using he Galaxy so wa e. The double bond index (DBI) was
calcula ed, o de e mine he memb ane sa u a ion le els, as
p e iously desc ibed (Feijão e al., 2018):
DBI =2×% monoenes +2×% dienes +3×% ienes
100 (1)
S a is ical Analysis
Since he da a lacked no mali y and homogenei y, he s a is ical
analysis was based on Mann-Whi ney non-pa ame ic es s
(G aphPad P ism 8.4.2 o Windows, G aphPad So wa e, San
Diego, CA, Uni ed S a es). Mul i a ia e s a is ical analyses
[SIMPER and Canonical Analysis o P incipal Coo dina es
(CAP)] we e pe o med using P ime 6 so wa e (Cla ke and
Go ley, 2006). The da a ob ained om he Kau sky plo s,
he mog aphy da a, oxida i e s ess and a y acids we e used
FIGURE 2 | Chlo ophyll ansien kine ics (Kau sky plo s) in lea es o con ol
plan s (da k g ay) and wa e logged plan s (ligh g ay) o Spa ina pa ens a e
30 days (mean ±s.d., n= 10).
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FIGURE 3 | Boxplo s o lea ene gy luxes [A, abso bed (ABS/CS); B, apped (TR0/CS); C, anspo ed (ET0/CS); D, dissipa ed (DI0/CS)] and (E) he numbe o
a ailable eac ion cen e s pe c oss-sec ion (RC/CS) in lea es o con ol plan s (whi e boxes) and wa e logged plan s (g ay boxes) o Spa ina pa ens a e 30 days
(n= 10, di e en le e s indica e signi ican di e ences a p<0.05).
as he basis o he cons uc ion o he espec i e esemblance
ma ixes based on he Euclidean dis ances be ween samples. To
e alua e he di e en me abolic da ase s ob ained as a whole (in
opposi ion o uni a ia e analysis), s a is ical mul i a ia e models
based on Kau sky plo s, he mog aphy da a, oxida i e s ess and
a y acids we e gene a ed using P incipal Coo dina es Analysis
(PCO) (Cla ke and Go ley, 2006).
RESULTS
Chlo ophyll aPAM Analysis
Obse ing he Kau sky plo s esul an om he in i o
PAM luo ome ic analysis, lowe luo escence alues could be
obse ed in plan s subjec ed o he ea men when compa ed
wi h con ol plan s (Figu e 2).
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C uz de Ca alho e al. Ecoenginee ing o Impai ing Spa ina pa ens
FIGURE 4 | Boxplo s o he pho osys em II and ETC ela ed pho ochemical ai s [A, oxidized quinone pool; B, eac ion cen e u no e a e (N); C, he ene gy
needed o close all eac ion cen e s (SM); D, he p obabili y ha a PSII chlo ophyll molecule unc ion as a RC (γRC); E, ne a e o PS II RC closu e (M0)], in lea es o
con ol plan s (whi e boxes) and wa e logged plan s (g ay boxes) o Spa ina pa ens a e 30 days (n= 10, di e en le e s indica e signi ican di e ences a p<0.05).
The ou ene gy luxes [Figu e 3: A, ene gy abso bed
by he pho osys em II (PS II) an ennae (ABS/CS); B,
ene gy apped inside he PS II (TR0/CS); C, ene gy
anspo ed wi hin he elec on anspo chain (ETC)
(ET0/CS); and D, he ene gy dissipa ion lux (DI0/CS)]
showed he same pa e n p esen ing lowe alues in he
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C uz de Ca alho e al. Ecoenginee ing o Impai ing Spa ina pa ens
FIGURE 5 | Boxplo s o he pho osys ems I (PS I) and II (PS II) pho ochemical ai s. (A) Ac i e oxygen-e ol ing complexes (OECs); (B) g ouping p obabili y be ween
he wo PS II uni s (PG); (C) he con ibu ion o he da k eac ions om quinone A o plas oquinone [ψ0/(1 - ψ0)]; (D) he equilib ium cons an o he edox eac ions
be ween PS II and PS I [ψE0/(1 - ψE0)]; (E) elec on anspo om PQH2 o he educ ion o PS I end elec on accep o s (RE0/RC); (F) he con ibu ion o PS I
educing i s end accep o s [δR0/(1- δR0)]; (G) eac ion cen e II densi y wi hin he an enna chlo ophyll bed o PS II (RC/ABS); (H) con ibu ion o pa ial pe o mance
due o he ligh eac ions o p ima y pho ochemis y (TR0/DI0), in lea es o con ol plan s (whi e boxes) and wa e logged plan s (g ay boxes) o Spa ina pa ens a e
30 days (n= 10, di e en le e s indica e signi ican di e ences a p<0.05).
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C uz de Ca alho e al. Ecoenginee ing o Impai ing Spa ina pa ens
FIGURE 6 | Boxplo s o he s uc u e unc ional indexes o pho osyn hesis (A, SFI) and non-pho osyn he ic o dissipa ion p ocesses [B, SFI (NO)] in lea es o con ol
plan s (whi e boxes) and wa e logged plan s (g ay boxes) o Spa ina pa ens a e 30 days (n= 10, di e en le e s indica e signi ican di e ences a p<0.05).
FIGURE 7 | Boxplo s o he lea su ace empe a u e measu ed h ough
in a ed he mog aphy in lea es o con ol plan s (whi e box) and wa e logged
plan s (g ay box) o Spa ina pa ens a e 30 days (n= 10, di e en le e s
indica e signi ican di e ences a p<0.05).
wa e logged plan s, al hough ha dec ease was only s a is ically
signi ican o TR0/CS and ET0/CS. I was also a simila
educ ion in he numbe o oxidized PS II eac ion cen e s
(RC/CS) (Figu e 3E).
Fu he analysis o he unc ioning o di e en componen s
o he pho osys ems and ETC (Figu e 4) showed a dec ease
in he oxidized quinone pool size in he wa e logged
plan s, ollowed by an enhancemen in he numbe o QA
edox u no e s un il maximum luo escence was eached
(N). Al hough no signi ican changes we e obse ed in
he ene gy needed o close all RCs (SM), he e was a
dec ease in he p obabili y o a PS II chlo ophyll molecule
unc ioning as a RC (γRC) in he ea ed plan s. Howe e ,
no signi ican di e ences we e obse ed in he QA educ ion
a e (M0).
Al hough he ac i e oxygen-e ol ing complexes (OEC)
showed no di e ences be ween con ol and wa e logged plan s
(Figu e 5A), he PG, he g ouping p obabili y ha co ela es wi h
he disconnec ion be ween he wo PS II uni s, inc eased in he
la e plan g oup (Figu e 5B).
Rega ding PS II and PS I, wa e logged plan s p esen ed a
signi ican dec ease in pho ochemical p ocesses, bo h in he
con ibu ion o ligh (TR0/DI0;Figu e 5H) and da k [ψ0/(1
-ψ0); Figu e 5C] eac ions o he pho ochemical cycle. On
he o he hand, a he PS I le el he e was a signi ican
inc ease in he ac i i y o his pho osys em [δR0/(1 - δR0);
Figu e 5F] in he in e ened plan s, al hough he e was a
dec ease in he equilib ium cons an o he edox eac ion
be ween bo h pho osys ems owa d he PS II [ψE0/(1 - ψE0);
Figu e 5D]. Ne e heless, he e we e no signi ican changes in
he eac ion cen e densi y wi hin he PS II an enna chlo ophyll
bed (RC/ABS; Figu e 5G) o in he elec on anspo om
PQH2 o he educ ion o he PS I end accep o s (RE0/RC;
Figu e 5E).
In summa y and obse ing he s uc u e unc ional indexes,
he e was a dec ease o he pho ochemical p ocesses (Figu e 6A)
and an inc ease o he non-pho ochemical o dissipa i e
p ocesses (Figu e 6B) in he wa e logged plan s.
Lea The mog aphy
Rega ding lea su ace empe a u e measu ed h ough in a ed
he mog aphy, he e was a s a is ically signi ican inc ease in
empe a u e in he ea ed plan s (11.06◦C) ela i ely o con ol
ones (10.77◦C) (Figu e 7).
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C uz de Ca alho e al. Ecoenginee ing o Impai ing Spa ina pa ens
S. pa ens. Al hough long- e m s udies need o be pe o med,
his ecoenginee ing solu ion has he po en ial o con ol and
elimina e his species om sal ma shes and o he in e idal
sys ems in u u e ecosys em es o a ion p og ams. Since S. pa ens
u s a e easily iden i ied, he upscaling o his echnique
could in ol e he applica ion o ubes wi h di e en diame e s
acco ding o plan u s densi y, allowing wa e logging o be
p olonged in space and ime. Fu he mo e, he applica ion
o a simple bio-op ical ool will allow he s akeholde s o
easily ollow he p ocess o supp essing he species wi hou he
in e e ence o he p ocess and allowing epea ed measu es o e
he in e en ion pe iod.
DATA AVAILABILITY STATEMENT
The aw da a suppo ing he conclusions o his a icle will be
made a ailable by he au ho s, wi hou undue ese a ion.
AUTHOR CONTRIBUTIONS
BD, VF, and PR-S: concep ualiza ion. BD: me hodology,
supe ision, p ojec adminis a ion, and unding acquisi ion.
RC and BD: o mal analysis. RC, EF, ID, VP, MS, AS, and AM:
in es iga ion. RC: da a cu a ion and w i ing—o iginal d a
p epa a ion. EF, ID, VP, MS, AM, AS, IC, PR-S, VF, and BD:
w i ing— e iew and edi ing. All au ho s ha e ead and ag eed o
he published e sion o he manusc ip .
FUNDING
BD and VF we e suppo ed by in es iga ion con ac s
(CEECIND/00511/2017 and DL57/2016/CP1479/CT0024).
PR-S was suppo ed by FCT h ough a pos doc o al g an
(SFRH/BPD/95784/2013). We would like o hank he Fundação
pa a a Ciência e a Tecnologia (FCT) o unding he esea ch
ia p ojec g an s PTDC/CTA-AMB/30056/2017 (OPTOX),
UID/MAR/04292/2019, and UIDB/04046/2020. We would also
like o hank he MAR2020 p og am h ough he p ojec
RESTAURA2020 (16-01-04-FMP-0014).
SUPPLEMENTARY MATERIAL
The Supplemen a y Ma e ial o his a icle can be ound
online a : h ps://www. on ie sin.o g/a icles/10.3389/ ma s.
2021.699528/ ull#supplemen a y-ma e ial
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