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Glyphosate-Based Herbicide Toxicophenomics in Marine Diatoms: Impacts on Primary Production and Physiological Fitness

Cruz de Carvalho, Ricardo,Feijão, Eduardo,Matos, Ana Rita,Cabrita, Maria Teresa,Novais, Sara C.,Lemos, Marco F. L.,Caçador, Isabel,Marques, João Carlos,Reis-Santos, Patrick,Fonseca, Vanessa F.,Duarte, Bernardo

Abstract

Glyphosate is the main active component of the commercial formulation Roundup®, the most widely used chemical herbicide worldwide. However, its potential high toxicity to the environment and throughout trophic webs has come under increasing scrutiny. The present study aims to investigate the application of bio-optical techniques and their correlation to physiological and biochemical processes, including primary productivity, oxidative stress, energy balance, and alterations in pigment and lipid composition in Phaeodactylum tricornutum, a representative species of marine diatoms, using the case study of its response to the herbicide glyphosate-based Roundup® formulation, at environmentally relevant concentrations. Cultures were exposed to the herbicide formulation representing e ective glyphosate concentrations of 0, 10, 50, 100, 250, and 500 g L􀀀1. Results showed that high concentrations decreased cell density; furthermore, the inhibition of photosynthetic activity was not only caused by the impairment of electron transport in the thylakoids, but also by a decrease of antioxidant capacity and increased lipid peroxidation. Nevertheless, concentrations of one of the plastidial marker fatty acids had a positive correlation with the highest concentration as well as an increase in total protein. Cell energy allocation also increased with concentration, relative to control and the lowest concentration, although culture growth was inhibited. Pigment composition and fatty acid profiles proved to be e cient biomarkers for the highest glyphosate-based herbicide concentrations, while bio-optical data separated controls from intermediate concentrations and high concentrations.

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applied sciences A icle Glyphosa e-Based He bicide Toxicophenomics in Ma ine Dia oms: Impac s on P ima y P oduc ion and Physiological Fi ness Rica do C uz de Ca alho 1,2,* , Edua do Feijão1, Ana Ri a Ma os 3,4 , Ma ia Te esa Cab i a 5, Sa a C. No ais 6, Ma co F. L. Lemos 6, Isabel Caçado 1,4, João Ca los Ma ques 7, Pa ick Reis-San os 1,8 , Vanessa F. Fonseca 1,9 and Be na do Dua e 1,4 1MARE—Ma ine and En i onmen al Sciences Cen e, Faculdade de Ciências da Uni e sidade de Lisboa, Campo G ande, 1749-016 Lisbon, Po ugal; [email p o ec ed] (E.F.); [email p o ec ed] (I.C.); [email p o ec ed] (P.R.-S.); [email p o ec ed] (V.F.F.); [email p o ec ed] (B.D.) 2cE3c, Cen e o Ecology, E olu ion and En i onmen al Changes, Facul y o Sciences, Uni e si y o Lisbon, Campo G ande, Edi ício C2, Piso 5, 1749-016 Lisbon, Po ugal 3 BioISI—Biosys ems and In eg a i e Sciences Ins i u e, Plan Func ional Genomics G oup, Depa amen o de Biologia Vege al, Faculdade de Ciências da Uni e sidade de Lisboa, Campo G ande, 1749-016 Lisboa, Po ugal; [email p o ec ed] 4Depa amen o de Biologia Vege al da Faculdade de Ciências da Uni e sidade de Lisboa, Campo G ande, 1749-016 Lisboa, Po ugal 5Cen o de Es udos Geog á icos (CEG), Ins i u o de Geog a ia e O denamen o do Te i ó io (IGOT) da Uni e sidade de Lisboa, Rua B anca Edmée Ma ques, 1600-276 Lisboa, Po ugal; [email p o ec ed] 6 MARE—Ma ine and En i onmen al Sciences Cen e, ESTM, Poly echnic o Lei ia, 2411-901 Lei ia, Po ugal; [email p o ec ed] (S.C.N.); [email p o ec ed] (M.F.L.L.) 7Uni e si y o Coimb a, MARE—Ma ine and En i onmen al Sciences Cen e, Depa men o Li e Sciences, 3000 Coimb a, Po ugal; [email p o ec ed] 8Sou he n Seas Ecology Labo a o ies, School o Biological Sciences, The Uni e si y o Adelaide, Adelaide, SA 5005, Aus alia 9Depa amen o de Biologia Animal da Faculdade de Ciências da Uni e sidade de Lisboa, Campo G ande, 1749-016 Lisboa, Po ugal *Co espondence: c [email p o ec ed] Recei ed: 9 Sep embe 2020; Accep ed: 19 Oc obe 2020; Published: 22 Oc obe 2020   Fea u ed Applica ion: Applica ion o non-in asi e bio-op ical echniques o e alua e he eco oxici y o glyphosa e-based pes icide in ma ine dia oms wi h con i ma ion by classical biochemical ools. Abs ac : Glyphosa e is he main ac i e componen o he comme cial o mula ion Roundup ® , he mos widely used chemical he bicide wo ldwide. Howe e , i s po en ial high oxici y o he en i onmen and h oughou ophic webs has come unde inc easing sc u iny. The p esen s udy aims o in es iga e he applica ion o bio-op ical echniques and hei co ela ion o physiological and biochemical p ocesses, including p ima y p oduc i i y, oxida i e s ess, ene gy balance, and al e a ions in pigmen and lipid composi ion in Phaeodac ylum ico nu um, a ep esen a i e species o ma ine dia oms, using he case s udy o i s esponse o he he bicide glyphosa e-based Roundup ® o mula ion, a en i onmen ally ele an concen a ions. Cul u es we e exposed o he he bicide o mula ion ep esen ing e ec i e glyphosa e concen a ions o 0, 10, 50, 100, 250, and 500 µ g L −1 . Resul s showed ha high concen a ions dec eased cell densi y; u he mo e, he inhibi ion o pho osyn he ic ac i i y was no only caused by he impai men o elec on anspo in he hylakoids, bu also by a dec ease o an ioxidan capaci y and inc eased lipid pe oxida ion. Ne e heless, concen a ions o one o he plas idial ma ke a y acids had a posi i e co ela ion wi h he highes concen a ion as well as an inc ease in o al p o ein. Cell ene gy alloca ion also inc eased wi h concen a ion, ela i e o con ol and he lowes concen a ion, al hough cul u e g ow h was Appl. Sci. 2020,10, 7391; doi:10.3390/app10217391 www.mdpi.com/jou nal/applsci Appl. Sci. 2020,10, 7391 2 o 21 inhibi ed. Pigmen composi ion and a y acid p o iles p o ed o be e icien bioma ke s o he highes glyphosa e-based he bicide concen a ions, while bio-op ical da a sepa a ed con ols om in e media e concen a ions and high concen a ions. Keywo ds: pho obiology; ene ge ic me abolism; pes icide; oxida i e s ess; glyphosa e 1. In oduc ion In ecen yea s, he conce n o e eme ging pollu an s and hei e ec s on he ma ine bio a me abolism has g own exponen ially. Man-made con aminan s in a iably p esen new challenges in moni o ing e o s and isk p e en ion [ 1 ]. These chemicals, including pes icides, pha maceu icals, and pe sonal and household ca e p oduc s, a e used daily wo ldwide and hei p esence in he en i onmen s ems om an exponen ial inc ease in human ac i i ies ela ed o hei usage [ 2 ]. In he i s decade o he 21s cen u y, mo e han 50% o he o al p oduc ion o chemicals included en i onmen ally ha m ul compounds [ 3 ]. Fu he mo e, he speed o echnological ad ances made in syn he ic chemical p oduc ion con inues o inc ease he lis o hese no el subs ances [ 4 ], aising impo an ques ions and conce ns abou hei eco oxici y and e icien moni o ing me hodologies. Glyphosa e (N-(phosphonome hyl) glycine) is a phosphona e he bicide and he main ac i e ing edien in he comme cial mix u e Roundup ® , he mos used chemical he bicide wo ldwide [ 5 , 6 ]. Glyphosa e is a b oad-spec um he bicide wi h a unique mode o ac ion: I ac s as a glycine analogue, inhibi ing he enzyme 5-enolpy u yl-shikima e-3-phospha e syn hase (EPSPS) o he shikima e pa hway, hus a ec ing he syn hesis o a oma ic amino acids [ 7 ]. The d ama ic inc ease in i s use globally is also associa ed wi h he de elopmen o glyphosa e- ole an c ops ha p esen a ole an EPSPS syn hase and/o a glyphosa e me abolism gene [ 8 ]. Being ela i ely unsuscep ible o chemical- and pho odecomposi ion, glyphosa e can easily each coas al and ma ine a eas ia a mul i ude o di ec and/o di use pa hways [ 9 ]. While pes icides a e mainly used in bo h ag icul u e and weed con ol, hei pe sis ence in any gi en aqua ic en i onmen can allow hem o be ca ied in o emo e ma ine en i onmen s, al hough he exac means by which his occu s is s ill a subjec unde deba e [10,11]. Ma ine phy oplank on is a key biomoni o in many ma ine ophic webs which, unde na u al condi ions, esponds o a wide ange o en i onmen al dis u bances and con amina ion e en s [ 12 – 16 ] and any impac s a his le el a e highly likely o lead o bo om-up impac s. Glyphosa e was shown o impai cyanobac e ia g ow h a concen a ions as low as 50 µ g L −1 [ 17 ], and in eshwa e , glyphosa e in luences mic obial communi y s uc u e, changing he communi y om g een algae and dia oms (glyphosa e sensi i e) o cyanobac e ia (glyphosa e ole an ) [ 18 , 19 ]. Mo eo e , s uc u al changes o ma ine communi ies ha e been associa ed wi h glyphosa e applica ion [ 20 ]. Ul ima ely, eco oxicological s udies on ma ine o ganisms a e o he u mos impo ance o es ablish guidelines o sa egua d local biodi e si y and he unc ioning o es ua ine, coas al, and ma ine en i onmen s [21,22]. Dia oms, as pa o phy oplank on, a e among he i s o ganisms o be a ec ed by con aminan s, quickly esponding o suspended oxican s due o hei small size (0.2–200 µ m) and high up ake a es [ 13 , 23 – 26 ]. Dia oms a e also cons an ly e-adjus ing he equilib ium be ween ene gy p oduc ion om pho osyn hesis and ene gy consump ion unde en i onmen al s ess condi ions, an abili y ha unde mines hei success in highly dynamic coas al and es ua ine en i onmen s [27]. While hey a e esponsible o hal o all he pho osyn hesis on Ea h and hus ha e an impo an ole in he global biological ca bon pump and he silica cycle [ 28 ], ou knowledge o ca bon alloca ion egula ion in dia oms is e y limi ed, pa icula ly because o hese p esen dis inc me abolic compa men a ions and addi ional me abolic pa hways in compa ison o he mo e widely s udied g een algae [29–32]. Dia oms a e also majo ma ine p oduce s o speci ic a y acids [ 32 ], including essen ial a y acids (EFA), linoleic acid (omega-6 [ ω -6] class), and α -linolenic acid (ALA). Dia oms also p oduce long-chain polyunsa u a ed a y acids (LC-PUFA) such as eicosapen aenoic acid (EPA) and docosahexaenoic acid Appl. Sci. 2020,10, 7391 3 o 21 (DHA) (omega-3 [ ω -3] class) [ 33 ]. Ve eb a es canno syn hesize essen ial a y acids and he abili y o p oduce LC-PUFA is also limi ed; hey do no ob ain hese h ough hei die [ 34 , 35 ]. Fu he mo e, LC-PUFA plays key oles in animal and human heal h, being majo componen s o neu ological issues [36]. Pho osyn hesis has been shown o be impai ed by glyphosa e-based he bicides wi hin wide anges o concen a ions, including in co dg ass Spa ina densi lo a om sp ay applica ion a concen a ions o 720–7200 g ha −1 [ 37 ], o di ec con ac o 10–80 mg L −1 in Anabaena e ilissima [ 38 ]. In bo h cases, he e was inhibi ion o CO 2 assimila ion and deple ion o in e media es om he pho osyn he ic ca bon educ ion cycle due o de egula ion o he shikima e pa hway [ 39 , 40 ]. In such scena ios, non-in asi e high- h oughpu bio-op ical sc eening ools, such as Pulse Ampli ude Modula ed (PAM) luo ome y, eme ge as in aluable echniques o e alua e eco oxici y in pho osyn he ic o ganisms [ 12 , 41 , 42 ]. Th ough PAM i is possible o ansla e he luo escence signals as p oxies o he bioene ge ics in ol ed in pho osyn hesis in a non-des uc i e o m [ 13 , 41 – 44 ] o e icien ly assess p ima y p oduc i i y [ 45 , 46 ] and he physiological e ec s in plan ma e ial a di e en concen a ions o con aminan s [ 12 , 41 , 42 , 44 ]. The hal -li e o glyphosa e in wa e a ies be ween 45 and 60 days [ 47 ] and phy oplank on ha e a as esponse in he p esence o con aminan s [ 13 , 25 ]. Thus, i is o he u mos impo ance o e alua e he po en ial e ec s o glyphosa e in he en i onmen , namely on p ima y p oduce s. The p esen s udy aimed o co ela e bio-op ical da a wi h he eco oxicological e ec s o he exposu e o he glyphosa e-based he bicide Roundup ® (i.e., cu en ly ound in es ua ine and ma ine sys ems) [ 48 – 51 ], wi h he wo king hypo hesis ha , simila ly o o he pho osyn he ic o ganisms, his he bicide will ha e a nega i e impac on p ima y p oduc i i y, an ioxidan enzyme ac i i y, ene gy balance, pigmen and a y acid composi ion o he model dia om Phaeodac ylum ico nu um, and i s po en ial implica ions on es ua ine o coas al ma ine ecosys ems. 2. Ma e ials and Me hods 2.1. Expe imen al Se up The model dia om P. ico nu um Bohlin (Bacilla iophyceae) (IO 108–01, IPMA, ALISU—Algae Collec ion o he Uni e si y o Lisbon, Lisbon, Po ugal) was ha es ed om monoclonal cul u es in 250 mL o /2 medium [ 52 ] in cul u e lasks (D echsel- ype gas washing bo les) unde con olled condi ions o 4 days (18 ± 1 ◦ C, unde cons an ae a ion and a 14 h ligh /10 h da k pho ope iod). The g ow h chambe was p og ammed o simula e sun ise and sunse using a sinusoidal unc ion wi h a ligh in ensi y a noon simula ing a na u al ligh en i onmen (RGB 1:1:1, Maximum PAR 80 µ mol pho ons m −2 s −1 , 14/10 h day/nigh hy hm). Acco ding o he O ganiza ion o Economic Coope a ion and De elopmen (OECD) guidelines o algae bioassays [ 53 ] and he ecommended ini ial cell densi y o mic oalgae cells wi h simila size o P. ico nu um, ini ial cell concen a ion was app oxima ely 2.7 ×105cells mL−1 . Fo y-eigh hou s a e inocula ion, cul u es we e exposed o 0, 10, 50, 100, 250, o 500 µ g L −1 glyphosa e o 48 h [ 24 , 41 , 46 ], ob ained om he glyphosa e-based he bicide “Roundup ® P on o” con aining 7.2 g L −1 o glyphosa e. Since no s udies ha e measu ed glyphosa e in ma ine wa e , he he bicide concen a ions we e chosen based on he ange o en i onmen al concen a ions ound in ag icul u al wa e s eams in ele an li e a u e [ 49 – 52 ], as i was ound ha his chemical p esen s he same hal -li e in sal wa e as i does in eshwa e [ 10 , 11 ]. While o he subs ances compose Roundup ® , glyphosa e is he main ac i e componen . Exposu e ook place 48 h a e inocula ion o ensu e ha he expe imen was pe o med du ing he cell exponen ial g ow h phase [ 24 , 41 , 46 ]. The e we e h ee eplica es o each he bicide concen a ion om a o al o 18 expe imen al uni s. To a oid con amina ion, he labwa e was washed wi h HNO 3 (20%) o 48 h, insed ho oughly wi h ul a-pu e wa e and au ocla ed. All cul u e manipula ions we e pe o med in a lamina ai low chambe using asep ic echniques. Appl. Sci. 2020,10, 7391 4 o 21 2.2. G ow h Ra es and Cell Ha es ing Du ing he exposu e ials, daily cell coun ing o P. ico nu um subjec ed o di e en glyphosa e-based he bicide concen a ions was pe o med using a Neubaue imp o ed coun ing chambe , wi h an Olympus BX50 (Tokyo, Japan) in e ed mic oscope, a 400- imes magni ica ion. Cul u e g ow h was de e mined om he di e ence be ween ini ial and inal loga i hmic cell densi ies di ided by he exposu e pe iod [ 54 ], exp essed as he mean speci ic g ow h a e pe day. Samples o pho ochemical and biochemical analysis we e collec ed a e 48 h o exposu e o glyphosa e-based he bicide (4 days a e inocula ion). Based on he glyphosa e-based he bicide concen a ions, we de e mined he No Obse ed E ec Concen a ion (NOEC) and he Lowes Obse ed E ec Concen a ion (LOEC) [ 55 ]. Fu he mo e, by applica ion o a sigmoidal dose- esponse cu e o he endpoin measu emen o each exposu e concen a ion, we also de e mined he E ec i e Concen a ion (EC) which inhibi ed g ow h by 10% (EC 10 ), 25% (EC 25 ), and 50% (EC 50 ) [ 55 ]. A he end o he exposu e ime and a e he chlo ophyll luo escence measu emen s (see nex sec ion), samples o 30 mL o cul u e we e cen i uged a 4000 × g o 15 min a 4 ◦ C (Sigma 2-16K, Sigma Labo zen i ugen GmbH, Ge many). The supe na an was emo ed, and pelle s we e immedia ely ozen in liquid ni ogen and s o ed a −80 ◦C un il analysis. 2.3. Bio-Op ical Assessmen h ough Chlo ophyll a Pulse Ampli ude Modula ed (PAM) Fluo ome y Pulse ampli ude modula ed (PAM) chlo ophyll luo escence measu emen s we e pe o med using a Fluo Pen FP100 (Pho o Sys em Ins umen s, D aso , Czech Republic) on 15 min da k-adap ed samples using a 1 mL cu e e. Cul u e cell densi y was assessed daily, using a non-ac inic ligh o measu e minimum chlo ophyll luo escence (F 0 ). Analysis o chlo ophyll ansien ligh cu es (Kau sky plo ) was ca ied ou using he OJIP es acco ding o [ 41 ]. Fluo ome ic analysis pa ame e s and hei desc ip ion can be accessed in Table 1. Table 1. Fluo ome ic analysis pa ame e s and hei desc ip ion. OJIP Tes 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 will unc ion as an RC PGG ouping p obabili y be ween he wo PS II uni s ABS/CS Abso bed ene gy lux pe c oss-sec ion TR/CS T apped ene gy lux pe c oss-sec ion ET/CS Elec on anspo ene gy lux pe c oss-sec ion DI/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 TR0/DI0 Con ibu ion o pa ial pe o mance due o he ligh eac ions o p ima y pho ochemis y δR0/(1 −δR0) Con ibu ion o PS I, educing i s end accep o s ψ0/(1 −ψ0) Con ibu ion o he da k eac ions om QA− o PC ψE0/(1 −ψE0) Equilib ium cons an o he edox eac ions be ween PS II and PS I RE0/RC Elec on anspo om PQH2 o he educ ion o PS I end elec on accep o s RC/ABS Reac ion cen e II densi y wi hin he an enna chlo ophyll bed o PS II Appl. Sci. 2020,10, 7391 5 o 21 2.4. Pigmen Analysis Pigmen ex ac ion was pe o med acco ding o me hodologies om p e ious wo ks [ 12 , 13 , 46 ]. Pu e ace one was added o sample pelle s and main ained in an ul a-sound cold ba h o 2 min, ensu ing o al disagg ega ion o cell ma e ial, and kep in he da k a − 20 ◦ C o 24 h o p e en deg ada ion. Samples we e cen i uged o 15 min a 4000 × gand 4 ◦ C and he supe na an s we e scanned by a dual-beam spec opho ome e om 350 nm o 750 nm a 0.5 nm s eps (Shimadzu UV-1603, Shimadzu Co., Kyo o, Japan). Using he SigmaPlo So wa e, he abso bance spec um was in oduced in he Gauss-Peak Spec a (GPS) i ing lib a y. Pigmen analysis was pe o med acco ding o [ 56 ], allowing he de ec ion o chlo ophyll aand c, pheophy in a, β -ca o ene, ucoxan hin, diadinoxan hin (DD), and dia oxan hin (DT). 2.5. An ioxidan Enzyme Assays The soluble p o ein ac ion was ex ac ed a 4 ◦ C om cell pelle s in 1 mL o 50 mM sodium phospha e bu e (pH 7.6) wi h 0.1 mM Na-EDTA and placed in an ul asound ba h o 1 min om he p e iously collec ed pelle s. The homogena e was cen i uged a 10,000 × g o 10 min a 4 ◦ C o emo e deb is and he supe na an collec ed o a new ube. P o ein concen a ion was de e mined acco ding o [ 57 ]. Ca alase (CAT) ac i i y was measu ed acco ding o [ 58 ], moni o ing H 2 O 2 consump ion and he consequen dec ease in abso bance a 240 nm ( ε =39.4 mM −1 cm −1 ). The eac ion mix u e con ained 50 mM o sodium phospha e bu e (pH 7.6), 0.1 mM o Na-EDTA, and 100 mM o H 2 O 2 wi h he eac ion being s a ed by he addi ion o 100 µ L o ex ac . Asco ba e pe oxidase (APX) was assayed acco ding o [ 59 ]. The eac ion mix u e con ained 50 mM o sodium phospha e bu e (pH 7.0), 5 µ M o H 2 O 2 , and 0.25 µ M L-asco ba e, and he eac ion was also ini ia ed wi h he addi ion o 100 µ L 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 −1 cm −1 ). Supe oxide dismu ase (SOD) ac i i y was assayed acco ding o [ 60 ] by moni o ing he educ ion o py ogallol a 325 nm. The eac ion mix u e con ained 50 mM o sodium phospha e bu e (pH 7.0) and 0.24 mM o py ogallol and ul a-pu e wa e , wi h he eac ion being s a ed by he addi ion o 10 µ L 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 he assays we e pe o med a 25 ◦C in a UV500 UV-Visible Spec ome e (Unicam, Wal ham, MA, USA). 2.6. Lipid Pe oxida ion Analysis Lipid pe oxida ion p oduc s we e de e mined acco ding o [ 61 ]. Sample pelle s we e homogenized b ie ly in 1.5 mL o 10% ( / ) T ichlo oace ic acid (TCA), con aining 0.4% (w/ ) hioba bi u ic acid (TBA) and placed in an ul asound ba h o 1 min. The eac ion was conduc ed a 100 ◦ C o 30 min; immedia ely a e i was hal ed h ough placemen in ice, and a e cen i uga ion a 15,000 × g o 10 min a 4 ◦ C, 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. A e again cooling down in ice and cen i uging, he abso bance a 532 nm and 600 nm o he supe na an was eco ded by spec opho ome y. The concen a ion o malondialdehyde (MDA) was de e mined using he mola ex inc ion coe icien ( ε =155 mM −1 cm −1 ). 2.7. Fa y Acid P o iles The a y acid analysis was pe o med acco ding o [ 46 ] by di ec ans-es e i ica ion o sample pelle s, in eshly p epa ed me hanol sul u 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). Fa y acid me hyl es e s (FAMEs) we e eco e ed using pe oleum e he , d ied wi h an N 2 low, and e-suspended in an adequa e amoun o hexane. Th 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, The Ne he lands), 1 µ L o he FAME solu ion was analyzed, 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, The Ne he lands) Appl. Sci. 2020,10, 7391 6 o 21 was main ained a a cons an ni ogen low o 2.0 mL min −1 and 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 analyzed by he peak su ace me hod, using he Galaxy so wa e. To de e mine he memb ane sa u a ion le els, he double bond index (DBI) was calcula ed acco ding o [46]: DBI =2×(% monoenes +2×% dienes +3×% ienes +4×% e aenes +5×% pen aenes) 100 (1) 2.8. Ene gy Balance Cell pelle s we e homogenized by ul asonica ion on ice (3x 10s a A =20%) using 1 mL o Milli-Q wa e . Aliquo s we e aken om each sample o he analysis o lipid, ca bohyd a e and p o ein con en s, and elec on anspo sys em (ETS) ac i i y. In all assays, ul apu e wa e was used as eac ion blank. The spec opho ome ic measu emen s we e pe o med in iplica es, a 25 ◦ C, using a syne gy H1 Hyb id Mul i-Mode mic opla e eade (Bio ek®Ins umen , Winooski, VT, USA). 2.8.1. Ene gy A ailable The ene gy a ailable (Ea) was measu ed by de e mining he o al p o ein, ca bohyd a e, and lipid con en s and ans o ming he esul s in o ene ge ic equi alen s (combus ion ene gies: 17,500 mJ mg ca bohyd a es −1 , 24,000 mJ mg p o ein −1 , and 39,500 mJ mg lipid −1 ) [ 61 ]. Ex ac ion and quan i ica ion o o al lipids, p o eins, and ca bohyd a es we e pe o med acco ding o [ 62 , 63 ] wi h mino modi ica ions [ 64 ]. Cell pelle s we e esuspended in 50 mM sodium phospha e bu e (pH 7) con aining 1 mM phenylme hylsul onyl luo ide (PMSF). Cell dis up ion was pe o med wi h 0.42–0.6 mm glass beads (Sigma-Ald ich) o 15 min a 6.5 ms –1 (Fas P ep-24, MP Biomedicals). Cell ex ac was cen i uged a 10,000 × g o 20 min a 4 ◦ C. The supe na an was s o ed a − 80 ◦ C un il u he analysis. To al p o ein con en in he samples was de e mined using B ad o d’s me hod [ 56 ]. To al lipids we e ex ac ed by adding 250 µ L o chlo o o m (spec opho ome ic g ade, Sigma-Ald ich), 250 µ L o me hanol (spec opho ome ic g ade, Sigma-Ald ich) and 125 µ L Milli-Q wa e o 150 µ L o he sample. A e cen i uga ion a 1000 × g o 5 min, he o ganic phase and in e phase we e emo ed and 500 µ L o H 2 SO 4 was added o 100 µ L o lipid ex ac and cha ed o 15 min a 200 ◦ C. The mix u e was cooled down o 20 ◦ C, 1.5 mL o deionized wa e was added, and o al lipid con en was de e mined by measu ing he abso bance a 375 nm and compa ed o a calib a ion cu e using ipalmi in alues as s anda d. To al ca bohyd a e con en was de e mined by adding 50 µ L o 15% TCA o he 150 µ L o sample and subjec ed o − 20 ◦ C o 10 min. A e cen i uga ion a 1000 × g o 10 min, he o al ca bohyd a e con en o he supe na an ac ion was quan i ied by adding 50 µ L o 5% ( / ) phenol and 200 µ Lo 18MH 2 SO 4 o 50 µ L ex ac [ 65 ]. Following 30 min o incuba ion a 20 ◦ C, abso bance was measu ed a 492 nm and compa ed o a calib a ion cu e using glucose as s anda d. 2.8.2. Ene gy Consump ion Cellula oxygen consump ion and me abolism a e di ec ly linked o mi ochond ial ETS ac i i y. As such, ETS was de e mined acco ding o [ 66 ] wi h majo modi ica ions [ 65 ]. In 30 µ L o sample o blank, 20 µ L o homogenizing bu e [0.3 M T is, 15% (w/ ) poly inyl py olidone (PVP), 459 µ M MgSO4, 1.5 mL T i on X-100, pH 8.5], 100 µ L o bu e ed subs a e solu ion ( educed nico inamide adenine dinucleo ide (NADH) (1.79 mM) and educed nico inamide adenine dinucleo ide phospha e (NADPH) (280 µ M) in 0.13 M T is, 0.3% (w/ ) T i on X-100, pH 8.5) we e added. The eac ion was ini ia ed by adding 50 µ L o 8 mM p-iodoni o e azolium (INT), ollowing he change in abso bance a 490 nm o e a 3 min pe iod a 20 ◦ C. The o mazan o med was calcula ed by using he ex inc ion coe icien , ε=15,900 mM–1 cm–1. The cellula ene gy consump ion (Ec) was de e mined by using he ETS da a ( o each 2 µ mol o INT- o mazan o med, 1 µ mol o O 2 was consumed in he ETS), ans o ming he calcula ed quan i y Appl. Sci. 2020,10, 7391 7 o 21 o oxygen consumed in o ene ge ic equi alen s by using he speci ic oxyen halpic equi alen s o an a e age lipid, p o ein, and ca bohyd a e mix u e o 480 kJ mol O2−1[62]. 2.8.3. Cellula Ene gy Alloca ion The cellula ene gy alloca ion (CEA), a me hodological app oach ha in eg a es he ene gy a ailable and ene gy consump ion o an o ganism, was s anda dized o 10 6 cells and calcula ed based on measu emen s o lipid, ca bohyd a e, and p o ein con en and ETS ac i i y o each sample as ollows [67]: CEA =Ea Ec (2) whe e: Ea (a ailable ene gy)=ca bohyd a e +lipid +p o ein mJ 10−6cells(3) Ec (ene gy consump ion)=ETS ac i i y mJ h−110−6cells(4) 2.9. S a is ical Analysis Each a iable was e alua ed h ough one-way ANOVA wi h Tukey’s mul iple compa isons es (G aphPad P ism 6.03 o Windows, G aphPad So wa e, San Diego, CA, USA), ega ding di e ences among glyphosa e-based he bicide concen a ions. The da a ob ained om he Kau sky plo s, pigmen , and a y acid p o iles, we e used 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 classi y and sepa a e he di e en ea men g oups, s a is ical mul i a ia e models based on he Kau sky plo , pigmen composi ion, and a y acid p o ile a iable we e gene a ed using Canonical Analysis o P incipal Coo dina es (CAP), h ough he non-pa ame ic mul i a ia e analysis packages in P ime 6 so wa e as desc ibed p e iously in o he wo ks [12,45,68,69]. 3. Resul s 3.1. Cell G ow h Ra es Rega ding cell densi y, a e 48 h exposu e P. ico nu um cul u es we e nega i ely a ec ed, in pa icula by he wo highes concen a ions o glyphosa e-based he bicide (250 and 500 µ g L −1 ), wi h sligh dec eases in cell densi y obse ed only a lowe concen a ions (50 and 100 µ g L −1 ) (Figu e 1A). Appl. Sci. 2020, 10, x FOR PEER REVIEW 7 o 23 2.8.3. Cellula Ene gy Alloca ion The cellula ene gy alloca ion (CEA), a me hodological app oach ha in eg a es he ene gy a ailable and ene gy consump ion o an o ganism, was s anda dized o 106 cells and calcula ed based on measu emen s o lipid, ca bohyd a e, and p o ein con en and ETS ac i i y o each sample as ollows [67]: 𝐶𝐸𝐴 = 𝐸𝑎 𝐸𝑐 (2) whe e: 𝐸𝑎 (𝑎𝑣𝑎𝑖𝑙𝑎𝑏𝑙𝑒 𝑒𝑛𝑒𝑟𝑔𝑦)= 𝑐𝑎𝑟𝑏𝑜ℎ𝑦𝑑𝑟𝑎𝑡𝑒 + 𝑙𝑖𝑝𝑖𝑑 + 𝑝𝑟𝑜𝑡𝑒𝑖𝑛 (𝑚𝐽 10−6 𝑐𝑒𝑙𝑙𝑠) (3) 𝐸𝑐 (𝑒𝑛𝑒𝑟𝑔𝑦 𝑐𝑜𝑛𝑠𝑢𝑚𝑝𝑡𝑖𝑜𝑛)=𝐸𝑇𝑆 𝑎𝑐𝑡𝑖𝑣𝑖𝑡𝑦 (𝑚𝐽 ℎ−1 10−6 𝑐𝑒𝑙𝑙𝑠) (4) 2.9. S a is ical Analysis Each a iable was e alua ed h ough one-way ANOVA wi h Tukey’s mul iple compa isons es (G aphPad P ism 6.03 o Windows, G aphPad So wa e, San Diego, CA, USA), ega ding di e ences among glyphosa e-based he bicide concen a ions. The da a ob ained om he Kau sky plo s, pigmen , and a y acid p o iles, we e used 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 classi y and sepa a e he di e en ea men g oups, s a is ical mul i a ia e models based on he Kau sky plo , pigmen composi ion, and a y acid p o ile a iable we e gene a ed using Canonical Analysis o P incipal Coo dina es (CAP), h ough he non-pa ame ic mul i a ia e analysis packages in P ime 6 so wa e as desc ibed p e iously in o he wo ks [12,45,68,69]. 3. Resul s 3.1. Cell G ow h Ra es Rega ding cell densi y, a e 48 h exposu e P. ico nu um cul u es we e nega i ely a ec ed, in pa icula by he wo highes concen a ions o glyphosa e-based he bicide (250 and 500 µg L−1), wi h sligh dec eases in cell densi y obse ed only a lowe concen a ions (50 and 100 µg L−1) (Figu e 1A). Figu e 1. G ow h indica o s ((A) cell densi y and (B) de i ed g ow h pa ame e s) o Phaeodac ylum ico nu um ollowing exposu e o a he bicide o mula ion ep esen ing di e en glyphosa e-based he bicide concen a ions o (A) 24 h and 48 h, and (B) 48 h (mean ± s.d., n = 3, di e en le e s indica e signi ican di e ences a p < 0.05). Howe e , a e 48 h exposu e only dec eases in speci ic g ow h a es, wi h lowe di isions pe day and highe doubling ime, we e obse ed a he highes glyphosa e-based he bicide concen a ions (>250 µg L−1) (Figu e 1B). The e o e, a nega i e e ec was obse ed in he wo highes he bicide o mula ion concen a ions ega ding all he de e mined g ow h pa ame e s. Based on he Figu e 1. G ow h indica o s (( A ) cell densi y and ( B ) de i ed g ow h pa ame e s) o Phaeodac ylum ico nu um ollowing exposu e o a he bicide o mula ion ep esen ing di e en glyphosa e-based he bicide concen a ions o ( A ) 24 h and 48 h, and ( B ) 48 h (mean ± s.d., n =3, di e en le e s indica e signi ican di e ences a p<0.05). Appl. Sci. 2020,10, 7391 8 o 21 Howe e , a e 48 h exposu e only dec eases in speci ic g ow h a es, wi h lowe di isions pe day and highe doubling ime, we e obse ed a he highes glyphosa e-based he bicide concen a ions ( >250 µg L−1) (Figu e 1B). The e o e, a nega i e e ec was obse ed in he wo highes he bicide o mula ion concen a ions ega ding all he de e mined g ow h pa ame e s. Based on he glyphosa e-based he bicide concen a ions p esen in he en i onmen su ounding he dia om popula ion used in he expe imen , we de e mined he espec i e NOEC (10 µ g L −1 ), he LOEC (50 µg L−1), he EC10 (15.4 µg L−1), he EC25 (94.4 µg L−1), and he EC50 (225.9 µg L−1). 3.2. Bio-Op ical Assessmen o Dia om Pho ochemis y Apa om he lowes concen a ion (10 µ g L −1 ), he Kau sky plo s showed dec easing luo escence alues wi h inc easing he bicide quan i ies (Figu e 2), pa icula ly a he highes glyphosa e-based he bicide concen a ions (250 and 500 µg L−1). Appl. Sci. 2020, 10, x FOR PEER REVIEW 8 o 23 glyphosa e-based he bicide concen a ions p esen in he en i onmen su ounding he dia om popula ion used in he expe imen , we de e mined he espec i e NOEC (10 µg L−1), he LOEC (50 µg L−1), he EC10 (15.4 µg L−1), he EC25 (94.4 µg L−1), and he EC50 (225.9 µg L−1). 3.2. Bio-Op ical Assessmen o Dia om Pho ochemis y Apa om he lowes concen a ion (10 µg L−1), he Kau sky plo s showed dec easing luo escence alues wi h inc easing he bicide quan i ies (Figu e 2), pa icula ly a he highes glyphosa e-based he bicide concen a ions (250 and 500 µg L−1). Figu e 2. Chlo ophyll ansien kine ics (OJIP cu es) in Phaeodac ylum ico nu um ollowing a 48 h exposu e o a glyphosa e-based he bicide o mula ion in di e en concen a ions (mean ± s.d., n = 3). The analysis o he pho ochemical p ocess om ligh -ha es ing elec onic anspo , ep esen ed by he ou main ene gy luxes, demons a es he e ec s o exposu e o he di e en he bicide concen a ions in P. ico nu um cul u es (Figu e 3). Figu e 2. Chlo ophyll ansien kine ics (OJIP cu es) in Phaeodac ylum ico nu um ollowing a 48 h exposu e o a glyphosa e-based he bicide o mula ion in di e en concen a ions (mean ± s.d., n =3). The analysis o he pho ochemical p ocess om ligh -ha es ing elec onic anspo , ep esen ed by he ou main ene gy luxes, demons a es he e ec s o exposu e o he di e en he bicide concen a ions in P. ico nu um cul u es (Figu e 3). The amoun o ene gy abso bed by he pho osys em II (PS II) an ennae (ABS/CS), he ene gy lux ha was e ec i ely apped inside he PS II (TR/CS) and anspo ed wi hin he elec on anspo chain (ETC) (ET/CS), as well as in he ene gy dissipa ion lux (DI/CS) and he educ ion o he numbe o oxidized PS II eac ion cen e s (RC/CS), all showed he same pa e n wi h inc easing concen a ions. O e all, no e ec s ela i e o he con ol we e obse ed a he lowes glyphosa e-based he bicide concen a ion (10 µ g L −1 ), bu a small dec easing e ec o in e media e concen a ions (50 and 100 µ g L −1 ) and a high dec ease in he highes glyphosa e-based he bicide concen a ions (250 and 500 µ g L −1 ) was e iden . These changes can be u he analyzed h ough inspec ion o he unc ioning o di e en componen s o he pho osys ems and ETC in esponse o glyphosa e-based he bicide concen a ion (Supplemen a y Figu e S1). Rega ding he oxidized quinone pool size, he e was a dec ease only in he highes glyphosa e-based he bicide concen a ions (250 and 500 µ g L −1 ). Howe e , he e we e no signi ican changes in he numbe o Q A edox u no e s un il maximum luo escence was eached (N), excep o he highes concen a ion in which enhancemen was obse ed. The same pa e n occu ed in he ene gy needed o close ( educe) all RCs (S M ). A he highes glyphosa e-based Appl. Sci. 2020,10, 7391 9 o 21 he bicide exposu e concen a ions (250 and 500 µ g L −1 ), a dec ease in he p obabili y o a PS II chlo ophyll molecule unc ioning as an RC ( γRC ) was de ec ed. Howe e , no di e ences we e obse ed in he QA educ ion a e (M0). Appl. Sci. 2020, 10, x FOR PEER REVIEW 8 o 23 glyphosa e-based he bicide concen a ions p esen in he en i onmen su ounding he dia om popula ion used in he expe imen , we de e mined he espec i e NOEC (10 µg L−1), he LOEC (50 µg L−1), he EC10 (15.4 µg L−1), he EC25 (94.4 µg L−1), and he EC50 (225.9 µg L−1). 3.2. Bio-Op ical Assessmen o Dia om Pho ochemis y Apa om he lowes concen a ion (10 µg L−1), he Kau sky plo s showed dec easing luo escence alues wi h inc easing he bicide quan i ies (Figu e 2), pa icula ly a he highes glyphosa e-based he bicide concen a ions (250 and 500 µg L−1). Figu e 2. Chlo ophyll ansien kine ics (OJIP cu es) in Phaeodac ylum ico nu um ollowing a 48 h exposu e o a glyphosa e-based he bicide o mula ion in di e en concen a ions (mean ± s.d., n = 3). The analysis o he pho ochemical p ocess om ligh -ha es ing elec onic anspo , ep esen ed by he ou main ene gy luxes, demons a es he e ec s o exposu e o he di e en he bicide concen a ions in P. ico nu um cul u es (Figu e 3). Figu e 3. The ene gy luxes (abso bed (ABS/CS), apped (TR/CS), anspo ed (ET/CS) and dissipa ed (DI/CS)) and he numbe o a ailable eac ion cen e s pe c oss-sec ion (RC/CS) in Phaeodac ylum ico nu um ollowing a 48 h exposu e o a glyphosa e-based he bicide o mula ion in di e en concen a ions (mean ±s.d., n =3, di e en le e s indica e signi ican di e ences a p<0.05). While he ac i e OECs showed a dec ease only unde he highes glyphosa e-based he bicide concen a ion (500 µ g L −1 ), he P G , 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 wi h he highes glyphosa e-based he bicide concen a ion (250 and 500 µg L−1) (Figu e 4). Be ween PS II and PS I, pho ochemical p ocesses showed a signi ican dec ease in he con ibu ion o ligh (TR 0 /DI 0 ) and da k ( ψ0 /1 −ψ0 ) eac ions o he pho ochemical cycle in he highes glyphosa e-based he bicide concen a ion (250 and 500 µ g L −1 ). A simila pa e n was obse ed in he eac ion cen e densi y wi hin he PS II an enna chlo ophyll bed (RC/ABS). On he o he hand, a he PS I le el he e was a signi ican enhancemen in he ac i i y o his pho osys em ( δR0 /1 −δR0 ) in esponse o he highes glyphosa e-based he bicide concen a ions, also leading o an inc ease in he equilib ium cons an o he edox eac ion be ween bo h pho osys ems owa ds he PS II ( ψE0 /(1 −ψE0 )). Fu he mo e, ega ding PS I, in insic changes led, in u n, o an inc ease o he elec on anspo om PQH 2 o he educ ion o he PS I end accep o s (RE0/RC). In he apid ligh cu e (RLC)-de i ed pa ame e s, he pho osyn he ic e iciency ( α ) and he maximum elec on anspo a e (ETR max ) only dec eased wi h he highes glyphosa e-based he bicide concen a ion (500 µ g L −1 ), wi h no e ec on pho oinhibi ion ( β ) and ligh sa u a ion (E k ), wi h only a sligh educ ion a 250 µ g L −1 glyphosa e-based he bicide exposu e in he la e pa ame e (Supplemen a y Figu e S2). Appl. Sci. 2020,10, 7391 16 o 21 Ye , a se e e shi in he edox equilib ium be ween pho osys ems owa ds he PS II ( ψE0 /(1 −ψE0 )) was s ill obse ed, dec easing he edox po en ial eaching he PS I, and hus impai ing he ligh and da k eac ions o pho osyn hesis and he enewal o subs a es in he PS I [45]. Ne e heless, he a ailable ene gy (Ea) inc eased in he highes glyphosa e-based he bicide concen a ions, pa icula ly a 500 µ g L −1 , p obably due o an inc ease in lipid and p o ein concen a ions. The inc ease in Ea has been obse ed in g een algae, which accumula ed ene gy ese es as a esponse o en i onmen al s ess [ 64 , 80 , 81 ]. A possible explana ion could be ela ed o he need o algae o coun e ac he inc ease in ene gy expendi u e, as obse ed in he p esen s udy. The e o e, ollowing a simila pa e n as Ea, he ene gy consump ion demons a ed by he mi ochond ial ETS o P. ico nu um inc eased signi ican ly a he highes concen a ions, eaching a 300% inc ease in he highes concen a ion ela i e o con ol. This inc ease in ene gy consump ion has been obse ed in o he mic oalgae [ 65 ]. None heless, he Ea was highe han he ETS, which led o a sligh inc ease o he CEA in he highes concen a ions bu only allowing a di e en ia ion o he highes concen a ions om he con ol and he lowes concen a ions. This inc ease in CEA may e lec a highe impai men in mi ochond ia unc ioning ela i e o chlo oplas unc ioning ha can ul ima ely impac he la e due o biophysical dis u bances [ 82 ]. While hese ene gy balances appea o indica e an inc ease in he ene gy a ailable o g ow h o cell di ision, he highes glyphosa e-based he bicide concen a ions inhibi ed dia om cul u e g ow h. Based on his da a, s ess o ces he ene gy o shi om pho osyn hesis in o ene gy consump ion. This may change pho osyn he ic elec on pa hways, leading o Ea down egula ion and an inc ease in ETS o a oid ca bon was e, as a s a egy o handle an excess o me abolic ene gy. The e a e di e en me abolic pa hways unde which ene gy spillo e can be managed, bu cu en ele an knowledge is s ill e y sca ce [32]. The CAP analyses we e e y e icien in he assessmen o he e ec s o he glyphosa e-based he bicide on he pho ochemis y, pigmen composi ion, and lipid me abolism o P. ico nu um, as well as on he po en ial o hese me abolic ea u es as oxici y bioma ke s. Howe e , only he use o bio-op ical echniques (e.g., Kau sky plo ) allowed an e icien iden i ica ion o all he di e en glyphosa e-based he bicide exposu e ea men s (con ol, low, in e media e, and high concen a ions). As in p e ious s udies, mul i a ia e analysis e icien ly classi ied g oups subjec ed o di e en exposu e le els, in compa ison o he o en-used uni a ia e analysis [ 12 , 45 , 69 ]. While glyphosa e is he main componen o Roundup ® , o he subs ances a e also in i s composi ion and i is o g ea in e es in u u e wo ks o assess syne gies and/o an agonisms be ween he he bicide o mula ion e sus glyphosa e in i s pu e o m, compa ing he alues o hose measu ed in he habi a s. 5. Conclusions Glyphosa e-based pes icides, pa icula ly a high concen a ions, ha e a clea e ec on se e al me abolic pa hways in ma ine dia oms (changes in pigmen p o ile, pho osyn he ic impai men , and dec eased an ioxidan capaci y). E en hough pho op o ec i e mechanisms we e induced, memb ane damage s ill occu ed. These ac s highligh he applica ion o pulse ampli ude modula ed chlo ophyll luo escence bio-op ical me hods as a p omising ool o inclusion in eco oxicological s udies wi h se e al ad an ages ela i e o he classical biochemical app oaches, namely as da a acquisi ion, lowe mone a y cos s, and a high numbe o a iables ob ained while ensu ing a high deg ee o accu acy. Thus, bio-op ical ools appea as a as , inexpensi e, and eliable me hod o oxicophenomic assessmen o he impac s o his widesp ead pes icide in ma ine dia oms, wi h a clea dose- esponse pa e n. Mo eo e , he high olume o da a p oduced by hese bio-op ical echniques can be e icien ly applied in mul i a ia e analysis, p o iding a classi ica ion wi h a high deg ee o accu acy. Wi h his in mind, PAM luo ome y appea s o be a p omising ool o inclusion in eco oxicological s udies aiming owa ds a possible use in long- ange de ec ion h ough sa elli e image y in a global chemical pollu ion-moni o ing ne wo k. Appl. Sci. 2020,10, 7391 17 o 21 Supplemen a y Ma e ials: The ollowing a e a ailable online a h p://www.mdpi.com/2076-3417/10/21/7391/s1, Figu e S1: Pho osys em II and ETC ela ed pho ochemical ai s, Figu e S2: Rapid ligh cu es and de i ed pa ame e s, Figu e S3: Majo a y acids classes, Figu e S4: Fa y acid a ios, Figu e S5: Omega 6 o omega 3 a y acid a io, Table S1: Fluo ome ic analysis pa ame e s and hei desc ip ion. Au ho Con ibu ions: Concep ualiza ion, B.D., V.F.F. and P.R.-S.; me hodology, B.D.; o mal analysis, R.C.d.C. and B.D.; in es iga ion, R.C.d.C., E.F. and S.C.N.; da a cu a ion, R.C.d.C.; w i ing—o iginal d a p epa a ion, R.C.d.C.; w i ing— e iew and edi ing, E.F., A.R.M., M.T.C., S.C.N., M.F.L.L., I.C., J.C.M., P.R.-S., V.F.F., B.D.; supe ision, B.D.; p ojec adminis a ion, B.D.; unding acquisi ion, B.D. All au ho s ha e ead and ag eed o he published e sion o he manusc ip . Funding: This esea ch was unded by Fundaç ã o pa a a Ci ê ncia e a Tecnologia (FCT) ia p ojec g an s PTDC/CTA-AMB/30056/2017 (OPTOX), UID/MAR/04292/2019, UID/MULTI/04046/2019. Wo k was also unded by he In eg a ed P og amme o SR&TD Sma BioR ( e e ence Cen o-01-0145-FEDER-000018), co- unded by Cen o 2020 p og am, Po ugal 2020, Eu opean Union, h ough he Eu opean Regional De elopmen Fund. B. Dua e and V. Fonseca we e suppo ed by in es iga ion con ac s (CEECIND/00511/2017 and DL57/2016/CP1479/CT0024). P. Reis-San os was suppo ed by FCT h ough a pos doc o al g an (SFRH/BPD/95784/2013). Acknowledgmen s: The au ho s would like o hank Ca oline Casey and Joana Roma o e ising he English language, g amma , punc ua ion, and spelling o he manusc ip . Con lic s o In e es : The au ho s decla e no con lic o in e es . Abb e ia ions ALA α-linolenic acid; APX asco ba e pe oxidase; CAP Canonical Analysis o P incipal Coo dina es; CAT ca alase; CEA cellula ene gy alloca ion; DBI double bond index; DD diadinoxan hin; DHA docosahexaenoic acid; DT dia oxan hin; Ea ene gy a ailable; Ec ene gy consump ion; EC E ec i e Concen a ion; EFA essen ial a y acids; EPA eicosapen aenoic acid; EPSPS 5-enolpy u yl-shikima e-3-phospha e syn hase; ETC elec on anspo chain; ETS elec on anspo sys em; FAME a y acids me hyl es e s; FCP ucoxan hin-chlo ophyll p o ein; LC-PUFA polyunsa u a ed a y acids; LOEC Lowes Obse ed E ec Concen a ion; MDA malondialdehyde; NOEC No Obse ed E ec Concen a ion; OEC oxygen-e ol ing complexes; PAM Pulse Ampli ude Modula ed; PS I pho osys em I; PS II pho osys em II; RC eac ion cen e s; RLC apid ligh cu es; SOD supe oxide dismu ase Re e ences 1. Ga ilescu, M.; Demne o á , K.; Aamand, J.; Aga hos, S.; Fa a, F. 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