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Combined SPRi sensor for simultaneous detection of nitrate and ammonium in wastewater

Abstract

Water pollution is a serious problem in modern society. Agriculture, being responsible for the discharge of agrochemicals, organic matter, or drug residues, produces a huge amount of wastewater. Aquaponics has the potential to reduce both water consumption and the impact of water pollution on fish farming and plant production. In the aquatic environment, inorganic nitrogen is mostly present in the form of nitrate and ammonium ions. Nitrate, as a final product of ammonia mineralization, is the most common chemical contaminant in aquifers around the world. For continuous monitoring of nitrogen compounds in wastewater, we propose a sensor for the simultaneous detection of nitrate and ammonium. A surface plasmon resonance imaging method with enzyme-mediated detection was used. Active layers of nitrate reductase and glutamine synthetase were created on the gold surface of a biochip and tested for the sensing of nitrate and ammonium in water from an aquaponic system. The proposed sensor was applied in water samples with a concentration of NO3- and NH4+ in a range between 24-780 mg.L-1 and 0.26-120 mg.L-1, respectively, with minimal pretreatment of a sample by its dilution with a buffer prior to contact on a biochip surface.

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Combined SPRi sensor for simultaneous detection of nitrate and ammonium in wastewater

Author: Vráblová, Martina
Publisher: MDPI
Year: 2021
DOI: 10.3390/s21030725
Source: https://dspace.vsb.cz/bitstreams/781e1729-3d25-4f08-9435-66e3742ab3fc/download
senso s
Le e
Combined SPRi Senso o Simul aneous De ec ion o Ni a e
and Ammonium in Was ewa e
Ma ina V áblo á1,* , I an Kou ník1,2, Ka eˇ ina Smu ná1, Dominika Ma ko á1,2 and Nikola Ve e ko á1,3


Ci a ion: V áblo á, M.; Kou ník, I.;
Smu ná, K.; Ma ko á, D.; Ve e ko á,
N. Combined SPRi Senso o
Simul aneous De ec ion o Ni a e
and Ammonium in Was ewa e .
Senso s 2021,21, 725. h ps://
doi.o g/10.3390/s21030725
Academic Edi o : Venka
R. Bhe hanabo la
Recei ed: 10 Decembe 2020
Accep ed: 16 Janua y 2021
Published: 21 Janua y 2021
Publishe ’s No e: MDPI s ays neu al
wi h ega d o ju isdic ional claims in
published maps and ins i u ional a il-
ia ions.
Copy igh : © 2021 by he au ho s.
Licensee MDPI, Basel, Swi ze land.
This a icle is an open access a icle
dis ibu ed unde he e ms and
condi ions o he C ea i e Commons
A ibu ion (CC BY) license (h ps://
c ea i ecommons.o g/licenses/by/
4.0/).
1Ins i u e o En i onmen al Technology, CEET, VSB-Technical Uni e si y o Os a a, 17. lis opadu 15,
708 00 Os a a, Czech Republic; [email p o ec ed] (I.K.); [email p o ec ed] (K.S.);
[email p o ec ed] (D.M.); [email p o ec ed] (N.V.)
2Facul y o Ma e ials Science and Technology, VSB-Technical Uni e si y o Os a a, 17. lis opadu 15,
708 00 Os a a, Czech Republic
3Facul y o Mining and Geology, VSB-Technical Uni e si y o Os a a, 17. lis opadu 15,
708 00 Os a a, Czech Republic
*Co espondence: [email p o ec ed]
Abs ac :
Wa e pollu ion is a se ious p oblem in mode n socie y. Ag icul u e, being esponsible
o he discha ge o ag ochemicals, o ganic ma e , o d ug esidues, p oduces a huge amoun
o was ewa e . Aquaponics has he po en ial o educe bo h wa e consump ion and he impac
o wa e pollu ion on ish a ming and plan p oduc ion. In he aqua ic en i onmen , ino ganic
ni ogen is mos ly p esen in he o m o ni a e and ammonium ions. Ni a e, as a inal p oduc
o ammonia mine aliza ion, is he mos common chemical con aminan in aqui e s a ound he
wo ld. Fo con inuous moni o ing o ni ogen compounds in was ewa e , we p opose a senso
o he simul aneous de ec ion o ni a e and ammonium. A su ace plasmon esonance imaging
me hod wi h enzyme-media ed de ec ion was used. Ac i e laye s o ni a e educ ase and glu amine
syn he ase we e c ea ed on he gold su ace o a biochip and es ed o he sensing o ni a e and
ammonium in wa e om an aquaponic sys em. The p oposed senso was applied in wa e samples
wi h a concen a ion o NO
3−
and NH
4+
in a ange be ween 24–780 mg
·
L
−1
and 0.26–120 mg
·
L
−1
,
espec i ely, wi h minimal p e ea men o a sample by i s dilu ion wi h a bu e p io o con ac on a
biochip su ace.
Keywo ds: ni a e; ammonium; su ace plasmon esonance; was ewa e ; aquaponics; senso
1. In oduc ion
Wa e consump ion is g owing wo ldwide, whe eas i s supplies a e dwindling. Mo e-
o e , wa e esou ces all o e he wo ld a e acing he p oblem o pollu ion. Ag icul u e
plays a majo ole in wa e pollu ion [
1
]. Chemical subs ances o igina ing om in en-
si ely a med landscape (ag ochemicals, o ganic ma e , d ug esidues, sedimen s, and
saline d ainage) each he g oundwa e and ha e a se e e impac on wa e quali y [
2
].
The o e use o misuse o e ilize s in ag icul u e leads o a la ge numbe o nu ien s
(ni ogen and phospho us) leaching om soils [
3
]. An o e abundance o nu ien s in wa e
associa ed wi h he excessi e use o e ilize s inc eases he p obabili y o algae g ow h,
which induces he eu ophica ion o wa e bodies [
4
]. Toxins c ea ed by some species o
algal blooms can be ha m ul o e en deadly o humans and biodi e si y.
In he aqua ic en i onmen , ino ganic ni ogen is mos ly p esen in he o m o ni a e
(NO
3−
) and ammonium (NH
4+
) ions. Ammonium ends o be oxidized o ni a e in he ae -
obic p ocess o ni i ica ion. Ni a e (NO
3−
), as a inal p oduc o ammonia mine aliza ion,
is he mos common chemical con aminan in aqui e s a ound he wo ld [
5
]. On a global
scale, ni a e concen a ions may exceed alues as high as 110 mg
·
L
−1
in su ace wa e s
and 440 mg
·
L
−1
in g oundwa e [
6
]. Ele a ed ni a e concen a ion in d inking wa e poses
a se ious h ea o human heal h, especially o bo le- ed in an s unde six mon hs o age,
Senso s 2021,21, 725. h ps://doi.o g/10.3390/s21030725 h ps://www.mdpi.com/jou nal/senso s
Senso s 2021,21, 725 2 o 11
p egnan women, and people wi h low s omach acid [
7
–
9
]. The Wo ld Heal h O ganiza ion
(WHO) hus ecommends limi ing ni a es in d inking wa e o 50 mg·L−1[10].
Ammonia (NH
3
) in he en i onmen o igina es om me abolic, ag icul u al, and
indus ial p ocesses, and disin ec ion wi h chlo amine. I s occu ence in wa e indica es
possible bac e ial, sewage, and animal-was e pollu ion. Na u al le els in g oundwa e
and su ace wa e a e usually below 0.2 mg
·
L
−1
, whe eas anae obic g oundwa e may
con ain up o 3 mg
·
L
−1
. In ensi e li es ock a ming can gi e ise o much highe le els in
su ace wa e . The p esence o ammonia in an aqua ic en i onmen has a nega i e e ec
on ish g ow h, gill condi ion, o gan weigh s, and hema oc i [
11
]. Ammonia le els ha e
no been es ablished in d inking wa e , since i occu s a concen a ions well below hose
o heal h conce n. Toxicological e ec s o humans a e obse ed only a exposu es abo e
abou 200 mg/kg body weigh [10].
Cu en ly, he e is a b oad ange o analy ical me hods o ni a e and/o ammo-
nia concen a ion assessmen , including spec opho ome ic and luo ome ic me hods,
elec ochemical analysis, ch oma og aphic me hods, and elec opho e ic me hods [
12
,
13
].
Flow-injec ion analysis (FIA) echniques can be applied o enhance he e iciency o he
analysis. The choice o a sui able me hod depends on he concen a ion ange and he
p esence o in e e ences. Al hough he chemical educ ion o ni a e (NO
3−
) o he mo e
eac i e ni i e (NO
2−
) is o en he only way in which he ela i ely ine ni a e ion can be
de ec ed, he use o bioca aly ic educ ion (using he ni a e educ ase enzyme) is possible
and o e s an ad an age o e he mo e oxic chemical- educ ion a ian , a oiding he use
o oxic subs ances [14,15].
The mos widely used me hods o he de e mina ion o ni a es a e spec opho o-
me ic. The mos common me hod is he colo ime ic es o he analysis o ni i es and
ni a es, o example, he well-known G iess assay [
14
,
16
]. In he de e mina ion o am-
monium, he indophenol blue (IPB) me hod based on he classic Be helo eac ion is he
mos widely used spec opho ome ic me hod [
17
]. Recen ly, a modi ied IPB me hod,
eplacing oxic and odo ous phenol wi h o-phenylphenol (OPP), was epo ed [
18
–
21
]. The
analyze de eloped by Li e al. [
19
] was used o he online moni o ing o ammonium. In
he gas-di usion-based me hods, an acid–base indica o (e.g., b omo hymol blue, ni azine
yellow) is used, and he colo change is measu ed spec opho ome ically.
On he o he hand, he usage o a biological ca alys o elec ochemical de ec ion
seems o be a mo e ingenious way o de e mine ni a e le els, conside ing he quali y o bio-
ca alys s in imp o ing he sensi i i y and selec i i y o an elec ode. In ecen yea s, ni a e
biosenso s wi h ni a e educ ase as he biological ecogni ion elemen ha e gained pa ic-
ula in e es as hey enable online and con inuous moni o ing and a e non oxic [22–25].
The su ace plasmon esonance (SPR) o me allic s uc u es pe mi s he iden i ica ion
o pollu an molecules in he en i onmen . A simple colo ime ic me hod o ni a e
de ec ion using gold nano ods (AuNRs) was epo ed by Akba i e al. [
26
]. Miao e al. [
27
]
ha e come up wi h an SPR-based ni i e nanosenso combining su ace-modi ied gold
nanopa icles (AuNPs) and he adi ional colo ime ic de ec ion wi h a de ec ion limi
o 3.0
µ
g.L
−1
. The use o AuNPs unc ionalized wi h G iess eac ion eagen s was also
epo ed by Daniel e al. [
28
]. The ad an ages o a simple and compac p obe design, low
cos , and sui abili y o in si u and
in i o
measu emen s a e o e ed by ibe -op ic su ace
plasmon esonance (FOSPR) senso s [
29
]. A FOSPR-based p obe u ilizing a nanocomposi e
o ca bon nano ubes/Cu nanopa icles was p oposed o he ul a ace sensing o ni a e
by Pa een e al. [
30
]. Mo eo e , an FOSPR-based senso p oposed by Zhang e al. [
31
]
enables he simul aneous measu emen o ni a e concen a ion and empe a u e. Fo he
con inuous moni o ing o ni a e in an aqua ic en i onmen , many in si u senso s ha e been
epo ed [
32
,
33
]. Howe e , hese echnologies ha e no been adop ed on a la ge scale due
o p ohibi i e cos s [
34
]. Thus, simple low-cos op ical de ec o s a e being de eloped, such
as a senso employing a UV LED sou ce ecen ly designed by [
35
] o he abo e-men ioned
SPR senso s.
Senso s 2021,21, 725 3 o 11
The con inuous moni o ing o ni ogen nu ien s is o pa icula in e es , o example,
in aquaponic sys ems. Aquaponics is a combina ion o aquacul u e and hyd oponics,
whe ein aquacul u e is de ined as he a ming o aqua ic o ganisms including ish, mol-
lusks, c us aceans, and aqua ic plan s [
36
], and hyd oponics is de ined as he p oduc ion o
plan s in a soilless medium whe eby all o he nu ien s supplied o he c op a e dissol ed
in wa e [
37
]. In aquaponics, he majo i y o nu ien s equi ed o plan g ow h in he
hyd oponic sys em a ise om was e o igina ing om aquacul u e [
38
,
39
]. The aquacul u e
e luen con ains ammonia, which is ans o med o ni a e ia ni i ying bac e ia. Dis-
sol ed ni a e is u he exploi ed as a nu ien sou ce o plan s in he hyd oponic pa . The
wa e emedia ed o cumula ed nu ien s is hen ecycled back o he aquacul u e ank [
40
].
Fo he smoo h ope a ion o aquaponics, i is necessa y o keep he concen a ions o all
ni ogenous compounds wi hin accep able limi s and o a oid an undesi able accumula ion
o ni ogenous subs ances in he sys em [
41
,
42
]. A e age alues in aquaponics come o
60 mg·L−1 o ni a e and 15 mg·L−1 o o al ammonia ni ogen [43].
The aim o his wo k was o design and es a senso based on he enzyme-media ed
de ec ion o ni a es and ammonium by su ace plasmon esonance imaging (SPRi). SPRi
wi h a cha ge-coupled de ice (CCD) de ec o combines a as de ec ion wi h a spa ial
esolu ion on a biochip su ace. The e o e, se e al enzymes can be simul aneously immobi-
lized on he biochip su ace and used o he online de ec ion o wo o mo e compounds
dissol ed in wa e . Ou esea ch was ocused on he de ec ion o ni a e and ammonium
ions p esen in was ewa e om aquaponics due o he need o he con inuous moni o ing
o wa e quali y in hese sys ems.
2. Ma e ials and Me hods
2.1. Wa e Samples
A ba e SPRi-Biochip
™
wi h a gold su ace (HORIBA F ance SAS, Longjumeau, F ance)
was es ed o sodium, po assium, calcium ni a e, and ni ic acid dissol ed in wa e .
Senso s (biochips wi h enzymes immobilized on hei su aces) we e es ed on model wa e
samples p epa ed om ammonium sul a e o po assium ni a e dissol ed in a mobile phase
(T is-HCl o PBS bu e , espec i ely). Knop’s solu ion was p epa ed by dissol ing 1.44 g
Ca(NO
3
)
·
4H
2
O, 0.25 g KH
2
PO
4
, 0.125 g KCl, 0.51 g MgSO
4·
7H
2
O, and 2.0 g FeCl
3·
6H
2
O
in ul apu e wa e . All used chemicals we e o p.a. quali y. Samples o was ewa e we e
collec ed om (i) he hyd oponic pa o a small-scale aquaponic sys em (50 L), (ii) he
aquacul u e pa o a small-scale aquaponic sys em (50 L), and (iii) hyd oponics ha was
no connec ed wi h aquacul u e. The aquaponic sys em was popula ed by c ucian ca ps
(Ca assius ca assius) and Mexican min (Coleus amboinicus).
2.2. Su ace Plasmon Resonance Imaging (SPRi) and Biochips P epa a ion
SPRi de ec ion is based on changes in su ace p ope ies due o he in e ac ion o an
analy e wi h an enzyme bound o he gold biochip su ace. Model wa e samples we e
es ed on SPRi-Biochips
™
(HORIBA F ance SAS, Longjumeau, F ance) wi h a monolaye
o an enzyme. Fo he de ec ion o ni a e and ammonium, monolaye s o ni a e educ ase
(NR) and glu amine syn he ase (GS), espec i ely, we e p epa ed. Real wa e samples we e
es ed on a combined biochip wi h spo s o bo h NR and GS. The p inciple o enzyma ic
de ec ion was based on enzyma ic assays (Sigma-Ald ich, S . Louis, MO, USA):
Ni a e +β-NADH Ni a e Reduc ase
→Ni i e +β-NAD +H2O
Glu ama e +NH+
4+ATP Glu amine Syn he ase
→L-Glu amine +ADP +Pi
whe e
β
-NADH and glu ama e a e co ac o s (chemical compounds ha a e equi ed o an
enzyme’s ac i i y as a ca alys ).
Senso s 2021,21, 725 4 o 11
2.2.1. Biochips wi h Monolaye s o Ni a e Reduc ase o Glu amine Syn he ase
Ni a e educ ase om Aspe gillus nige (Sigma-Ald ich, S . Louis, MO, USA, CAS
9029-27-0) was dissol ed in PBS bu e (10 mM, pH 7.3) in a concen a ion o 11.2 mg
·
mL
−1
.
L-glu amine syn he ase om Esche ichia coli (Sigma-Ald ich, S . Louis, MO, USA, CAS 9023-
70-5) was dissol ed in T is-HCl bu e (20 mM, pH 7.1) in a concen a ion o 0.672 mg
·
mL
−1
.
Each solu ion was applied o he su ace o one ba e SPRi-Biochip
™
(wi h a golden laye ,
HORIBA F ance SAS, Longjumeau, F ance) by a sequence o injec ions in o he measu ing
cell. The mobile phase in he monolaye applica ion and du ing expe imen s was he
same bu e used o enzyme dissolu ion. The con ac ime be ween he enzyme and gold
su ace was 30 min o each injec ion, and he injec ions we e epea ed un il he signal
s abilized. The e ec o binding be ween he ligand (enzyme) and he analy e (ion) in
p esence o a co ac o (a ca alys ) was de ec ed. As a co ac o , 0.2 mM solu ion o
β
-NADH
(Sigma-Ald ich, S . Louis, MO, USA) in PBS bu e o expe imen s wi h ni a e educ ase
and 2 mM solu ion o L-glu amic acid (Sigma-Ald ich, S . Louis, MO, USA) in T is-HCl
bu e o expe imen s wi h glu amine syn he ase was used.
2.2.2. Combined Biochip wi h Spo s o Ni a e Reduc ase and Glu amine Syn he ase
Solu ions o NR and GS in PBS bu e (20 mM, pH 7.2, enzyme concen a ion o
1 mg
·
mL
−1
) we e pu in d ops on he su ace o CS-LD SPRi-Biochip
™
(biochip wi h a
chemically modi ied gold su ace, HORIBA F ance SAS, Longjumeau, F ance). Con ac ime
was 2 h. Fu he , he biochip was insed wi h ul apu e wa e , blocked by e hanolamine
solu ion (pH 9) o 15 min, and insed wi h ul apu e wa e again. As a mobile phase, PBS
bu e (20 mM, pH 7.2) wi h dissol ed co ac o s (0.2 mM
β
-NADH and 2 mM L-glu amic
acid) was used.
2.2.3. Su ace Plasmon Resonance Imaging (SPRi)
The measu emen was pe o med on an OpenPlex SPRi ins umen (HORIBA F ance
SAS, Longjumeau, F ance). Op ical exci a ion o su ace plasmons was achie ed by he
me hod o a enua ed o al e lec ion (p ism coupling). The measu emen s we e pe o med
a a ixed angle, and he ampli ude was measu ed. The mobile phase (bu e ) was de-
gassed h ough a acuum degasse and pumped in o he appa a us wi h a cons an low
(50
µ
L.min
−1
) ia a pe is al ic pump. The measu emen o he p epa ed samples was
pe o med by injec ing he analy e h ough he low loop ( olume 200
µ
L). The samples
we e undilu ed (model wa e samples) o dilu ed en imes by mobile phase (samples om
hyd oponics and aquaponics, Knop’s solu ion). Repea abili y was calcula ed du ing ali-
da ion o he me hod om epea ed measu emen s o eal samples; he a e age s anda d
de ia ion was 1.4% o he mean when he maximum signal o he senso was ead, and
6.9% o he mean when a slope o he a ini y cu es was calcula ed.
2.3. Ion Ch oma og aphy
The ni a e con en o samples was de e mined by measu emen on an Eco IC Ion
ch oma og aph wi h a conduc i i y de ec o (Me ohm AG, He isau, Swi ze land). A Me -
osep A supp 17 (150/4.0) column and a mobile phase (sodium bica bona e: 0.2 mmol.L
−1
;
sodium ca bona e: 5.0 mmol.L
−1
) we e used. A mixed s anda d As asol (Analy ika, P ague,
Czech Republic) was used o calib a ion. Resul s (exp essed in mg
·
L
−1
) we e calcula ed
using MagIC Ne 3.2 so wa e (Me ohm AG, He isau, Swi ze land).
2.4. UV-VIS Spec opho ome y
The ammonium con en o samples was de e mined by S anda d es NANOCOLOR
Ammonium (Ammonium-Indophenol me hod; o concen a ion ange 0.1–2.5 mg
·
L
−1
)
(Mache ey-Nagel GmbH & Co, Dü en, Ge many). Measu emen s we e pe o med using a
Speco d 250 Plus UV-VIS spec opho ome e (Jena Analy ik AG, Jena, Ge many). Signals
we e de ec ed in a wa eleng h o 690 nm.
Senso s 2021,21, 725 5 o 11
3. Resul s and Discussion
Expe imen s based on sensing ni a es in model wa e samples on he biochip wi h
ba e gold su ace e ealed di e en peak shapes and a eas depending on he ca ion p esen
in he calib a ion solu ion (Figu e 1). The e was no speci ic in e ac ion be ween he gold
su ace and NO
3−
when HNO
3
was dissol ed in ul apu e wa e . In ha case, he signal
was dependen on he concen a ion o he solu ion due o he di e en e ac i e indices.
On he o he hand, K
+
, Na
+
, and Ca
2+
ions in e ac ed wi h he gold and caused ailing o
he peak. The e o e, he sensed signal did no co ela e wi h he concen a ion o NO
3−
ions and was a ec ed by he ype o ca ion.
Senso s 2021, 21, x FOR PEER REVIEW 5 o 12
3. Resul s and Discussion
Expe imen s based on sensing ni a es in model wa e samples on he biochip wi h
ba e gold su ace e ealed di e en peak shapes and a eas depending on he ca ion p e-
sen in he calib a ion solu ion (Figu e 1). The e was no speci ic in e ac ion be ween he
gold su ace and NO3− when HNO3 was dissol ed in ul apu e wa e . In ha case, he
signal was dependen on he concen a ion o he solu ion due o he di e en e ac i e
indices. On he o he hand, K+, Na+, and Ca2+ ions in e ac ed wi h he gold and caused
ailing o he peak. The e o e, he sensed signal did no co ela e wi h he concen a ion
o NO3− ions and was a ec ed by he ype o ca ion.
Figu e 1. Su ace plasmon esonance imaging (SPRi) signals o di e en o ms o ni a es (HNO3
(A), KNO3 (B), NaNO3 (C), Ca(NO3)2 (D)) in wa e sensed by a biochip wi h unmodi ied gold su -
ace.
A monolaye o he enzyme ni a e educ ase (NR) on he gold su ace p e en ed he
nonspeci ic in e ac ion be ween an analy e and he senso su ace. In his case, NR was a
speci ic ligand o he analy e (NO3−) dissol ed in an aqueous sample [24,44]. Expe imen s
wi h KNO3 dissol ed in PBS bu e p o ed a good co ela ion be ween he concen a ion
o NO3− ions and he heigh o he peak (Figu e 2).
Figu e 1.
Su ace plasmon esonance imaging (SPRi) signals o di e en o ms o ni a es (HNO
3
(
A
),
KNO3(B), NaNO3(C), Ca(NO3)2(D)) in wa e sensed by a biochip wi h unmodi ied gold su ace.
A monolaye o he enzyme ni a e educ ase (NR) on he gold su ace p e en ed he
nonspeci ic in e ac ion be ween an analy e and he senso su ace. In his case, NR was a
speci ic ligand o he analy e (NO
3−
) dissol ed in an aqueous sample [
24
,
44
]. Expe imen s
wi h KNO
3
dissol ed in PBS bu e p o ed a good co ela ion be ween he concen a ion
o NO3−ions and he heigh o he peak (Figu e 2).
Senso s 2021, 21, x FOR PEER REVIEW 6 o 12
Figu e 2. (A) SPRi signals o KNO3 dissol ed in PBS bu e (pH 7.3) sensed on a monolaye o ni-
a e educ ase and (B) SPRi signal o (NH₄)₂SO₄ dissol ed in T is bu e (pH 7.1) sensed on a mon-
olaye o glu amine syn he ase.
A simila sys em o speci ic ligand and analy e can be ound o ammonium ions dis-
sol ed in T is bu e , whe e sensing on a monolaye o he enzyme glu amine syn he ase
(GS) led o symme ic peaks wi h a heigh dependen on he concen a ion o NH4+ ions
(Figu e 2B). Bu e s we e used wi h espec o he chemical p ope ies o he enzymes
[45,46], and ensu ed a s able pH because pH can in luence he enzyma ic ac i i y and hus
he SPR signal [44,47]. In me hods based on su ace plasmon esonance, he signal depends
no only on he speci ic in e ac ion be ween an analy e and a ligand bu also on he e ac i e
index o he solu ion [48]. The e o e, he heigh o a ea o he peak can only be used as a
concen a ion indica o o one-componen solu ions. In eal samples, a mix u e o com-
pounds is p esen and ma ix e ec s appea [49]. To sol e his p oblem, he slope o he
signal in a pe iod o peak “pla eau” (e.g., 50–150 min in ou case) can be e alua ed. To e i y
his app oach, we measu ed samples o Knop’s solu ion and a s anda d solu ion o KNO3
dilu ed by PBS bu e o ob ain di e en concen a ions o NO3− and ound a good co ela-
ion be ween he slope o he peak and he concen a ion o NO3− ions (Figu e 3).
Figu e 3. De ec ion o ni a e in Knop’s solu ion (whi e ci cles) used in hyd oponics and a
s anda d solu ion o KNO3 (black ci cles) on a monolaye o ni a e educ ase (NR). KNO3 was
dissol ed in PBS bu e (pH 7.3), and he Knop’s solu ion was dilu ed by his PBS bu e en imes.
A slope o he SPRi signal e lec ing he in e ac ion be ween ni a e and NR was calcula ed om
eco ded peaks o e lec i i y. Linea eg ession was calcula ed om all poin s.
Figu e 2.
(
A
) SPRi signals o KNO
3
dissol ed in PBS bu e (pH 7.3) sensed on a monolaye o ni a e
educ ase and (
B
) SPRi signal o (NH
4
)
2
SO
4
dissol ed in T is bu e (pH 7.1) sensed on a monolaye
o glu amine syn he ase.

Senso s 2021,21, 725 6 o 11
A simila sys em o speci ic ligand and analy e can be ound o ammonium ions
dissol ed in T is bu e , whe e sensing on a monolaye o he enzyme glu amine syn he ase
(GS) led o symme ic peaks wi h a heigh dependen on he concen a ion o NH
4+
ions
(Figu e 2B). Bu e s we e used wi h espec o he chemical p ope ies o he enzymes [
45
,
46
],
and ensu ed a s able pH because pH can in luence he enzyma ic ac i i y and hus he SPR
signal [
44
,
47
]. In me hods based on su ace plasmon esonance, he signal depends no
only on he speci ic in e ac ion be ween an analy e and a ligand bu also on he e ac i e
index o he solu ion [
48
]. The e o e, he heigh o a ea o he peak can only be used
as a concen a ion indica o o one-componen solu ions. In eal samples, a mix u e o
compounds is p esen and ma ix e ec s appea [
49
]. To sol e his p oblem, he slope o
he signal in a pe iod o peak “pla eau” (e.g., 50–150 min in ou case) can be e alua ed. To
e i y his app oach, we measu ed samples o Knop’s solu ion and a s anda d solu ion o
KNO
3
dilu ed by PBS bu e o ob ain di e en concen a ions o NO
3−
and ound a good
co ela ion be ween he slope o he peak and he concen a ion o NO3−ions (Figu e 3).
Senso s 2021, 21, x FOR PEER REVIEW 6 o 12
Figu e 2. (A) SPRi signals o KNO3 dissol ed in PBS bu e (pH 7.3) sensed on a monolaye o ni-
a e educ ase and (B) SPRi signal o (NH₄)₂SO₄ dissol ed in T is bu e (pH 7.1) sensed on a mon-
olaye o glu amine syn he ase.
A simila sys em o speci ic ligand and analy e can be ound o ammonium ions dis-
sol ed in T is bu e , whe e sensing on a monolaye o he enzyme glu amine syn he ase
(GS) led o symme ic peaks wi h a heigh dependen on he concen a ion o NH4+ ions
(Figu e 2B). Bu e s we e used wi h espec o he chemical p ope ies o he enzymes
[45,46], and ensu ed a s able pH because pH can in luence he enzyma ic ac i i y and hus
he SPR signal [44,47]. In me hods based on su ace plasmon esonance, he signal depends
no only on he speci ic in e ac ion be ween an analy e and a ligand bu also on he e ac i e
index o he solu ion [48]. The e o e, he heigh o a ea o he peak can only be used as a
concen a ion indica o o one-componen solu ions. In eal samples, a mix u e o com-
pounds is p esen and ma ix e ec s appea [49]. To sol e his p oblem, he slope o he
signal in a pe iod o peak “pla eau” (e.g., 50–150 min in ou case) can be e alua ed. To e i y
his app oach, we measu ed samples o Knop’s solu ion and a s anda d solu ion o KNO3
dilu ed by PBS bu e o ob ain di e en concen a ions o NO3− and ound a good co ela-
ion be ween he slope o he peak and he concen a ion o NO3− ions (Figu e 3).
Figu e 3. De ec ion o ni a e in Knop’s solu ion (whi e ci cles) used in hyd oponics and a
s anda d solu ion o KNO3 (black ci cles) on a monolaye o ni a e educ ase (NR). KNO3 was
dissol ed in PBS bu e (pH 7.3), and he Knop’s solu ion was dilu ed by his PBS bu e en imes.
A slope o he SPRi signal e lec ing he in e ac ion be ween ni a e and NR was calcula ed om
eco ded peaks o e lec i i y. Linea eg ession was calcula ed om all poin s.
Figu e 3.
De ec ion o ni a e in Knop’s solu ion (whi e ci cles) used in hyd oponics and a s anda d
solu ion o KNO
3
(black ci cles) on a monolaye o ni a e educ ase (NR). KNO
3
was dissol ed in
PBS bu e (pH 7.3), and he Knop’s solu ion was dilu ed by his PBS bu e en imes. A slope o he
SPRi signal e lec ing he in e ac ion be ween ni a e and NR was calcula ed om eco ded peaks o
e lec i i y. Linea eg ession was calcula ed om all poin s.
Ano he app oach is o use a wo-channel SPR [
50
]. This was no possible in ou case
due o he one-channel cons uc ion o ou sys em. Ne e heless, he SPR imaging allows
using di e en a eas on he biochip su ace o sub ac signals acqui ed by speci ic and
nonspeci ic in e ac ions. The e o e, we p epa ed a biochip wi h h ee measu ing zones:
enzymes (NR and GS) o med wo zones, and he hi d zone was a e e ence o med by a
blocked su ace o he CS-LD biochip ha could no in e ac wi h ions o ou in e es (NO
3−
and NH
4+
). SPR imaging allowed scanning o he whole a ea o he measu ing zone o he
biochip a one ime due o he CCD de ec o [
51
,
52
]. We sensed he signal om enzymes
and sub ac ed he signal om he e e ence a ea. This led o he educ ion o ma ix
e ec s. Then, we eco ded he maximum ela i e e lec i i y o each sample ob ained on
bo h NR and GS su aces. The de ec ion limi o he senso was 17.8 mg
·
L
−1
o ni a e
and 0.115 mg
·
L
−1
o ammonium; he e o e, only samples wi h a highe concen a ion
o ions we e e alua ed. Selec ed wa e samples om aquaponics and hyd oponics had
concen a ions o NO
3−
and NH
4+
be ween 24 and 773 mg
·
L
−1
and 0.26 and 219 mg
·
L
−1
,
espec i ely (Table 1). Samples we e dilu ed en imes in a bu e o con ol pH and o lowe
ma ix e ec s. Indi idual measu emen s on enzymes e ealed a nonlinea ela ionship
be ween concen a ion measu ed by an independen me hod (ion ch oma og aphy o
spec opho ome y) and he signal om he senso (Figu e 4).
Senso s 2021,21, 725 7 o 11
Table 1.
Concen a ions o ni a e and ammonium in wa e samples om aquaponics and hyd opon-
ics measu ed by ion ch oma og aphy (NO3−) and UV-VIS spec opho ome y (NH4+).
Sample No. c (NO3−) mg·L−1c (NH4+) mg·L−1
1 24.0 0.45
2 25.1 0.40
3 25.2 0.52
4 88.7 11.34
5 251.0 122.29
6 772.4 218.14
7 32.2 0.26
8 108.3 0.57
9 136.3 1.27
10 307.0 9.31
Figu e 4
Figu e 5
Figu e 4.
The ela ionship be ween SPRi signals measu ed by combined biosenso s o he simul ane-
ous de ec ion o ni a e (
A
) and ammonia (
B
) and he concen a ion o ions in wa e samples om
aquaponics measu ed by con en ional me hods. The senso su ace was modi ied by ni a e educ-
ase (NO
3−
de ec ion) and glu amine syn he ase (NH
4+
de ec ion). The signal om he unmodi ied
pa o he senso was used as a e e ence.
Six samples (1–6) we e used o es he senso , and ano he ou samples (7–10)
we e used o e i y esul s. We plo ed ion concen a ions (Figu e 5) ob ained om ion
ch oma og aphy (NO
3−
) and spec opho ome y (NH
4+
) on a loga i hmic scale. The i s
g oup o samples was i ed wi h he linea unc ion, and he con idence and p edic ion
in e als we e calcula ed. F om he second g oup o samples (Figu e 5A, open symbols),
h ee we e ou side he p edic ion in e al wi h a ela i ely highe concen a ion o ni a e
han ammonium ions compa ed o he es o he samples (8–10).
The nex s ep was o measu e he same en samples on he combined biochip by SPRi
and co ela e he e lec i i y sensed on NR (belonging o NO
3−
ions) and GS (belonging
o NH
4+
ions) (Figu e 5B). When applying he same p o ocol o da a i ing, he ou lie s
we e iden i ied as samples 8–10. The ag eemen be ween he ela ionship o concen a ions
measu ed by con enien me hods and signals om he senso sugges s he possibili y o
using he senso o de ec de ia ions in ni ogen-compound concen a ions when mon-
i o ing he s a e o he aquaponic sys em. The simul aneous assessmen o ni a e and
ammonia allows e alua ion o he balance be ween aquacul u e (a dono o ni ogen) and
hyd oponics (an accep o o ni ogen) as well as he p ope unc ion o ni i ying bac e ia.
Senso s 2021,21, 725 8 o 11
Figu e 4
Figu e 5
Figu e 5.
(
A
) The ela ionship be ween concen a ions o ni a e and ammonium in samples om
aquaponics and hyd oponics measu ed by ion ch oma og aphy (ni a e) and UV-VIS spec opho-
ome y (ammonium). (
B
) Signals om he SPRi senso o he simul aneous de ec ion o ni a e
and ammonium. A se ies o six samples we e used o linea i (closed symbols), and ano he ou
samples o alida ion o he senso (open symbols). Samples ha a e ou o he p edic ion band o
highe han he se limi (which is op ional and co esponds o he maximum equi ed concen a ion)
may p edic an unwan ed s a e o nu ien s in wa e .
The ad an ages and disad an ages o SPR-based senso s we e discussed by Pil-
ia ik e al. [
53
]. We p oposed a senso based on SPR imaging wi h ampli ude measu emen .
SPRi-based senso s a e o en used o he de ec ion o small molecules [
54
–
57
] and he
de ec ion o pollu an s in wa e [
58
–
60
]. An applica ion o SPRi in spa ially di e en ia ed
sensing (“elec onic ongue”) was epo ed by Genua e al. [61].
In aquaponics and hyd oponics, concen a ions o ni ogen compounds in wa e a e
ela i ely high in o de o ensu e he apid g ow h o plan s. Ru e al. [
62
] eached a
limi o up o 35 mg
·
L
−1
o ammonia in he aquaponic sys em. Gene ally, ni a e is a
non oxic compound which can be ound a le els exceeding 1000 mg
·
L
−1
in eshwa e
en i onmen s wi hou ad e se e ec s on aqua ic o ganisms [
63
]. In aquaponic sys ems,
ni a e has been epo ed o be ha mless a concen a ions o 150–300 mg
·
L
−1
[
41
,
64
].
The e o e, he low de ec ion limi o ni a es and ammonium is no a key ac o o used
senso s. The main ask is o sense changes in he balance o nu ien s in a imely manne .
Senso s o moni o ing wa e quali y should be use - iendly, as , and ully au oma ed,
simila o senso s o wa e empe a u e, wa e low a e, ligh in ensi y, pH le el, and plan
heigh [
65
,
66
]. Mo eo e , he simul aneous measu emen o mul iple pa ame e s o wa e
quali y is ad an ageous o lowe ope a ional cos s [
67
]. The e o e, he SPRi senso p oposed
in his wo k could be success ully used in aquacul u e and hyd oponic o aquaponic
sys ems o imp o e he moni o ing o wa e quali y, hus inc easing he e iciency o ish
and plan p oduc ion while educing he amoun o discha ged was ewa e .
4. Conclusions
A combined senso o he simul aneous de ec ion o ni a e and ammonium in
wa e was p oposed o es he biosenso echnology as an al e na i e o he chemical
de ec ion me hods o ni ogen-compound de e mina ion. Su ace plasmon esonance
imaging wi h he enzymes ni a e educ ase and glu amine syn he ase immobilized on
he su ace o a biochip was used as a de ec ion me hod. The p oposed senso was es ed
o s anda d solu ions o ni a e and ammonium as well as eal was ewa e samples om
aquaponics. The ad an age o he SPRi-based senso is he abili y o be used o online and
semicon inuous moni o ing o se e al compounds a he same ime wi h only minimal
sample p e ea men .
Senso s 2021,21, 725 9 o 11
Au ho Con ibu ions:
Concep ualiza ion, M.V.; me hodology: M.V., I.K., D.M., and N.V.; in es i-
ga ion, M.V., I.K., and N.V.; alida ion, M.V., I.K., and N.V.; da a cu a ion, M.V. and I.K.; w i ing—
o iginal d a , M.V., I.K., K.S., and D.M.; w i ing— e iew and edi ing, M.V., I.K., K.S., D.M., and N.V.;
supe ision, M.V. All au ho s ha e ead and ag eed o he published e sion o he manusc ip .
Funding:
The esea ch was unded by EU s uc u al unding in Ope a ional P og amme Resea ch,
De elopmen and Educa ion [g an numbe CZ.02.1.01./0.0/0.0/17_049/0008419]. Expe imen al
esul s we e accomplished by using La ge Resea ch In as uc u e ENREGAT suppo ed by he
Minis y o Educa ion, You h and Spo s o he Czech Republic [g an numbe LM2018098]. S uden s
we e suppo ed by he p ojec o VSB-Technical Uni e si y o Os a a The mal was e ea men and
en i onmen al p o ec ion IV [g an numbe SP2020/14].
Da a A ailabili y S a emen :
The da a p esen ed in his s udy a e a ailable on eques om he
co esponding au ho .
Con lic s o In e es : The au ho s decla e no con lic o in e es .
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