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Spectral Reflectance Indexes Reveal Differences in the Physiological Status of Brassica oleracea with Contrasting Glucosinolate Content under Biotic Stress

Abstract

This research was funded by the Spanish Ministry of Science and the European Regional Development Fund (ERDF), grant number PID2021-126472OB. Pari Madloo acknowledges a Ph.D. student fellowship from the Erasmus Mundus Action 2 Program.

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Spectral Reflectance Indexes Reveal Differences in the Physiological Status of Brassica oleracea with Contrasting Glucosinolate Content under Biotic Stress

Author: Soengas, Pilar,Madloo, Pari,Lema Márquez, Margarita
Publisher: Multidisciplinary Digital Publishing Institute
Year: 2023
DOI: http://dx.doi.org/10.13039/501100004837
Source: https://digital.csic.es/bitstream/10261/332547/1/Spectral_Reflectance_Indexes_Soengas.pdf
Ci a ion: Soengas, P.; Madloo, P.;
Lema, M. Spec al Re lec ance
Indexes Re eal Di e ences in he
Physiological S a us o B assica
ole acea wi h Con as ing
Glucosinola e Con en unde Bio ic
S ess. Plan s 2023,12, 2698. h ps://
doi.o g/10.3390/plan s12142698
Academic Edi o : Bo Sun
Recei ed: 12 June 2023
Re ised: 6 July 2023
Accep ed: 16 July 2023
Published: 19 July 2023
Copy igh : © 2023 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/).
plan s
A icle
Spec al Re lec ance Indexes Re eal Di e ences in he
Physiological S a us o B assica ole acea wi h Con as ing
Glucosinola e Con en unde Bio ic S ess
Pila Soengas * , Pa i Madloo and Ma ga i a Lema
G oup o Gene ics, B eeding and Biochemis y o B assicas, Misión Biológica de Galicia, Spanish Council o
Scien i ic Resea ch (MBG-CSIC), 36143 Pon e ed a, Spain; pa ib [email p o ec ed] (P.M.);
[email p o ec ed] (M.L.)
*Co espondence: [email p o ec ed]
Abs ac : B assica species p oduce glucosinola es, a speci ic g oup o seconda y me aboli es p esen
in he B assicaceae amily wi h an ibac e ial and an i ungal p ope ies. The employmen o imp o ed
a ie ies o speci ic glucosinola es would educe he p oduc ion losses caused by pa hogen a ack.
Howe e , he consequences o he inc emen in hese seconda y me aboli es in he plan a e un-
known. In his wo k, we u ilized e lec ance indexes o es how he physiological s a us o B asica
ole acea plan s changes depending on hei cons i u i e con en o glucosinola es unde nons ess ul
condi ions and unde he a ack o he bac e ia Xan homonas campes is p . campes is and he ungus
Scle o inia scle o io um. The modi ica ion in he con en o glucosinola es had consequences in he esis-
ance o bo h nec o ophic pa hogens, and in se e al physiological aspec s o he plan s. By inc easing
he con en in sinig in and glucob assicin, plan s dec ease pho osyn hesis e iciency (PR531, F
F
m
),
biomass p oduc ion (CHL-NDVI, SR), pigmen con en (SIPI, NPQI, RE), and senescence (YI) and
inc ease hei wa e con en (WI900). These a iables may ha e a nega i e impac in he p oduc i i y
o c ops in an ag icul u al en i onmen . Howe e , when plan s a e subjec ed o he a ack o bo h
nec o ophic pa hogens, an inc emen o sinig in and glucob assicin con e s an adap a i e ad an age
o he plan s, which compensa es o he decay o physiological pa ame e s.
Keywo ds:
plan seconda y me aboli es; Xan homonas campes is p . campes is;Scle o inia scle o io um;
iso hiocyana es; g ow h–immuni y adeo
1. In oduc ion
Glucosinola es (GSLs) a e seconda y me aboli es ound in 16 bo anical amilies o
dico yledonous angiospe ms, mainly o he o de o B assicales, and a e pa icula ly p e-
dominan in he B assicaceae amily [
1
]. They a e de i ed om aminoacids and hey can
be classi ied in o h ee chemical classes, depending on he side chain o hei p ecu so
amino acid: alipha ics wi h me hionine, alanine, aline, leucine, and isoleucine as p ecu -
so s; a oma ics de i ed om phenylalanine o y osine and indolics wi h yp ophan as a
p ecu so [2].
GSLs a e s o ed in plan cells in a non-ac i a ed o m. Upon cellula dis up ion caused
by inju ies, pes s, and nec o ophic pa hogens, my osinase enzymes come in o con ac wi h
GSLs and ca alyze hei hyd olysis in o a ious hyd oly ic p oduc s, which ha e an imi-
c obial e ec agains a b oad ange o plan pa hogens. The e ec o hyd oli ic p oduc s
depends on hei chemical s uc u e and on he plan pa hogen [
3
–
6
]. The GSLs-my osinase
sys em is pa o he immune sys em o B assicaceae plan s, including A abidopsis haliana
and B assica c ops [
7
–
10
]. GSLs a e cons i u i ely syn he ized and s o ed in plan cells
and ac mainly as phy oan icipins, al hough hey can be induced by pa hogen in ec ion
unc ioning in his case, as phy oalexins [3,4].
Plan s 2023,12, 2698. h ps://doi.o g/10.3390/plan s12142698 h ps://www.mdpi.com/jou nal/plan s
Plan s 2023,12, 2698 2 o 12
P e iously, we used mass selec ion o de elop a se o B assica ole acea a . acephala L.
(kale) popula ions di e ing in he con en o wo GSLs, he alipha ics sinig in (2-p openyl,
SIN) and he indolic glucob assicin (3-indolylme hyl, GBS) [
11
], ob aining ou popula ions,
wi h high (HSIN and HGBS) and low con en (LSIN and LGBS) o he a ge GSLs. The
esis ance o hese ou popula ions ha e been p e iously es ed agains wo B assica
pa hogens: he ungus Scle o inia scle o io um (Ss) and he bac e ia Xan homonas campes is
p . campes is (Xcc) [
8
]. Resul s showed ha he e ec s o GSLs we e dependen on he
pa hogen and he ype o GSL. Thus, he alipha ic SIN was inhibi o y o in ec ion by Ss and
he indolic GBS was inhibi o y o in ec ion by Xcc [8].
The employmen o imp o ed a ie ies o speci ic GSLs would educe he yield and
economic losses caused by he a ack o pa hogens. Howe e , we do no know how he
selec ion a ec s o he pa ame e s in he plan and i s po en ial impac on p oduc i i y.
Al hough high cons i u i e con en o de ensi e me aboli es may con e an ad an age o
plan s subjec ed o pa hogen a ack, hei syn hesis is esou ce-demanding and may in u n
become a disad an age unde non-s ess ul condi ions [
12
]. Cons i u i e de ense esponses
may educe he g ow h o plan s due in pa o he unnecessa y di e sion o ene gy ese es
in he absence o s ess [
12
]. Inc eased exp ession o de ense ai s consumes me abolic
esou ces a he cos o g ow h. Fo example, he A abidopsis R-gene RPM1 cos s 9% o
he yield when plan s a e no unde a ack om he pa hogen o which his gene con e s
esis ance [
13
]. Mo eo e , g ow h and de ense a e nega i ely egula ed no only h ough
me abolic consump ion bu also h ough he an agonism o de ensi e phy oho mones,
such as jasmonic acid and salicylic acid [14].
Theo e ically, GSL p oduc ion can inc ease pho osyn he ic equi emen s in A. haliana
by a leas 15% [
15
]. This cos associa ed wi h he p oduc ion o GSLs may impac o he
p ocesses o he plan and a ec i ness and g ow h. De ense-associa ed cos s may be
pa icula ly impo an in c ops o he same amily, since i can educe hei p oduc ion
and economic alue. The s udy o he balance be ween g ow h and de ense should be
conside ed be o e eleasing new imp o ed a ie ies wi h enhanced GSL con en .
Plan e lec ance is in luenced by lea su ace p ope ies and in e nal s uc u e, as well
as by he concen a ion and dis ibu ion o biochemical componen s, such as chlo ophyll
and ca o enoid pigmen s. The e o e, analysis o e lec ance can be used o assess bo h he
biomass and he physiological s a us o a plan [
16
]. In his wo k, we u ilized e lec ance
measu emen s o es how he physiological s a us o B. ole acea plan s changes depending
on hei cons i u i e con en o GSLs unde non-s ess ul condi ions and when challenged
by pa hogen a ack. We also discuss he conce ns in b eeding o esis ance o pa hogens.
2. Resul s
Lea e lec ance was measu ed and eco ded in plan s wi h con as ing con en o
GSLs unde con ol condi ions and inocula ed wi h Xcc and Ss pa hogens a di e en imes
pos inocula ion. Resul ing p o iles e ealed speci ic spec al pa e ns o popula ions
and ea men s (Supplemen a y Figu es S1–S4). Thus, we compu ed indexes based on
e lec ance o compa e he pe o mance o plan s di e ing in GSL con en and o compa e
be ween ea men s. The esul s o each compa ison a e shown below.
Gene ally speaking, he popula ion HGBS showed lowe index alues han LGBS
agains ime, al hough di e ences we e no always signi ican (Figu e 1). The e we e no
many signi ican di e ences be ween HSIN and LSIN (Figu e 1), al hough, as i happens
wi h GBS popula ions, HSIN ended o ha e lowe alues in he indexes han LSIN. The
excep ion is he index WI900, which was highe in HGBS and HSIN han in LGBS and
LSIN, espec i ely (Figu e 1). Plan s dec ease hei alues in he di e en indexes agains
ime, wi h he excep ion o YI and SIPI (Figu e 1), ela ed o he yellowing and senescence
o lea es, which inc eases agains ime.
Compa isons be ween con ol and inocula ed plan s a e shown a he ime when
in ec ion eached i s maximum le el: 21 days pos inocula ion in Xcc expe imen and 4 days
pos inocula ion in Ss expe imen . In he Xcc expe imen , HGBS showed less damage han
Plan s 2023,12, 2698 3 o 12
LGBS and LSIN showed less damage han HSIN (Figu e 2A). In he Ss expe imen , HSIN
was signi ican ly less damaged han LSIN (Figu e 2B).
Plan s 2023, 12, x FOR PEER REVIEW 3 o 13
Compa isons be ween con ol and inocula ed plan s a e shown a he ime when
in ec ion eached i s maximum le el: 21 days pos inocula ion in Xcc expe imen and 4
days pos inocula ion in Ss expe imen . In he Xcc expe imen , HGBS showed less dam-
age han LGBS and LSIN showed less damage han HSIN (Figu e 2A). In he Ss expe i-
men , HSIN was signi ican ly less damaged han LSIN (Figu e 2B).
Figu e 1. Spide plo s showing he a e aged e lec ance indexes and luo escence o con ol plan s
du ing ou weeks in wo popula ions di e ing in hei con en o GBS (HGBS and LGBS) and in
wo popula ions di e ing in hei con en o SIN (HSIN and LSIN). To ep esen he indexes in he
same scale, alues we e s anda dized agains ime by sub ac ing he a e age and di iding by he
s anda d e o . As e isks ep esen signi ican di e ences be ween HGBS and LGBS (black) and
be ween HSIN and LSIN ( ed) a p ≤ 0.05.
Figu e 1.
Spide plo s showing he a e aged e lec ance indexes and luo escence o con ol plan s
du ing ou weeks in wo popula ions di e ing in hei con en o GBS (HGBS and LGBS) and in
wo popula ions di e ing in hei con en o SIN (HSIN and LSIN). To ep esen he indexes in he
same scale, alues we e s anda dized agains ime by sub ac ing he a e age and di iding by he
s anda d e o . As e isks ep esen signi ican di e ences be ween HGBS and LGBS (black) and
be ween HSIN and LSIN ( ed) a p≤0.05.
Plan s 2023, 12, x FOR PEER REVIEW 4 o 13
Figu e 2. Lesion diame e o inocula ed plan s: (A) Xan homonas campes is p . campes is measu ed
21 days pos inocula ion; (B) Scle o inia scle o io um measu ed 4 days pos inocula ion. As e isks
ep esen signi ican di e ences be ween popula ions a p ≤ 0.05.
Con ols (non-inocula ed lea es) o HGBS and LGBS popula ions showed highe
alues o indexes F Fm, PR531, CHL-NDVI, SR, and RE han he espec i e inocula ed
popula ions wi h Xcc and lowe alues o SIPI and YI, al hough hese di e ences we e
no always signi ican (Figu e 3A). A simila end was obse ed when we compa e HSIN
and LSIN con ols wi h inocula ed popula ions wi h Xcc, al hough signi ican di e ences
we e ound mainly in LSIN compa isons (Figu e 3B).
In he Ss expe imen , HGBS con ol only di e ed signi ican ly om inocula ed
plan s o index WI900 (Figu e 3C). Con ol o LGBS showed signi ican ly lowe alues o
PR531, CHL-NDVI, SR, SIPI, and YI han inocula ed plan s. Wi h espec o HSIN and
LSIN popula ions, indexes ela ed o biomass and pho osyn hesis a e highe in con ol
plan s compa ed o inocula ed ones, al hough di e ences we e only signi ican o F Fm
and PR531 in HSIN and RE in LSIN. Those indexes ela ed o he deg ada ion o pig-
men s and yellowness ended o be highe in inocula ed plan s, al hough di e ences
we e only signi ican o YI in LSIN (Figu e 3D).
Figu e 2.
Lesion diame e o inocula ed plan s: (
A
)Xan homonas campes is p . campes is measu ed
21 days pos inocula ion; (
B
)Scle o inia scle o io um measu ed 4 days pos inocula ion. As e isks
ep esen signi ican di e ences be ween popula ions a p≤0.05.
Plan s 2023,12, 2698 4 o 12
Con ols (non-inocula ed lea es) o HGBS and LGBS popula ions showed highe
alues o indexes F
F
m
, PR531, CHL-NDVI, SR, and RE han he espec i e inocula ed
popula ions wi h Xcc and lowe alues o SIPI and YI, al hough hese di e ences we e no
always signi ican (Figu e 3A). A simila end was obse ed when we compa e HSIN and
LSIN con ols wi h inocula ed popula ions wi h Xcc, al hough signi ican di e ences we e
ound mainly in LSIN compa isons (Figu e 3B).
Plan s 2023, 12, x FOR PEER REVIEW 5 o 13
Figu e 3. Spide plo s showing he a e aged e lec ance indexes and luo escence o con ols and
inocula ed plan s o wo popula ions di e ing in hei con en o GBS (HGBS and LGBS) and SIN
(HSIN and LSIN) wi h pa hogens Xan homonas campes is p . campes is a e 21 days pos inocula-
ion (A,B) and Scle o inia scle o io um a e 4 days pos inocula ion (C,D). To ep esen he indexes
in he same scale, alues we e s anda dized agains ime by sub ac ing he a e age and di iding
by he s anda d e o . As e isks ep esen signi ican di e ences be ween he high GSL con en
popula ion and i s espec i e con ol (black) and be ween he low GSL con en popula ion and i s
espec i e con ol ( ed) a p ≤ 0.05.
In he compa ison o popula ions wi h high and low con en o GSLs a e being
challenged wi h pa hogens, we ound ha he e a e no many signi ican di e ences
be ween HGBS and LGBS agains ime a e being inocula ed wi h Xcc, on he con a y o
wha happened wi h he con ols (Figu e 4). LSIN showed, in gene al, highe alues in
he indexes a 7 and 14 d pos inocula ion han HSIN when bo h popula ions we e inoc-
ula ed wi h Xcc, wi h he excep ion o he index YI, which was highe in HSIN han in
LSIN (Figu e 4).
Figu e 3.
Spide plo s showing he a e aged e lec ance indexes and luo escence o con ols and
inocula ed plan s o wo popula ions di e ing in hei con en o GBS (HGBS and LGBS) and SIN
(HSIN and LSIN) wi h pa hogens Xan homonas campes is p . campes is a e 21 days pos inocula ion
(
A
,
B
) and Scle o inia scle o io um a e 4 days pos inocula ion (
C
,
D
). To ep esen he indexes in he
same scale, alues we e s anda dized agains ime by sub ac ing he a e age and di iding by he
s anda d e o . As e isks ep esen signi ican di e ences be ween he high GSL con en popula ion
and i s espec i e con ol (black) and be ween he low GSL con en popula ion and i s espec i e
con ol ( ed) a p≤0.05.
In he Ss expe imen , HGBS con ol only di e ed signi ican ly om inocula ed plan s
o index WI900 (Figu e 3C). Con ol o LGBS showed signi ican ly lowe alues o PR531,
CHL-NDVI, SR, SIPI, and YI han inocula ed plan s. Wi h espec o HSIN and LSIN
popula ions, indexes ela ed o biomass and pho osyn hesis a e highe in con ol plan s
compa ed o inocula ed ones, al hough di e ences we e only signi ican o F
F
m
and
PR531 in HSIN and RE in LSIN. Those indexes ela ed o he deg ada ion o pigmen s
and yellowness ended o be highe in inocula ed plan s, al hough di e ences we e only
signi ican o YI in LSIN (Figu e 3D).
In he compa ison o popula ions wi h high and low con en o GSLs a e being
challenged wi h pa hogens, we ound ha he e a e no many signi ican di e ences
be ween HGBS and LGBS agains ime a e being inocula ed wi h Xcc, on he con a y o
Plan s 2023,12, 2698 5 o 12
wha happened wi h he con ols (Figu e 4). LSIN showed, in gene al, highe alues in he
indexes a 7 and 14 d pos inocula ion han HSIN when bo h popula ions we e inocula ed
wi h Xcc, wi h he excep ion o he index YI, which was highe in HSIN han in LSIN
(Figu e 4).
Plan s 2023, 12, x FOR PEER REVIEW 6 o 13
Figu e 4. Spide plo s showing he a e aged e lec ance indexes and luo escence o inocula ed
plan s wi h Xan homonas campes is p . campes is du ing ou weeks in wo popula ions di e ing in
hei con en o GBS (HGBS and LGBS) and in wo popula ions di e ing in hei con en o SIN
(HSIN,] and LSIN). To ep esen he indexes in he same scale, alues we e s anda dized agains
ime by sub ac ing he a e age and di iding by he s anda d e o . As e isks ep esen signi ican
di e ences be ween HGBS and LGBS (black) and be ween HSIN and LSIN ( ed) a p ≤ 0.05.
When HGBS and LGBS we e inocula ed wi h Ss, LGBS showed highe alues o
mos o he indexes agains ime, excep YI, which was consis en ly and signi ican ly
highe in HGBS (Figu e 5). A 4 d pos inocula ion, HSIN showed highe alues o PR531,
CHL550, and CHL-NDVI han LSIN (Figu e 5).
Figu e 4.
Spide plo s showing he a e aged e lec ance indexes and luo escence o inocula ed plan s
wi h Xan homonas campes is p . campes is du ing ou weeks in wo popula ions di e ing in hei
con en o GBS (HGBS and LGBS) and in wo popula ions di e ing in hei con en o SIN (HSIN
and LSIN). To ep esen he indexes in he same scale, alues we e s anda dized agains ime by
sub ac ing he a e age and di iding by he s anda d e o . As e isks ep esen signi ican di e ences
be ween HGBS and LGBS (black) and be ween HSIN and LSIN ( ed) a p≤0.05.
When HGBS and LGBS we e inocula ed wi h Ss, LGBS showed highe alues o mos
o he indexes agains ime, excep YI, which was consis en ly and signi ican ly highe in
HGBS (Figu e 5). A 4 d pos inocula ion, HSIN showed highe alues o PR531, CHL550,
and CHL-NDVI han LSIN (Figu e 5).

Plan s 2023,12, 2698 6 o 12
Plan s 2023, 12, x FOR PEER REVIEW 7 o 13
Figu e 5. Spide plo s showing he a e aged e lec ance indexes and luo escence o inocula ed
plan s wi h Scle o inia scle o io um du ing i e days pos inocula ion in wo popula ions di e ing in
hei con en o GBS (HGBS and LGBS) and in wo popula ions di e ing in hei con en o SIN
(HSIN and LSIN). To ep esen he indexes in he same scale, alues we e s anda dized agains
ime by sub ac ing he a e age and di iding by he s anda d e o . As e isks ep esen signi ican
di e ences be ween HGBS and LGBS (black) and be ween HSIN and LSIN ( ed) a p ≤ 0.05.
3. Discussion
Lea e lec ance is a complex phenomenon dependen on biochemical and biophys-
ical p ope ies o he canopy lea es, which in u n a e a ec ed by g ow h condi ions and
diseases [17]. Pho osyn he ic pigmen s (chlo ophylls and ca o enoids) abso b ligh in he
isible spec um (400–700 nm). In he nea in a ed domain (700–1300 nm) e lec ance is
in luenced by he s uc u e o he lea and wa e con en , while in he middle in a ed
egion (1300–3000 nm) he a iabili y o e lec ance is linked o wa e con en and he
composi ion o lea chemicals [16].
In ou expe imen s we ha e ound ha high and low GSL con en popula ions
di e ed in hei spec al pa e ns. Following [18], he abso bance a 425 nm is co ela ed
o o al GSL con en in B assica napus, while [19] ound ha he spec al e lec ance in
se e al bands be ween 742 and 1000 nm is s ongly co ela ed o indi idual GSL con en
in kale (B. ole acea). O he di e ences in he spec al e lec ance be ween popula ions wi h
con as ing GSL con en e lec di e ences in hei igo , pho osyn hesis, o wa e con-
en . We will discuss in he nex sec ion how di e ences in he cons i u i e con en o
GSLs and he applica ion o bio ic s esso s modula e indexes based on e lec ance in he
in a ed egion o he spec um and i s ela ionship o he o e all physiological s a us o
he plan s.
Based on e lec ance indexes and in he F /Fm, LGBS has mo e biomass, i is mo e
pho osyn he ically e icien , i has less wa e con en , and less deg ada ion o pigmen s
han HGBS. The same end is obse ed when we compa e LSIN and HSIN. The e o e,
modi ica ion o GSL con en a ec s plan physiological s a us. GSLs a e pa o he de-
ense sys em o B assicaeae plan s. Howe e , hey can also in e e e wi h o he p ocesses
in he plan , al hough mechanisms go e ning his in e ac ion a e no clea . Some e i-
Figu e 5.
Spide plo s showing he a e aged e lec ance indexes and luo escence o inocula ed plan s
wi h Scle o inia scle o io um du ing i e days pos inocula ion in wo popula ions di e ing in hei
con en o GBS (HGBS and LGBS) and in wo popula ions di e ing in hei con en o SIN (HSIN
and LSIN). To ep esen he indexes in he same scale, alues we e s anda dized agains ime by
sub ac ing he a e age and di iding by he s anda d e o . As e isks ep esen signi ican di e ences
be ween HGBS and LGBS (black) and be ween HSIN and LSIN ( ed) a p≤0.05.
3. Discussion
Lea e lec ance is a complex phenomenon dependen on biochemical and biophysical
p ope ies o he canopy lea es, which in u n a e a ec ed by g ow h condi ions and
diseases [
17
]. Pho osyn he ic pigmen s (chlo ophylls and ca o enoids) abso b ligh in he
isible spec um (400–700 nm). In he nea in a ed domain (700–1300 nm) e lec ance is
in luenced by he s uc u e o he lea and wa e con en , while in he middle in a ed
egion (1300–3000 nm) he a iabili y o e lec ance is linked o wa e con en and he
composi ion o lea chemicals [16].
In ou expe imen s we ha e ound ha high and low GSL con en popula ions di e ed
in hei spec al pa e ns. Following [
18
], he abso bance a 425 nm is co ela ed o o al
GSL con en in B assica napus, while [
19
] ound ha he spec al e lec ance in se e al bands
be ween 742 and 1000 nm is s ongly co ela ed o indi idual GSL con en in kale (B. ole -
acea). O he di e ences in he spec al e lec ance be ween popula ions wi h con as ing
GSL con en e lec di e ences in hei igo , pho osyn hesis, o wa e con en . We will
discuss in he nex sec ion how di e ences in he cons i u i e con en o GSLs and he
applica ion o bio ic s esso s modula e indexes based on e lec ance in he in a ed egion
o he spec um and i s ela ionship o he o e all physiological s a us o he plan s.
Based on e lec ance indexes and in he F
/F
m
, LGBS has mo e biomass, i is mo e
pho osyn he ically e icien , i has less wa e con en , and less deg ada ion o pigmen s han
HGBS. The same end is obse ed when we compa e LSIN and HSIN. The e o e, modi ica-
ion o GSL con en a ec s plan physiological s a us. GSLs a e pa o he de ense sys em
o B assicaeae plan s. Howe e , hey can also in e e e wi h o he p ocesses in he plan ,
al hough mechanisms go e ning his in e ac ion a e no clea . Some e idences sugges
Plan s 2023,12, 2698 7 o 12
ha he e is a c oss- alk o he biosyn he ic GSL pa hway wi h he ho mone me abolism,
s oma al ape u e, he ci cadian clock, oo g ow h, biomass, and lowe ing [20–27].
In his wo k, HGBS and HSIN showed highe alues in he wa e index compa ed
o LGBS and LSIN du ing he i s 14 days o he expe imen . P obably, hese di e ences
a e ela ed o he s oma al closu e p omo ed by a highe con en in GSLs. Re e ence [
27
]
ound ha gg1 mu an s, de icien in he my osinase ha ca alyzes he p oduc ion o
iso hiocyana es (ITCs) om GSLs, we e hyposensi i e o abscisic acid (ABA) inhibi ion o
gua d cell inwa d K
+
channels and s oma al opening, e ealing ha he GSL–my osinase
sys em is equi ed o key ABA esponses o gua d cells. Mo eo e , he addi ion o SIN in
B. ole acea exposed o salini y s ess can egula e aquapo ins and wa e anspo [
25
]. GSLs
hemsel es do no su ice o inhibi channel ac i i y, sugges ing ha i is he hyd olyzed
p oduc s o he same ha e oke ion channel inhibi ion [
27
]. Ag eeing wi h his, he
exogenous applica ion o allyl-ITC, a deg ada ion p oduc om SIN, induced s oma al
closu e in A abidopsis haliana ia he p oduc ion o eac i e oxygen species, ni ic oxide,
and an inc ease in cy osolic Ca2+ [28].
Mo eo e , he in e ac ion o he GSL–my osinase sys em wi h ABA signaling could
also modi y he senescence o lea es, since ABA posi i ely egula es his p ocess [
29
].
Inc eases in he ela i e concen a ion o ca o enoids wi h espec o chlo ophyll a e o en
obse ed when plan s a e subjec ed o s ess and in senescing lea es [
16
]. Indexes YI and
SIPI a e based on his assump ion. In ou expe imen s, hey inc ease wi h he age o he lea
as is expec ed and dec ease in inc emen s in he cons i u i e con en o GSLs. The e o e,
high GSLs con en would p omo e an inc ease in wa e con en and delay in senescence.
Ano he ema kable esul om ou expe imen s is ha inc emen s in he GBS con en
in lea es lead o a dec ease in pho osyn hesis and biomass accumula ion. I is possible
ha his e ec is d i en by he hyd oly ic p oduc s o he GSL. The biomass o A. haliana
oo s dec eases a e he ex e nal addi ion o indol-3-ca binol, he main hyd oly ic p oduc
om GBS, in he lea es by inhibi ing auxin signaling h ough binding o he i 1 auxin
ecep o [
23
,
30
]. On he con a y, [
31
] e alua ed he ag onomic pe o mance o HGBS and
LGBS in di e en en i onmen s and analyzed hei me abolomic p o ile, inding ha HGBS
had a signi ican inc ease in esh and d y olia weigh compa ed o LGBS. Re e ence [
31
]
hypo hesized ha he be e ag onomic pe o mance o HGBS could be ela ed o an indi ec
inc ease in la onoids which can ac as g ow h egula o s. Ou expe imen s we e ca ied
ou wi h seedlings, unde g eenhouse condi ions, whe eas he expe imen s o [
31
] we e
conduc ed in ield condi ions wi h adul plan s exposed o he a ack o pes s, pa hogens,
and abio ic s esses. The e o e, i is possible ha , in ield condi ions, plan s om HGBS
ha e an ad an age o e hose om LGBS, which ha e o induce he syn hesis o mo e
seconda y me aboli es and, hus, eloca e esou ces om he p ima y me abolism.
Plan s om he HSIN popula ion also end o ha e lowe pho osyn hesis and biomass
indexes han LSIN. Re e ence [
20
] ound ha exogenous SIN applica ion lead o a ia ions
in biomass in A. haliana ha we e dependen on he suga concen a ion and on he en-
dogenous GSL con en o he plan . In his way, plan biomass accumula ion was nega i ely
co ela ed wi h he a io o me hyl hioalkyl/me hylsul inylalkyl GSL and posi i ely co -
ela ed wi h o al alipha ic GSL accumula ion [
20
]. The e ec o SIN on biomass may be
caused by i s hyd olysis by my osinases, since he addi ion o allyl-ITC caused g ow h
inhibi ion in A. haliana [
26
]. As was men ioned be o e, ITC ea men s lead o s oma al
closu e and his could also be ela ed o he loss o biomass.
In summa y, inc emen s in he cons i u i e con en o indi idual GSLs lead o a de-
c ease in pho osyn hesis e iciency, biomass p oduc ion, and senescence and o an inc emen
in wa e con en . This e ec was independen o he chemical class o GSLs, al hough
he esponses we e s onge in GBS geno ypes. The physiological e ec s o GSLs may be
d i en by hei hyd oly ic p oduc s, which could ake place a e punc u ing he lea es in
con ol plan s. The ela ionship o he amoun o GSLs wi h he physiological s a us o he
plan may espond o a g ow h–de ense adeo , whe e esou ces a e sen o he immune
sys em a he han o g ow h.
Plan s 2023,12, 2698 8 o 12
To es his hypo hesis, we challenged he ou geno ypes wi h nec o ophic pa hogens.
We ound di e ences in he spec al e lec ance be ween con ol and inocula ed plan s in
bo h expe imen s (Supplemen a y Figu es S1–S4). The physiological pe o mance o popu-
la ions is comp omised by hei in e ac ion wi h su ounding pa hogens. In ac , indexes
based on e lec ance ha e been employed o s udy he in ec ion caused by Xan homonas
species in ange ine [
32
] and ice [
33
] plan s. Spec al indexes we e e ec i e in he ea ly
de ec ion o X. campes is in b occoli plan s unde di e en clima ic condi ions [
17
]. In
addi ion, spec al cha ac e is ics ( anging om 1000 o 2500 nm) we e success ully used
o disc imina e lea es inocula ed wi h Al e na ia dauci om he o he h ee species o Al-
e na ia as well as om con ol plan s [
34
]. As expec ed, he con ols showed highe indexes
o pho osyn hesis and biomass, and lowe indexes o senescence han hei espec i e
inocula ed popula ions. Su p isingly, he LGBS popula ion does no show his end when
inocula ed wi h Ss.
Di e ences obse ed be ween he con ols o HGBS and LGBS disappea ed when
bo h popula ions we e inocula ed wi h Xcc. HGBS was signi ican ly less damaged han
LGBS. Taking his in o ma ion in o accoun , we sugges ha high GBS con en con e s a
de ensi e ad an age ha balances he in es men in his de ensi e compound and he
physiological s a us o he plan . Ag eeing wi h his heo y, he high con en o SIN does
no p o ec he plan agains Xcc; he e o e, LSIN was mo e esis an han HSIN and i s
physiological s a us was be e . The same balance be ween g ow h and de ense is obse ed
in Ss expe imen . HSIN pe o med be e o physiological pa ame e s han LSIN, p obably
due o hei highe esis ance o Ss. Ag eeing wi h ou esul s, [
35
] ound an associa ion
be ween GSL con en and inc eased seed p oduc ion when p eda o s we e p esen in
A. haliana. Howe e , he cos o his p oduc ion was a i ness de ec when p eda o s we e
absen [
36
]. Employing a lux balance analysis, [
15
] ound ha GSL p oduc ion can inc ease
pho osyn he ic equi emen s by a leas 15% in A. haliana. The e o e, an imp o emen in
GSL con en has associa ed cos s when plan s a e no subjec ed o an a ack by pa hogens,
bu cos s a e balanced by he plan unde bio ic s ess.
4. Ma e ials and Me hods
4.1. Pa hogens and Plan Cul u e
A se o popula ions o B. ole acea a . acephala L. (kale) di e ing in he con en o
wo GSLs, he alipha ic SIN (HSIN and LSIN) and he indolic GBS (HGBS and LGBS),
we e employed. The plan popula ions we e ob ained om a mass selec ion p og am a
he Misión Biológica de Galicia, Spanish Council o Scien i ic Resea ch (MBG-CSIC) [
11
].
Fo he expe imen s, popula ions we e g own in a g eenhouse wi h a 14 h pho ope iod, a
day–nigh mean empe a u e o 24/18
◦
C and 70% ela i e humidi y. Plan s we e g own in
po s con aining 2.5 L o pea (G amo lo GmbH & Co. KG P oduk ion, Vech a, Ge many).
The isola e o Xcc ace (s ain HRI3811, synonymous wi h PHW1205) was o iginally
collec ed om B. ole acea in he Uni ed S a es and was p o ided by Joana Vicen e (Wa wick
HRI, Wellesbou ne, UK). The Ss isola e MBG-Ss2 was p o ided by MBG-CSIC. The o iginal
isola e was collec ed in Janua y 2008 om a na u ally in ec ed plan o B assica napus in
an expe imen al ield a MBG. To main ain pa hogens agains ime, hey we e subcul u ed
pe iodically in PDA medium. Cul u es o Xcc we e incuba ed a 30
◦
C and cul u es o Ss
we e incuba ed wi h a 14 h pho ope iod, a day–nigh mean empe a u e o 24/18 ◦C.
4.2. Inocula ion and Physiological E alua ion unde Con ol and Bio ic S ess Condi ions
Two di e en expe imen s we e pe o med. In he i s one, plan s we e inocula ed
wi h Xcc and in he second one wi h Ss. The expe imen al design was he same in bo h
expe imen s. One hund ed and wen y plan s om each geno ype (HGBS, LGBS, HSIN,
and LSIN) we e employed. Since he p og ess o he disease a ies conside able depending
on he pa hogen, plan s inocula ed wi h Xcc we e moni o ed du ing ou weeks and plan s
inocula ed wi h Ss du ing i e days. In bo h expe imen s, plan s we e di ided in o wo
Plan s 2023,12, 2698 9 o 12
se s o wen y plan s each; one was inocula ed wi h he pa hogen and he o he ecei ed no
ea men . Plan s wi hin each ea men we e a anged in h ee epe i ions.
One se o plan s was inocula ed and he o he one ecei ed no ea men . In he
i s expe imen , ou weeks a e sowing he plan s, esh bac e ial colonies o Xcc we e
sub-cul u ed on Pe i dishes con aining PDA and incuba ed a 32
◦
C o 24 h in he da k.
A loop o bac e ia was ans e ed o nu ien b o h and shaken o e nigh a 150 pm
and 30
◦
C in he da k. The cul u e was dilu ed in s e ile wa e o a concen a ion o
5×108c u·mL−1
. F esh bac e ial inoculum was injec ed in o h ee di e en poin s o each
lea . In he second expe imen , esh mycelium o Ss was ob ained h ough ou ine ans e
o mycelial–aga plugs om he ma gin o a colony o Ss g owing on PDA medium. The
cul u es we e incuba ed o e a 14 h pho ope iod, wi h a day/nigh mean empe a u e
o 24/18
◦
C. Aga plugs con aining he ad ancing edge o ungal mycelia we e used as
he inoculum sou ce. Lea es we e inocula ed by placing one aga plug wi h he ungal
inoculum on he uppe side o he lea . In bo h expe imen s, he second younges lea
coun ing om he apex was inocula ed wi h pa hogen (inocula ed plan s) o wi h wa e
(con ol plan s). Inocula ed lea es we e pho og aphed. Then, a lesion a ea was ob ained
using ImageJ so wa e (Ve sion 1.51n).
The physiological s a us o he plan s in bo h expe imen s was assessed using e-
lec ance measu emen s and employing a UniSpec SC spec o adiome e (PP Sys ems,
Ha e hill, MA, USA). In bo h expe imen s, measu emen s we e conduc ed in he inocu-
la ed lea o each plan . Then, wi h he ou pu ma ix, se e al indexes we e compu ed
using AVICOL .6 So wa e. Based on e lec ance, di e en indexes ha e been p oposed
o check he physiological s a us o he plan and unc ional p ocesses. In his wo k, we
ha e employed indexes o es ima e biomass, wa e and pigmen con en , and pho osyn-
hesis e iciency. Wa e con en was es ima ed by employing WI900 o he ‘wa e index’.
Biomass was es ima ed using CHL-NDVI o he a io be ween e lec ance a 750 and 550 nm
(R750/R550) and NDVI index ‘no malized di e ence ege a ion index’ and wi h SR o
‘simple a io’ [
16
]. Pigmen con en was measu ed using SIPI, o he ‘s uc u al indepen-
den pigmen index’ ha measu es ca o enoids/chlo ophyll a io and NPQI ‘no malized
phaeophy iniza ion index’ ha measu es he chlo ophyll deg ada ion. The YI ‘yellowness
index’ [
37
] measu es he chlo osis o lea es in s essed plan s. RE o ‘ ed edge’ is an es ima e
o chlo ophyll con en . PR531 o he ‘pho ochemical adia ion index’ indica es he pho o-
syn he ic adia ion-use e iciency [
16
]. Chlo ophyll luo escence yield was measu ed in he
same lea es as e lec ance, using a po able Chlo ophyll luo ome e (Mini-PAM; Heinz
Walz, GmbH, E el ich, Ge many). Fluo escen ansience was induced using ed ligh
o 3000
µ
moL m
−2·
s
−1
p o ided by an a ay o 3 ligh -emi ing diodes (peak a 660 nm)
using plan s da k-adap ed o 20 min. Pa o he ligh ene gy abso bed by chlo ophyll
o pho osyn hesis is los as hea o luo escence; hus, measu emen s in luo escence
emissions can be employed o assess chlo ophyll e iciency. Then, we employed he F
F
m
a io based on luo escence and he PR531 index based on in a ed e lec ance as a p oxy o
pho osyn hesis e iciency.
4.3. S a is ical Analysis
Analyses o a iance we e pe o med using he GLM p ocedu e o S a is ical Analysis
So wa e (SAS, Ins i u e Inc., Ca y, NC, USA). An indi idual analysis o a iance was
compu ed by expe imen (Xcc,Ss) and ime. Compa isons o means be ween ea men s
we e conduc ed using a S uden ’s es a he 0.05 le el o p obabili y. Th ee di e en
analyses we e pe o med. Fi s o all, we compa ed he physiological s a us be ween he
con ols o he high and low GSLs popula ions. Then, we compa ed he physiological
s a us o he con ols s. inocula ed popula ions. Finally, we compa ed he pe o mance
be ween popula ions wi h high and low GSL con en inocula ed wi h Xcc o Ss. Popula-
ions and ea men s we e conside ed ixed ac o s, whe eas eplica ions we e conside ed
andom ac o s.