scieee Science in your language
[en] (orig)

Validation of Reference Genes for the Determination of Platelet Transcript Level in Healthy Individuals and in Patients with the History of Myocardial Infarction

Read accessible full text

Validation of Reference Genes for the Determination of Platelet Transcript Level in Healthy Individuals and in Patients with the History of Myocardial Infarction

Author: Zsóri, Katalin Szilvia; Muszbek, László; Csiki, Zoltán; Shemirani, Amir-Houshang
Year: 2013
Source: https://dea.lib.unideb.hu/bitstreams/c1d8cef8-05f0-4e8e-a4c0-c1b1faaf3248/download
In . J. Mol. Sci. 2013, 14, 3456-3466; doi:10.3390/ijms14023456
In e na ional Jou nal o
Molecula Sciences
ISSN 1422-0067
www.mdpi.com/jou nal/ijms
A icle
Valida ion o Re e ence Genes o he De e mina ion o Pla ele
T ansc ip Le el in Heal hy Indi iduals and in Pa ien s wi h he
His o y o Myoca dial In a c ion
Ka alin S. Zsó i 1, László Muszbek 1,2, Zol án Csiki 3 and Ami H. Shemi ani 1,2,*
1 Clinical Resea ch Cen e , Uni e si y o Deb ecen, Medical and Heal h Science Cen e ,
Deb ecen 4032, Hunga y; E-Mails: zska [email protected] (K.S.Z.); [email protected] (L.M.)
2 Th ombosis and Haemos asis Resea ch G oup o he Hunga ian Academy o Sciences,
Uni e si y o Deb ecen, Medical and Heal h Science Cen e , Deb ecen 4032, Hunga y
3 Depa men o In e nal Medicine, Uni e si y o Deb ecen, Medical and Heal h Science Cen e ,
Deb ecen 4032, Hunga y; E-Mail: [email p o ec ed]
* Au ho o whom co espondence should be add essed; E-Mail: [email p o ec ed];
Tel.: +36-30-6856608; Fax: +36-52-340011.
Recei ed: 31 Decembe 2012; in e ised o m: 21 Janua y 2013 / Accep ed: 30 Janua y 2013 /
Published: 6 Feb ua y 2013
Abs ac : RT-qPCR is he s anda d me hod o s udying changes in ela i e ansc ip le el
in di e en expe imen al and clinical condi ions and in di e en issues. No alida ed
e e ence genes ha e been epo ed o he no maliza ion o ansc ip le el in pla ele s.
The e y low le el o pla ele RNA and he elimina ion o leukocy e con amina ion
ep esen ed special me hodological di icul ies. Ou aims we e o apply a simple echnique
o sepa a e pla ele s o ansc ip le el s udies, and selec he mos s able e e ence genes
o pla ele s om heal hy indi iduals and om pa ien s wi h he his o y o myoca dial
in a c ion. We de eloped a simple, s aigh o wa d me hod o pla ele sepa a ion o
RNA isola ion. Pla ele ac i a ion was inhibi ed by using acid-ci a e-dex ose o
an icoagula ion and by p os aglandin E1. Leukocy e con amina ion was elimina ed by h ee
consecu i e cen i uga ions. Samples p epa ed by his me hod we e ee o leukocy es,
showed no inhibi ion in PCR eac ion and no RNA deg ada ion. The assay demands low
blood olume, which complies wi h he equi emen s o e e yday labo a o y ou ine.
Se en een po en ial e e ence genes we e in es iga ed, bu eigh o hem we e excluded
du ing op imiza ion. The s abili y o he emaining genes, EEF2, EAR, ACTB, GAPDH,
ANAPC5, OAZ1, HDGF, GNAS, and CFL1, we e de e mined by ou di e en desc ip i e
OPEN ACCESS
In . J. Mol. Sci. 2013, 14 3457
s a is ics. GAPDH, GNAS, and ACTB we e shown o be he mos s able genes in pla ele s
o heal hy indi iduals, while HDGF, GNAS, and ACTB we e he mos s able in pla ele s o
pa ien s wi h he his o y o myoca dial in a c ion. The esul s con i m ha da a
no maliza ion needs assessmen o app op ia e e e ence genes o a pa icula sample se .
Keywo ds: ansc ip le el; no maliza ion; pla ele ; e e ence gene; RT-qPCR
1. In oduc ion
Re e se ansc ip ion quan i a i e eal- ime PCR (RT-qPCR) is, a p esen , he mos sensi i e
me hod o he de ec ion and quan i a ion o low abundance mRNAs [1]. I is c ucial o con ol o
a ia ion be ween samples when measu ing mRNA exp ession. One app oach is o no malize o o al
RNA. This app oach needs a eliable RNA quan i ica ion me hod and ails o ake in o accoun he
a iabili y in e e se ansc ip ion and o he s eps o he measu emen [2]. The use o e e ence genes
(RGs) as an in e nal con ol is he mos common app oach o da a no maliza ion [3]. On he o he
hand, he use o a single in e nal RG o no maliza ion could lead o ela i ely la ge e o s [4]. RGs
used o he quan i ica ion o mRNA exp ession could a y wi h issue ype as well as wi h
physiological, pa hological and expe imen al condi ions, and hei alida ion and op imiza ion o
accu a e and ep oducible quan i a ion is essen ial [5]. P e ious epo s on pla ele mRNA exp ession
used con en ional RGs [6,7], bu de ails conce ning hei selec ion, alida ion, and in es iga ion o
s able exp ession we e no p o ided.
Ci cula ing pla ele s con ain an excep ionally small amoun o megaka yocy e de i ed mRNA. Low
mRNA concen a ion and con amina ion wi h leukocy es a e wo main hind ances o pla ele ansc ip
le el s udies. To dec ease he olume o whole blood equi ed o single indi idual ansc ip le el
s udies and o ampli y he s a ing pla ele mRNA, di e en ampli ica ion s a egies ha e been used [8].
Leukocy e con amina ion was dec eased by il a ion and magne ic leukocy e-deple ion [8–10]. These
echniques could no dec ease he olume o whole blood equi ed o he measu emen s o less han
40 mL. Toyama e al. succeeded in dec easing he equi ed olume o 20 mL, bu hey did no p o ide
i m e idence on e icien emo al o leukocy es om pla ele suspension (see Supplemen a y
Table S1) [11]. The aims o ou s udy we e: (1) o ind a simple p ocedu e o he sepa a ion o
pla ele s om o he blood cells, (2) o de elop a me hod ha equi es only low olume o blood o
mRNA quan i ica ion, and (3) o selec and alida e he mos s ably exp essed mRNAs om a panel o
se en een RGs which can be used in RT-qPCR expe imen s o he no maliza ion o ansc ip le el in
pla ele s o heal hy indi iduals and pa ien s wi h he his o y o myoca dial in a c ion. The exp ession
s abili y o he RGs was es ed by ou di e en app oaches desc ibed in he li e a u e [4,12–14] using
Re Finde algo i hm [15]. To ensu e expe imen al anspa ency, accu acy, and epea abili y, we
ollowed he MIQE guidelines [16].
In . J. Mol. Sci. 2013, 14 3458
2. Resul s
2.1. E alua ion o RNA In eg i y, Con amina ion and Inhibi ion
Ampli ica ion o each o he candida e genes was con i med by he appea ance o a single peak in
he RT-qPCR mel ing cu e analyses. P io o ca ying ou RT-qPCR eac ions, he in eg i y o all
RNA samples was examined using eal- ime PCR o e alua e he exp ession o he GAPDH gene [5].
RNA in eg i y was in he accep able ange o all samples. When SPUD amplicons we e added o each
qPCR eac ion in equal amoun , he eac ions demons a ed comple e absence o qPCR inhibi ion.
Whi e blood cell con amina ion o all samples was uled ou by nega i e esul s (Cq > 40) o eal- ime
PCR o g anulocy e-speci ic mRNA (CD15) and lymphocy e-speci ic mRNA (HLA-DQβ).
2.2. Exp ession Le el o Pu a i e Re e ence Genes
B2M, TBP, UBC, HMBS, PTMA, WIPI2, NCOA, and VAMP we e elimina ed om u he analyses
du ing op imiza ion. Exclusion c i e ia we e unaccep able e iciency, low exp ession le el, and he
p esence o non-speci ic p oduc s o p ime dime . Non-speci ic ampli ica ion and p ime dime can
alsely inc ease ansc ip le el, especially when in e cala ing dyes a e used o assess eal- ime PCR.
Figu e 1. Comp ehensi e gene s abili y in heal hy indi iduals (A), and in pa ien s wi h he
his o y o myoca dial in a c ion (B).
In . J. Mol. Sci. 2013, 14 3459
Figu e 1 shows he s abili y o e e ence genes o pla ele ansc ip le el s udy in heal hy
indi iduals and in pa ien s wi h he his o y o myoca dial in a c ion. S abili y is exp essed as he
geome ic means o esul s om ou di e en ypes o calcula ion. Candida e e e ence genes showed
Cq alues be ween 19 and 34. The ampli ica ion e iciency o analyzed genes was as ollows: CFL1
(102%), ACTB (108%), EEF2 (89%), HDGF (81.6%), GAPDH (117.3%), ANAPC5 (81%), GNAS
(83%), EAR (104%), OAZ1 (96%) (Supplemen a y Table S2). Acco ding o Vandesompele e al.,
minimum h ee in e nal con ol genes should be used o he co ec no maliza ion o RT-qPCR da a.
We ound GAPDH, GNAS, and ACTB o be he bes combina ion o e e ence genes o pla ele
ansc ip le el s udies in heal hy indi iduals, while HDGF, GNAS, and ACTB a e he bes o s udies
in pa ien s wi h he his o y o myoca dial in a c ion.
Figu e 2. Cyclo-oxygenase 1 (COX-1) ansc ip le el in pla ele s o pa ien s wi h he
his o y o myoca dial in a c ion. T ansc ip le els we e no malized o OAZ1 (A), o o
HDGF, GNAS, and ACTB (B).
In . J. Mol. Sci. 2013, 14 3460
To demons a e he use ulness o alida ed candida e e e ence genes in RT-qPCR, he exp ession
le el o cyclo-oxygenase 1 (COX-1) gene ansc ip in pla ele s o pa ien s wi h he his o y o
myoca dial in a c ion, ela i e o i s exp ession in a con ol, was in es iga ed, using he leas s able
gene (OAZ1) and he h ee mos s able e e ence genes o no maliza ion (Figu e 2A,B). COX-1 is
cons i u i ely exp essed in many issues and is esponsible o physiological p os anoid p oduc ion.
The mean ela i e le el o COX-1 mRNA in pla ele s no malized o OAZ1 was 10- old highe han
ha no malized o HDGF, GNAS, and ACTB.
3. Discussion
A ew me hods ha e been published o he p epa a ion o pla ele s ee o con amina ing
leukocy es o s udy mRNA exp ession. These me hods usually need high blood olume, and
ime-consuming p epa a ion s eps. In some cases, he absence o leukocy es om he inal pla ele
suspension was no , o was no adequa ely e i ied. Ou me hod o pla ele isola ion consis s o h ee
cen i uga ions (45 min) and needs only 12 mL o pe iphe al blood. Such pla ele p epa a ions we e
ee o g anulocy es and lymphocy es, as i was demons a ed by PCR-based me hods.
The RT-qPCR is accep ed as he me hod o choice o he accu a e and sensi i e quan i ica ion o
ansc ip le els. The de e mina ion o eliable e e ence genes is an essen ial s ep o analyzing
ansc ip le el using RT-qPCR. The e o e, i is necessa y o alida e he exp ession s abili y o he
con ol genes o speci ic o gans, pa ien g oups and/o expe imen al condi ions p io o i s use o
no maliza ion. I is a common p ac ice o use adi ional e e ence genes as in e nal con ols wi hou
e i ying hei alidi y. Based on p e ious s udies we in es iga ed se en een po en ially e e ence
genes and on he basis o op imizing s udies, nine genes we e selec ed o u he s udies. The
s abili ies o EEF2, EAR, ACTB, GAPDH, ANAPC5, OAZ1, HDGF, GNAS, and CFL1 genes we e
de e mined by ou di e en desc ip i e s a is ics.
Many analy ical p og ams ha e been de eloped o co ec sample- o-sample a ia ion in s udies o
he iden i ica ion o RGs and he ela i e quan i ica ion o ansc ip le el in a s udy popula ion. The
use o mul iple e e ence genes is he mos accu a e me hod. Bes Keepe , No mFinde and geNo m
p og ams a e usually p e e ed, because hey a e suppo ed by use - iendly so wa e. The majo
weakness o geNo m and he app oach de eloped by Sil e e al. [13] a e hei sensi i i y o
co- egula ion. Pai wise compa ison appa en ly ends o selec hose genes wi h he highes deg ee o
simila i y in hei exp ession p o ile. No mFinde app oach does no accoun o sys ema ic e o s
du ing sample p epa a ion. The Bes Keepe p og am conside s all genes showing a a ia ion in hei
amoun o s a ing ma e ial by he ac o wo o mo e as uns able, which migh limi i s use [17].
I has been epo ed ha h ee so wa e p og ams (geNo m, No mFinde and Bes Keepe ) esul ed
in di e en anking o de in an a emp o selec he mos s able e e ence genes [17,18]; we also
ob ained di e en esul s using ou di e en app oaches (Supplemen a y Figu es S1 and S2). I is a
common p ac ice o apply mo e han one s a is ical me hod o he selec ion o he mos s able
e e ence genes [18–20]. We employed he Re Finde p og am, which uses he mean o ou s a is ical
app oaches and anked he e e ence genes as a unc ion o hei means. Re e ence genes wi h he
lowe means we e conside ed mo e s able han he o he s.

In . J. Mol. Sci. 2013, 14 3461
We acknowledge ce ain limi a ions o ou s udy. Al hough a numbe o measu es we e in oduced
o keep pla ele ac i a ion and RNA deg ada ion a a minimum le el, he maximum ou -hou
s o age/ anspo a ion ime migh be a sou ce o a iabili y in ce ain condi ions. When a s udy is
ca ied ou on samples o pa ien s, i is di icul o minimalize he ime be ween blood d awing and
sample p ocessing. In he case o di e en disease condi ions he e ec o s o age/ anspo a ion on he
in eg i y o pla ele RNA should be e alua ed. Ano he limi a ion o he s udy could be he age
di e ence be ween he g oup o heal hy indi iduals and pa ien s wi h co ona y a e y disease.
Al hough, in con as o some o he issues, in whole blood no age dependence o gene exp ession was
obse ed [21], age di e ence migh in oduce a ce ain le el o unce ain y.
4. Expe imen al Sec ion
4.1. Subjec s
Twen y-one pa ien s (age 51–77, 69% male) wi h he his o y o myoca dial in a c ion we e
ec ui ed o he s udy. The diagnosis o myoca dial in a c ion was es ablished a he ime o i s onse
acco ding o he c i e ia o he Ame ican College o Ca diology and he Eu opean Socie y o
Ca diology. Pa ien s we e assessed o co ona y scle osis by co ona y angiog aphy. All pa ien s
demons a ed ≥50% s enosis a leas in one majo co ona y a e y o in one o hei b anches. Pa ien s
we e on p e en i e low dose aspi in he apy. Pla ele s we e also collec ed om se en appa en ly
heal hy indi iduals (age 26–54, 60% male) ha did no ake any medica ion.
4.2. Sample Collec ion and P epa a ion
Twel e mL blood samples we e collec ed in ubes con aining acid-ci a e-dex ose (Bec on
Dickinson, Schwecha , Aus ia) The ubes we e kep a ambien empe a u e and anspo ed wi hin
ou hou s om he clinical wa d o he analy ical labo a o y whe e i was immedia ely p ocessed. On
eaching he labo a o y p os aglandin E1 (100 nmol/L) was added o each ube, and samples we e
cen i uged wice a 150g, o 15 min, a 37 °C. The o o was allowed o decele a e wi hou using he
b ake. Each ime he uppe 2/3 o he supe na an was used o he nex s ep. A e a hi d
cen i uga ion (2500 pm, 15 min, 37 °C) he supe na an s we e comple ely emo ed. I is ad isable o
in e he ubes on a s e ile issue o one minu e and hen wipe ou hei walls om supe na an ’s
emnan s. Cen i uga ion is an ine i able s ep o pla ele isola ion, bu i could ac i a e pla ele s.
Special ca e was aken o p e en pla ele ac i a ion, which migh ha e inc eased RNA deg ada ion.
Due o i s low pH, an icoagula ion by acid-ci a e-dex ose, decele a ion o cen i uges wi hou b ake,
main enance o empe a u e a 37 °C du ing pla ele p epa a ion, and he addi ion PGE1, an e ec i e
inhibi o o pla ele ac i a ion all con ibu ed o keeping pla ele ac i a ion a a minimum le el. I is o
be no ed ha in p elimina y expe imen s we did no obse e any signi ican RNA deg ada ion caused
by up- o ou hou s s o age/ anspo a ion and pla ele p epa a ion.
RNA was isola ed om he pla ele pelle by QIAamp RNA Blood Mini Ki (Qiagen, Hilden,
Ge many) acco ding o he manu ac u e ’s ins uc ions. As measu ed by NanoD op 2000
spec opho ome e (The mo Fishe Scien i ic, Wal ham, MA, USA) he RNA concen a ions we e in
he ange o 2–4 ng/μL. Howe e , as NanoD op does no measu e RNA concen a ion below 5 ng/μL
In . J. Mol. Sci. 2013, 14 3462
p ecisely, we did no assign RNA concen a ion o he samples and in he case o all samples he same
olume o RNA p epa a ion was used o cDNA syn hesis. The in eg i y o all RNA samples was
examined by de e mining he GAPDH 3':5' signal a io [5]. The signal a io was a ound one ( ange:
0.96–1.02) demons a ing he high ex en o in eg i y. SPUD assay was used o check o inhibi ion in
each qPCR [22]. PCR analysis o each RNA sample was conduc ed o ensu e he absence o RNA
con amina ion om whi e blood cells [23]. All pa icipan s p o ided in o med consen ; he s udy was
app o ed by he E hical Commi ee o he Medical and Heal h Science Cen e , Uni e si y o Deb ecen.
4.3. Op imizing P ime Concen a ions and PCR E iciency
Six een non- ibosomal candida e e e ence genes we e selec ed om lis s o genes ecommended as
e e ence genes in wo big s udies [3,24]. In addi ion he Alu epea s we e also e alua ed as candida e
e e ence gene [25]. P ime s’ leng hs we e 19–25 nucleo ides (TIB MOLBIOL, Be lin, Ge many),
wi h a heo e ical Tm o 59–61 °C. The size o PCR amplicons anged om 64–150 base pai s. P ime s
we e designed o yield p oduc s spanning exon-exon bounda ies o p e en possible ampli ica ion om
con amina ing genomic DNA. PCR p oduc s we e subsequen ly esol ed in 2% aga ose gel o check
o speci ic size o he amplicon. Fo gel elec opho esis, samples we e esol ed a 80 V in a 2%
aga ose gel wi h 0.5× T is-bo a e/EDTA bu e s and s ained wi h e hidium b omide o isualize
p oduc s. The indi idual e iciency o each p ime pai we e ob ained by using s anda d cu e [26].
As indica ed by Pes ana e al. and he manu ac u e ’s manual, he e iciency be ween 50% and 120%
was accep ed [27,28].
Ou op imiza ion goals we e o iden i y he lowes p ime concen a ion ha s ill yields he lowes
quan i ica ion cycle (Cq), esul s in maximum luo escence and gene a es a single amplicon o co ec
size wi h p edic ed mel ing empe a u e. In hese expe imen s, all combina ions o six concen a ions
(100, 200, 300, 400, 600, 900 nM) o o wa d and e e se p ime s o se en een genes we e
used o gene a e op imal ampli ica ion plo s (Supplemen a y Table S2) [29]. These se en een
genes we e: GNAS (guanine nucleo ide-binding p o ein, alpha-s imula ing), ACTB (ac in, be a),
HDGF (hepa oma-de i ed g ow h ac o ), PTMA (p o hymosin, alpha), B2M (be a-2-mic oglobulin),
GAPDH (glyce aldehyde-3-phospha e dehyd ogenase), HMBS (hyd oxyme hyl-bilane syn hase),
TBP (TATA box binding p o ein), UBC (Ubiqui in C), EAR (exp essed Alu epea s), OAZ1 (o ni hine
deca boxylase an izyme 1), WIPI2 (WD epea domain, phosphoinosi ide in e ac ing 2), NCOA4 (nuclea
ecep o coac i a o 4), EEF2 (euka yo ic ansla ion elonga ion ac o 2), VAMP ( esicle-associa ed
memb ane p o ein), ANAPC5 (anaphase p omo ing complex subuni 5), and CFL1 (co ilin 1).
P ime and p obe cha ac e is ics a e shown in Supplemen a y Table S2. PCR e iciency (E),
coe icien s o de e mina ion (R2), and slope alues we e de e mined (Supplemen a y Table S2) using
i e se ial 2- old dilu ion poin s; Cq(s) we e plo ed e sus he loga i hm o dilu ion [26]. Minus RT
con ols, ha we e included o each un, we e uni o mly nega i e. PCR speci ici y o each gene was
de e mined by dissocia ion cu e analysis and gel elec opho esis. All p ime se s p oduced a
symme ical amplicon peak in mel ing poin analyses. In none o he samples was p ime -dime peak
and no- empla e con ol (NTC) eac ion (a nega i e con ol wi hou cDNA empla e) was obse ed.
The absence o p ime -dime was also e i ied by gel elec opho esis.
In . J. Mol. Sci. 2013, 14 3463
4.4. Re e se T ansc ip ion
RT was ca ied ou unde RNase- ee condi ions. Limi ed quan i ies o RNA dic a ed us o use ixed
olume (5 μL) o inpu RNA o each cDNA syn hesis [2]. RNA was e e se- ansc ibed o cDNA in
20 μL olume in he Ligh Cycle 480 (Roche) by 1s S and cDNA Syn hesis Ki (Roche). Fo he
subsequen RT eac ion, 0.8 μg (0.04 A260 uni s) oligio-p [dT]15 p ime , 1.6 μg (0.08 A260 uni s) andom
p ime p[dN]6, 20 uni s AMV e e se ansc ip ase (Roche) and 50 uni s RNase inhibi o we e added
and incuba ed a 25 °C o 10 min and hen a 42 °C o 60 min. We pe o med qPCR on RT iplica es
ins ead o qPCR echnical eplica es [30].
4.5. qPCR
Real- ime PCR using Ligh Cycle 480 SYBR G een I Mas e (Roche) was pe o med in he
Ligh Cycle . PCR eac ion consis ed o 10 μL Mas e Mix (2× concen a ion), di e en concen a ion
o p ime s as es ablished by op imiza ion (Supplemen a y Table S2), and 5 μL 10- old dilu ed e e se
ansc ibed o al RNA (in a inal olume o 20 μL). The ollowing ampli ica ion p og am was used:
hea ing o 10 min a 95 °C, 40 cycles o dena u a ion o 10 s a 95 °C, ollowed by 60 °C o 30 s
(55 °C in case o GAPDH) and 72 °C o one second. Subsequen ly, a dissocia ion cu e (mel ing
cu e) analysis was applied wi h one cycle a 95 °C o 15 s, 60 °C o 1 min and 0.5 °C amp a e o
95 °C o con i m speci ic ampli ica ion. Cq- alues we e co ec ed o PCR e iciencies wi h he
equa ion, Cq100% = CqLogE, (Cq100% = Cq a 100% e iciency). This way, he di e ences in
e iciency be ween di e en e e ence genes we e compensa ed.
4.6. Da a Analysis
Du ing he assessmen o a se o RGs, he implemen ed e alua ion me hod can be a sou ce o bias
ela ed o he assump ions unde lying each app oach. In an e o o minimize bias, we es ed he
exp ession s abili y o nine selec ed in e nal con ol candida e genes by ou di e en app oaches
ound in he li e a u e [4,12–14] by using Re Finde p og am [15].
ΔCq app oach in oduced by Sil e e al. compa es he ela i e exp ession o all pai wise
combina ion o genes wi hin each sample [13]. This compa ison p o ides in o ma ion on which pai s
show leas a iabili y and hence which gene(s) has he mos s able exp ession. The Bes Keepe
so wa e calcula es e e ence gene’s s anda d de ia ion (SD) based on aw Cq alues ega dless o
sample’s e iciency [14]. No mFinde analysis enables es ima ion o he o e all a ia ion o he
candida e no maliza ion genes [12]. The combined measu e o in a- and in e g oup- a ia ion is gi en
as a s abili y alue, which is an es ima ion o he a ia ion in he exp ession o candida e RGs. The
basic assump ion is ha a s able RG should ha e minimal a ia ion ac oss expe imen al g oups and
subg oups. Finally, geNo m is a Visual Basic Applica ion o Mic oso Excel, which uses an
algo i hm o calcula e M- alue, a ansc ip le el s abili y measu e, de ined as he mean pai wise
a ia ion o a gi en gene compa ed o he emaining es ed genes. S epwise exclusion o he e e ence
gene wi h he leas s able exp ession inally assigns he wo mos s able genes [4]. Re Finde is a
web-based ool o selec he mos s ably exp essed mRNAs among a panel o RGs. I in eg a es
geNo m, No m inde , Bes Keepe , and he compa a i e ΔC me hod o ank he candida e RGs. I
In . J. Mol. Sci. 2013, 14 3464
calcula es he RG anking based on each p og am, hen e alua es inal anking by assigning a sui able
weigh o an indi idual gene and calcula es he geome ic mean o hei weigh s.
5. Conclusions
Acco ding o ou knowledge, his is he i s s udy on he exp ession s abili y o candida e e e ence
genes in pla ele s. This s udy iden i ied g oups o genes sui able o accu a e no maliza ion o
RT-qPCR da a in he sample o heal hy indi iduals o pa ien s wi h he his o y o myoca dial
in a c ion. Ou esul s indica e ha GAPDH, GNAS, and ACTB a e he mos s able genes exp essed in
pla ele s o heal hy indi iduals and HDGF, GNAS, and ACTB we e iden i ied as he mos s able
e e ence genes exp essed in pla ele s om pa ien s wi h he his o y o myoca dial in a c ion. The
esul s on he exp ession o COX-1 mRNA clea ly demons a ed ha he selec ion o inapp op ia e RG
could lead o alse assessmen o he le el o a speci ic ansc ip . The selec ion o app op ia e RGs is
essen ial o pla ele ansc ip le el s udies.
Acknowledgemen s
Suppo om he Na ional O ice o Resea ch and Technology (Jedlik Ányos g an ,
NKFP-07-A1-2008-0127), om he Na ional Resea ch Fund (OTKA g an K 78386), om he
Hunga ian Academy o Sciences (MTA11003, TKI 227) and om he TÁMOP-4.2.2/B-10/1-2010-0024
p ojec is acknowledged.
Con lic o In e es
The au ho s decla e no con lic o in e es .
Re e ences
1. Bus in, S.A. Absolu e quan i ica ion o mRNA using eal- ime e e se ansc ip ion polyme ase
chain eac ion assays. J. Mol. Endoc inol. 2000, 25, 169–193.
2. Dheda, K.; Hugge , J.F.; Bus in, S.A.; Johnson, M.A.; Rook, G.; Zumla, A. Valida ion o
housekeeping genes o no malizing RNA exp ession in eal- ime PCR. Bio echniques 2004, 37,
112–114, 116, 118–119.
3. De Jonge, H.J.; Feh mann, R.S.; de Bon , E.S.; Ho s a, R.M.; Ge bens, F.; Kamps, W.A.;
de V ies, E.G.; an de Zee, A.G.; e Mee man, G.J.; e Els , A. E idence based selec ion o
housekeeping genes. PLoS One 2007, 2, e898.
4. Vandesompele, J.; de P e e , K.; Pa yn, F.; Poppe, B.; an Roy, N.; de Paepe, A.; Speleman, F.
Accu a e no maliza ion o eal- ime quan i a i e RT-PCR da a by geome ic a e aging o mul iple
in e nal con ol genes. Genome Biol. 2002, 3, RESEARCH0034.
5. Nolan, T.; Hands, R.E.; Bus in, S.A. Quan i ica ion o mRNA using eal- ime RT-PCR.
Na . P o oc. 2006, 1, 1559–1582.
6. B og en, H.; Ka lsson, L.; Ande sson, M.; Wang, L.; E linge, D.; Je n, S. Pla ele s syn hesize
la ge amoun s o ac i e plasminogen ac i a o inhibi o 1. Blood 2004, 104, 3943–3948.