
EMBRYO QUALITY PREDICTIVE MODELS BASED
ON CUMULUS CELLS GENE EXPRESSION Devjak R, Burnik Papler T, Verdenik I, Fon Tacer K, Vrtačnik Bokal E *Corresponding Author: Rok Devjak, M.D., Ph.D., Division of Medical Oncology, Institute of Oncology,
Zaloška 2, 1000 Ljubljana, Slovenia. Tel: +386-1-5879-282; Fax: +386-1-5879-303. E-mail: rdevjak@onko-i.si page: 5
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MATERIALS AND METHODS
Patients and In Vitro Fertilization Treatment.
In this study, 17 patients undergoing the classical IVF
cycle at the Department of Obstetrics and Gynecology,
University Medical Centre, Ljubljana, Slovenia,
were included. The study was approved by the Republic
of Slovenia National Medical Ethics Committee
(http://www.kme-nmec. si/) and patients signed
a written consent form prior to study inclusion. It
included patients who were less than 35 years old
and with body mass index (BMI) between 17 and
26 kg/m2. They attended the IVF program because
of tubal factor infertility. The spermiograms of their
partners were normal, according to the World Health
Organization (WHO) criteria.
As our previous study did not expose any differences
in CC gene expression between patients who
were treated with either GnRH agonists or antagonists
in combination with recombinant follicle-stimulating hormone (rFSH) [10], we used both GnRH analogs
in the present study. Ten patients were administered
GnRH agonist buserelin acetate (Suprefact; Hoechst
AG, Frankfurt/Main, Germany) starting from day
22 with a daily dose of 0.6 ml (600 pg) subcutaneously.
When criteria for ovarian desensitization were
fulfilled (eastradiol <0.05 nmol/L, follicles <5 mm
in diameter), patients were subcutaneously administered
225 IU of gonadotropin folitropin α (Gonal
F; Industria Farmaceutica Serono S.p.A, Bari, Italy).
The other seven patients received 225 IU of gonadotropin
folitropin α, subcutaneously administered on
day 2. When the dominant follicle measured >14 mm
in diameter, the GnRH antagonist cetrorelix acetate
(Cetrotide; Asta Medica AG, Frankfurt, Germany) in
a dose of 0.25 mg, was administered subcutaneously.
Afterwards, all patients received 10,000 IU of
the human chorionic gonadotropin (hCG) (Pregnyl;
N.V. Organon, Oss, the Netherlands) when at least
three follicles were >17 mm and serum oestradiol
was >0.40 nmol/L per follicle; 34-36 hours later,
ultrasound-guided transvaginal oocyte retrieval was
performed.
Cumulus Cells Collection and Oocyte Follow-
Up. Oocytes were removed from the follicular fluid.
Immediately after oocyte retrieval, a small sample of
CC of each oocyte was removed using a needle and
a glass denudation pipette (Swemed, Göteborg, Sweden).
Oocytes were not denuded by this technique.
Obtained CC samples were washed in phosphatebuffered
saline (PBS), snap frozen in liquid nitrogen
and stored at –80 °C in vials until RNA isolation.
The oocytes were further inseminated (classical
IVF) and cultivated individually. After 24 hours,
oocyte fertilization status was assessed. Fertilized
oocytes were further cultured to the blastocyst stage in
the Universal IVF Medium followed by the BlastAssist
System (M1 and M2; Origio, Målov, Denmark) for
5 days. On day 5, at most two embryos at the blastocyst
or morula stage were transferred into the uterus.
Supernumerary blastocysts were cryopreserved.
Experimental Design. The models were built
on the CC expression level values of five genes
(AMHR2, LIF, SERPiNE2, VEGFC and FSHR) of
two kinds of embryos: high quality embryos (n = 26),
represented by morula and blastocyst stage embryos
on day 5, and low quality embryos (n = 36), represented
by embryos which arrested in development
any time within 5 days of cultivation after fertilization.
The decision trees probabilistic model was used
to estimate sensitivity, specificity and area under the
curve (AUC) of a proposed model.
Quantitative Real Time Polymerase Chain Reaction
Analysis. Quantitative real time PCR (qPCR)
was used for CC gene expression using TaqMan Gene
Expression pre designed assays (Applied Biosystems,
Foster City, CA, USA). Peptidylprolyl isomerase B
(PPIB) and 18s rRNA were added for normalization.
Genomic DNA contamination was eliminated by
DNAse treatment using DNAse I (F. Hoffmann-La
Roche Ltd., Basel, Switzerland). cDNA for qPCR assays
was prepared from 200 ng DNAsed RNA using
SuperScript RT III (Invitrogen, Carlsbad, CA, USA) in
a final volume of 20 μL. Following cDNA synthesis,
RNAse-free water was added to increase the sample
volume to 30 μL. Measurements were performed using
a LightCycler 480 System (Roche Applied Science,
Penzberg, Germany). Normalized mRNA levels were
obtained by dividing the averaged, efficiency corrected
values for mRNA expression by a normalization factor
calculated from peptidylprolyl isomerase B (PPIB) and
18s rRNA values and are expressed in arbitrary units.
The resulting values were log2 transformed (log2-fold
change) for comparison with microarray data.
Statistical Analysis and Decision Tree Model
Construction. A Mann-Whitney U test and logistic
regression model were performed with the Statistical
Package for the Social Sciences (SPSS) version 17.0
(SPSS Inc., Chicago, IL, USA). For the decision tree
model construction Orange® (www.orange.biolab.si)
was used. Orange® is a data mining tool that works
through preprogrammed widgets. Designing and testing
decision trees is one of its functions.
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