EP3545107A2 - Determination of the receptive status of the endometrium - Google Patents
Determination of the receptive status of the endometriumInfo
- Publication number
- EP3545107A2 EP3545107A2 EP17857649.2A EP17857649A EP3545107A2 EP 3545107 A2 EP3545107 A2 EP 3545107A2 EP 17857649 A EP17857649 A EP 17857649A EP 3545107 A2 EP3545107 A2 EP 3545107A2
- Authority
- EP
- European Patent Office
- Prior art keywords
- genes
- endometrium
- phase
- mid
- expression
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
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Classifications
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6876—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
- C12Q1/6883—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61D—VETERINARY INSTRUMENTS, IMPLEMENTS, TOOLS, OR METHODS
- A61D19/00—Instruments or methods for reproduction or fertilisation
- A61D19/04—Instruments or methods for reproduction or fertilisation for embryo transplantation
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/112—Disease subtyping, staging or classification
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/158—Expression markers
Definitions
- the invention relates to a method for determining the receptive or non-receptive status of the endometrium using a biological sample from a human female patient of reproductive age. Moreover, the invention relates to a test kit suitable for performing the method, as well as the use of oligonucleotides suitable for the amplification of gene sets for the determination of the receptive or non-receptive status of the endometrium.
- the implantation of the embryo depends both on the status of the embryo and that of the endometrium.
- the condition of the embryo is ideal, its implantation into the endometrium is possible only in a relatively short, maximum few-day -long period. This is called the implantation window. This usually occurs on days 19-21 of the menstrual cycle, 6-7 days after ovulation. In the case of a cycle controlled by medication, the implantation window is between days 15-20 of the cycle.
- Hamamah S and Haouzi D recommend selecting at least one gene from a set of 15 genes (FGFBP1, MUC20, TMPRSS3, PRUNE2, HES2, MGST1, ERRFI1, EDNl, SLC17A7, MET, CPTIB, DCDC2, LRRC39, IL18RAP and FOXPl), in order to evaluate the status of the endometrium after controlled ovarian hyperstimulation (int'l publication WO2013057316).
- Mirkin S., et al. found during early, randomized blind clinical trials connected with microarray tests in 2005 that changes in the early and mid-luteal phases may play a significant role in the opening and maintenance of the window of implantation. [Mirkin S, Arslan M, Churikov D, Corica A, Diaz J, Williams S, Bocca S, Oehninger S. In Search of Candidate Genes Critically Expressed in the Human Endometrium During the Window of Implantation. Hum Reprod. 2005 20(8):2104-17].
- Yanaihara A, et. al used DNA microarray technology to demonstrate differences in gene expression patterns of the human endometrium in a proliferative phase, in epithelial and stromal areas, as part of which from a total of 1,200 genes, only 14 were strongly expressed in epithelial areas and 12 were strongly expressed in stromal areas.
- Yanaihara A, Otsuka Y, Iwasaki S, Aida T, Tachikawa T, Irie T, Okai T. Differences in Gene Expression in the Proliferative Human Endometrium. Fertil Steril. 2005 83 Suppl 1 : 1206-15. Thenaihara A, Otsuka Y, Iwasaki S, Aida T, Tachikawa T, Irie T, Okai T. Differences in Gene Expression in the Proliferative Human Endometrium. Fertil Steril. 2005 83 Suppl 1 : 1206-15.
- Talbi et al. have observed in their research group that the gene expression analysis of the endometrium corresponds to the status of the endometrium in different menstrual phases [Talbi S, Hamilton AE, Vo KC, Tulac S et al. Molecular Phenotyping of Human Endometrium Distinguishes Menstrual Cycle Phases and Underlying Biological Processes in No rmo -Ovulatory Women. Endocrinology 2006 Mar; 147(3): 1097-121.]. The complete genomic test was carried out with the involvement of normo-ovulatory women.
- genes can characterize the proliferative (PE), early-secretory (ESE), mid-secretory (MSE), and late-secretory (LSE) endometrium, as phases of the endometrium, which at the same time also indicate the phases of the menstrual cycle.
- PE proliferative
- ESE early-secretory
- MSE mid-secretory
- LSE late-secretory
- the analysis was carried out with an Affymetrix chip containing a very large number (54,600) of probes. They claim that their study confirms that samples taken at any time during the cycle have a unique molecular signature (pattern), and thus it is not necessary to determine the histological phase a priori before sampling. At the same time, the molecular signatures are not the same among individuals but show significant variability.
- microRNAs small RNA molecules that are 18-24 nucleotides in length in their mature state.
- the microRNAs themselves are molecules encoded in the genome, which regulate the expression of other genes.
- Such a method was used for assessing the fertility of women by Kresowik, J., et al. (int'l publication WO2014062442A1). Here, however, they are monitoring the expression pattern not of genes indicating the status of the endometrium, but that of their regulating molecules. Simon Valles C. et al., have developed a method in which they study the niRNA expression level of a large number of genes with rnicroarray technology.
- the window of implantation is specified in light of this; otherwise the dislocation of the window of implantation can be established, which has to be specified with further testing.
- the accuracy and reproducibility of the method proved to be superior to histology as a diagnostic method [Diaz— Gimeno P, Ruiz— Alonso M, Blesa D, Bosch N, Martinez— Conejero Ja, Alama P, Garrido N, Pellicer A, Simon C (2013).
- the Accuracy and Reproducibility of the Endometrial Receptivity Array is Superior to Histology as a Diagnostic Method for Endometrial Receptivity. Fertil Steril 99: 508-517.].
- Endometrial sampling may take place with an invasive method (biopsy) or with a less invasive method, i.e., the collection of detached cells.
- Endometrial biopsy removes a small tissue sample from the endometrium.
- the biopsy contains cells from multiple cell layers and these cells include different cell types, thus the gene expression changes taking place in the cell types may vary from one cell type to the other.
- the extraction of cells present in the uterine solution is a much less invasive method than biopsy.
- the free discharge present in the uterine cavity is extracted; the removal of the discharge may be facilitated with physiological saline or other lavage fluids.
- physiological saline or other lavage fluids As the uterine cavity is not closed, by introducing a small quantity, a few ml of solution, we can reabsorb close to the same, although usually lower quantity (min. 50 % quantity) of solution.
- the solution removed from the uterine cavity includes both detached endometrial cells and other cells.
- the other cells may be red and white blood cells, cells of the normal bacterial flora, and, for example, the squamous cells of the cervix.
- the inventors have implemented such a method which is suitable for reliably indicating the status of the endometrium both from biopsy and endometrial (uterine) lavage. Moreover, they have identified those genes which share similar dynamics also in the different sample types.
- the invention relates to a method for determining receptive or non-receptive status of endometrium using a biological sample from a female subject of reproductive age, preferably from a human female patient and/or thereby for the determination of the window of implantation,
- ESE early-secretory endometrium
- MSE mid-secretory endometrium
- LSE late-secretory endometrium
- the mRNA expression levels of at least 5, 8, 10, 15 or 20, preferably at least 10 genes selected from the genes in the gene sets are determined,
- the analysis is repeated by taking a sample at another time of the menstrual cycle.
- the definition of the set of differing genes takes place during the implementation of the procedure, at the time of evaluating the expression levels; especially if in this variant of the procedure we specify that the expression of all genes should be different in the case of the different stages.
- the definition of the set of differing genes takes place prior to measurement in the case of reference data or reference patterns, in a pre-defined manner.
- the gene sets connected to the particular stages are identical.
- the invention relates to a method for determining the receptive or non-receptive status of the endometrium from a biological sample from female subject of reproductive age, preferably a human female patient and/or thereby for the determination of the window of implantation,
- ESE early-secretory endometrium
- MSE mid-secretory endometrium
- LSE late-secretory endometrium
- step b) for each phase of the endometrium specified in step a) defining a set of genes, and thus the mRNA expression of all the genes belonging to the given gene set, in case the endometrium is in a given stage, shows an expression pattern characteristic of the particular stage,
- the mRNA expression levels of at least 5, 8, 10, 15 or 20, preferably at least 10 genes selected from the genes in the gene sets are determined,
- the analysis is repeated by taking a sample at another time of the menstrual cycle.
- mRNA is prepared.
- mRNA preparation can also be implemented with total RNA preparation.
- the subject of the invention is a procedure for determining the receptive or non-receptive status of the endometrium using a biological sample from a human female patient and/or thereby for the determination of the window of implantation
- MID mid-secretory
- MSE mid-secretory endometrium
- the endometrium is in a mid-secretory phase or not; wherein preferably the endometrial sample is uterine lavage. If it is in such a status, it is deemed suitable (receptive) for the implantation of the embryo,
- the gene expression pattern measured in the sample is compared to the mRNA expression pattern of the sample taken from the endometrium in its early secretory, mid-secretory, and late secretory stage, and optionally in its proliferative stage, and it is determined which stage it is closest to, and it is categorized into the stage it is closest to.
- the different phases of the menstrual cycle which are at least the following: early -secretory phase, mid- secretory phase, and late-secretory phase, and in a particular case the proliferative phase, where the receptive status of the endometrium is indicated by the mid-secretory.
- the biological sample is endometrial biopsy.
- the biological sample is uterine lavage.
- the mRNA expression level (the extent of the expression of genes on mRNA level, i.e., the mRNA level expression of genes) is determined by using quantitative PCR.
- cDNA is created from mRNA.
- a comparison is made between the mRNA expression levels gained from the sample of the female subject, preferably a human female patient and the reference mRNA expression levels, and it is determined which endometrial stage's reference mRNA expression levels the mRNA expression levels gained from the sample are closest to.
- this comparison or calculation is made using
- geometric distance calculation preferably by the least squares method; according to a preferred variant, as per gene or gene group; and/or
- the calculation can also be made with a self -learning method based on neural networks.
- first reverse transcriptase PCR is used, whereby cDNA is created from mRNA, followed by sequencing.
- all sets of the genes include at least 10 genes or at least 5 or 8 or 10 or 20 genes, which are selected from the following group:
- the sets of the genes comprises at least 5 or 8 or 10 genes from the following:
- the sets of genes belonging to the mid-secretory endometrium comprise at least the following genes: CD55, GPX3, KCND2, OPRKl, PAEP, SGIP1, SLC1A1, SPP1, SYT11, TNFRSF11B.
- the sets of genes belonging to the mid-secretory endometrium include at least the following genes: ARG2, ClOorflO, CD55, CRISP3, CYP24A1, GNG4, GPX3, GREM2, IRX3, KCND2, LCP2, MAOA, MMP10, MT1M, OPRKl, PAEP, PLD1, SGIP1, SLC1A1, SLC26A7, SPP1, SYT11, TNFRSF11B.
- the sets of genes related to the early-secretory endometrium, mid-secretory endometrium, late-secretory endometrium and in a particular case to the proliferative endometrium are selected from the genes shown in Figure 4 or in Table 1 or Table 3 for the given sets.
- genes can be used as normalizing genes:
- B2M, B2M, TBP, POLR2A B2M, B2M, TBP, POLR2A.
- the mRNA expression levels of at least 5, 8, 10, 15 or 20, preferably at least 10 genes or 20 or 30 or 40 or 50 or 60 genes are determined.
- the mRNA expression levels of at least 5, 8, 10, 15 or 20 preferably at least 10 genes or 20 or 30 or 40 or 50 or 60 genes from the following gene set are determined, in the case of which the nature of the expression changes are similar both in the biopsy and the endometrial fluid:
- MFSD4 GRAMD1C, ABCC3, IGFBP1, TSPAN8, ITGA2, PHLDB2, PLD1, IRX3, GADD45G, BAMBI,
- ii) wherein preferably the expression of the following genes is higher in the early phase and lower in the late phase than in the mid phase: C2CD4A, DDX52, DPP4, GZMA, IGFBP1, ITGA2, KCND2, MMP10, MUC16, PAEP, PHLDB2, PLAT, RARRESl, RDH10, SLC15A1, SLC1A1, TCN1, THBS1, TMC5, TSPAN8;
- one or two or three genes are selected from groups i), ii), iii) and iv) also, preferably at least two genes or at least one gene.
- the mRNA expression levels of at least 5, 8, 10, 15 or 20 preferably at least 10 genes or 20 or 30 or 40 or 50 or 60 genes are determined from the following gene set, in the case of which the nature of the expression change in the mid-secretory phase of the endometrium is significant compared to the early and late secretory endometrium and is distinguishable, which are selected from the following:
- ii) wherein preferably the expression of the following genes is higher in the early phase and lower in the late phase than in the mid phase: CD55, DDX52, DPP4, GPX3, GZMA, ITGA2, MUC16, NNMT, PAEP, PHLDB2, PLAT, RARRESl, RDH10, SLC15A1, SLC1A1, THBS1, TMC5, TSPAN8;
- genes from groups i), ii), iii) and iv) also, preferably at least two genes or at least one gene.
- the mRNA expression levels of at least 5, 8, 10, 15 or 20 preferably at least 10 genes are determined from the following gene set, in the case of which the nature of the expression change is similar both in the biopsy and the endometrial fluid, and in the case of which the expression change in the mid-secretory phase of the endometrium is significant compared to the early and late secretory endometrium and is distinguishable (suitable for differentiation):
- ii) wherein preferably the expression of the following genes is higher in the early phase and lower in the late phase than in the mid phase: C2CD4A, DDX52, DPP4, GZMA, ITGA2, MUC16, PAEP, PHLDB2, PLAT, RARRES1, RDH10, SLC15A1, SLC1A1, THBS1, TMC5, TSPAN8;
- At least one or two or three genes are selected from groups i), ii), iii) and iv) also.
- the normalizing genes are the following: B2M, B2M, TBP, ACTB.
- the given lists are the set of genes or the set of genes are selected from it, as described herein.
- the gene list from which the gene set is defined or which is the set of genes itself is the following, which can clearly make a statistically significant distinction between the three stages of the endometrium (or the three clusters corresponding to its phase) in all combinations (i.e., they distinguish between all three groups among those in the three cleaned clusters based on the pairs):
- the gene list from which the set of genes is defined or which is the set of genes itself is the following, which clearly makes statistically significant distinctions between two out of the three stages of the endometrium:
- the mRNA level expression of all the genes according to any of the above gene lists is specified with quantitative PCR.
- the invention also relates to a test kit for the implementation of the method of the invention, said kit comprising an amplification primer connected to the gene set specified according to at least any of the above lists.
- the invention also relates to a test kit used for the implementation of the method of the invention, said kit comprising an oligonucleotide primer connected to the gene set specified according to at least any of the above lists.
- the invention also relates to a test kit for determining the receptive status of the endometrium, which is suitable for simultaneously determining the mRNA expression level of at least 5, 8, 10, 15 or 20, preferably at least 10 genes from the genes listed in the gene lists specified herein, and
- oligonucleotide probe for the detection of the mRNA expression level by means of quantitative reverse transcription.
- the subject of the invention includes a test kit for determining the receptive status of the endometrium, which is suitable for simultaneously determining the mRNA expression level of at least 5, 8, 10, 15 or 20, preferably at least 10 genes from the genes listed in Table 1 or Figure 4, and
- oligonucleotide probe for the detection of the mRNA expression level by means of quantitative reverse transcription.
- the genes are cDNAs.
- the primers are qPCR primer.
- the primers are primers suitable for reverse transcription.
- the reagent set comprises probes, in particular specific fluorescent probes, preferably specific probes for quantitative PCR also.
- the test kit includes a data carrier or a unit capable of executing commands, which in the procedure of the invention is programmed for the execution of the calculation and/or evaluation and/or comparison step.
- the test kit includes a probe suitable for the detection of gene set amplification.
- the invention also relates to the use of primer and probe sets specified in connection with the reagent sets according to the invention for the determination of the receptive or non-receptive status of the endometrium from a biological sample from a female subject of reproductive age, preferably a human female patient and/or thereby for the specification of the window of implantation in an endometrial biopsy sample or endometrial lavage fluid from the patient.
- the endometrial sample is endometrial lavage.
- the invention relates to the use of the test kit for determining the receptive or non-receptive status of the endometrium using a biological sample from a human female patient of reproductive age and/or for the determination of the window of implantation
- the invention relates to a method connected to an in vitro fertilization method, which may take place separately from the IVF treatment as well, even as part of a routine gynecological examination, during which endometrial sample is collected,
- mRNA is isolated from the endometrial sample
- the quantitative PCR method it is determined based on the mRNA expression pattern in the endometrial sample if the endometrium is in an early secretory, mid-secretory, late secretory, or proliferative phase,
- the endometrial sample is biopsy or endometrial lavage (uterine lavage).
- the in vitro fertilization procedure described in the invention during which it is determined, based on the mRNA expression pattern in the endometrial sample, whether the endometrium is in an early secretory, mid- secretory, late secretory or proliferative phase, the method according to the invention is used for the determination of the receptive/non-receptive status of the endometrium and/or thereby the specification of the implantation window.
- the term "comprises” means that what is included or comprised in what follows the expression might include other species as well, thus the expression is not exclusive.
- the expression may be limited to the expression "essentially consisting of the following, which means that the important components from the perspective of the effect are those which are exclusively contained in what includes those following the expression, but it may comprise other components that are important from the perspective of the effect.
- the expression may be limited also with the expression “practically consisting of the following” .
- RNA isolation also includes the case when the sample is prepared to a minimal extent for further processing, in a given case for PCR.
- Figure 1 shows the grouping of studied genes into 3 sample clusters with K-means clustering.
- the sample cluster in the middle of the figure corresponds to the mid-secretory phase.
- 35 instances of pattern clustering took place using the R program package and using all 87 genes for grouping [Metsalu, Tauno and Vilo, Jaak. Clustvis: A Web Tool for Visualizing Clustering of Multivariate Data Using Principal Component Analysis and Heatmap. Nucleic Acids Research, 43(W1):W566-W570, 2015. doi: 10.1093/nar/gkv468.]
- Figure 4 shows the complete gene list of the 87 genes identified by us.
- Figure 5 shows the summary of scores and their relative proportion for a given gene, based on which it can be seen that based on the sample the endometrium is in the mid-secretory phase, i.e., it is receptive.
- Figure 6 shows the Hematoxylin Eosin (Fig. 6) microscope image of an endometrial biopsy.
- Figure 7 shows the May Griinwald Giemsa (Fig. 7) microscope image of the endometrial lavage.
- Figure 8 hierarchical clustering result from the 94 measurement points (biomarkers and normalizing genes) with comparison carried out for 28 lavage and biopsy sample pairs; it is visible that the average of differences between the two sample groups (lavage vs. biopsy) is significant thus normalizing is needed but the method works in the case of lavage as well.
- Figure 10 shows the categorization of 139 samples of different types (lavage or biopsy) with hierarchical clustering based on the gene group which indicated the most dynamic changes
- the success of in vitro fertilization depends on multiple parameters, including the facilities of the clinic, the experience of and care provided by the senior clinicians, the condition of the embryo and the general health of the couple.
- the implantation of the embryo developed from the fertilized egg cannot be guaranteed despite all efforts.
- the implantation of the embryo very simplistically, depends on two factors: the condition of the embryo and that of the endometrium. In case the condition of the embryo is ideal, its implantation into the endometrium is possible only in a relatively short, maximum few -days-long period. This is called the window of implantation. After endometrial estrogen stimulation the progesterone signal initiates a quick transformation in the endometrium and this brings the endometrium into this phase.
- the implantation of the embryo (blastocyst) is not probable either before, or after this period.
- the method of the invention examines the endometrium with the help of molecular biology, as opposed to the traditional histological and imaging approaches, to see whether its condition meets the requirements of implantation.
- the "patient” is a human or mammalian subject, who needs or requests the determination of endometrial receptivity.
- the implantation window varies from subject to subject and currently its opening can mostly be depicted from ultrasound signs. With the help of biochemical signs (e.g. : urine LH peak) the presence of the implantation window may be deduced.
- the luteinizing hormone (LH peak) makes the adequate status of the endometrium probable but this marker does not examine the endometrium itself, the ultimate answer for the status of the endometrium can be provided with the examination of the endometrium itself.
- the histological examination of the endometrial biopsy by a pathologist represents the most accurate method available for determining the status of the endometrium.
- the endometrium goes through tremendous gene expression changes during a cycle, the cells are transformed, the mucous membrane thickens, then loosens, and finally sheds. During this process the expression of the genes also changes markedly, which can be determined from a small tissue sample (endometrial biopsy).
- Endometrial samples can be collected not only from biopsy but also from uterine lavage [Hannan, G. et al. Uterine Lavage or Aspirate: Which View of the Intrauterine Environment? Reproductive Sciences 2012 19: 1125].
- the advantage of this method is that it is minimally invasive, it does not cause hemorrhaging, has minimal side effects, and can be done even in the same cycle with the implantation.
- the extent of differences between the two types of samples, lavage and biopsy have not been studied before: it was not obvious at all that the lavage could also be used for the determination of endometrial receptivity based on a genetic expression pattern and if yes, then how it could be carried out.
- the lavage is also suitable for categorizing the status of the endometrium, despite the fact that the gene expression pattern of the two samples differs greatly at first sight.
- biomarker set specified from lavage which is capable of characterizing the endometrial lavage, has been found.
- the gene expression profiles of the lavage and biopsy samples have been compared. At first, our results indicated that the gene expression profiles of the endometrial biopsy sample and the endometrial lavage sample collected from a patient at the same time differ from each other significantly.
- the changes of the endometrium can also be described with the monitoring of gene expression changes.
- the collection of samples from the endometrium may take place with an invasive method (biopsy) or a less invasive method, i.e., the collection of detaching cells.
- Endometrial biopsy removes a small tissue sample from the endometrium.
- the biopsy contains cells from multiple cell layers and these cells include different cell types, thus the gene expression changes taking place in the cell types may vary from one cell type to the other.
- the extraction of cells present in the uterine solution is a much less invasive method than biopsy.
- the free discharge present in the uterine cavity is extracted; the removal of the discharge may be facilitated with physiological saline or other lavage fluids.
- physiological saline or other lavage fluids As the uterine cavity is not closed, by introducing a small quantity, a few ml of solution, we can reabsorb close to the same, although usually lower quantity (min. 50 % quantity) of solution.
- the solution gained from the uterine cavity includes both detached endometrial cells and other cells.
- the other cells may be red and white blood cells, cells of the normal bacterial flora, and, for example, the squamous cells of the cervix.
- the sample is thus endometrial lavage (uterine lavage).
- measurement would take place in endometrial lavage (uterine lavage) and the sampling protocol would be carried out with one of the minimally invasive methods or both, and the measurements described in the examination are also carried out with the same method.
- the set of genes varies for each sample type but the method is the same.
- mRNA genes the expression pattern of which may be used to identify the favorable condition of the endometrium needed for the implantation of the embryo. According to the terminology developed based on microarray experiments, this corresponds to the mid-secretory (MID) phase or mid-secretory endometrium (MSE).
- MID mid-secretory
- MSE mid-secretory endometrium
- the mRNA expression level of particular genes is typical of the endometrium's proliferative, early secretory, mid-secretory and late secretory stages.
- GEO is an international public repository that archives and freely distributes microarray, next- generation sequencing, and other forms of high-throughput functional genomics data submitted by the research community.
- the present inventors have identified genes, the expression of which changes significantly in the different phases as these gene sets are particularly suitable for the characterization of the different conditions.
- the mRNA-level expression of genes to be studied can be identified with the real-time quantitative PCR method or another quantitative method, including next-generation sequencing.
- the real-time reverse transcription PCR method even enables the immediate processing of individual samples and thus the turn-around-time can be very short, so sample processing and the statement of the results may take place on the same day.
- the advantage of this is that based on the results embryo implantation that considers the results may be performed even within the same cycle.
- the advantage of the solution described in the invention is that for the identified marker genes we developed a measurement system based on real-time, quantitative polymerase chain reactions.
- the very sensitive reverse transcription polymerase chain reaction has to be conducted as the first step of measurement.
- the intronless RNA is transformed into a DNA with an RNA-dependent DNA polymerase. Based on the quantity of mRNA measured during the process, we can draw conclusions on the activity of the particular gene.
- the qPCR method (Real-Time, quantitative) is suitable for the relative/absolute quantification of nucleic acids (DNA or cDNA).
- DNA or cDNA nucleic acids
- PCR primers have to be planned in different ways.
- absolute or relative quantitation of RNA it is advisable to plan for two extreme exons, thus ensuring that the genome DNA containing the introns would not multiply simply because the distance to be bridged between the two primer pairs is too large.
- SNPs SNPs
- Cluster analysis is a method suitable for arranging data in arrays into homogeneous groups, clusters and thus classifying them [Kaufman, L., & Roussew, P. J. (1990). Finding Groups in Data - An Introduction to Cluster Analysis. A Wiley-Science Publication John Wiley & Sons.] . Data within particular clusters are similar to one another based on some dimension, they are closer to each other, and along this dimension they differ from the elements of the other clusters. The bases of the grouping are the different distance or similarity measures calculated from the data.
- Hierarchical clustering was used to decide on the suitability of a newer sample for the procedure described in the invention [Hastie, Trevor; Tibshirani, Robert; Friedman, Jerome (2009). "14.3.12 Hierarchical clustering". The Elements of Statistical Learning (2nd ed.). New York: Springer, pp. 520-528. ISBN 0-387-84857-6. https://www.stanford.edu/ ⁇ hastie Papers/ESLII.pdf]. This method is expedient to be used if we cannot provide the number of clusters in advance as the algorithm itself searches for these.
- Hierarchical clustering connectivity -based clustering, hierarchical cluster analysis, HCA
- HCA hierarchical cluster analysis
- These algorithms do not only divide the data set but also arrange the data into clusters on different levels based on their distance, and these form a united group in terms of other distances.
- the objects are positioned along one of the axes (e.g., x- axis) of the dendrogram (tree) - according to their distance from one another, with the closest ones next to each other -, while on the other axes (e.g., y-axis, the height of the "tree”) indicates the distance where the clusters are united, thus for example, objects are arranged into clusters or clusters into higher-level clusters.
- the two large groups of hierarchical clustering procedures are agglomerative and divisive clustering; in the case of the former, the algorithm considers each and every element as a separate cluster at first, then puts them into increasingly larger clusters, while the algorithm based on division first considers the entire data set as one cluster and divides it into smaller and smaller clusters.
- clustering preferably with hierarchical clustering, we can decide from newer samples and by also involving newer sets of genes if the sample is suitable for the performance of the procedure of the invention with the given gene set.
- the set of genes is selected based on preliminary evaluation, and the RT- QPCR tests are performed on the specified gene set, followed by data analysis.
- the measurement results of the RT-QPCR are validated analytically.
- control genes housekeeping genes
- Various algorithms are available for the validation of the reference genes. It is also an accepted procedure if we use the geometric mean of at least 3 internal reference genes selected based on published data to normalize the mRNA level of the examined gene.
- RNA (control genes) introduced as additional control, the quantity of which we know.
- the expression level of the genes (the mRNA quantity characteristic of the sample) is specified in a known way, for example, in a Roche LC480 instrument used by us from the Cp ("crossing point") threshold values (the number of PCR reactions executed, when the fluorescent sign exceeds a predetermined threshold). From the Cp value - with the use of adequate reference, in a known way - a relative copy number is calculated, which is a value characteristic of the extent of expression of particular genes in the sample.
- these values characteristic of the measured genes are normalized with the average of values received for all the genes measured in the given sample.
- normalizing genes are selected for normalization, and normalization is completed based on the expression level of these.
- ESE early secretory endometrium
- MSE mid-secretory endometrium
- LSE late secretory endometrium
- PE proliferative endometrium
- the reference may be a known reference value characteristic of a given gene and given phase.
- the reference samples are used the following way :
- a sample can be considered as a reference sample, which sample was collected in a well-known phase.
- samples include, for example, the sample collected on days 3, 7, 9 after the LH peak.
- samples may be found in publications too, e.g., in Talbi et al., but they can also be identified experimentally in people whose endometrium is functioning normally (i.e., female members of couples suffering from infertility with a non- female origin), where the LH peak has been identified with laboratory methods from blood or urine, and compared to this, sample collection is repeated from the third day until the ninth.
- any of the samples can be compared to the reference sample.
- the other advantage of the reference sample is that with the phase categorization of the reference samples the groups of hierarchical clustering can also be identified.
- the method is independent of the nature of the reference samples, but in this case, for example, it can be carried out in the case of both lavage and biopsy, with those genes which show a significant and identical change between the different phases and where these changes have clear dynamics.
- the expression pattern of the gene set is compared to the expression pattern specified for the given gene set for the particular phases of the endometrium.
- the geometric distance of particular expression values (points) that can be characterized by multiple parameters is defined.
- Distance measurement is preferably Euclidian distance measurement but any other type of distance measurement may be used.
- distance measurement is used, which can also be used in the case of hierarchical clustering.
- endometrial biopsy takes place with the use of a thin (few mm thick) flexible, sterile plastic, disposable device, which is lead into the uterine cavity and with its help a small sample from the endometrium is removed. This method is fast and causes only mild symptoms.
- Such a procedure can be carried out by an adequately qualified physician and if the rules of the profession are observed, the side effects are negligible. In general, the procedure can be deemed safe.
- the pain involved in the examination is partly due to the opening of the cervix, which can be reduced with local anesthesia.
- the patient lies on a gynecological examination table.
- Sample collection can be completed under conditions available at a general gynecological office.
- On a gynecological examination table in lithotomy position, with vaginal examination.
- the physician leads the disposable device used for the biopsy into the uterine cavity and with a few movements removes a minimal amount of tissue, which is then placed into the prepared sampling tube.
- RNA is isolated from the tissue and after cDNA conversion we determine the expression level of marker genes:
- Uterine lavage sampling takes place the following way: with the help of a sterile catheter we take a 1-5 ml sterile, pharmaceutical-grade infusion solution into the uterine cavity with the help of a thin, flexible catheter, then after aspirating the fluid, it is centrifuged at 10,000 g for 10 minutes and the supernatant is portioned into microcentrifuge tubes per 1 ml and is frozen. 1 ml of stabilizing solution is added to the sediment and is kept at room temperature until shipping. The method is quick and causes only mild symptoms.
- Such a procedure can be performed by an adequately qualified physician and if the rules of the profession are observed, the side effects are negligible. In general, the procedure can be deemed safe.
- the pain involved in the examination is partly due to the opening of the cervix, which can be reduced with local anesthesia.
- Such stabilizing fluids are commercially available. Stabilizing solutions are disclosed in patents. The following patent documents refer to such patents: U. S. Patent Nos. 4,741,446, 4,991,104, 6,602,718, and 6,617,170.
- the stabilization of RNA and DNA in blood is described especially in examples 1 and 2 of document no. US 6,617,170. These, especially the latter one, are part of the training by means of referencing.
- the Paxgene Blood RNA Tube is especially suitable for the stabilization of the endometrial sample and especially favorable for that of endometrial lavage, as not only the mRNA but the sample itself also behaves favorably.
- RNA is isolated from the tissue and after cDNA conversion we determine the expression level of marker genes EXAMPLE 2
- Both biopsy and lavage may be shipped in physiological saline in case it reaches the sample processing laboratory within a short time (max. within one or two hours).
- crosslinking agents e.g., formaldehyde
- stabilizing solutions are available both in the case of biopsy and lavage which enable the shipping of the sample even for a longer time at room temperature in a way that adequate quality RNA can be isolated from it afterwards.
- sample stabilizing solutions include, for example, RNA Later (Thermofisher) or Paxgene Blood RNA Tube (Preanalytics).
- RNA is extracted from the sample based on the recommendation of the stabilizing solutions.
- the sample is removed from the solution and is homogenized in Trizol (Thermofisher, Catalog no. 15596026) or similar denaturation solution.
- RNA isolation method is the PAXGene Blood RNA kit, QIAGEN (catalog no.:762174), which can also be used here (see Blood RNA Kit Handbook; catalog no. 762164.).
- mRNA levels are preferably specified in a way that in the first step cDNA is created with reverse transcriptase PCR.
- a subsequent step with the use of quantitative PCR we amplify the cDNA and thus we receive quantitative data for the mRNA quantity found in the original sample. Oligo design. After the selection of the genes, we planned a QPCR assay for them operating based on the principle of hydrolysis probes.
- the assay consists of three elements, two primers and a probe marked with dual dye; the hydrolysis of the probe removes the two dye molecules from each other by means of Taq or other DNA polymerase used for PCR, thus the fluorescent energy transfer phenomenon between them terminates and the paint molecules can be excited independently.
- the method There are numerous variants of the method, which may differ from each other in terms of the technology used but they can be measured in a similar format.
- the genes used for the measurement and the IDs needed for specific identification as the standard RefSeq ID.
- the start and end of the region used for measurement, and the traditional name of the gene can be seen in Table 1 below.
- the method is available on several online interfaces and can be used freely, including, for example, the website of the National Institute of Health (https://www.ncbi.nlm.nih.gov/tools/primer-blast/).
- a device is, for example, the InvitrogenTM OligoPerfectTM Designer.
- oligonucleotides designed with the primer design method SybrGeen (intercalating dye, but other intercalating dyes operating based on the same principle can also be used) or methods using other probes can be used, including Taqman, Molecular Beacon, or Universal Probe Library, or other quantitative methods. Next- generation sequencing may also be deemed such a method.
- Pre-designed qPCR assays and primers may also be ordered from Integrated DNA technologies (USA: Coralville, Iowa 52241, EU: B-3001 Leuven, Belgium).
- the characteristic feature of these probes is that the so called LNA technique was used during their preparation, which means that they used such nucleotide analogues during synthesis, which are bound to their templates more strongly in a chemical sense than conventional oligonucleotides. This is needed to be able to keep the Tm sufficiently high even with short probes (the UPL probes are of 8-9 nucleotides in length on average).
- the design of the probes may also be implemented with other, online software and instruments, for example, Primer3Plus (an improvement of the Primer3 method; Untergasser et al. 2007. Nucl. Acids Res. 35(Web Server issue) :W71-W74),
- the qPCR was run on Roche Lyghtcycler 480 II and the Mono Color Hydrolisys Probe protocol is used with the following program.
- the “Second Derivative Maximum” method automatically calculates the fractional crosspoint cycle (Cp) for each sample. Thus the method eliminates the differences caused by the user.
- the normalizing genes were selected as follows:
- the normalization factor calculated from the geometric mean of the other normalizing genes is used for the analysis of the qPCR data.
- the objective of the current analysis is to decide which genes are the most stable, which ones have the lowest variability between samples. We would like to provide a ranking of the marked genes and select which genes we should normalize for.
- PW 104 is not used for normalization because of cv% 8.4, which is very high.
- Such normalizing genes may be other genes, too, for example, those about which it is revealed during measurements that they do not significantly change in the different phases of the endometrium.
- This method enables the comparison of results of different samples and even samples from different sources (e.g., lavage and biopsy). Assessment of data and the specification of the receptivity of the endometrium with "score" values
- the mid-secretory endometrium is in a receptive status, i.e., which expression pattern it is closest to, with the comparison of the normalized expression values and the expression value characteristic of the given phase (stage).
- distance is characterized with a given value ("score").
- score value is calculated from the difference between the expression value characteristic of the given gene and the reference value measured simultaneously or known. In case the score is proportionate to or correlates with the difference, the lower score value reflects a higher degree of similarity. If we calculate this way, the aggregated score value characteristic of the given phase will also be the smallest aggregated value.
- this score value is 1 for the stage in which the measured expression level of the examined gene is closest to the expression level of the reference gene or to the known value characteristic of this, and it is 0 for all other stages.
- the “score” value is aggregated for the given stage. In the representation in the figures, this takes place according to the vertical columns, i.e., according to samples. This way we get a characteristic score value for each stage (ESE-score, MSE-score, LSE-score, and in a given case PE-score). If we divide the calculated amount with the number of genes, this value will be between 0 and 1, if we multiply it by 100, we receive the score values characteristic of the gives stages in a percentage figure.
- Figure 5 illustrates this, with the following percentage score values corresponding to the different phases:
- BCLUST 1.0 which was developed specifically for the analysis of gene clusters or gene expression data
- eSOMet 1.0 eSOMet 1.0
- the sample is arranged by the method into the given hierarchical order of clusters.
- the given patient sample is put into the same cluster with samples that are known to be characteristic of the mid-secretory phase, then it can also be stated about the patient sample that it is typical of the endometrium in the mid-secretory phase.
- the assessment with neural networks may be considered an improvement of clustering, which can eliminate the above-mentioned disadvantages.
- the result of the clustering is the learning set and there is also an empty set.
- the neural network model learns which algorithm can be used the most reliably to decide about a given sample whether it can be included in the given group, which is the group of receptive samples (expression values connected to them) received as a result of clustering.
- the neural network model instead of belonging to the group of clustered, (theoretically only) supposedly receptive women, we consider it a more reliable method if the algorithm compares the values to three reference clusters and the result is good if it is further away from non-receptive groups and closer to receptive ones.
- Controls - We use control genes on the plates, including the normalizing genes the expression of which remains stable in the different phases of the endometrium, and other controls if necessary.
- ABCC3 Approved ABCC3 ATP binding cassette subfamily HGNC: 54 17q21.33 symbol C member 3
- ADAMTS2 Approved ADAMTS2 ADAM metallopeptidase with HGNC218 5q35.3 symbol thrombospondin type 1 motif 2
- ADAMTS8 Approved ADAMTS8 ADAM metallopeptidase with HGNC224 l lq24.3 symbol thrombospondin type 1 motif 8
- ClOorflO Approved ClOorflO chromosome 10 open reading HGNC23355 10ql l.21 symbol frame 10
- CD55 CD55 molecule (Cromer blood HGNC2665 lq32.2 symbol group)
- CDKN2B Approved CDKN2B cyclin dependent kinase HGNC: 1788 9p21.3 symbol inhibitor 2B
- CYP24A1 Approved CYP24A1 cytochrome P450 family 24 HGNC2602 20ql3.2 symbol subfamily A member 1
- DUOXA1 Approved DUOXA1 dual oxidase maturation factor HGNC:26507 15q21.1 symbol 1
- FCER1G Approved FCER1G Fc fragment of IgE receptor Ig HGNC:3611 lq23.3 symbol
- G0S2 Approved G0S2 G0/G1 switch 2 HGNC:30229 lq32.2 symbol
- GADD45G Approved GADD45G growth arrest and DNA damage HGNC:4097 9q22.2 symbol inducible gamma
- GNG2 Approved GNG2 G protein subunit gamma 2 HGNC:4404 14q22.1 symbol
- GNG4 Approved GNG4 G protein subunit gamma 4 HGNC:4407 lq42.3 symbol
- GRAMD1C Approved GRAMD1C GRAM domain containing 1C HGNC:25252 3ql3.31 symbol
- HTR2B Approved HTR2B 5-hydroxytryptamine receptor HGNC: 5294 2q37.1 symbol 2B
- IGFBP1 Approved IGFBP1 insulin like growth factor HGNC: 5469 7pl2.3 symbol binding protein 1
- IGFBP3 Approved IGFBP3 insulin like growth factor HGNC: 5472 7pl2.3 symbol binding protein 3
- IGFBP6 Approved IGFBP6 insulin like growth factor HGNC: 5475 12ql3.13 symbol binding protein 6
- IL1B Approved IL1B interleukin 1 beta HGNC:5992 2ql4.1 symbol
- IRX3 Approved IRX3 iroquois homeobox 3 HGNC: 14360 16ql2.2 symbol
- ITGA2 Approved ITGA2 integrin subunit alpha 2 HGNC:6137 5ql l.2 symbol
- KCND2 Approved KCND2 potassium voltage-gated HGNC:6238 7q31.31 symbol channel subfamily D member 2
- KCNK3 Approved KCNK3 potassium two pore domain HGNC:6278 2p23.3 symbol channel subfamily K member 3
- LCP2 Approved LCP2 lymphocyte cytosolic protein 2 HGNC:6529 5q35.1 symbol
- LEFTY2 Approved LEFTY2 left-right determination factor 2 HGNC:3122 lq42.12 symbol
- LRP4 Approved LRP4 LDL receptor related protein 4 HGNC:6696 l lpll.2 symbol
- LTBP2 Approved LTBP2 latent transforming growth HGNC:6715 14q24.3 symbol factor beta binding protein 2
- MAP2K6 Approved MAP2K6 mitogen-activated protein HGNC:6846 17q24.3 symbol kinase kinase 6
- MS4A7 Approved MS4A7 membrane spanning 4-domains HGNC: 13378 l lql2 symbol A7
- MS4A7 Synonyms MS4A4A membrane spanning 4-domains HGNC: 13371 l lql2.2
- OPRK1 Approved OPRKl opioid receptor kappa 1 HGNC: 8154 8ql l.23 symbol
- PDE4B Approved PDE4B phosphodiesterase 4B HGNC: 8781 lp31.3 symbol
- PHLDB2 Approved PHLDB2 pleckstrin homology like HGNC:29573 3ql3.2 symbol domain family B member 2
- PKHD1L1 Approved PKHD1L1 polycystic kidney and hepatic HGNC:20313 8q23.1- symbol disease 1 (autosomal recessive)- q23.2 like 1
- RARRES1 Approved RARRESl retinoic acid receptor responder HGNC: 9867 3q25.32 symbol 1
- RIMKLB Approved RIMKLB ribosomal modification protein HGNC:29228 12pl3.31 symbol rimK like family member B
- SGIP1 Approved SGIP1 SH3 domain GRB2 like HGNC:25412 lp31.3 symbol endophilin interacting protein 1
- SLC15A2 Approved SLC15A2 solute carrier family 15 member HGNC: 10921 3ql3.33 symbol 2
- SLC1A1 Approved SLC1A1 solute carrier family 1 member HGNC: 10939 9p24.2 symbol 1
- SLC5A3 Approved SLC5A3 solute carrier family 5 member HGNC: 11038 21q22.11 symbol 3
- TCN1 Approved TCN1 transcobalamin 1 HGNC: 11652 l lql2.1 symbol
- TIMP3 Approved TIMP3 TIMP metallopeptidase HGNC: 11822 22ql2.3 symbol inhibitor 3
- TMC5 Approved TMC5 transmembrane channel like 5 HGNC:22999 16pl2.3 symbol
- TNFRSF11B Approved TNFRSFl lB TNF receptor superfamily HGNC: 11909 8q24.12 symbol member 1 lb
- TNFRSFl lB Synonyms BTF3P11 basic transcription factor 3 HGNC: 1126 13q22.3 pseudogene 11
- TSPAN8 Approved TSPAN8 tetraspanin 8 HGNC: 11855 12q21.1 symbol
- the hit ratio was 11/13, meaning that compared to the reference sample, the lavage provided an 85 % hit ratio. This ratio may be deemed especially good considering the fact that the procedure involved in sample collection is less invasive and can also be performed in the same cycle with embryo implantation. (Fig. 9).
- Fig. 4 presents this ranking of a set of genes according to the level of expression. It is visible that the expression pattern - which is characterized here by the order of the expression level of the genes - is different in each phase of the endometrium.
- genes showing a high mRNA-level expression are at least the following:
- genes showing a low mRNA-level expression are at least the following:
- genes from our gene panel showed similar differences in the two sample types, thus they are capable of the characterization of the endometrium in a similar manner also from lavage as from biopsy.
- the genes used for normalization were marked in green.
- genes from our gene panel show similar differences in the two sample types, thus they are capable of the characterization of the endometrium in a similar manner also from lavage as from biopsy.
- these genes do not necessarily show marked changes, but the nature of their changes is similar both in biopsy and endometrial fluid. Therefore, in the case of this gene set it is more probable that they characterize the endometrial changes specifically.
- Discriminating genes i.e., genes changing together in the two types of samples: IGFBP3, GNG4, B2M, B2M, TBP, POLR2A, C2CD4A, G0S2, C1QTNF6, TNFRSF11B, CTHRC1, PLAT, SLC15A1, LRP4, TCN1, DPP4, RGS1, EDNRB, DUOXA1, IGFBP6, SGIP1, LTBP2, SOD2, NID2, MS4A7, DDX52, SLC15A2, ITGB6, OPRKl, GZMA, SYT11, CSRP2, HTR2B, THBS1, MUC16, KALI, PDE4B, MMP10, CEBPD, SLC5A3, MFSD4, GRAMD1C, ABCC3, IGFBP1, TSPAN8, ITGA2, PHLDB2, PLD1, IRX3, GADD45G, BAMBI, SLC26A7, TMC5, LEFTY2, ASPN, GNG2, ADAMTS
- Genes showing great changes between the phases are the following: IGFBP3, GNG4, B2M, B2M, TBP, ACTB, POLR2A, RHOB, PKHD1L1, CP, C1QTNF6, TNFRSF11B, CTHRC1, SPP1, PLAT, SLC15A1, LRP4, CD55, DPP4, RGS1, EDNRB, DUOXA1, IGFBP6, SGIP1, CRISP3, SOD2, NID2, MS4A7, DDX52, SLC15A2, ITGB6, GZMA, RIMKLB, SYT11, CSRP2, ClOorflO, HTR2B, GPX3, THBS1, MUC16, DUOX1, PDE4B, N MT, CEBPD, SLC5A3, MFSD4, GRAMD1C, TSPAN8, MT1M, ITGA2, PHLDB2, PLD1, IRX3, GADD45G, BAMBI, SLC26A7, TMC5, L
- Genes showing a similar direction of change in the two different sample types, which are also featured in the list of genes changing to a larger degree are the following:
- the shorter gene list introduced in the following list includes those genes which can clearly distinguish between the three clusters in all combinations (i.e., they distinguish between all three groups among the ones in the three cleaned clusters based on the pairs).
- the longer list introduced in the following list includes those which can distinguish at least two -two groups well, i.e., such a combination of comparisons in pairs in which we do not see significant differences but we do in combination with the other condition (in comparison with it) (54 genes)
- endometrial biopsy In case endometrial biopsy is used, it should be collected at the time of recommended implantation.
- the measurement results confirm or disprove whether the endometrium was receptive at the time of sampling or not, or if it was in such a phase prior or after that.
- the endometrium deviated from receptive status at the time of sampling with the use of the results and by repeating the sampling procedure in a subsequent cycle under similar circumstances (e.g. spontaneous cycles or similarly induced medicated cycles) at a time modified in line with the results of the first measurement, it can be established if the endometrium was receptive at the time of the repeated sampling or not.
- spontaneous cycles or similarly induced medicated cycles e.g. spontaneous cycles or similarly induced medicated cycles
- the time of implantation may be specified better. According to a preferred variant, if the endometrium is found to be in a status suitable for implantation, implantation can be carried out immediately.
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