Methods of predicting preeclampsia using biomarkers

Information

  • Patent Grant
  • 11344121
  • Patent Number
    11,344,121
  • Date Filed
    Friday, April 14, 2017
    7 years ago
  • Date Issued
    Tuesday, May 31, 2022
    2 years ago
Abstract
The subject invention pertains to biomarkers for identifying a subject as having high risk of the development PE. The biomarkers presented herein include miRNAs, post-translational modification of histone proteins, amount, expression and/or activity of histone or DNA modifying enzymes and methylation of sites in the genomic DNA. In certain embodiments, increased miR-17, increased acetylation of H4 histone protein, decreased amount, expression and/or activity of HDACS mRNA or protein or increased methylation of DNA at the genomic site CYP19A1 in the blood, serum or plasma of a subject compared to that of a control subject is used to predict the development of PE in the subject. The invention also provides kits and reagents to conduct assays to quantify biomarkers described herein. The invention further provides the methods of treating and/or managing PE in a subject identified as having a high risk of the development of PE.
Description
BACKGROUND OF THE INVENTION

Preeclampsia (PE) is responsible for 76,000 maternal and 500,000 infant deaths worldwide each year. Adverse maternal events include stroke, organ dysfunction and disseminated intravascular coagulation; whereas, adverse fetal complications include intrauterine growth restriction, premature birth, and stillbirth. PE is also associated with increased risk of chronic diseases in the mother and child later in life. The cause of PE is unknown; however, it is often diagnosed in the third trimester and there is no known prevention or cure.


Most of the suggested biomarkers for PE focus on late gestation and lack sufficient sensitivity and specificity. Successful intervention of PE requires a better understanding of disease progression and development of accurate and early biomarkers that appear before the appearance of clinical symptoms. Placental DNA methylation and/or microRNA (miRNA) regulation, particularly, the presence of certain miRNAs in a mother's blood in the second or third trimester have been implicated in PE.


BRIEF SUMMARY OF THE INVENTION

The invention provides biomarkers which can be analyzed during the first trimester of pregnancy for identifying a subject as having high risk of the development PE later in the pregnancy. These noninvasive biomarkers presented herein include miRNAs, post-translational modification of histone proteins, amount, expression and/or activity of histone or DNA modifying enzymes and methylation of certain sites in the genomic DNA of certain cells in the mother.


Accordingly, in one embodiment, the levels of certain miRNAs in a body fluid, for example, blood, serum or plasma, of a subject are used to predict the development of PE. In another embodiment, the levels post-translational modifications of histone proteins in the cells, for example, blood cells, of a subject are used to predict the development of PE. In a further embodiment, the amounts, expression and/or activities of certain enzymes capable of modifying histone proteins or sites in the genomic DNA of cells, for example, blood cells, of a subject are used to predict the development of PE. In an even further embodiment, the levels of methylation of certain sites in the genomic DNA of cells, for example, blood cells, of a subject are used to predict the development of PE.


In an embodiment, increased miR-17 (SEQ ID NO: 77) in blood, serum or plasma of a subject compared to a control subject is used to predict the development of PE in the subject. In another embodiment, increased acetylation of H4 histone protein on N-terminus, lysine 12 and/or lysine 16 and/or methylation/demethylation on lysine 20 or a combination thereof compared to that of a control subject is used to predict the development of PE in the subject. In a further embodiment, decreased amount, expression and/or activity of HDAC5 protein or mRNA compared to that of a control subject is used to predict the development of PE in the subject. In an even further embodiment, hypermethylation of DNA at the genomic site CYP19A1 (SEQ ID NO: 46) compared to that of a control subject is used to predict the development of PE in the subject. In certain embodiment, increased mirR-17; increased acetylation of histone H4 on N-terminal, lysine 12 and/or lysine 16 and/or methylation/demethylation of lysine 20 or a combination thereof; decreased amount, expression and/or activity of HDAC5 protein or mRNA; and increased methylation of DNA in the genomic site CYP19A1 compared to that of a control sample are used to predict development of PE in the subject.


The invention also provides the methods of treating and/or managing PE in a subject identified as having a high risk of the development of PE.


The invention further provides kits and reagents to conduct assays to quantify biomarkers described herein.





BRIEF DESCRIPTION OF THE DRAWINGS

The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication, with color drawing(s), will be provided by the Office upon request and payment of the necessary fee.



FIGS. 1A-1D. MicroRNA profile in 1st trimester pregnant women who later developed severe PE compared to healthy pregnant women. FIG. 1A) Alterations in microRNA expression: The expression of 381 specific human microRNAs was profiled using TaqMan® Array Human MicroRNA Cards. The graph depicts the significant fold increase in 22 microRNAs after normalizing with U6 controls. All error bars, S.E.M.*p<0.03 were determined by one sample one-way t test; C=14, PE=14. FIG. 1B) Disease and functions associated with the significant upregulated microRNAs: Ingenuity Pathway Analysis (IPA) was carried out to identify significant disease and functions associated with the altered microRNAs (FIG. 1A). Threshold bar (black line) indicates cut-off point of significance p<0.05, using Fisher's exact test. Reproductive System Disease showed the most association with the significantly altered microRNAs. Other significant diseases and functions (e.g. inflammatory response, renal and urological disease, cardiovascular disease, cell death and survival) identified in the analysis are associated with PE pathogenesis. FIG. 1C) Screened microRNAs in the development of PE: 17 significant microRNAs (out of 22 significant microRNAs) are shown to be involved in the IPA gene database of pregnancy disorder, pregnancy induced hypertension, and PE (total 570 genes). The top three microRNAs (miR-296, miR-16-5p, and miR-17-5p) have the maximum number of targets. MiR-17 cluster (miR-17-5p and miR-19b) are shown (dark squares) to target highest number of genes (total 128). FIG. 1D) Expression of miR-17 and its cluster: Expression of mir-17 and its cluster miRNAs are shown. This selected group of miRNAs is involved in several pathways (angiogenesis, estrogen synthesis, invasion, etc.) which can lead to PE. miR-17 and its cluster show a consistent increase in all PE patients. All error bars, S.E.M*p<0.05 was determined by one sample one-way t test; C=14, PE=14.



FIGS. 2A-2B. Comparision of histone acetylation and histone deactylase profile in 1st trimester pregnant women who later developed PE and healthy pregnant women. Hyperacetylated histone H4: The post-translational modifications of histone H4 were characterized by LC-MS. The representative spectrum shows the acetylation profile of H4 for one control ((FIG. 2A(1))) and one PE case (FIG. 2A(2)) where mass 11307 Da corresponds to dimethylated monoacetylated histone H4 and mass 11349 Da corresponds to dimethylated diacetylated histone H4. The larger peak ratio (abundance of mass 11349/abundance of mass 11307) observed in the PE case corresponds to increased histone H4 diacetylation. FIG. 2B) Histone deacetylase gene expression: Customized qPCR Taqman plate was used to detect the expression levels of 81 epigenetic genes encoding enzymes known or predicted to modify genomic DNA and histones to regulate chromatin accessibility and gene expression. The graph depicts the alterations in 11 histone deacetylase genes in PE patients after normalizing with housekeeping gene 18S. All error bars, S.E.M.*p<0.05 determined by one sample one-way t test; C=10, PE=10.



FIG. 3. Significant hypermethylated CYP19A1 gene: Methylation status of CYP19A1 was profiled in Infinium HumanMethylation450 assay. The bar graph shows the hypermethylated status of CYP19A1 in 12 PE cases and 24 controls. Genome studio analysis profiled the methylation level as a beta value. All error bars, S.E.M.***p<0.001 were determined by two-way t test. The p-value was corrected for multiplicity using false discovery rate method (p-value<0.016).



FIG. 4. Role of CYP19A1 in the development of PE: Pathway analysis was carried out to analyze the relationship between CYP19A1 and genes associated with PE in IPA database. The ‘Path Explorer’ tool was used to generate the connections between CYP19A1 and the genes/molecules associated with PE. Downregulated CYP19A1 was overlaid in the predicted activity analysis using IPAs ‘Molecule Activity Predictor’ tool. Known genes in orange boxes depict upregulation and genes in blue boxes indicate downregulation. Rectangles represent genes and rounded rectangles are assigned for endogenous molecules.



FIG. 5. Upregulated or downregulated histones or DNA modifying enzymes in PE patients. p=0.03 for all; p=0.04 for hdac5.



FIG. 6 and FIG. 7. Upregulated miRNAs and specific combinations of mRNAs upregulated in PE patients.





BRIEF DESCRIPTION OF THE SEQUENCES

SEQ ID NO: 1: Sequence of Histone H4 protein lacking the first methionine residue. The first methionine is removed from this sequence to correctly indicate the position for lysine residues, e.g., lysine 12, lysine 16 and lysine 20.


SEQ ID NOs: 2-45: Sequences of genomic DNA sites that are hypomethylated in PE patients.


SEQ ID NOs: 46-55: Sequences of genomic DNA sites that are hypermethylated in PE patients.


SEQ ID NOs: 56 to 115 and 191: Sequences of pre-miRNAs and mature miRNAs that are differentially expressed in PE patients.

















SEQ

SEQ




ID

ID



miRNA
NO:
Pre-miRNA
NO:
Mature miRNA







Hsa-miR-7c
 56
GCAUCCGGGUUGAGGU
 57
UGAGGUAGUAGG




AGUAGGUUGUAUGGU

UUGUAUGGUU




UUAGAGUUACACCCUG






GGAGUUAACUGUACA






ACCUUCUAGCUUUCCU






UGGAGC







Hsa-miR-93
 58
CUGGGGGCUCCAAAGU
 59
CAAAGUGCUGUU




GCUGUUCGUGCAGGUA

CGUGCAGGUAG




GUGUGAUUACCCAACC






UACUGCUGAGCUAGCA






CUUCCCGAGCCCCCGG







Hsa-miR-128a
 60
UGAGCUGUUGGAUUC
 61
CGGGGCCGUAGC




GGGGCCGUAGCACUGU

ACUGUCUGAGA




CUGAGAGGUUUACAU

OR




UUCUCACAGUGAACCG
191
UCACAGUGAACC




GUCUCUUUUUCAGCUG

GGUCUCUUU




CUUC







Hsa-miR-140-
 62
UGUGUCUCUCUCUGUG
 63
UACCACAGGGUA


3p

UCCUGCCAGUGGUUUU

GAACCACGG




ACCCUAUGGUAGGUUA






CGUCAUGCUGUUCUAC






CACAGGGUAGAACCAC






GGACAGGAUACCGGGG






CACC







Hsa-miR-142-
 64
GACAGUGCAGUCACCC
 65
UGUAGUGUUUCC


3p

AUAAAGUAGAAAGCA

UACUUUAUGGA




CUACUAACAGCACUGG






AGGGUGUAGUGUUUC






CUACUUUAUGGAUGA






GUGUACUGUG







Hsa-miR-146b
 66
CCUGGCACUGAGAACU
 67
UGAGAACUGAAU




GAAUUCCAUAGGCUGU

UCCAUAGGCU




GAGCUCUAGCAAUGCC






CUGUGGACUCAGUUCU






GGUGCCCGG







Hsa-miR-15a
 68
CCUUGGAGUAAAGUA
 69
UAGCAGCACAUA




GCAGCACAUAAUGGUU

AUGGUUUGUG




UGUGGAUUUUGAAAA






GGUGCAGGCCAUAUUG






UGCUGCCUCAAAAAUA






CAAGG







Hsa-miR-196b
 70
ACUGGUCGGUGAUUU
 71
UAGGUAGUUUCC




AGGUAGUUUCCUGUU

UGUUGUUGGG




GUUGGGAUCCACCUUU






CUCUCGACAGCACGAC






ACUGCCUUCAUUACUU






CAGUUG







Hsa-miR-331-
 72
GAGUUUGGUUUUGUU
 73
CUAGGUAUGGUC


5p

UGGGUUUGUUCUAGG

CCAGGGAUCC




UAUGGUCCCAGGGAUC






CCAGAUCAAACCAGGC






CCCUGGGCCUAUCCUA






GAACCAACCUAAGCUC







Hsa-miR-886-
 74
CACUCCUACCCGGGUC
 75
CGGGUCGGAGUU


5p

GGAGUUAGCUCAAGCG

AGCUCAAGCGG




GUUACCUCCUCAUGCC






GGACUUUCUAUCUGUC






CAUCUCUGUGCUGGGG






UUCGAGACCCGCGGGU






GCUUACUGACCCUUUU






AUGCAAUAA







Hsa-miR-17
 76
GUCAGAAUAAUGUCA
 77
CAAAGUGCUUAC




AAGUGCUUACAGUGCA

AGUGCAGGUAG




GGUAGUGAUAUGUGC






AUCUACUGCAGUGAAG






GCACUUGUAGCAUUAU






GGUGAC







Hsa-miR-26a-
 78
GUGGCCUCGUUCAAGU
 79
UUCAAGUAAUCC


5p

AAUCCAGGAUAGGCUG

AGGAUAGGCU




UGCAGGUCCCAAUGGG






CCUAUUCUUGGUUACU






UGCACGGGGACGC







Hsa-miR-26a-
 80
GUGGCCUCGUUCAAGU
 81
CCUAUUCUUGGU


3p

AAUCCAGGAUAGGCUG

UACUUGCACG




UGCAGGUCCCAAUGGG






CCUAUUCUUGGUUACU






UGCACGGGGACGC







Hsa-miR-130b
 82
GGCCUGCCCGACACUC
 83
ACUCUUUCCCUGU




UUUCCCUGUUGCACUA

UGCACUAC




CUAUAGGCCGCUGGGA






AGCAGUGCAAUGAUG






AAAGGGCAUCGGUCAG






GUC







Hsa-miR-7a
 84
AGGUUGAGGUAGUAG
 85
UGAGGUAGUAGG




GUUGUAUAGUUUAGA

UUGUAUAGUU




AUUACAUCAAGGGAG






AUAACUGUACAGCCUC






CUAGCUUUCCU







Hsa-miR-29a
 86
AUGACUGAUUUCUUU
 87
ACUGAUUUCUUU




UGGUGUUCAGAGUCA

UGGUGUUCAG




AUAUAAUUUUCUAGC






ACCAUCUGAAAUCGGU






UAU







Hsa-miR-517a
 88
UCUCAGGCAGUGACCC
 89
CCUCUAGAUGGA




UCUAGAUGGAAGCACU

AGCACUGUCU




GUCUGUUGUAUAAAA






GAAAAGAUCGUGCAUC






CCUUUAGAGUGUUACU






GUUUGAGA







Hsa-miR-191
 90
CGGCUGGACAGCGGGC
 91
CAACGGAAUCCCA




AACGGAAUCCCAAAAG

AAAGCAGCUG




CAGCUGUUGUCUCCAG






AGCAUUCCAGCUGCGC






UUGGAUUUCGUCCCCU






GCUCUCCUGCCU







Hsa-miR-296
 92
AGGACCCUUCCAGAGG
 93
AGGGCCCCCCCUC




GCCCCCCCUCAAUCCU

AAUCCUGU




GUUGUGCCUAAUUCAG






AGGGUUGGGUGGAGG






CUCUCCUGAAGGGCUC






U







Hsa-miR-18a
 94
UGUUCUAAGGUGCAUC
 95
UAAGGUGCAUCU




UAGUGCAGAUAGUGA

AGUGCAGAUAG




AGUAGAUUAGCAUCU






ACUGCCCUAAGUGCUC






CUUCUGGCA







Hsa-miR-19a
 96
GCAGUCCUCUGUUAGU
 97
AGUUUUGCAUAG




UUUGCAUAGUUGCACU

UUGCACUACA




ACAAGAAGAAUGUAG






UUGUGCAAAUCUAUGC






AAAACUGAUGGUGGCC






UGC







Hsa-miR-20a
 98
GUAGCACUAAAGUGCU
 99
UAAAGUGCUUAU




UAUAGUGCAGGUAGU

AGUGCAGGUAG




GUUUAGUUAUCUACU






GCAUUAUGAGCACUUA






AAGUACUGC







Hsa-miR-19b-1
100
CACUGUUCUAUGGUUA
101
AGUUUUGCAGGU




GUUUUGCAGGUUUGC

UUGCAUCCAGC




AUCCAGCUGUGUGAUA






UUCUGCUGUGCAAAUC






CAUGCAAAACUGACUG






UGGUAGUG







Hsa-miR-92a-1
102
CUUUCUACACAGGUUG
103
AGGUUGGGAUCG




GGAUCGGUUGCAAUGC

GUUGCAAUGCU




UGUGUUUCUGUAUGG






UAUUGCACUUGUCCCG






GCCUGUUGAGUUUGG







Hsa-miR-106a
104
CCUUGGCCAUGUAAAA
105
AAAAGUGCUUAC




GUGCUUACAGUGCAGG

AGUGCAGGUAG




UAGCUUUUUGAGAUC






UACUGCAAUGUAAGCA






CUUCUUACAUUACCAU






GG







Hsa-miR-18b
106
UGUGUUAAGGUGCAU
107
UAAGGUGCAUCU




CUAGUGCAGUUAGUG

AGUGCAGUUAG




AAGCAGCUUAGAAUCU






ACUGCCCUAAAUGCCC






CUUCUGGCA







Hsa-miR-20b
108
AGUACCAAAGUGCUCA
109
CAAAGUGCUCAU




UAGUGCAGGUAGUUU

AGUGCAGGUAG




UGGCAUGACUCUACUG






UAGUAUGGGCACUUCC






AGUACU







Hsa-miR-19b-2
110
ACAUUGCUACUUACAA
111
AGUUUUGCAGGU




UUAGUUUUGCAGGUU

UUGCAUUUCA




UGCAUUUCAGCGUAUA






UAUGUAUAUGUGGCU






GUGCAAAUCCAUGCAA






AACUGAUUGUGAUAA






UGU







Hsa-miR-92a-2
112
UCAUCCCUGGGUGGGG
113
GGGUGGGGAUUU




AUUUGUUGCAUUACU

GUUGCAUUAC




UGUGUUCUAUAUAAA






GUAUUGCACUUGUCCC






GGCCUGUGGAAGA







Hsa-miR-363
114
UGUUGUCGGGUGGAU
115
CGGGUGGAUCAC




CACGAUGCAAUUUUGA

GAUGCAAUUU




UGAGUAUCAUAGGAG






AAAAAUUGCACGGUA






UCCAUCUGUAAACC









SEQ ID NOs: 116-190: Sequences of the probes for determining methylation of the genomic sites that are differentially methylated in PE patients.


DETAILED DISCLOSURE OF THE INVENTION

As used herein, the singular forms “a”, “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. Furthermore, to the extent that the terms “including”, “includes”, “having”, “has”, “with”, or variants thereof are used in either the detailed description and/or the claims, such terms are intended to be inclusive in a manner similar to the term “comprising”. The transitional terms/phrases (and any grammatical variations thereof) “comprising”, “comprises”, “comprise”, “consisting essentially of”, “consists essentially of”, “consisting” and “consists” can be used interchangeably.


“Treatment”, “treating”, “palliating” and “ameliorating” (and grammatical variants of these terms), as used herein, are used interchangeably. These terms refer to an approach for obtaining beneficial or desired results including but not limited to therapeutic benefit. A therapeutic benefit is achieved with the eradication or amelioration of one or more of the physiological symptoms associated with PE such that an improvement is observed in the patient, notwithstanding that the patient may still be afflicted with PE.


“Subject” refers to an animal, such as a mammal, for example a human. The methods described herein can be useful in both humans and non-human animals. In some embodiments, the subject is a mammal (such as an animal model of disease), and in some embodiments, the subject is human. The terms “subject” and “patient” can be used interchangeably.


Epigenetic dysregulation during early pregnancy may lead to PE. DNA methylation, histone modification, and miRNA are all inter-related and may work in concert to regulate gene expression leading to PE. The current invention provides that alterations in epigenetic features and miRNA could presage PE and be reflected in tissues of the pregnant mother, for example, during the first trimester in the blood of a pregnant mother who later developed PE.


To discover early noninvasive novel biomarkers of PE, epigenetic (DNA methylation, histone modification, and epigenetic modifying enzyme) and miRNA profiling was conducted in a case-controlled study in the first trimester in tissues of pregnant mothers, for example, in blood of pregnant mothers. Altered expressions of certain miRNA (e.g., upregulated miR-17); altered post-translational modifications of certain histone proteins (e.g., hyperacetylation of H4); altered expression, amount and/or activity of certain histone or DNA modifying enzymes (e.g., decreased HDAC5 protein and/or mRNA); and/or altered methylation of certain genomic DNA sites (e.g., hypermethylated CYP19A1) were found to be interrelated and associated with the development of PE.


Accordingly, an embodiment of the invention provides a method of predicting the development of PE in a subject, the method comprising:


(a) determining the level of one or more miRNAs in:

    • i) a test sample obtained from the subject, and
    • ii) optionally a control sample;


(b) optionally obtaining one or more reference values corresponding to levels of one or miRNAs,


wherein the presence of the one or more miRNAs:

    • at different levels in the test sample as compared to the control sample, or relative to the reference values indicates high risk of development of PE in the subject; and


(c) identifying the subject as having high risk of developing PE based on the level of one or more miRNAs in the test sample and optionally, administering a therapy to the subject to treat and/or manage PE, or


(d) identifying the subject as not having high risk of developing PE based on the level of one or more miRNAs in the test sample and withholding the therapy to the subject to treat and/or manage PE.


Various techniques are well known to a person of ordinary skill in the art to determine the level of miRNA in a sample. Non-limiting examples of such techniques include microarray analysis, real-time polymerase chain reaction (PCR), Northern blot, in situ hybridization, solution hybridization, or quantitative reverse transcription PCR (qRT-PCR). Methods of carrying out these techniques are routine in the art. Additional methods of determining the level of miRNA in a sample are also well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The reference values corresponding to levels of one or miRNAs indicate the level of miRNA associated with no risk or low risk of the development of PE or high risk of development of PE. As such, the reference values corresponding to levels of one or miRNAs may be indicative of the absence or presence of high risk of the development of PE. A reference value associated with no risk or low risk of the development of PE may be obtained based on samples obtained from subjects known to be free of PE. A reference value associated with high risk of the development of PE may be obtained based on samples obtained from subjects known to have PE.


For example, tissues from a group of pregnant women can obtained during the first trimester and the levels of one or more miRNAs can be determined. The group of women can then be monitored for the development of PE. Reference values corresponding to levels of one or more miRNAs that are associated with low risk or no risk of the development of PE or high risk of the development of PE can be determined based on the presence of absence of PE in various women whose samples were analyzed. Additional examples of determining references values associated with no risk or low risk or high risk of the development of PE are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The step of identifying the subject as having high risk or not having high risk of developing PE depends on the level of one or more miRNAs in the test sample. For example, if the levels of certain miRNAs in the test sample are significant higher or lower than the levels of corresponding miRNAs in the control sample, the subject is identified as having high risk of development of PE. For example, if the levels of one or more of miR-7a, miR-7c, miR-93, mir-106a, mir-126, miR-128a, miR-130b, miR-140-3p, miR-142-3p, miR-146b, miR-15a-5p, miR-17, miR-191, miR-196, miR-19b-1, miR-20a, miR-331-5p, miR-886-5p, miR-26a, miR-29a, miR-517a and miR-296 miRNAs are higher in the test sample compared to control sample, the subject is identified as having high risk of the development of PE (See Table 1). Thus, a woman is identified as having high risk of the development of PE if the levels of one or more of miR-7a, miR-7c, miR-93, mir-106a, mir-126, miR-128a, miR-130b, miR-140-3p, miR-142-3p, miR-146b, miR-15a-5p, miR-17, miR-191, miR-196, miR-19b-1, miR-20a, miR-331-5p, miR-886-5p, miR-26a, miR-29a, miR-517a and miR-296, are higher in a blood, serum or plasma sample of the woman compared to a control sample.









TABLE 1







miRNA significantly higher in a PE sample compared to a control sample.
















Std.









Error of



Std.


mi-RNA
Mean
Mean
Median
Minimum
Maximum
Deviation
p-value

















mir7a
4.3634
1.3870
2.3007
0.0243
16.2470
5.1897
0.015


mir7c
3.7766
1.1799
1.6092
0.1085
12.4587
4.4148
0.018


mir93
2.8628
0.7776
2.3524
0.0349
9.6843
2.9093
0.016


mir106a
2.7417
0.7952
1.2418
0.0599
8.7076
2.9752
0.024


mir126
2.3437
0.6060
1.1842
0.0555
6.5371
2.2675
0.023


mir128a
6.6042
2.2748
3.6634
0.0162
30.0607
8.5116
0.014


mir130b
5.3420
1.5437
3.3804
0.0066
18.8090
5.7760
0.007


mir140-
5.2632
1.7166
2.9218
0.0858
20.6024
6.4230
0.014


3p


mir142-
2.9965
0.8411
1.5552
0.0206
9.9850
3.1473
0.017


3p


mir146b
3.6190
1.1652
0.9302
0.0472
12.3514
4.3598
0.021


mir15a
7.9395
3.1094
0.8989
0.0922
35.0204
11.6341
0.022


mir17
3.1044
0.9355
1.5041
0.0580
10.9931
3.5002
0.021


mir191
1.7720
0.3352
1.7303
0.0669
4.1845
1.2541
0.019


mir196b
6.3686
2.3113
2.5740
0.0979
28.4629
8.6479
0.019


mir19b
2.9521
0.9334
1.3627
0.0319
11.1013
3.4926
0.028


mir20a
3.2121
0.9201
1.2467
0.0328
10.1598
3.4427
0.016


mir26a
1.9812
0.3617
1.8041
0.0173
4.3605
1.3534
0.009


mir29a
5.9577
2.2675
2.2709
0.1725
28.0031
8.4840
0.024


mir296
3.1084
0.8898
1.7807
0.0478
9.6324
3.3293
0.017


mir331-
5.4130
1.6932
1.4936
0.0979
16.1418
6.3354
0.011


5p


mir517a
3.5323
0.9610
2.2434
0.0048
10.2401
3.5957
0.01


mir886-
6.3978
2.0627
3.1252
0.0753
21.2943
7.7179
0.011


5p









A further embodiment of the invention provides a kit comprising reagents to carry out the methods of the current invention. In one embodiment, the kit comprises primers or probes specific for miRNAs of interest. Reagents for treating the samples, for example, deproteination, degradation of DNA, or removal of other impurities can also be provided in the kit.


An aspect of the invention provides a kit, for example, a point-of-care (POC) diagnostic device for assaying one or more miRNAs which can be used to identify the subject as having high risk of the development PE. In another embodiment, the kit comprises an oligonucleotide chip and reagents to conduct the assay to determine the levels of miRNAs corresponding to the oligonucleotides on the oligonucleotide chip. The oligonucleotide chip according to the invention contains oligonucleotides corresponding to a group of miRNAs that are present at different levels in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE.


In one embodiment, the oligonucleotide chip essentially consists of oligonucleotides corresponding to one or more miRNAs selected from miR-7c, miR-93, miR-128a, miR-140-3p, miR-142-3p, miR-146b, miR-15a, miR-196b, miR-331-5p, miR-886-5p, miR-17, miR-26a, miR-130b, miR-7a, miR-29a, miR-517a, miR-191, miR-296, miR-18a, miR-19a, miR-20a, miR-19b-1, miR-92a-1, miR-106a, miR-18b, miR-20b, miR-19b-2, miR-92a-2, and miR-363 and optionally, one or more control oligonucleotides.


For the purposes of the invention, the term “oligonucleotide chip essentially consists of oligonucleotides” indicates that the oligonucleotide chip contains oligonucleotides corresponding to only those miRNAs that present at different levels in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE and optionally, contain one or more control oligonucleotides.


The control oligonucleotides are oligonucleotides corresponding to an miRNA or messenger RNAs (mRNA) known to be present in the equal amount in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE. Non-limiting examples of control oligonucleotides include oligonucleotides corresponding to mRNAs of 18S, U6 form microRNA, β-actin, β-glucoronidase and Glyceraldehyde-3-phosphate dehydrogenase (GAPDH). Additional examples of control miRNAs or mRNAs depend on the tissue under examination. A person of ordinary skill in the art can determine control oligonucleotides appropriate for a particular assay and such embodiments are within the purview of the invention.


Epigenetic biomarkers of PE according to the invention include post-translational modification of one or more histone proteins. Accordingly, an embodiment of the invention also provides a method of predicting the development PE in a subject, the method comprising:


(a) determining the levels of post-translational modifications of one or more histone proteins in:

    • i) a test sample obtained from the subject, and
    • ii) optionally a control sample;


(b) optionally obtaining one or more reference values corresponding to the levels of post-translational modifications of the one or more histone proteins,


wherein the presence of the post-translational modifications in the one or more histone proteins:


at different levels in the test sample as compared to the control sample, or


relative to the reference values indicates high risk of development of PE in the subject; and


(c) identifying the subject as having high risk of developing PE based the levels of post-translational modifications in the one or more histone proteins in the test sample and optionally, administering a therapy to the subject to treat and/or manage PE, or


(d) identifying the subject as having not having high risk of developing PE based on the levels of post-translational modifications in the one or more histone proteins in the test sample and withholding the therapy to the subject to treat and/or manage PE.


Non-limiting examples of post-translational modifications of histone proteins include methylation, acetylation, ADP-ribosylation, ubiquitination, citrullination, and phosphorylation. The one or more histones can be selected from H1, H2A, H2B, H3, H4 and H5. In one embodiment, hyperacetylation of H3 is indicative of the development of PE.


Various techniques are well known to a person of ordinary skill in the art to determine the level of post-translational modifications of one or more histone proteins in a sample. Non-limiting examples of such techniques include protein mass-spectrometry and antibody based analysis.


Determination of post-translation modification of a histone protein by protein spectrometry in a sample involves analyzing protein lysates or purified histone protein from a sample and analyze them by mass spectrometry to identify specific peptides within the histone protein which have different spectrometric behavior based on the presence or absence of post-translational modifications, for example, acetylation, methylation, demethylation. Certain techniques of spectrometric analysis of post-translational modification of proteins are described in Harvey (2005), which is herein incorporated by reference in its entirety.


In a further embodiment, post-translational modification of a histone protein is determined in an antibody based assay using antibody specific for a post-translational modification. For example, acetylation of H4 histone protein on one or more of: N-terminus, Lysine 12, Lysine 16 and methylation/dimethylation on Lysine 20 is determined in an antibody based assay using antibody specific for the recited modification. In another embodiment, two or more antibodies specific for different post-translational modification are used to determine post-translational modification of a histone protein. Non-limiting examples of the antibody based assays include western blot analysis, enzyme immunoassay (EIA), enzyme linked immunosorbent assay (ELISA), radioimmune assay (MA) and antigen-antibody precipitation assay. Additional examples of antibody-based assays are well known to a person of ordinary skill in the art and such embodiments are within the purview of the current invention.


Methods of carrying out these techniques are routine in the art. Additional methods of determining the level post-translational modifications of histone proteins in a sample are also well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The reference value corresponding to levels of post-translational modifications of one or more histone proteins indicate the level of post-translational modifications associated with no risk or low risk of the development of PE or high risk of development of PE. As such, the reference values corresponding to levels of post-translational modifications of certain histone proteins may be indicative of the absence or presence of high risk of the development of PE. A reference value associated with no risk or low risk of the development of PE may be obtained based on samples obtained from subjects known to be free of PE. A reference value associated with high risk of the development of PE may be obtained based on samples obtained from subjects known to have PE. For example, tissues from a group of pregnant women can obtained during the first trimester and the levels of post-translational modifications of one or more histone proteins can be determined. The group of women can then be monitored for the development of PE. Reference values corresponding to levels of post-translational modifications of one or more histone proteins that are associated with low risk or no risk of the development of PE or high risk of the development of PE can be determined based on the presence of absence of PE in various women whose samples were analyzed. Additional examples of determining references values associated with no risk or low risk or high risk of the development of PE are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The step of identifying the subject as having high risk or not having high risk of developing PE depends on the level of post-translational modifications of one or more histone proteins in the test sample. For example, if the levels of certain post-translational modifications of certain histone proteins in the test sample are significant higher or lower than the levels of corresponding post-translational modifications of certain histone proteins in the control sample, the subject is identified as having high risk of development of PE.


For example, a subject is identified as having high risk of the development of PE if H4 histone in a sample from the subject has one or more of:

    • a) increased acetylation on N-terminus,
    • b) increased acetylation on Lysine 12,
    • c) increased acetylation on lysine 16, and
    • d) increased methylation/demethylation on lysine 20.


In another example, a woman is identified as having high risk of the development of PE if H4 histone protein (SGRGKGGKGLGKGGAKRHRKVLRDNIQGITKPAIRRL ARRGGVKRISGLIYEETRGVLKVFLENVIRDAVTYTEHAKRKTVTAMDVVYALKRQ GRTLYGFGG, SEQ ID NO: 1) in a buffy coat sample of blood from the woman has one or more of:

    • a) increased acetylation on N-terminus,
    • b) increased acetylation on Lysine 12,
    • c) increased acetylation on lysine 16, and/or
    • d) increased methylation/demethylation on lysine 20.


A further embodiment of the invention provides a kit comprising reagents to carry out the methods of the current invention, for example, identifying a subject as having high risk of the development of PE and optionally, administering therapy to treat and/or manage PE in the subject. The kit comprises reagents to conduct the assay to determine the levels of certain post-translational modifications of certain histones, for example, an antibody chip containing specific antibodies.


An aspect of the invention provides a kit, for example, POC diagnostic device for assaying one or more post-translational modifications of histone proteins which can be used to identify the subject as having high risk of the development PE. The antibody chip according to the invention comprises or essentially consists of antibodies against histone proteins post-translationally modified on certain residues, wherein the histone proteins are post-translationally modified on certain residues at different levels in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE.


In one embodiment, the antibody chip essentially consists of one or more of antibodies against:

    • a) human H4 histone protein acetylated on N-terminus,
    • b) human H4 histone protein acetylation on Lysine 12,
    • c) human H4 histone protein acetylation on lysine 16, and
    • d) human H4 histone protein methylation/demethylation on lysine 20.


      For the purposes of the invention, the term “antibody chip essentially consists of antibodies” indicates that the antibody chip contains antibodies against only those post-translationally modified histone proteins that are modified at different levels in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE and optionally, contain one or more control antibodies. The control antibodies can bind to histone proteins regardless of the post-translational modification. Thus, control antibodies can be used to determine the level of certain histone proteins; whereas, the post-translational modification specific antibodies can be used to determine the level of certain post-translational modifications in those histone proteins.


Epigenetic biomarkers of PE according to the invention also include expression, amount and/or activity of histone and DNA modifying enzymes, i.e., one or more enzymes that mediate post-translational modification of histone proteins or modification of DNA, for example, methylation. Accordingly, an embodiment of the invention also provides a method of predicting the development of PE in a subject, the method comprising:


(a) determining the levels of expression, activity and/or amount of one or more histone or DNA modifying enzymes in:

    • i) a test sample obtained from the subject, and
    • ii) optionally a control sample;


(b) optionally obtaining one or more reference values corresponding to the levels of expression, activity and/or amount histone proteins or DNA modifying enzymes,


wherein the presence of expression, activity and/or amount of one or more histone or DNA modifying enzymes:


at different levels in the test sample as compared to the control sample, or


relative to the reference values indicates high risk of development of PE in the subject; and


(c) identifying the subject as having high risk of developing PE based on the levels of one or more histone or DNA modifying enzymes in the test sample and optionally, administering a therapy to the subject to treat and/or manage PE, or


(d) identifying the subject as not having high risk of developing PE based on the levels of one or more histone or DNA modifying enzymes in the test sample and withholding the therapy to the subject to treat and/or manage PE if the subject.


Non-limiting examples of modifications of histone proteins include methylation, acetylation, ADP-ribosylation, ubiquitination, citrullination, and phosphorylation. Non-limiting examples of histone modifying enzymes include histone acetyl transferase (HAT), histone deacetylase (HDAC), histone methyltransferase (HMT) and histone demethylase. Non-limiting examples of DNA modifying enzymes include DNA methyl transferase (DNMT). Additional examples of enzymes involved in modifying histone proteins or DNA are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The activity of histone or DNA modifying enzymes in the test sample and optionally, the control sample can be determined by assays to determine the activity of histone or DNA modifying activity, expression and/or amount of histone or DNA modifying enzyme, expression and/or amount of mRNA encoding histone or DNA modifying enzyme. Various techniques are well known to a person of ordinary skill in the art to determine the level of expression, amount and/or activity of one or more histone or DNA modifying enzymes or the corresponding mRNAs. Non-limiting examples of techniques used to determine the activity histone or DNA modifying enzymes include fluorometric and colorimetric assays; whereas, techniques used to determine histone or DNA modifying enzyme amount include mass spectrometry or antibody based assays. Example of techniques used to determine activity of histone or DNA modifying enzymes are well known to a person of ordinary skill in the art and such methods are within the purview of the invention.


Determination of the amount of an enzyme by protein spectrometry in a sample involves analyzing protein lysates or purified enzymes of interest from a sample by mass spectrometry to identify the amounts of specific peptides within the histone protein. The amounts of enzymes within a sample can be determined based on the amount of peptides originating from the enzyme in the sample.


Non-limiting examples of the antibody based assays which can be used to determine the amount of histone or DNA modifying enzymes in a sample include western blot analysis, EIA, ELISA, RIA and antigen-antibody precipitation assay. Additional examples of antibody-based assays are well known to a person of ordinary skill in the art and such embodiments are within the purview of the current invention.


Methods of carrying out these techniques are routine in the art. Additional methods of determining the level amount or activity of histone or DNA modifying enzymes in a sample are also well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The reference value corresponding to levels of expression, amount and/or activity of histone or DNA modifying enzymes indicate the levels associated with no risk or low risk of the development of PE or high risk of development of PE. As such, the reference values corresponding to levels of expression, amount and/or activity of histone or DNA modifying enzymes may be indicative of the absence or presence of high risk of the development of PE. A reference value associated with no risk or low risk of the development of PE may be obtained based on samples obtained from subjects known to be free of PE. A reference value associated with high risk of the development of PE may be obtained based on samples obtained from subjects known to have PE. For example, tissues from a group of pregnant women can obtained during the first trimester and the levels of expression, amount and/or activity of histone or DNA modifying enzymes can be determined. The group of women can then be monitored for the development of PE. Reference values corresponding to levels of expression, amount and/or activity of histone or DNA modifying enzymes that are associated with low risk or no risk of the development of PE or high risk of the development of PE can be determined based on the presence of absence of PE in various women whose samples were analyzed. Additional examples of determining references values associated with no risk or low risk or high risk of the development of PE are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The step of identifying the subject as having high risk or not having high risk of developing PE depends on the level of expression, amount and/or activity of histone or DNA modifying enzymes in the test sample. For example, if the levels of expression, amount and/or activity certain of histone or DNA modifying enzymes in the test sample are significant higher or lower than the levels of corresponding enzymes in the control sample, the subject is identified as having high risk of development of PE.


In one embodiment, a subject is identified as having high risk of the development of PE if histone deacetylase 1 (HDAC1) protein, mRNA or activity is increased in a test sample as compared to a control sample or histone deacetylase 5 (HDAC5) protein, mRNA or activity is decreased in a test sample as compared to a control sample. In another example, a woman is identified as having high risk of the development of PE if the HDAC1 protein, mRNA or activity is increased in a buffy coat sample of blood from the woman as compared to a control sample or HDAC5 protein, mRNA or activity is decreased in a buffy coat sample of blood from the woman as compared to a control sample.


Alternately, if the level of Aurora Kinase C (AURKC) protein, mRNA or activity is higher in the test sample compared to the control sample, the subject is identified as having high risk of developing PE (FIG. 5).


Further, if the level of Aurora Kinase A (AURKA) or protein arginine N-methyltransferase 8 (PRMT8) protein, mRNA or activity is lower in the test sample compared to the control sample, the subject is identified as having high risk of developing PE (FIG. 5).


A further embodiment of the invention provides a kit comprising reagents to carry out the methods of the current invention, for example, identifying a subject as having high risk of the development of PE and optionally, administering therapy to treat and/or manage PE in the subject. The kit comprises reagents to conduct the assay to determine the levels of expression, amount and/or activity of certain histone or DNA modifying enzymes, for example, an antibody chip containing antibodies against certain histone or DNA modifying enzymes or oligonucleotide chips containing mRNAs corresponding to certain histone or DNA modifying enzymes.


The antibody chip or oligonucleotide chip according to the invention contains antibodies or oligonucleotides corresponding to certain histone or DNA modifying enzymes, wherein the histone or DNA modifying enzymes have different amount, expression and/or activity in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE and optionally, contain one or more control antibodies or control oligonucleotides.


In one embodiment, the antibody chip essentially consists of an antibody against HDAC1 and an antibody against HDAC5; whereas, the oligonucleotide chip essentially consists of an oligonucleotide corresponding to HDAC1 mRNA and an oligonucleotide corresponding to HDAC5 mRNA.


For the purposes of the invention, the term “chip essentially consists of antibodies or oligonucleotides” indicates that the antibody or oligonucleotide chip contains antibodies or oligonucleotides corresponding only those histone or DNA modifying enzymes that are present at different levels in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE and optionally, contains one or more control antibodies or oligonucleotides. The control oligonucleotides or antibodies correspond to mRNA or proteins known to be present in the equal amount in a sample of an individual having a high risk of the development of PE as compared to the corresponding sample of an individual having no risk or low risk of the development of PE. Non-limiting examples of control oligonucleotides or antibodies include oligonucleotides or antibodies corresponding to β-actin, β-glucoronidase and GAPDH. Additional examples of control miRNAs or mRNAs depend on the tissue under examination. A person of ordinary skill in the art can determine control oligonucleotides appropriate for a particular assay and such embodiments are within the purview of the invention.


An aspect of the invention provides a kit, for example, a POC diagnostic device for assaying one or more histone or DNA modifying enzymes which can be used to identify the subject as having high risk of the development PE.


Epigenetic biomarkers of PE according to the invention also include the level of methylation of certain DNA loci in the genomic DNA of certain cells. Accordingly, an embodiment of the invention also provides a method of predicting the development of PE in a subject, the method comprising:


(a) determining the levels of methylation of one or more sites in the genomic DNA in:

    • i) a test sample obtained from the subject, and
    • ii) optionally a control sample;


(b) optionally obtaining one or more reference values corresponding to levels of methylation of the one or more sites,


wherein the presence methylation of one or more sites in the genomic DNA:


at different levels in the test sample as compared to the control sample, or


relative to the reference values indicates high risk of development of PE in the subject; and


(c) identifying the subject as having high risk of developing PE based the levels of methylation of the one or more sites in the genomic DNA in the test sample and optionally, administering a therapy to the subject to treat and/or manage PE, or


(d) identifying the subject as not having high risk of developing PE based the levels methylation of the one or more sites in the genomic DNA in the test sample and withholding the therapy to the subject to treat and/or manage PE.


As used herein, the term “level of methylation” as applied to a genomic site refers to whether one or more cytosine residues present in a CpG context have or do not have a methylation group. The level of methylation may also refer to the fraction of cells in a sample that do or do not have a methylation group on such cytosines. These cytosines are typically in the promoter region of the gene, though may also be found in the body of the gene, including introns and exons. The Beta-value is a ratio between methylated probe intensity and total probe intensities (sum of methylated and demethylated probe intensities). It is in the range of 0 and 1, which can also be interpreted as the percentage of methylation.


Various techniques are well known to a person of ordinary skill in the art to determine the level of methylation of one or more sites in the genomic DNA in a sample. Non-limiting examples of such techniques include bisulfite conversion, digestion by restriction enzymes followed by polymerase chain reaction (Combined Bisulfite Restriction Analysis, COBRA), direct sequencing, cloning and sequencing, pyrosequencing, mass spectrometry analysis or probe/microarray based assay. Certain techniques of determining methylation of genomic sites are described in Eads et al., Xiong et al., Paul et al., Warnecke et al., Tost et al., and Ehrich et al., the contents of which are herein incorporated in their entirety. Additional techniques for determining DNA methylation of one or more sites in the genomic DNA of a sample are well known to a person of ordinary skill in the art and such techniques are within the purview of the invention.


The reference value corresponding to levels methylation of one or more sites in the genomic DNA indicate the levels associated with no risk or low risk of the development of PE or high risk of the development of PE. As such, the reference values corresponding to levels of methylation of one or more sites in the genomic DNA may be indicative of the absence or presence of high risk of the development of PE. A reference value associated with no risk or low risk of the development of PE may be obtained based on samples obtained from women known to be free of PE. A reference value associated with high risk of the development of PE may be obtained based on samples obtained from women known to have PE. For example, tissues from a group of pregnant women can obtained during the first trimester and the levels methylation of one or more sites in the genomic DNA can be determined. The group of women can then be monitored for the development of PE. Reference values corresponding to the levels of methylation of one or more sites in the genomic DNA that are associated with low risk or no risk of the development of PE or high risk of the development of PE can be determined based on the presence of absence of PE in various women whose samples were analyzed. Additional examples of determining references values associated with no risk or low risk or high risk of the development of PE are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The step of identifying the subject as having high risk or not having high risk of developing PE depends on the levels methylation of one or more sites in the genomic DNA in the test sample. For example, if the levels of methylation of one or more sites in the genomic DNA in the test sample are significant higher or lower than corresponding levels in the control sample, the subject is identified as having high risk of development of PE. Table 2 provides the Illumina ID, the corresponding sequences of the genomic sites and the level of methylation of the genomic sites in PE patients.


In one embodiment, a subject is identified as having high risk of the development of PE if the methylation of one or more genomic sites selected from SEQ ID NOs: 46-55 is increased in the genomic DNA of a test sample as compared to a control sample. In a specific embodiment, a woman is identified as having high risk of the development of PE if methylation of genomic site CYP19A1 (SEQ ID NO: 46) is increased in a sample, for example, buffy coat sample of blood, from the woman as compared to a control sample.


In another embodiment, a subject is identified as having high risk of the development of PE the methylation of one or more genomic sites selected from SEQ ID NOs: 2-45 is decreased in the genomic DNA of a test sample as compared to a control sample. A further embodiment of the invention provides a kit comprising reagents to carry out the methods of the current invention. The kit comprises reagents to conduct the assay to determine the levels methylation of certain sites in the genomic DNA in certain cells of a subject. The kit can include reagents for isolation of genomic DNA from a sample, reagents to treat the genomic DNA, for example, bisulfite treatment, specific primers to analyze the genomic sites of interests and reagents for PCR amplification of the sites of interest.


An aspect of the invention provides a kit, for example, POC diagnostic device for assaying methylation of one or more sites in the genomic DNA which can be used to identify the subject as having high risk of the development PE. PE arises from a complex interplay among several factors. Epigenetic mechanisms and miRNAs closely interact with each other, thereby creating reciprocal regulatory circuits which lead to gene regulation. The invention identifies novel interactive sets of epigenetic and miRNA biomarkers in the first trimester which can be used to predict the development of PE. Accordingly, one embodiment of the invention provides the methods of predicting, treating and/or managing PE in a subject; the method comprises determining two or more, for example, three, four, five, six, seven, eight, nine or ten biomarkers described herein to identify a subject as having a high risk of the development of PE. The multiple biomarkers can belong to the same class, for example, multiple miRNAs or multiple post-translational modifications of histone proteins; or the multiple biomarkers can be chosen from different classes, for example, a combination of miRNAs, post-translational modification of histones, histone or DNA modifying enzymes or methylation of certain genomic DNA sites. In an embodiment, the multiple biomarkers do not contain any biomarker from one or more classes described herein, e.g., the multiple biomarkers may not contain an miRNA, a post-translational modification of histone, a histone or DNA modifying enzyme or a methylation of a genomic DNA site.


Accordingly, an embodiment of the invention also provides a method of predicting the development of PE in a subject, the method comprising:


(a) determining the levels of two or more biomarkers selected from one or more of miRNA, post-translational modification of histones, histone or DNA modifying enzymes, methylation of certain genomic DNA sites in:

    • i) a test sample obtained from the subject, and
    • ii) optionally a control sample;


(b) optionally obtaining one or more reference values corresponding to levels of one or more biomarkers,


wherein the presence of two or more biomarkers:


at different levels in the test sample as compared to the control sample, or


relative to the reference values indicates high risk of development of PE in the subject; and


(c) identifying the subject as having high risk of developing PE based on the levels of two or more biomarkers in the test sample and optionally, administering a therapy to the subject to treat and/or manage PE, or


(d) identifying the subject as not having high risk of developing PE based on the levels of two or more biomarkers in the test sample and withholding the therapy to the subject to treat and/or manage PE.


The combination of two or more biomarkers can be selected from the miRNAs, post-translational modification of histones, histone or DNA modifying enzymes, methylation of certain genomic DNA sites described earlier in this disclosure. In one embodiment, a subject is identified as having high risk of the development of PE if all of the analyzed biomarkers are significant different between the test sample and the control sample. In another embodiment, a subject is identified as having high risk of the development of PE if a pre-determined number of biomarkers out of the analyzed biomarkers are significant different between the test sample and the control sample. For example, if five biomarkers are analyzed, a subject can be identified as having high risk of the development of PE if more than three biomarkers are significant different between the test sample and the control sample.


In another embodiment, the comparison in the levels of two or more biomarkers between the test sample and the control sample is performed by as a combination of the two or more biomarkers, for example, by multivariable analysis. An example of multivariable analysis is multiple regression analysis. When the levels of two or more biomarkers are compared between the test sample and the control sample as a combination, the two or more biomarkers as a combination can be identified as significantly different between the two samples despite one or more of the multiple biomarkers not being different when considered individually.


In an embodiment, levels of four biomarkers, namely, miR-17, post-translational modification of H4 histone protein, amount of HDAC5 mRNA and/or protein and methylation of CYP19A1 site are determined. A subject is identified as having a high risk of the development of PE if the subject has increased miR-17, hyperacetylated H4 histone protein, decreased HDAC5 mRNA and/or protein and hypermethylated CYP19A1.


A further embodiment of the invention provides a kit, for example, POC diagnostic device, for identifying a subject as having high risk of PE based on the levels of two or more biomarkers. The POC device of the invention provides low-tech and cost-effective tool that still produces an accurate measurement, is portable, physically strong (compared to chip/sensing device), and simple to use. The kit can be used by virtually anyone, anywhere.


3-D printing technique can be used to manufacture the housing of the kit. Recycled materials, for example, recycled thermoplastic with added fibrous reinforcement, can be used to reduce the material cost and produce a light weight and unbreakable biomarker tool.


The invention provides a POC device capable of assaying miR-17, methylated CYP19A1, HDAC5 mRNA and acetylation of histone H4 in a sample, for example, a blood sample obtained from a subject. The sample can be treated before subject the sample to the analysis using the POC device.


The POC device can comprise of one or more locations for the introduction of the treated or untreated sample, which can be directed to two or more compartments, wherein each compartments is designed to assay different biomarker. For example, the POC device comprises of four compartments: one for assaying miR-17, one for assaying acetylation of H4 histone protein, one for assaying HDAC5 mRNA, and one for assaying methylation of CYP19A1.


Accordingly, a POC for reliable and rapid detection of biomarkers described herein is provided. In one embodiment, the POC utilizes an opto-fluidics-based platform for use as a biosensor.


In a certain embodiment, the POC incorporates functionalized colloidal nanoparticles trapped at the entrance to a nanofluidic channel providing a robust means for analyte detection at trace levels using surface enhanced Raman spectroscopy. The POC device can be used for sensitive detection of epigenetic modification in either blood or urine, is small and inexpensive, and can provide results in less than 15 minutes. Briefly, following the introduction of blood or urine, small molecules in the sample would compete with competing probes or aptamers depending on the molecule of interest. These probes will be already pre-bound to small molecule derivatives, and Raman reporter molecules attached on nanoparticles. The competition releases the gold particles which then aggregate at a nanochannel constriction downstream. To demonstrate the diagnostic potential of the system, a “gate” can be imposed; i.e., the lowest and highest value obtained from a healthy sample considered the healthy range. All values beyond this range can be assumed to be indicative of a change from normal conditions. As such, a low-cost, rapid, sensitive epigenetic diagnostic and prognostic tool for early detection of pre-eclampsia is provided.


To practice the methods described herein for identifying a subject as having high risk of the development of PE, control samples can be obtained from one or more of the following:


a) an individual belonging to the same species as the subject and not having PE,


b) an individual belonging to the same species as the subject and known to have a low risk or no risk of developing PE, or


c) the subject prior to becoming pregnant.


Additional examples of control samples are well known to a person of ordinary skill in the art and such embodiments are within the purview of the current invention.


In certain embodiments, the control sample and the test sample are obtained from the same type of an organ or tissue. Non-limiting examples of the organ or tissue which can be used as samples are placenta, brain, eyes, pineal gland, pituitary gland, thyroid gland, parathyroid glands, thorax, heart, lung, esophagus, thymus gland, pleura, adrenal glands, appendix, gall bladder, urinary bladder, large intestine, small intestine, kidneys, liver, pancreas, spleen, stoma, ovaries, uterus, skin, blood or buffy coat sample of blood. Additional examples of organs and tissues are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


In certain other embodiments, the control sample and the test sample are obtained from the same type of a body fluid. Non-limiting examples of the body fluids which can be used as samples include amniotic fluid, aqueous humor, vitreous humor, bile, blood, cerebrospinal fluid, chyle, endolymph, perilymph, female ejaculate, lymph, mucus (including nasal drainage and phlegm), pericardial fluid, peritoneal fluid, pleural fluid, pus, rheum, saliva, sputum, synovial fluid, vaginal secretion, blood, serum or plasma. Additional examples of body fluids are well known to a person of ordinary skill in the art and such embodiments are within the purview of the invention.


The methods described herein can be used to identify a subject as having high risk of the development of PE. In certain embodiments, the subject is a mammal. Non-limiting examples of mammals include human, ape, canine, pig, bovine, rodent, or feline.


In one embodiment, the methods described herein are used to identify a pregnant woman as having high risk of the development of PE. In another embodiment, the methods described herein are performed during the first trimester of pregnancy of a woman to identify the woman as having high risk of the development of PE.


Once a subject is identified as having high risk of the development of PE based on the methods described herein, the step of treating and/or managing PE includes one or more of:


a) administering medications to lower blood pressure: these medications, called antihypertensives, are used to lower blood pressure,


b) administering corticosteroids,


c) administering anticonvulsant medications, for example, magnesium sulfate,


d) bed rest for the patient,


e) hospitalization to perform regular non-stress tests or biophysical profiles to monitor the fetus' well-being and measure the volume of amniotic fluid,


f) administering low-dose aspirin,


g) administering calcium supplements,


h) inducing delivery before natural labor is initiated.


As such, the invention provides that epigenetics and miRNA regulation provides very early manifestation of PE pathogenesis—one that presages the clinical onset of PE by a few months, for example, four to five months. In addition, the invention indicates a new paradigm of discovering interactive epigenetic biomarkers for prediction of PE at a very early stage, for example, during the first trimester. This study also paves new avenues to look for biomarkers in a unique perspective for other diseases. These epigenetic changes happen prior to gene expression, and they are often reversible, making them good candidates for therapeutic interventions.


All patents, patent applications, provisional applications, and publications referred to or cited herein are incorporated by reference in their entirety, including all figures and tables, to the extent they are not inconsistent with the explicit teachings of this specification.


Following are examples which illustrate procedures for practicing the invention. These examples should not be construed as limiting. All percentages are by weight and all solvent mixture proportions are by volume unless otherwise noted.


Example 1—Analysis of Samples to Determine MIRNA Biomarkers of PE

First trimester blood samples and uterine artery Doppler ultrasonography were obtained from 1007 women between 11 and 13 6/7 weeks of gestation. Epigenetic and miRNA profiling was performed on the serum or buffy coat samples from total of 51 controls and 17 severe PE cases. Cases and controls were closely matched with respect to age, sex, body mass index (BMI) and other relevant parameters (Table 3).


To compare PE women with controls, 381 miRNAs in 28 patients (C=14, PE=14) were examined. Expression profiles revealed 22 significantly upregulated miRNAs which are shown to be involved in reproductive system disease (p<0.02) (FIGS. 1A, 1B, 1C, Table 4). Out of these 22 miRNAs, namely, 7c, 93, 128a, 140-3p, 142-3p, 146b, 15a, 196b, 331-5p, 886-5p) are identified as novel biomarkers of PE.


Upregulation of certain miRNAs, namely, 17, 26a, 130b, 7a, 29a, 517a, 191 & 296 in the third trimester in the serum or in the placenta is reported. Conversely, Wang et al. (2008) and Hong et al. (2014) showed that miR-126 functions as a pro-angiogenic factor in rat placenta and is decreased in endothelial progenitor cells in term placenta of PE patients. However, evidence showed that miR-126 functions as a pro-angiogenic factor in rat placenta and is decreased in endothelial progenitor cells in term placenta of PE patients.


Several groups showed that the miR-17 cluster (miR-17, miR-18a, miR-19a, miR-20a, miR-19b-1, and miR-92a-1) and its paralog, the miR-106a cluster (miR-106a, miR-18b, miR-20b, miR-19b-2, miR-92a-2, and miR-363) are significantly increased in term placentas of PE women. This is consistent with the results at 11-13 weeks (FIG. 1D) provided in the instant invention. In addition, the miR-17˜92 cluster has been established as an anti-angiomiR and therefore can lead to inhibition of angiogenesis which is a hallmark of PE.


Example 2—Analysis of Samples to Determine Post-Translational Modifications of Histones as Biomarkers of PE

Post-translationally modified (PTM) histones in buffy coat samples were characterized using reverse-phase liquid chromatography mass spectrometry. The profiles showed several species that corresponded in mass to core and linker histones variants and their PTM isoforms (data not shown, Su et al. (2007)). Multiple PTMs were measured; however, the core histones (H3, H2A, H2B) showed complicated spectra due to the presence of multiple variants and a high degree of PTMs, in particular acetylation and methylation. ELISA study showed no changes in H2A in PE serum. Histone H4 showed unique spectra as H4 does not have sequence variants (uncomplicated by multiple variants, unlike other histones).


In H4 spectra, the most abundant species was observed at 11,306 Da which correspond in mass with dimethylation (DiMe) and N-terminal acetylation (N-Ac) of H4 (Su et al. (2007)). The next most abundant peaks, 11,348 Da and 11,390 Da, correspond to additional H4 acetylation (Su et al. (2007)). Ratio of relative abundance of 11349/11307 peak area demonstrated the H4 acetylation levels in patients with and without PE.


The statistical power was limited by small sample size (PE=8, C=8); however, more H4 acetylation was observed in PE patients (p=0.09) compared to controls (FIG. 2A(1) and FIG. 2A(2)). Based on previous reports and peptide mass mapping and tandem mass spectrometry, the 11,306 Da peak was identified as N-Ac+K20DiMe; the 11,348/9 Da peak was identified as N-Ac+K16Ac+K20DiMe; and the 11390/1 Da peak was identified as N-Ac+K16Ac+K12Ac+K20DiMe.


The evidence suggests that histone acetylation may mediate development of chronic inflammation by modulating the expression of pro-inflammatory cytokine TNF-α and interleukins, and activation of the transcription factor NF-κB. These molecules are constitutively produced by a variety of cells under chronic inflammatory conditions, which in turn leads to the development of major diseases such as PE. The invention provides that H4 acetylation is associated with PE.


Example 3—Analysis of Samples to Determine Histone or DNA Modifying Enzymes as Biomarkers of PE

The expression levels of 81 epigenetic genes which are involved in histone modifications and DNA methylation was measured. Two of the eleven HDACs were significantly altered with no changes in HAT expression (p<0.05) (FIG. 2B). Even though increased HDAC1 did not correspond with hyperacetylation, this may reflect specific actions of individual HDACs. The decrease in HDAC5 has been shown to increase H4 acetylation in an unrelated study. This corresponds well to PE patients' hyperacetylated histone H4 profile. Thus, modulation of HDAC or histone acetylation levels may represent an underlying cause/consequence of cytokine dysregulation in PE.


In addition to the HDACs, aurora kinase A (AURKA), aurora kinase C (AURKC), and protein arginine methyltransferase 8 (PRMT8) were significantly altered (p<0.05).


Example 4—Analysis of Samples to Determine Level of Methylation of Genomic DNA Sites as Biomarkers of PE

DNA methylation was determined using Comprehensive High-throughput Arrays for Relative Methylation (CHARM) [6 Control (C) and 6 PE patients]. Significant (p<0.05) hypomethylation was associated with 81 genes in PE patients with an average methylation difference of 37.5% (min: 30%, max: 45%).


Using Infinium HumanMethylation450 assay in 36 samples (PE=12, C=24), 5904 significant CpG islands (p<0.05) were identified to be associated with PE. Out of 5904 islands, 86 CpG islands were significantly methylated (adjusted p-values, corrected for multiplicity-q=0.01). Of the 86 sites, 54 were associated with genes (10 hypermethylated & 44 hypomethylated, Table 2). Repetition of the same genes was not observed when the results of CHARM and Infinium assays were compared; however, repetitions were observed in the same families (e.g., solute carrier (SLC) family, zinc finger protein (ZNF) family), related upstream and downstream regulators, and pathways (Table 5).


A large portion of these gene sets do not have a known function but several have been reported in the context of PE or a function related to PE (e.g. angiogenesis, invasion, migration etc.). Using TARGETSCAN, mirBase and IPA, several of these genes are discovered as targets of the significantly upregulated miRNAs. In epigenetic gene expression assay changes in DNA methyl transferase were not observed. This lack of correlation may indicate that DNA methyltransferase (DNMT) activity might be the primary route, or frequency of DNA methylation may result from other mechanisms besides expression of DNMT since both hyper and hypo methylation are observed.


Hypermethylated CYP19A1 is provided as a first trimester PE biomarker. The synthesis of estrogens from C19 steroids is catalyzed by aromatase P450 (P450arom, product of the hCYP19A1 gene) and the ability of the human placenta to synthesize estrogens is vastly increased after the ninth week of gestation. Placental aromatase deficiency has been found in PE. In addition, biologically active estrogens and their metabolites formed by placental aromatase may also enhance angiogenesis and uteroplacental blood flow and reduce systemic vascular resistance. The scenario is mostly hampered in PE. Since the blood was collected after nine weeks of gestation, decreased CYP19A1 was expected in the patients who develop PE. Epigenetic modifications presage any gene expression and pathophysiology. A hypermethylated gene leads to decreased gene expression which is expected to be evident at later gestation. Upregulated mir-17 and -106a cluster was associated with decreased expression of CYP19A1 in term placenta (correspondence of decreased estrogen levels with increasing severity of PE). These miRNA clusters inhibited trophoblast differentiation by repressing CYP19A1. miR-17 is also predicted to target HDAC5 and subsequently a decrease in HDAC5 has been shown to increase H4 acetylation. In addition, target analysis has shown that miR-17 and other miRNAs target several well-known PE markers, PAPPA, VEGF, MMP, etc. Evidence also supports a role to these four markers in other PE pathologies (e.g. hypoxia, oxidative stress, inflammatory response, invasion, placental insufficiency). Therefore, these four interacting biomarkers underline the robustness of this analysis and also strengthen the previously published work and might serve as novel predictors of PE.


PE arises from a complex interplay among several factors. The invention shows that epigenetic mechanisms and miRNAs closely interact with each other, thereby creating reciprocal regulatory circuits which lead to gene regulation. The invention identifies novel interactive sets of noninvasive epigenetic and miRNA biomarkers in the first trimester which have a strong potential to predict the future development of PE.


It should be understood that the examples and embodiments described herein are for illustrative purposes only and that various modifications or changes in light thereof will be suggested to persons skilled in the art and are to be included within the spirit and purview of this application and the scope of the appended claims. In addition, any elements or limitations of any invention or embodiment thereof disclosed herein can be combined with any and/or all other elements or limitations (individually or in any combination) or any other invention or embodiment thereof disclosed herein, and all such combinations are contemplated with the scope of the invention without limitation thereto.









TABLE 2







Illumina ID, related genomic sequences and the level of methylation of the genomic sites


in PE patients compared to control

















Methyl-










ation










status




Strand
UCSC_


Illumina
Gene
in PE
Sequene of the
AlleleA_
AlleleB_
Ch.
Orien-
RefGene_


ID*
Name
Patients
genomic site
ProbSeq**
ProbeSeq***
No.
tation****
Accession





cg00073460
ZC3H12D
hypo
CGGTACTCACAG
TCTAACACTCTTC

 6
F
NM_207360





CTGGACACAAAC
CTCCTACAAACTA









ATAGCTTGCAGG
TATTTATATCCAA









AGGAAGAGTGTC
CTATAAATACC









AG (SEQ ID NO: 2)
(SEQ ID NO: 116)









cg00522231
ITGB1BP1
hypo
CGTCCGCCAGGG
TCAACTACTCAAA
TCAACTACTCA
 2
R
NM_004763;





AAGCTGTCAGGG
AACCACAAATAA
AAAACCGCAA


NM_022334





ATTATCTGCGGTT
TCCCTAACAACTT
ATAATCCCTAA








CCTGAGTAGCTG
CCCTAACAAACA
CAACTTCCCTA








A
(SEQ ID NO: 117)
ACGAACG








(SEQ ID NO: 3)

(SEQ ID NO: 170)








cg00616135
LACTB
hypo
TTAGTTTTGGATC
CTTAATTTTAAAT

15
F
NM_032857;





CTCAACTTCTGGA
CCTCAACTTCTAA



NM_171846





ACAGCGCAGGGC
AACAACRCAAAA









ACACAGTAGACG
CACACAATAAAC









(SEQ ID NO: 4)
(SEQ ID NO: 118)









cg01844274
SYNE1
hypo
GTTACTCTTCCAG
TATTACTCTTCCA

 6
R
NM_182961;





GGTGCACACAAG
AAATACACACAA



NM_033071





AGGCAATGAAGC
AAAACAATAAAA









CCAGGGAATTAC
CCCAAAAAATTA









G
C









(SEQ ID NO: 5)
(SEQ ID NO: 119)









cg02203224
ARL6IP4;
hypo
CGCTGAAGCCCC
CTACCTTAATTCA

12
R
NM_018694;



OGFOD2

ATTCCAGACCCTG
AATTTATCAAAA



NM_001002251;





CTTCTGACAAACC
ACAAAATCTAAA



NM_024623;





TGAACTAAGGCA
ATAAAACTTCAA



NM_016638;





(SEQ ID NO: 6)
C



NM_001002252






(SEQ ID NO: 120)









cg02313130
CAPN8
hypo
CGAGATGGGAAG
TTCCTCTTAAAAC

 1
F
NM_001143962





ATTATCCTGACCC
ACTTATATATTTA









TAAATACACAAG
AAATCAAAATAA









TGTCCTAAGAGG
TCTTCCCATCTC









A
(SEQ ID NO: 121)









(SEQ ID NO: 7)










cg02452209
PTPRN2
hypo
CGGCCGCGGCTCT
AATAAATCAATA
AATAAATCAAT
 7
R
NM_002847;





GATGCTTTTGCAG
ACACAATACCAC
AACACAATACC


NM_130842;





GCGGCATTGTGTC
CTACAAAAACAT
GCCTACAAAAA


NM_130843





ACTGATTCACT
CAAAACCACAAC
CATCAAAACCG








(SEQ ID NO: 8)
CA
CGACCG









(SEQ ID NO: 122)
(SEQ ID NO: 171)








cg02557110
SLC12A7
hypo
CGCTGGCTCTGCT
TCTAACACCCTAA

 5
R
NM_006598





TCCATTCCTGAAG
AAAAACCTAAAA









TCTCAGGCTCTCC
CTTCAAAAATAA









CAGGGTGTCAG
AAACAAAACCAA









(SEQ ID NO: 9)
C










(SEQ ID NO: 123)









cg03484267
KLF7
hypo
CGGCCCCCGCAG
AATAAAAAAAAT
AATAAAAAAA
 2
F
NM_003709





CCGTCACGGCTGC
CACAACAACTAC
ATCGCAACAAC








TGCAGCTGTTGCG
AACAACCATAAC
TACAACAACCG








ACCCCTCCCACC
AACTACAAAAAC
TAACGACTACG








(SEQ ID NO: 10)
CA
AAAACCG









(SEQ ID NO: 124)
(SEQ ID NO: 172)








cg04546999
SPRR1A
hypo
CAGTGCCAAAAA
CCAATACCAAAA

 1
R
NM_005987





ATATCAGGTGGT
AATATCAAATAA









GTTCATCAAAAA
TATTCATCAAAAA









AGCTGAGCCAAC
AACTAAACCAAC









CG
C









(SEQ ID NO: 11)
(SEQ ID NO: 125)









cg05337441
APOB
hypo
CGCCCCCCATCCT
ATAAAAAAATTA

 2
F
NM_000384





GAGCCTGCAGGG
AACCAACTAACR









GCCGCCAGCTGG
ACCCCTACAAACT









TCCAATCCCCCCA
CAAAATAAAAAA









(SEQ ID NO: 12)
C










(SEQ ID NO: 126)









cg05747459
CNKSR2
hypo
TTGTCTCCAGCTA
TTATCTCCAACTA
TTATCTCCAAC
X
R
NM_001168649;





GAGGGGCGCGGA
AAAAAACACAAA
TAAAAAAACGC


NM_001168648;





GCGGCCAGAGAG
ACAACCAAAAAA
GAAACGACCA


NM_014927;





CTAGAGGGCAGC
CTAAAAAACAAC
AAAAACTAAA


NM_001168647





G
A
AAACAACG








(SEQ ID NO: 13)
(SEQ ID NO: 127)
(SEQ ID NO: 173)








cg05775542
NAPG
hypo
GAACTGCCACAA
AAAACTACCACA

18
F
NM_003826





AGTCATAGCTTCT
AAATCATAACTTC









TTTTTTTTCTTGA
TTTTTTTTTCTTAA









GATAGGGTCTCG
AATAAAATCTC









(SEQ ID NO: 14)
(SEQ ID NO: 128)









cg06109379 
IQSEC3
hypo
GTGGAGTCACCC
ATAAAATCACCC
ATAAAATCACC
12
F
NM_001170738;





GGCCACACTCGG
AACCACACTCAA
CGACCACACTC


NM_015232





GTGGGGCCCAGG
ATAAAACCCAAA
GAATAAAACCC








AATGGACGGGGG
AATAAACAAAAA
AAAAATAAAC








CG
CA
GAAAACG








(SEQ ID NO: 15)
(SEQ ID NO: 129)
(SEQ ID NO: 174)








cg07532159
LAMA2
hypo
ATCTCATGGTTCA
ATCTCATAATTCA
ATCTCATAATT
 6
R
NM_001079823;





CCGTTTTTTAAGC
CCATTTTTTAAAC
CACCGTTTTTT


NM_000426





CCGTCGGAAAAG
CCATCAAAAAAA
AAACCCGTCGA








CGCAGTATTCCG
CACAATATTCCA
AAAAACGCAAT








(SEQ ID NO: 16)
(SEQ ID NO: 130)
ATTCCG










(SEQ ID NO: 175)








cg08035151
LSM2
hypo
CGAGGAAACTGA
TTTTATAAACTTA

 6
R
NM_021177





GGCTTAGATCAG
AACAAATAATAT









CTATACCACTTGT
AACTAATCTAAA









TCAAGTCTACAA
CCTCAATTTCCTC









A
(SEQ ID NO: 131)









(SEQ ID NO: 17)










cg08944086
ADARB2
hypo
CGGTCCCTCCCT
ACAAACTCCTAA
ACGAACTCCTA
10
F
NM_018702





CCAGCGTCCCGCT
CTACTAAAACTA
ACTACTAAAAC








CAGCTCCAGCAG
AACAAAACACTA
TAAACGAAACG








CCAGGAGCCCGC
AAAAAATAAAAC
CTAAAAAAATA








(SEQ ID NO: 18)
CA
AAACCG









(SEQ ID NO: 132)
(SEQ ID NO: 176)








cg09268718
SCARF1
hypo
CGCCCCGCCCGCT
ACAAACACAAAT
ACGAACACAA
17
F
NM_145352;





CACAGGTCTCCGC
AAACAAAACTAC
ATAAACGAAAC


NR_028075;





GCAGCCTCGCTCA
ACAAAAACCTAT
TACGCGAAAAC


NM_003693;





CCTGTGTCCGC
AAACAAACAAAA
CTATAAACGAA


NR_028076;





(SEQ ID NO: 19)
CA
CGAAACG


NM_145350






(SEQ ID NO: 133)
(SEQ ID NO: 177)








cg09276451
VASN;
hypo
CCTCATAGGCATC
ACCTCATAAACAT

16
R
NM_138440;



CORO7

TGGGCTGTGACG
CTAAACTATAACR



NM_024535





CTTAGGATTCCTA
CTTAAAATTCCTA









AATAGTCTCTCG
AATAATCTCTC









(SEQ ID NO: 20)
(SEQ ID NO: 134)









cg12184421
CD247
hypo
CGCTTAGTGTCCT
AACAAAAATAAA

 1
F
NM_198053;





GAGCATCTGTGG
ACTATATCAACTT



NM_000734





GAAGCTGACACA
CCCACAAATACTC









GCCTCACTCCTGC
AAAACACTAAAC









(SEQ ID NO: 21)
(SEQ ID NO: 135)









cg12353636
PCDH21
hypo
TGTTACAGTTCTC
TTATTACAATTCT

10
F
NM_033100





ATTGGGAGGTTTC
CATTAAAAAATTT









TCTTTGAGCATGA
CTCTTTAAACATA









ACTTGGTAGCG
AACTTAATAAC









(SEQ ID NO: 22)
(SEQ ID NO: 136)









cg13064046
SCAMP5
hypo
CGGCTCACTGCA
AAAAATAAAACC

15
R
NM_138967





AGCTCCGCCTCGG
ACCCCCATATTTT









GAAAACATGGGG
CCCRAAACRAAA









GTGGTTCCACCTC
CTTACAATAAACC









(SEQ ID NO: 23)
(SEQ ID NO: 137)









cg13259177
RASA3
hypo
GGGGGCCCGGCT
AAAAACCCAACT
AAAAACCCGAC
13
R
NM_007368





GATGGGGACCCG
AATAAAAACCCA
TAATAAAAACC








GCTGATGGGGGG
ACTAATAAAAAA
CGACTAATAAA








CCGGGAAGACAA
CCAAAAAAACAA
AAACCGAAAA








CG
CA
AACAACG








(SEQ ID NO: 24)
(SEQ ID NO: 138)
(SEQ ID NO: 178)








cg14741114
TTTY15
hypo
CGCCGCGACCTG
AAAACAAAACTT
AAAACGAAACT
Y
R
NR_001545





CGACCCTCCAAG
AACAAAAATAAA
TAACGAAAATA








ACCCCACCCCCGC
ATCTTAAAAAATC
AAATCTTAAAA








CAAGCCCCGCCC
ACAAATCACAAC
AATCGCAAATC








C
A
GCGACG








(SEQ ID NO: 25)
(SEQ ID NO: 139)
(SEQ ID NO: 179)








cg15930811
Clorf151
hypo
CGCCATTTTATAT
TCTCRCAATTACC

 1
R
NM_001032363





ATGGGACTTGAG
AAAATACAAAAT









CATCCTGCATTTT
ACTCAAATCCCAT









GGTAACTGCGAG
ATATAAAATAAC









(SEQ ID NO: 26)
(SEQ ID NO: 140)









cg16027847
WDR27
hypo
CGGGACCTGCAG
TCACAAAAATAA
TCACGAAAATA
 6
F
NM_182552





CCTGACATGCCCG
CAAAAATAAAAC
ACAAAAATAA








AGCCCCACCCCTG
TCAAACATATCA
AACTCGAACAT








CCACTCCCGTGA
AACTACAAATCC
ATCAAACTACA








(SEQ ID NO: 27)
CA
AATCCCG









(SEQ ID NO: 141)
(SEQ ID NO: 180)








cg16627211
AP3S1
hypo
CGCTACTGCAGC
AATATCCCTTTTA

 5
R
NM_001284





ATAAATTAGCTCA
TTATCAATCAAAA









TCCTGACTGATAA
TAAACTAATTTAT









CAAAAGGGATAT
ACTACAATAAC









(SEQ ID NO: 28)
(SEQ ID NO: 142)









cg16887334
OXT
hypo
CGCACTCGGCCTG
TTAATAATATAAT
TTAATAATATA
20
F
NM_000915





ACCCACGGCGAC
TAATCACAAAAA
ATTAATCACAA








CCTCTGTGACCAA
ATCACCATAAATC
AAAATCGCCGT








TCATACTACCAA
AAACCAAATACA
AAATCAAACCG








(SEQ ID NO: 29)
(SEQ ID NO: 143)
AATACG










(SEQ ID NO: 181)








cg17293719
ZNF645
hypo
AACCCATTATCAA
TAACCCATTATCA

X
F
NM_152577





CGTCATTAGGATC
ACRTCATTAAAAT









CAAGTTTCGGCTC
CCAAATTTCRACT









ACAAGGGACCG
CACAAAAAACC









(SEQ ID NO: 30)
(SEQ ID NO: 144)









cg17568421
LOC10018
hypo
CGGCCAGTTCCTT
AAATTACATAAT

10
R
NR_024467



8947

CTGGACACCTTGT
AACTCAAAAACA









CTGTCCTTGAGCT
AACAAAATATCC









ATCATGTAATC
AAAAAAAACTAA









(SEQ ID NO: 31)
CC










(SEQ ID NO: 145)









cg17695512
OR10AG1
hypo
TCCTGTAGTAATT
TTCCTATAATAAT

11
F
NM_001005491





GGGGAAACATGC
TAAAAAAACATA









CAAATTTTCCTTT
CCAAATTTTCCTT









TGCCCTTTTGCG
TTACCCTTTTAC









(SEQ ID NO: 32)
(SEQ ID NO: 146)









cg19394169
RPTOR
hypo
CGCCGCACCTCCA
ATAACCACAAAA
ATAACCACGAA
17
F
NM_001163034;





CTTCTGCCCATGC
ATCACAAAACAA
AATCACAAAAC


NM_020761





TTGTCCTGTGACC
ACATAAACAAAA
AAACATAAACA








CTCGTGGTCAT
ATAAAAATACAA
AAAATAAAAAT








(SEQ ID NO: 33)
CA
ACGACG









(SEQ ID NO: 147)
(SEQ ID NO: 182)








cg20765408
PARP4
hypo
TCCACCTACACCA
TTCCACCTACACC

13
F
NM_006437





ATGGTTTATGGAG
AATAATTTATAAA









CAGCCAAGAGTT
ACAACCAAAAAT









TGTGAGGAGGCG
TTATAAAAAAAC









(SEQ ID NO: 34)
(SEQ ID NO: 148)









cg22559596
INPP5A
hypo
CGGGGCTGTCTCT
CTCAAATCAATCC
CTCAAATCGAT
10
R
NM_005539





CACTGGCAGGGG
ACAAAAAAATAA
CCACGAAAAA








CCACCTCTCCGTG
CCCCTACCAATAA
ATAACCCCTAC








GACCGACCTGAG
AAAACAACCCCA
CAATAAAAAAC








(SEQ ID NO: 35)
(SEQ ID NO: 149)
AACCCCG










(SEQ ID NO: 183)








cg26086288
SLC9A3
hypo
GACGCGGGGGCT
AACACAAAAACT
AACGCGAAAA
 5
F
NM_004174





GCAAGAACACGG
ACAAAAACACAA
CTACAAAAACA








GGAGACGTGTGC
AAAAACATATAC
CGAAAAAACGT








CCCTTGGGTTCCC
CCCTTAAATTCCC
ATACCCCTTAA








G
A
ATTCCCG








(SEQ ID NO: 36)
(SEQ ID NO: 150)
(SEQ ID NO: 184)








cg26993132
CDH15
hypo
CGGCTCCTGCCAC
CTCCCCCCACCAC
CTCCCCCCACC
16
F
NM_004933





CCCCGACTCCCCC
TATCTCCAAATAA
ACTATCTCCAA








ATCTGGAGACAG
AAAAATCAAAAA
ATAAAAAAATC








TGGTGGGGGGAG
TAACAAAAACCA
GAAAATAACA








(SEQ ID NO: 37)
(SEQ ID NO: 151)
AAAACCG










(SEQ ID NO: 185)








cg27554551
VASN;
hypo
GCCAGAAGTCCA
ACCAAAAATCCA
ACCAAAAATCC
16
F
NM_138440;



CORO7

CCCCAGGGCCTCT
CCCCAAAACCTCT
ACCCCAAAACC


NM_024535





GCGGCCCTGGAG
ACAACCCTAAAA
TCTACGACCCT








AGGCAGGATGGC
AAACAAAATAAC
AAAAAAACAA








G
A
AATAACG








(SEQ ID NO: 38)
(SEQ ID NO: 152)
(SEQ ID NO: 186)








cg00713642
IGBP1
hypo
TATTGCTTCTGCA
ATATTACTTCTAC

X
F
NM_001551





CCAATATAAAGTT
ACCAATATAAAA









AAAAAATTCTAA
TTAAAAAATTCTA









GACAAGCCATCG
AAACAAACCATC









(SEQ ID NO: 39)
(SEQ ID NO: 153)









cg02961385
CRTC1
hypo
AGGACGGAGCAG
AAAACAAAACAA
AAAACGAAAC
19
F
NM_015321;





CAACGTGGGCCA
CAACATAAACCA
AACAACGTAAA


NM_001098482





GGGCAGGGGTGC
AAACAAAAATAC
CCAAAACAAA








AGGAAAGCAACG
AAAAAAACAACA
AATACAAAAA








CG
CA
AACAACGCG








(SEQ ID NO: 40)
(SEQ ID NO: 154)
(SEQ ID NO: 187)








cg21765032
BRUNOL5
hypo
TCTTGAAGCATCA
CTCTTAAAACATC

19
F
NM_021938





CCCCACCTGGGG
ACCCCACCTAAA









AGGGTTTGGAGC
AAAAATTTAAAA









ATGAAGTGGGCC
CATAAAATAAAC









G
C









(SEQ ID NO: 41)
(SEQ ID NO: 155)









cg25749512
ACVRL1
hypo
TCAGTGGGCCCTT
TCAATAAACCCTT
TCAATAAACCC
12
R
NM_000020





CCTTCGGGCGGA
CCTTCAAACAAA
TTCCTTCGAAC








CCCCAGAGTCAC
CCCCAAAATCAC
GAACCCCAAAA








CGCAGAGTGGTC
CACAAAATAATC
TCACCGCAAAA








G
A
TAATCG








(SEQ ID NO: 42)
(SEQ ID NO: 156)
(SEQ ID NO: 188)








cg00295339
BANP
hypo
CGGCCCCTGCATT
TAAACTAAATAT

16
R
NM_017869;





TGGGCCTCCCCAT
ATCCCTAAAAAA



NM_079837





GCTTCTCAGGGAT
CATAAAAAAACC









ACACTCAGCTC
CAAATACAAAAA









(SEQ ID NO: 43)
CC










(SEQ ID NO: 157)









cg10818160
DMRTB1
hypo
GTAGCACTAAGC
TATAACACTAAA

 1
F
NM_033067





CTGGCATAGTGTC
CCTAACATAATAT









CTGTGCCTGTAGC
CCTATACCTATAA









CCTAGCTACTCG
CCCTAACTACTC









(SEQ ID NO: 44)
(SEQ ID NO: 158)









cg14161477
TMCO3
hypo
CGCCGCTCCGCCG
AACAAAAAACTC
AACGAAAAACT
13
F
NM_017905





TGCTGAGCCCTTG
AAATAACAACAC
CAAATAACAAC








GCGCTGTCATCTG
CAAAAACTCAAC
GCCAAAAACTC








AGTCTTCCGTC
ACAACAAAACAA
AACACGACGA








(SEQ ID NO: 45)
CA
AACGACG









(SEQ ID NO: 159)
(SEQ ID NO: 189)








cg01916429
CYP19A1
hyper
CGAAGCTCATTG
CCACAAAAATCA

15
F
NM_031226;





AAACAAAGAAAT
ATAAAATATTTCT



NM_000103





CCAGAAACATTCT
AAATTTCTTTATT









ACTGATCTTTGTG
TCAATAAACTTC









(SEQ ID NO: 46)
(SEQ ID NO: 160)









cg01933079
MAST4
hyper
AGGGTTTCACAG
AAAAATTTCACA

 5
F
NM_001164664;





GGATTTTTCTCAG
AAAATTTTTCTCA



NM_198828





GAGTGTGCCACA
AAAATATACCAC









GTGCAAGCTGAC
AATACAAACTAA









G
C









(SEQ ID NO: 47)
(SEQ ID NO: 161)









cg04224092
VASH1
hyper
AAGAGATGGCTC
AAAAAAATAACT

14
R
NM_014909





ACCTTGGGAGGT
CACCTTAAAAAA









GCCAGGCTGAAA
TACCAAACTAAA









CTAGGTCCTTTCC
ACTAAATCCTTTC









G
C









(SEQ ID NO: 48)
(SEQ ID NO: 162)









cg12440187
GNL1
hyper
CGGTGGTATGGCT
AATAAATCATAA

 6
F
NM_005275





GTAGACAACTGT
ATCTATTTCCTAA









CTCAGGAAACAG
AACAATTATCTAC









ACCCATGACCCA
AACCATACCACC









C
(SEQ ID NO: 163)









(SEQ ID NO: 49)










cg14613402
LHX8
hyper
ACCACAGGGCTTT
AACCACAAAACT

 1
F
NM_001001933





TTGCAAGCCCATG
TTTTACAAACCCA









GGAAAGACAGCC
TAAAAAAAACAA









TGAGAGACTTCG
CCTAAAAAACTTC









(SEQ ID NO: 50)
(SEQ ID NO: 164)









cg15841167
MOG
hyper
GCAGCTAAGGGA
AACAACTAAAAA

 6
F
NM_206813;





CTTACATCTGAAG
ACTTACATCTAAA



NM_001170418;





TCCCTCAAGGGA
ATCCCTCAAAAA



NM_206814;





CTTTTTATTGACG
ACTTTTTATTAAC



NM_206811;





(SEQ ID NO: 51)
(SEQ ID NO: 165)



NM_206810;










NM_206809;










NM_001170417;










NM_001008229;










NM_001008228;










NM_206812;










NM_002433





cg15971010
SLC47A1
hyper
CGGACGCCAGGA
ACCTAAAACCCC
ACCTAAAACCC
17
R
NM_018242





CTCACCCCGGCTC
CAACAAAAATAA
CCAACGAAAAT








TCCACCTCCGCTG
AAAACCAAAATA
AAAAAACCGA








GGGGTTTCAGGT
AATCCTAACATCC
AATAAATCCTA








(SEQ ID NO: 52)
A
ACGTCCG









(SEQ ID NO: 166)
(SEQ ID NO: 190)








cg17428744
UTP11L
hyper
CGGGTTGCTGTAT
TAAATCCRTACTA

 1
R
NM_016037





CTAGAAGGTATG
CTCTAACTTTAAA









TTTAAAGCTAGA
CATACCTTCTAAA









GCAGTACGGATTT
TACAACAACCC









(SEQ ID NO: 53)
(SEQ ID NO: 167)









cg25434223
ELAVL3
hyper
CGCCCCCCTAGG
CRCRATCCRTATT

19
R
NM_001420;





AGTGCACCACCC
AAAAAAAACTCC



NM_032281;





CCGGAGCCCCCCT
RAAAATAATACA



NM_001420; 





CAACACGGACCG
CTCCTAAAAAAA



NM_032281





C
C









(SEQ ID NO: 54)
(SEQ ID NO: 168)









cg07349464
PDHX
hyper
TTACCTTCTTTCT
ATTACCTTCTTTC

11
R
NM_001135024;





TTCTTTCTATTTTT
TTTCTTTCTATTTT



NM_001166158;





TTAGATGGAGCCT
TTTAAATAAAACC



NM_003477





TACTCTGTCG
TTACTCTATC









(SEQ ID NO: 55)
(SEQ ID NO: 169)





*Illumina ID indicates the ID number assigned to the sequence on Infinium HumanMethylation450 v1.2 BeadChip ™ (Illumina Inc.).


**Sequence of a probe used to determine the level of methylation in the genomic site associated with the Illumina ID.


***Sequence of a probe used to determine the level of methylation in the genomic site associated with the Illumina ID.


****F indicates forward and R indicates reverse strand sequence.













TABLE 3







Clinical Characteristics of the Study Groups. The characteristics of


the women whose samples were used in the study are


shown. Categorical data were studied with chi-square analyses. Means


and medians of continuous data were studied using parametric and non-


parametric tests as indicated. There were no significant between-group


differences with respect to any of these characteristics (p-value < 0.05


considered significant). The mean gestational age at delivery was 36.78 ±


2.19 weeks for the cases and 39.86 ± 1.15 weeks for the control group


(p < 0.0001). * Plus ± minus values are means ± SD.









Maternal Characteristic
Cases (n = 16)
Controls (n = 28)





Maternal age (Years)
  34 ± 5.25
32.29 ± 4.42


Race




White (n, %)
14 (87.50)
24 (88.89)


Asian (n, %)
 2 (12.50)
 3 (11.11)


Parity
 0.25 ± 0.45
 0.32 ± 0.48


BMI
23.75 ± 4.28
22.43 ± 3.32


Gestational age at
12.69 ± 0.71
12.47 ± 0.54


enrollment (weeks)
















TABLE 4







Relevance of the significantly altered microRNAs to PE.


Detail descriptions of 22 significant microRNAs are shown.













Cluster
Pathways [Targets related
Associated




miRNA
Members
to PE mechanisms]
disorders
Epigenetic Targets
PMID related to PE





let-7a-5p
let-7a, let-7c
PI3K/AKT, PTEN, HGF,
Reproductive
EZH2, UHRF1
21840305 (3rd trimester PE




IL-8. [CCND, IGF2,
Disorders,

plasma)




(ADAMTS1,−14, −15, −5,
Connective Tissue






−8), IGF2BP1-3, PAPPA]
Disorders, Cancer




miR-126a-3p
miR-126
PPARa/RXRa Activation,
Reproductive

23553946 (PE placenta at




Angiogenesis,
Disorders,

term, EPC from placenta),




Inflammation, Cardiac
Connective Tissue

24811064 (1st trimester pooled




Hypertrophy [IRS1,
Disorders, Cancer

samples)




ADAM9, VEGFA]





miR-128-3p
miR-128a
Epithelial Neoplasia,
Cervical Cancer,
HDAC4, HDAC5,
21309633 (PE placenta)




Mammary Neoplasm,
Glioblastoma
KMT2A, MBD1,





Angiogenesis [VEGF,
Cancer,
SIRT1





TGFBR1, WEE1,
Myelodysplastic






glucocorticoid, SERPINE1]
Syndrome with 5q-







syndrome




miR-130a-3p
miR-130b
Endometriosis, Epithelial
Severe PE, Cancer
KMT2A, MBD4
22187671 (PE plasma 37-40




neoplasia, Breast Cancer


weeks)




[COL1A1, HOXB7,







SERPINE1]





miR-140-3p
miR-140-3p
Hematological Neoplasia,
Cancer
HDAC4, HDAC5,
n/a




Cell Lymphoma, Breast

MBD1, SIRT1,





Cancer [IGFBP1, HDAC4]

SIRT3



miR-142-3p
miR-142-3p
VEGF, Apoptosis,
Reproductive

n/a




PI3K/AKT, PTEN, IL-8,
Disorders (fetal






Inflammation [BCL2L1]
neural tube defect),







Connective Tissue







Disorders, Cancer




miR-146a-5p
miR-146b
IL-6 signaling, IL-10
Cell Death and
UHRF1
n/a




signaling, PPAR signaling
Survival,






[RUNX1T1, INHBA, IL8]
Inflammatory







response,







Preeclampsia




miR-16-5p
miR-15a
TGF-β, STAT3 signaling,
Severe Late-onset
KMT2A, MBD1,
19642860 (placenta),




Angiogenesis, Inflammation
PE, Reproductive
SIRT4
22251611 (studied in plasma




[WNT3A, VEGF, IGF2]
Disorders,

12-16 weeks but no diff in PE),





Connective Tissue

23083510 (mesenchymal stem





Disorders, Cancer.

cells)


miR-17-5p
miR-17, miR-
Angiogenesis, NFAT
PE, Reproductive
HDAC4, HDAC5,
23438603 (PE placenta),



106a, miR-20a
Cardiac Hypertrophy,
Disorders,
KMT2A, SIRT7
22438230 (PE placenta)




Glioblastoma Multiforme
Connective Tissue






[VEGFA, RB1, TGFBR2,
Disorders, Cancer






ADAM9, ADAMTS5]





miR-191-5p
miR-191
IL-6 signaling,
Inflammatory

23830491 (PE placenta)




Glucocorticoid receptor
response,






signaling [IL6, HLTF,
Reproductive






CEBPB]
system disease




miR-196a-5p
miR-196b
Endothelial dysfunction,
Cell Death and

n/a




STAT3, PTEN signaling
Survival,






[IGF1, CDC25A, TGFBR3]
Cardiovascular







System







Development and







Function




miR-19b-3p
miR-19b
Hypoxia, Endothelial
Cell Death and
HDAC4, MBD4,
23438603 (PE placenta)




Dysfunction, Oxidative
Survival,
PCGF2, SIRT5





Stress [LIF, IGF1, LDLR]
Inflammatory







Disease, Preterm







Birth, PE




miR-26a-5p
miR-26a
TGF-β, NGF signaling,
Late onset PE,
DNMT3B, EZH2
23830491 (PE placenta),




Endothelial dysfunction
Premature labor,

22187671 (PE plasma 37-40




[IGF1, INHBB, SMAD4]
Cellular movement

weeks)


miR-296-5p
miR-296
Preeclampsia and Preterm
PE, Reproductive
DNMT3B,
23830491 (PE placenta),




Labor [ADAM17]
Disorders
HDAC5, EHMT1,
19285651 (PE placenta)






KMT2A, MBD4,







PCGF2, SIRT5



miR-29b-3p
miR-29a
Angiogenesis, Systemic
Late onset PE,
DNMT3A,
22716646 (PE placenta),




Inflammatory response,
Disorder of
DNMT3B,
19642860 (PE placenta)




Hypoxia [VEGFA, STAT3,
Pregnancy,
HDAC4, SIRT1





LIF]
Cardiovascular







System







Development and







Function




miR-331-5p
miR-331-5p
Apoptosis, PI3K, Leukocyte
Cell Death and

n/a




extravasation signaling
Survival,






[KRAS, LYN, CDH5]
Inflammatory







response, Cellular







Movement




miR-517a-3p
miR-517a
Hypopharyngeal Squamous
PE, IUGR.

22251611 (plasma 12-16




Cell Carcinoma, Epithelial


weeks), 24347821 (PE plasma)




Neoplasia [IGF1, IL1A]
















TABLE 5







Canonical pathways, diseases and functions associated with


hypermethylated and hypomethylated genes. IPA was carried out to analyze the


involvement of methylated genes in several canonical pathways and disease and function.


Pathways and the disease functions associated with the methylated genes are directly or


indirectly related to PE.








HYPERMETHYLATED GENES
HYPOMETHYLATED GENES





Top Canonical Pathways
Top Canonical Pathways


FXR/RXR Activation
Guanine and Guanosine Salvage I


Bupropion Degradation
Adenine and Adenosine Salvage III


Acetone Degradation I (to Methylglyoxal)
OX40 Signaling Pathway


Estrogen Biosynthesis
Sphingomyelin Metabolism


Nicotine Degradation III
TREM1 Signaling


Associated network Diseases and
Associated network Diseases and


Functions
Functions


Immunological Disease, Inflammatory
Tissue Development, Cardiovascular


Disease, Inflammatory Response
System Development and Function,



Organismal Development


Lipid Metabolism, Small Molecule
Cancer, Cellular Development, Cellular


Biochemistry, Vitamin and Mineral
Growth and Proliferation


Metabolism



Gene Expression, Cellular Development,
Cell-To-Cell Signaling and Interaction,


Endocrine System Development and
Cellular Function and Maintenance,


Function
Cellular Development



Cell Signaling, Molecular Transport,



Vitamin and Mineral Metabolism



Cellular Development, Tissue



Development, Cellular Growth and



Proliferation









REFERENCES



  • 1. Eads C, Laird P. Combined bisulfite restriction analysis (COBRA). Methods Mol Biol. 2002; 200:71-85.

  • 2. Xiong Z, Laird P. COBRA: a sensitive and quantitative DNA methylation assay. Nucleic Acids Res. 1997; 25:2532-4.

  • 3. Paul C, Clark S. Cytosine methylation: quantitation by automated genomic sequencing and GENESCAN analysis. Biotechniques. 1996; 21:126-33.

  • 4. Warnecke P, Stirzaker C, Song J, Grunau C, Melki J, Clark S. Identification and resolution of artifacts in bisulfite sequencing. Methods. 2002; 27:101-7.

  • 5. Tost J, Gut I. Analysis of gene-specific DNA methylation patterns by pyrosequencing technology. Methods Mol Biol. 2007; 373:89-102.

  • 6. Ehrich M, Nelson M, Stanssens P, Zabeau M, Liloglou T, Xinarianos G, et al. Quantitative high-throughput analysis of DNA methylation patterns by base-specific cleavage and mass spectrometry. Proc Natl Acad Sci USA. 2005; 102:15785-90.

  • 7. Harvey D J, Proteomic analysis of glycosylation: structural determination of N- and O-linked glycans by mass spectrometry. Expert Review of Proteomics 2005, 2(1):87-101.

  • 8. Su, X., et al. Liquid chromatography mass spectrometry profiling of histones. Journal of Chromatography. B, Analytical technologies in the biomedical and life sciences 2007; 850, 440-454.

  • 9. Wang S, Aurora A B, Johnson B A, Qi X, McAnally J, Hill J A, Richardson J A, Bassel-Duby R, Olson E N. The endothelial-specific microRNA miR-126 governs vascular integrity and angiogenesis. Dev Cell. 2008; 15:261-271.

  • 10. Hong, F., Li, Y., and Xu, Y. (2014) Decreased placental miR-126 expression and vascular endothelial growth factor levels in patients with pre-eclampsia. J. Int. Med. Res. 42, 1243-1251.


Claims
  • 1. A method of predicting the development of preeclampsia (PE) in a subject, the method comprising: (a) determining the levels of one or more biomarkers from each of the following four biomarker types: miRNAs, wherein the miRNA is miR-7a, miR-7c, miR-93, mir-106a, mir-126, miR-128a, miR-130b, miR-140-3p, miR-142-3p, miR-146b, miR-15a-5p, miR-17, miR-191, miR-196, miR-19b-1, miR-20a, miR-331-5p, miR-886-5p, miR-26a, miR-29a, miR-517a and miR-296; post-translational modification of H4 histone protein; an amount of HDAC5 mRNA and/or protein; and methylation of CYP19A1 in: i) a test sample obtained from the subject in the first trimester of pregnancy, andii) optionally a control sample;(b) optionally obtaining one or more reference values corresponding to levels of one or more biomarkers,wherein the presence of four or more biomarkers:at different levels in the test sample as compared to the control sample, orrelative to the reference values indicates high risk of development of PE in the subject;(c) identifying the subject as having high risk of developing PE based on the levels of the four or more biomarkers in the test sample; and(d) administering a therapy to the subject to treat and/or manage PE to the subject identified as having a high risk of developing PE.
  • 2. The method of claim 1, wherein the subject is identified as having high risk of the development of PE if all of the analyzed biomarkers are significantly different between the test sample and the control sample.
  • 3. The method of claim 1, wherein the subject is identified as having high risk of the development of PE if a pre-determined number of biomarkers out of the analyzed biomarkers are significantly different between the test sample and the control sample.
  • 4. The method of claim 1, wherein the subject is identified as having high risk of the development of PE if the four or more biomarkers as a combination are significantly different between the test sample and the control sample.
  • 5. The method of claim 1, wherein the four or more biomarkers comprise miR-17, post-translational modification of H4 histone protein, amount of HDAC5 mRNA and/or protein and methylation of CYP19A1, and the subject is identified as having a high risk of the development of PE if the subject has increased miR-17, hyperacetylated H4 histone protein, hypermethylated CYP19A1, and decreased HDAC5 mRNA and/or protein levels.
  • 6. The method of claim 1, wherein the four or more biomarkers comprise miR-17, post-translational modification of H4 histone protein, methylation of CYP19A1, and the amount of HDAC5 mRNA and/or protein.
  • 7. The method of claim 1, wherein the therapy administered to the subject to manage PE is selected from: i) administering medications to lower blood pressure,ii) administering corticosteroids,iii) administering anticonvulsant medications,iv) bed rest for the subject,v) performing regular non-stress tests or biophysical profiles to monitor the fetus' well-being and measure the volume of amniotic fluid,vi) administering low-dose aspirin,vii) administering calcium supplements, and/orviii) inducing delivery before natural labor is initiated.
CROSS-REFERENCE TO RELATED APPLICATIONS

This application is the U.S. national stage application of International Patent Application No. PCT/US2017/027593, filed Apr. 14, 2017, which claims the benefit of U.S. Provisional Application Ser. No. 62/322,422, filed Apr. 14, 2016, the disclosures of which are hereby incorporated by reference in their entirety, including all figures, tables and amino acid or nucleic acid sequences. The Sequence Listing for this application is labeled “Seq-List.txt” which was created on Apr. 14, 2017 and is 32 KB. The entire content of the sequence listing is incorporated herein by reference in its entirety.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2017/027593 4/14/2017 WO 00
Publishing Document Publishing Date Country Kind
WO2017/180984 10/19/2017 WO A
US Referenced Citations (7)
Number Name Date Kind
20070238124 Chibout Oct 2007 A1
20100016173 Nagalla Jan 2010 A1
20130245135 Winger et al. Sep 2013 A1
20130287772 Halbert et al. Oct 2013 A1
20140162888 Kuslich Jun 2014 A1
20150293115 Buhimschi et al. Oct 2015 A1
20160061824 Hahn et al. Mar 2016 A1
Foreign Referenced Citations (4)
Number Date Country
WO 9919502 Apr 1999 WO
WO 03016497 Feb 2003 WO
WO 2014143977 Sep 2014 WO
WO 2015002845 Jan 2015 WO
Non-Patent Literature Citations (6)
Entry
“Pre-eclampsia”, Wikipedia.com, accessed Sep. 26, 2020, pp. 1-10. (Year: 2020).
Kumar, P. et al. “The c-Myc-Regulated MicroRNA-17˜92 (miR-17˜92) and miR-106a˜363 Clusters Target hCYP19A1 and hGCM1 To Inhibit Human Trophoblast Differentiation” Molecular and Cellular Biology, May 2013, pp. 1782-1796, vol. 33, No. 9.
Wang, W. et al. “Preeclampsia Up-Regulates Angiogenesis-Associated MicroRNA (i.e., miR-17, -20a, and -20b) That Target Ephrin-B2 and EPHB4 in Human Placenta” Journal of Clinical Endocrinology & Metabolism, Jun. 2012, pp. E1051-E1059, vol. 97, No. 6.
Written Opinion in International Application No. PCT/US2017/027593, dated Jul. 26, 2017, pp. 1-11.
Hong, F. et al. “Decreased placental miR-I26 expression and vascular endothelial growth factor levels in patients with pre-eclampsia” Journal of International Medical Research, 2014, pp. 1243-1251, vol. 42, No. 6.
Wang, S. et al. “An Endothelial-specific microRNA Governs Vascular Integrity and Angiogenesis” Developmental Cell, Aug. 2008, pp. 1-25, vol. 15, No. 2.
Related Publications (1)
Number Date Country
20190055605 A1 Feb 2019 US
Provisional Applications (1)
Number Date Country
62322422 Apr 2016 US