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      Integrated Systems Biology Approach Identifies Novel Maternal and Placental Pathways of Preeclampsia

      research-article
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      Frontiers in Immunology
      Frontiers Media S.A.
      inflammation, ischemia, liquid biopsy, omics, placenta, pregnancy, systems biology, trophoblast invasion

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          Abstract

          Preeclampsia is a disease of the mother, fetus, and placenta, and the gaps in our understanding of the complex interactions among their respective disease pathways preclude successful treatment and prevention. The placenta has a key role in the pathogenesis of the terminal pathway characterized by exaggerated maternal systemic inflammation, generalized endothelial damage, hypertension, and proteinuria. This sine qua non of preeclampsia may be triggered by distinct underlying mechanisms that occur at early stages of pregnancy and induce different phenotypes. To gain insights into these molecular pathways, we employed a systems biology approach and integrated different “omics,” clinical, placental, and functional data from patients with distinct phenotypes of preeclampsia. First trimester maternal blood proteomics uncovered an altered abundance of proteins of the renin-angiotensin and immune systems, complement, and coagulation cascades in patients with term or preterm preeclampsia. Moreover, first trimester maternal blood from preterm preeclamptic patients in vitro dysregulated trophoblastic gene expression. Placental transcriptomics of women with preterm preeclampsia identified distinct gene modules associated with maternal or fetal disease. Placental “virtual” liquid biopsy showed that the dysregulation of these disease gene modules originates during the first trimester. In vitro experiments on hub transcription factors of these gene modules demonstrated that DNA hypermethylation in the regulatory region of ZNF554 leads to gene down-regulation and impaired trophoblast invasion, while BCL6 and ARNT2 up-regulation sensitizes the trophoblast to ischemia, hallmarks of preterm preeclampsia. In summary, our data suggest that there are distinct maternal and placental disease pathways, and their interaction influences the clinical presentation of preeclampsia. The activation of maternal disease pathways can be detected in all phenotypes of preeclampsia earlier and upstream of placental dysfunction, not only downstream as described before, and distinct placental disease pathways are superimposed on these maternal pathways. This is a paradigm shift, which, in agreement with epidemiological studies, warrants for the central pathologic role of preexisting maternal diseases or perturbed maternal–fetal–placental immune interactions in preeclampsia. The description of these novel pathways in the “molecular phase” of preeclampsia and the identification of their hub molecules may enable timely molecular characterization of patients with distinct preeclampsia phenotypes.

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          Circulating angiogenic factors and the risk of preeclampsia.

          The cause of preeclampsia remains unclear. Limited data suggest that excess circulating soluble fms-like tyrosine kinase 1 (sFlt-1), which binds placental growth factor (PlGF) and vascular endothelial growth factor (VEGF), may have a pathogenic role. We performed a nested case-control study within the Calcium for Preeclampsia Prevention trial, which involved healthy nulliparous women. Each woman with preeclampsia was matched to one normotensive control. A total of 120 pairs of women were randomly chosen. Serum concentrations of angiogenic factors (total sFlt-1, free PlGF, and free VEGF) were measured throughout pregnancy; there were a total of 655 serum specimens. The data were analyzed cross-sectionally within intervals of gestational age and according to the time before the onset of preeclampsia. During the last two months of pregnancy in the normotensive controls, the level of sFlt-1 increased and the level of PlGF decreased. These changes occurred earlier and were more pronounced in the women in whom preeclampsia later developed. The sFlt-1 level increased beginning approximately five weeks before the onset of preeclampsia. At the onset of clinical disease, the mean serum level in the women with preeclampsia was 4382 pg per milliliter, as compared with 1643 pg per milliliter in controls with fetuses of similar gestational age (P<0.001). The PlGF levels were significantly lower in the women who later had preeclampsia than in the controls beginning at 13 to 16 weeks of gestation (mean, 90 pg per milliliter vs. 142 pg per milliliter, P=0.01), with the greatest difference occurring during the weeks before the onset of preeclampsia, coincident with the increase in the sFlt-1 level. Alterations in the levels of sFlt-1 and free PlGF were greater in women with an earlier onset of preeclampsia and in women in whom preeclampsia was associated with a small-for-gestational-age infant. Increased levels of sFlt-1 and reduced levels of PlGF predict the subsequent development of preeclampsia. Copyright 2004 Massachusetts Medical Society
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            Hierarchical organization of modularity in metabolic networks

            Spatially or chemically isolated functional modules composed of several cellular components and carrying discrete functions are considered fundamental building blocks of cellular organization, but their presence in highly integrated biochemical networks lacks quantitative support. Here we show that the metabolic networks of 43 distinct organisms are organized into many small, highly connected topologic modules that combine in a hierarchical manner into larger, less cohesive units, their number and degree of clustering following a power law. Within Escherichia coli the uncovered hierarchical modularity closely overlaps with known metabolic functions. The identified network architecture may be generic to system-level cellular organization.
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              Soluble endoglin and other circulating antiangiogenic factors in preeclampsia.

              Alterations in circulating soluble fms-like tyrosine kinase 1 (sFlt1), an antiangiogenic protein, and placental growth factor (PlGF), a proangiogenic protein, appear to be involved in the pathogenesis of preeclampsia. Since soluble endoglin, another antiangiogenic protein, acts together with sFlt1 to induce a severe preeclampsia-like syndrome in pregnant rats, we examined whether it is associated with preeclampsia in women. We performed a nested case-control study of healthy nulliparous women within the Calcium for Preeclampsia Prevention trial. The study included all 72 women who had preterm preeclampsia ( or =37 weeks), 120 women with gestational hypertension, 120 normotensive women who delivered infants who were small for gestational age, and 120 normotensive controls who delivered infants who were not small for gestational age. Circulating soluble endoglin levels increased markedly beginning 2 to 3 months before the onset of preeclampsia. After the onset of clinical disease, the mean serum level in women with preterm preeclampsia was 46.4 ng per milliliter, as compared with 9.8 ng per milliliter in controls (P<0.001). The mean serum level in women with preeclampsia at term was 31.0 ng per milliliter, as compared with 13.3 ng per milliliter in controls (P<0.001). Beginning at 17 weeks through 20 weeks of gestation, soluble endoglin levels were significantly higher in women in whom preterm preeclampsia later developed than in controls (10.2 ng per milliliter vs. 5.8 ng per milliliter, P<0.001), and at 25 through 28 weeks of gestation, the levels were significantly higher in women in whom term preeclampsia developed than in controls (8.5 ng per milliliter vs. 5.9 ng per milliliter, P<0.001). An increased level of soluble endoglin was usually accompanied by an increased ratio of sFlt1:PlGF. The risk of preeclampsia was greatest among women in the highest quartile of the control distributions for both biomarkers but not for either biomarker alone. Rising circulating levels of soluble endoglin and ratios of sFlt1:PlGF herald the onset of preeclampsia. Copyright 2006 Massachusetts Medical Society.
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                Author and article information

                Contributors
                Journal
                Front Immunol
                Front Immunol
                Front. Immunol.
                Frontiers in Immunology
                Frontiers Media S.A.
                1664-3224
                08 August 2018
                2018
                : 9
                : 1661
                Affiliations
                [1] 1Perinatology Research Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, United States Department of Health and Human Services , Bethesda, MD, United States
                [2] 2Perinatology Research Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, United States Department of Health and Human Services , Detroit, MI, United States
                [3] 3Department of Obstetrics and Gynecology, Wayne State University School of Medicine , Detroit, MI, United States
                [4] 4Systems Biology of Reproduction Lendulet Research Group, Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences , Budapest, Hungary
                [5] 5Maternity Private Department, Kutvolgyi Clinical Block, Semmelweis University , Budapest, Hungary
                [6] 6First Department of Pathology and Experimental Cancer Research, Semmelweis University , Budapest, Hungary
                [7] 7Department of Obstetrics and Gynecology, University of Michigan , Ann Arbor, MI, United States
                [8] 8Department of Epidemiology and Biostatistics, Michigan State University , East Lansing, MI, United States
                [9] 9Center for Molecular Medicine and Genetics, Wayne State University , Detroit, MI, United States
                [10] 10Department of Computer Science, College of Engineering, Wayne State University , Detroit, MI, United States
                [11] 11Laboratory of Proteomics, Department of Physiology and Neurobiology, ELTE Eotvos Lorand University , Budapest, Hungary
                [12] 12Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard University , Boston, MA, United States
                [13] 13Zymo Research Corporation , Irvine, CA, United States
                [14] 14Department of Obstetrics and Gynaecology, University of Debrecen , Debrecen, Hungary
                [15] 15Institute of Biochemistry, Biological Research Centre, Hungarian Academy of Sciences , Szeged, Hungary
                [16] 16Department of Genetics, Cell and Immunobiology, Semmelweis University , Budapest, Hungary
                [17] 17Department of Morphology and Physiology, Semmelweis University , Budapest, Hungary
                [18] 18TeleMarpe Ltd , Tel Aviv, Israel
                [19] 19Department of Clinical and Translational Science, Wayne State University , Detroit, MI, United States
                [20] 20Department of Physiology, Wayne State University School of Medicine , Detroit, MI, United States
                [21] 21Department of Obstetrics and Gynecology, Medical University of Vienna , Vienna, Austria
                [22] 22Department of Obstetrics and Gynecology, Soroka University Medical Center School of Medicine, Faculty of Health Sciences, Ben-Gurion University of the Negev , Beer Sheva, Israel
                [23] 23Centre for Trophoblast Research, Department of Physiology, Development and Neuroscience, University of Cambridge , Cambridge, United Kingdom
                [24] 24Department of Pathology, Wayne State University School of Medicine , Detroit, MI, United States
                [25] 25Department of Pathology, Asan Medical Center, University of Ulsan , Seoul, South Korea
                Author notes

                Edited by: Herman Waldmann, University of Oxford, United Kingdom

                Reviewed by: Phillip E. Melton, Curtin University, Australia; Angelo A. Manfredi, Università Vita-Salute San Raffaele, Italy

                *Correspondence: Nandor Gabor Than, than.gabor@ 123456ttk.mta.hu ; Roberto Romero, prbchiefstaff@ 123456med.wayne.edu ; Zoltan Papp, pzorvosihetilap@ 123456maternity.hu

                Specialty section: This article was submitted to Immunological Tolerance and Regulation, a section of the journal Frontiers in Immunology

                Article
                10.3389/fimmu.2018.01661
                6092567
                30135684
                d4f3b909-82ae-4b75-a42a-34fdac6ee472
                Copyright © 2018 Than, Romero, Tarca, Kekesi, Xu, Xu, Juhasz, Bhatti, Leavitt, Gelencser, Palhalmi, Chung, Gyorffy, Orosz, Demeter, Szecsi, Hunyadi-Gulyas, Darula, Simor, Eder, Szabo, Topping, El-Azzamy, LaJeunesse, Balogh, Szalai, Land, Torok, Dong, Kovalszky, Falus, Meiri, Draghici, Hassan, Chaiworapongsa, Krispin, Knöfler, Erez, Burton, Kim, Juhasz and Papp.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 28 February 2018
                : 04 July 2018
                Page count
                Figures: 12, Tables: 5, Equations: 0, References: 346, Pages: 41, Words: 32713
                Funding
                Funded by: Eunice Kennedy Shriver National Institute of Child Health and Human Development 10.13039/100009633
                Award ID: HHSN275201300006C
                Funded by: Sixth Framework Programme 10.13039/100011103
                Award ID: 037244
                Funded by: Magyar Tudományos Akadémia 10.13039/501100003825
                Award ID: LP2014-7/2014
                Funded by: Országos Tudományos Kutatási Alapprogramok 10.13039/501100003549
                Award ID: K124862
                Categories
                Immunology
                Original Research

                Immunology
                inflammation,ischemia,liquid biopsy,omics,placenta,pregnancy,systems biology,trophoblast invasion
                Immunology
                inflammation, ischemia, liquid biopsy, omics, placenta, pregnancy, systems biology, trophoblast invasion

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