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De Borre M, Che H, Yu Q, Lannoo L, De Ridder K, Vancoillie L, Dreesen P, Van Den Ackerveken M, Aerden M, Galle E, Breckpot J, Van Keirsbilck J, Gyselaers W, Devriendt K, Vermeesch JR, Van Calsteren K, Thienpont B. Cell-free DNA methylome analysis for early preeclampsia prediction. Nat Med 2023; 29:2206-2215. [PMID: 37640858 DOI: 10.1038/s41591-023-02510-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 07/22/2023] [Indexed: 08/31/2023]
Abstract
Preeclampsia (PE) is a leading cause for peripartal morbidity, especially if developing early in gestation. To enable prophylaxis in the prevention of PE, pregnancies at risk of PE must be identified early-in the first trimester. To identify at-risk pregnancies we profiled methylomes of plasma-derived, cell-free DNA from 498 pregnant women, of whom about one-third developed early-onset PE. We detected DNA methylation differences between control and PE pregnancies that enabled risk stratification at PE diagnosis but also presymptomatically, at around 12 weeks of gestation (range 9-14 weeks). The first-trimester risk prediction model was validated in an external cohort collected from two centers (area under the curve (AUC) = 0.75) and integrated with routinely available maternal risk factors (AUC = 0.85). The combined risk score correctly predicted 72% of patients with early-onset PE at 80% specificity. These preliminary results suggest that cell-free DNA methylation profiling is a promising tool for presymptomatic PE risk assessment, and has the potential to improve treatment and follow-up in the obstetric clinic.
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Affiliation(s)
- Marie De Borre
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
- Center for Human Genetics, University Hospitals Leuven, University of Leuven, Leuven, Belgium
| | - Huiwen Che
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Qian Yu
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Lore Lannoo
- Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium
| | - Kobe De Ridder
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Leen Vancoillie
- Center for Human Genetics, University Hospitals Leuven, University of Leuven, Leuven, Belgium
| | - Pauline Dreesen
- Faculty of Medicine and Life Science, Hasselt University, Hasselt, Belgium
| | - Mika Van Den Ackerveken
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Mio Aerden
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
- Center for Human Genetics, University Hospitals Leuven, University of Leuven, Leuven, Belgium
| | - Eva Galle
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Jeroen Breckpot
- Center for Human Genetics, University Hospitals Leuven, University of Leuven, Leuven, Belgium
| | | | | | - Koen Devriendt
- Center for Human Genetics, University Hospitals Leuven, University of Leuven, Leuven, Belgium
| | - Joris Robert Vermeesch
- Center for Human Genetics, University Hospitals Leuven, University of Leuven, Leuven, Belgium
| | - Kristel Van Calsteren
- Department of Obstetrics and Gynaecology, University Hospitals Leuven, Leuven, Belgium
| | - Bernard Thienpont
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven, Belgium.
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D'Anna F, Van Dyck L, Xiong J, Zhao H, Berrens RV, Qian J, Bieniasz-Krzywiec P, Chandra V, Schoonjans L, Matthews J, De Smedt J, Minnoye L, Amorim R, Khorasanizadeh S, Yu Q, Zhao L, De Borre M, Savvides SN, Simon MC, Carmeliet P, Reik W, Rastinejad F, Mazzone M, Thienpont B, Lambrechts D. DNA methylation repels binding of hypoxia-inducible transcription factors to maintain tumor immunotolerance. Genome Biol 2020; 21:182. [PMID: 32718321 PMCID: PMC7384226 DOI: 10.1186/s13059-020-02087-z] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 06/29/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Hypoxia is pervasive in cancer and other diseases. Cells sense and adapt to hypoxia by activating hypoxia-inducible transcription factors (HIFs), but it is still an outstanding question why cell types differ in their transcriptional response to hypoxia. RESULTS We report that HIFs fail to bind CpG dinucleotides that are methylated in their consensus binding sequence, both in in vitro biochemical binding assays and in vivo studies of differentially methylated isogenic cell lines. Based on in silico structural modeling, we show that 5-methylcytosine indeed causes steric hindrance in the HIF binding pocket. A model wherein cell-type-specific methylation landscapes, as laid down by the differential expression and binding of other transcription factors under normoxia, control cell-type-specific hypoxia responses is observed. We also discover ectopic HIF binding sites in repeat regions which are normally methylated. Genetic and pharmacological DNA demethylation, but also cancer-associated DNA hypomethylation, expose these binding sites, inducing HIF-dependent expression of cryptic transcripts. In line with such cryptic transcripts being more prone to cause double-stranded RNA and viral mimicry, we observe low DNA methylation and high cryptic transcript expression in tumors with high immune checkpoint expression, but not in tumors with low immune checkpoint expression, where they would compromise tumor immunotolerance. In a low-immunogenic tumor model, DNA demethylation upregulates cryptic transcript expression in a HIF-dependent manner, causing immune activation and reducing tumor growth. CONCLUSIONS Our data elucidate the mechanism underlying cell-type-specific responses to hypoxia and suggest DNA methylation and hypoxia to underlie tumor immunotolerance.
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Affiliation(s)
- Flora D'Anna
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Laurien Van Dyck
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Jieyi Xiong
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Hui Zhao
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Rebecca V Berrens
- Epigenetics Programme, Babraham Institute, Cambridge, CB22 3AT, UK
- The Old Schools, University of Cambridge, Trinity Lane Cambridge, CB2 1TN, UK
| | - Junbin Qian
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Pawel Bieniasz-Krzywiec
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Tumor Inflammation and Angiogenesis, Department of Oncology, KU Leuven, 3000, Leuven, Belgium
| | - Vikas Chandra
- Target Discovery Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Luc Schoonjans
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- State Key Laboratory of Ophthalmology, Zhongsan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China
- Laboratory of Angiogenesis and Vascular Metabolism, Department of Oncology, Leuven Cancer Institute, KU Leuven, 3000, Leuven, Belgium
| | - Jason Matthews
- Institute of Basic Medical Sciences, University of Oslo, 0372, Oslo, Norway
| | - Julie De Smedt
- Laboratory of Dermatology, Department of Oncology, KU Leuven, 3000, Leuven, Belgium
| | - Liesbeth Minnoye
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Ricardo Amorim
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Tumor Inflammation and Angiogenesis, Department of Oncology, KU Leuven, 3000, Leuven, Belgium
| | - Sepideh Khorasanizadeh
- Target Discovery Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Qian Yu
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Liyun Zhao
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Marie De Borre
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium
| | - Savvas N Savvides
- Unit for Structural Biology, Department of Biochemistry and Microbiology, Ghent University, 9052, Ghent, Belgium
- VIB Center for Inflammation Research, 9052, Ghent, Belgium
| | - M Celeste Simon
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Peter Carmeliet
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- State Key Laboratory of Ophthalmology, Zhongsan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China
- Laboratory of Angiogenesis and Vascular Metabolism, Department of Oncology, Leuven Cancer Institute, KU Leuven, 3000, Leuven, Belgium
| | - Wolf Reik
- Epigenetics Programme, Babraham Institute, Cambridge, CB22 3AT, UK
- Centre for Trophoblast Research, University of Cambridge, Cambridge, CB2 3EG, UK
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, CB2 3EG, UK
| | - Fraydoon Rastinejad
- Target Discovery Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Clinical and Experimental Endocrinology, Department of Chronic Diseases, Metabolism and Ageing, KU Leuven, 3000, Leuven, Belgium
| | - Massimiliano Mazzone
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium
- Laboratory of Tumor Inflammation and Angiogenesis, Department of Oncology, KU Leuven, 3000, Leuven, Belgium
| | - Bernard Thienpont
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium.
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium.
- Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium.
| | - Diether Lambrechts
- Center for Cancer Biology, VIB, 3000, Leuven, Belgium.
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000, Leuven, Belgium.
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