Single-cell analysis reveals transcriptomic and epigenomic impacts on the maternal–fetal interface following SARS-CoV-2 infection
Open accessAbstract
During pregnancy the maternal–fetal interface plays vital roles in fetal development. Its disruption is frequently found in pregnancy complications. Recent studies show increased incidences of adverse pregnancy outcomes in patients with COVID-19; however, the mechanism remains unclear. Here we analysed the molecular impacts of SARS-CoV-2 infection on the maternal–fetal interface. Generating bulk and single-nucleus transcriptomic and epigenomic profiles from patients with COVID-19 and control samples, we discovered aberrant immune activation and angiogenesis patterns in distinct cells from patients. Surprisingly, retrotransposons were also dysregulated in specific cell types. Notably, reduced enhancer activities of LTR8B elements were functionally linked to the downregulation of pregnancy-specific glycoprotein genes in syncytiotrophoblasts. Our findings revealed that SARS-CoV-2 infection induced substantial changes to the epigenome and transcriptome at the maternal–fetal interface, which may be associated with pregnancy complications.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
LTR2B, LTR8B, and LTR10A are among over-represented LTR subfamilies in activated RT-typical enhancers and regulate genes critical in placental development.
“These included LTR2B, LTR8B, and LTR10A, which regulate genes critical in placental development (Supplementary Fig. 8g and Supplementary Data 7)78,79.”
From Multi-omic analysis of hepatocellular carcinoma reveals aberrant cis-regulatory changes and dysregulated retrotransposons with prognostic potential (2025) · cites this paper as [78]
The Results section, “LTR8B elements function as enhancers in placental cells” (page unavailable), reports that a subset of LTR8B elements act as enhancers regulating placental genes. The passages do not establish that LTR2B or LTR10A regulate such genes, or that all three subfamilies are over-represented in activated RT-typical enhancers. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 76 · Cited by 31
Research works printed but not linked: 71
- [1]Narang K SARS-CoV-2 infection and COVID-19 during pregnancy: a multidisciplinary review Mayo Clin. Proc. 2020 95 1750 1765 10.1016/j.mayocp.2020.05.011 32753148 PMC7260486 · DOI
- [2]Villar J Maternal and neonatal morbidity and mortality among pregnant women with and without COVID-19 infection: the INTERCOVID multinational cohort study JAMA Pediatr. 2021 175 817 826 10.1001/jamapediatrics.2021.1050 33885740 PMC8063132 · DOI
- [3]Singh M Bansal V Feschotte C A single-cell RNA expression map of human coronavirus entry factors Cell Rep. 2020 32 108175 10.1016/j.celrep.2020.108175 32946807 PMC7470764 · DOI
- [5]Jamieson DJ Rasmussen SA An update on COVID-19 and pregnancy Am. J. Obstet. Gynecol. 2022 226 177 186 10.1016/j.ajog.2021.08.054 34534497 PMC8438995 · DOI
- [6]Mor G Aldo P Alvero AB The unique immunological and microbial aspects of pregnancy Nat. Rev. Immunol. 2017 17 469 482 10.1038/nri.2017.64 28627518 · DOI · Paper page
- [7]Ander SE Diamond MS Coyne CB Immune responses at the maternal–fetal interface Sci. Immunol. 2019 4 eaat6114 10.1126/sciimmunol.aat6114 30635356 PMC6744611 · DOI
- [8]Sasaki Y Proportion of peripheral blood and decidual CD4+ CD25bright regulatory T cells in pre-eclampsia Clin. Exp. Immunol. 2007 149 139 145 10.1111/j.1365-2249.2007.03397.x 17459078 PMC1942015 · DOI
- [9]Hanna J Decidual NK cells regulate key developmental processes at the human fetal-maternal interface Nat. Med. 2006 12 1065 1074 10.1038/nm1452 16892062 · DOI
- [10]Rebollo R Romanish MT Mager DL Transposable elements: an abundant and natural source of regulatory sequences for host genes Annu. Rev. Genet. 2012 46 21 42 10.1146/annurev-genet-110711-155621 22905872 · DOI
- [11]Mi S Syncytin is a captive retroviral envelope protein involved in human placental morphogenesis Nature 2000 403 785 789 10.1038/35001608 10693809 · DOI
- [12]Blaise S de Parseval N Bénit L Heidmann T Genomewide screening for fusogenic human endogenous retrovirus envelopes identifies syncytin 2, a gene conserved on primate evolution Proc. Natl Acad. Sci. USA 2003 100 13013 13018 10.1073/pnas.2132646100 14557543 PMC240736 · DOI
- [13]Blond JL An envelope glycoprotein of the human endogenous retrovirus HERV-W is expressed in the human placenta and fuses cells expressing the type D mammalian retrovirus receptor J. Virol. 2000 74 3321 3329 10.1128/JVI.74.7.3321-3329.2000 10708449 PMC111833 · DOI
- [14]Chuong EB Rumi MA Soares MJ Baker JC Endogenous retroviruses function as species-specific enhancer elements in the placenta Nat. Genet. 2013 45 325 329 10.1038/ng.2553 23396136 PMC3789077 · DOI · Paper page
- [15]Dunn-Fletcher CE Anthropoid primate-specific retroviral element THE1B controls expression of CRH in placenta and alters gestation length PLoS Biol. 2018 16 e2006337 10.1371/journal.pbio.2006337 30231016 PMC6166974 · DOI
- [16]Sun MA Endogenous retroviruses drive lineage-specific regulatory evolution across primate and rodent placentae Mol. Biol. Evol. 2021 38 4992 5004 10.1093/molbev/msab223 34320657 PMC8557419 · DOI
- [17]Yin Y Liu XZ He X Zhou LQ Exogenous coronavirus interacts with endogenous retrotransposon in human cells Front. Cell. Infect. Microbiol. 2021 11 609160 10.3389/fcimb.2021.609160 33732659 PMC7959850 · DOI
- [18]Lu-Culligan A Maternal respiratory SARS-CoV-2 infection in pregnancy is associated with a robust inflammatory response at the maternal–fetal interface Med 2021 2 591 610 10.1016/j.medj.2021.04.016 33969332 PMC8084634 · DOI
- [19]Garcia-Flores V Maternal–fetal immune responses in pregnant women infected with SARS-CoV-2 Nat. Commun. 2022 13 320 10.1038/s41467-021-27745-z 35042863 PMC8766450 · DOI
- [20]Sureshchandra S Single-cell RNA sequencing reveals immunological rewiring at the maternal–fetal interface following asymptomatic/mild SARS-CoV-2 infection Cell Rep. 2022 39 110938 10.1016/j.celrep.2022.110938 35662411 PMC9130636 · DOI
- [21]Wu F A new coronavirus associated with human respiratory disease in China Nature 2020 579 265 269 10.1038/s41586-020-2008-3 32015508 PMC7094943 · DOI · Paper page
- [22]Inoue A Jiang L Lu F Suzuki T Zhang Y Maternal H3K27me3 controls DNA methylation-independent imprinting Nature 2017 547 419 424 10.1038/nature23262 28723896 PMC9674007 · DOI
- [23]Zazhytska M Non-cell-autonomous disruption of nuclear architecture as a potential cause of COVID-19-induced anosmia Cell 2022 185 1052 1064 10.1016/j.cell.2022.01.024 35180380 PMC8808699 · DOI
- [24]Yıldırım-Buharalıoğlu G Bond M Sala-Newby GB Hindmarch CCT Newby AC Regulation of epigenetic modifiers, including KDM6B, by interferon-γ and interleukin-4 in human macrophages Front. Immunol. 2017 8 92 10.3389/fimmu.2017.00092 28228757 PMC5296311 · DOI
- [25]Blanco-Melo D Imbalanced host response to SARS-CoV-2 drives development of COVID-19 Cell 2020 181 1036 1045 10.1016/j.cell.2020.04.026 32416070 PMC7227586 · DOI · Paper page
- [26]Gupta RK Blood transcriptional biomarkers of acute viral infection for detection of pre-symptomatic SARS-CoV-2 infection: a nested, case-control diagnostic accuracy study Lancet Microbe 2021 2 e508 e517 10.1016/S2666-5247(21)00146-4 34250515 PMC8260104 · DOI
- [27]Efremova M Vento-Tormo M Teichmann SA Vento-Tormo R CellPhoneDB: inferring cell–cell communication from combined expression of multi-subunit ligand-receptor complexes Nat. Protoc. 2020 15 1484 1506 10.1038/s41596-020-0292-x 32103204 · DOI · Paper page
- [28]Moser G Windsperger K Pollheimer J de Sousa Lopes SC Huppertz B Human trophoblast invasion: new and unexpected routes and functions Histochem. Cell Biol. 2018 150 361 370 10.1007/s00418-018-1699-0 30046889 PMC6153604 · DOI
- [29]Reynolds LP Redmer DA Angiogenesis in the placenta Biol. Reprod. 2001 64 1033 1040 10.1095/biolreprod64.4.1033 11259247 · DOI
- [30]Tran V The Angiopoietin–Tie2 axis contributes to placental vascular disruption and adverse birth outcomes in malaria in pregnancy EBioMedicine 2021 73 103683 10.1016/j.ebiom.2021.103683 34758414 PMC8590041 · DOI
- [31]Granja JM ArchR is a scalable software package for integrative single-cell chromatin accessibility analysis Nat. Genet. 2021 53 403 411 10.1038/s41588-021-00790-6 33633365 PMC8012210 · DOI · Paper page
- [32]Leaños-Miranda A Soluble endoglin as a marker for preeclampsia, its severity, and the occurrence of adverse outcomes Hypertension 2019 74 991 997 10.1161/HYPERTENSIONAHA.119.13348 31446801 · DOI
- [33]Vrijens K Tsamou M Madhloum N Gyselaers W Nawrot TS Placental hypoxia-regulating network in relation to birth weight and ponderal index: the ENVIRONAGE Birth Cohort Study J. Transl. Med. 2018 16 2 10.1186/s12967-017-1375-5 29316938 PMC5761191 · DOI
- [35]Karijolich J Abernathy E Glaunsinger BA Infection-induced retrotransposon-derived noncoding RNAs enhance herpesviral gene expression via the NF-κB pathway PLoS Pathog. 2015 11 e1005260 10.1371/journal.ppat.1005260 26584434 PMC4652899 · DOI
- [36]Jiang Q G9a plays distinct roles in maintaining DNA methylation, retrotransposon silencing, and chromatin looping Cell Rep. 2020 33 108315 10.1016/j.celrep.2020.108315 33113380 · DOI
- [37]Bustamante Rivera YY Brütting C Schmidt C Volkmer I Staege MS Endogenous retrovirus 3—history, physiology, and pathology Front. Microbiol. 2018 8 2691 10.3389/fmicb.2017.02691 29379485 PMC5775217 · DOI
- [38]Moore T Dveksler GS Pregnancy-specific glycoproteins: complex gene families regulating maternal–fetal interactions Int. J. Dev. Biol. 2014 58 273 280 10.1387/ijdb.130329gd 25023693 · DOI
- [39]Arnold LL Pregnancy-specific glycoprotein gene expression in recurrent aborters: a potential correlation to interleukin-10 expression Am. J. Reprod. Immunol. 1999 41 174 182 10.1111/j.1600-0897.1999.tb00530.x 10326620 · DOI
- [40]Chang CL Chang CY Lee DX Cheng PJ Characterization of human pregnancy specific glycoprotein (PSG) gene copy number variations in pre-eclampsia patients Adv. Exp. Med. Biol. 2016 924 63 65 10.1007/978-3-319-42044-8_12 27753020 · DOI
- [41]Stunnenberg HG International Human Epigenome Consortium Hirst M The International Human Epigenome Consortium: a blueprint for scientific collaboration and discovery Cell 2016 167 1145 1149 10.1016/j.cell.2016.11.007 27863232 · DOI
- [42]Hamada H Allele-specific methylome and transcriptome analysis reveals widespread imprinting in the human placenta Am. J. Hum. Genet. 2016 99 1045 1058 10.1016/j.ajhg.2016.08.021 27843122 PMC5097938 · DOI
- [43]Gao X Establishment of porcine and human expanded potential stem cells Nat. Cell Biol. 2019 21 687 699 10.1038/s41556-019-0333-2 31160711 PMC7035105 · DOI
- [44]Paul S Home P Bhattacharya B Ray S GATA factors: master regulators of gene expression in trophoblast progenitors Placenta 2017 60 S61 S66 10.1016/j.placenta.2017.05.005 28526138 PMC7021224 · DOI
- [45]Krendl C GATA2/3–TFAP2A/C transcription factor network couples human pluripotent stem cell differentiation to trophectoderm with repression of pluripotency Proc. Natl Acad. Sci. USA 2017 114 E9579 E9588 10.1073/pnas.1708341114 29078328 PMC5692555 · DOI
- [46]Yockey LJ Iwasaki A Interferons and proinflammatory cytokines in pregnancy and fetal development Immunity 2018 49 397 412 10.1016/j.immuni.2018.07.017 30231982 PMC6152841 · DOI
- [47]Buchrieser J IFITM proteins inhibit placental syncytiotrophoblast formation and promote fetal demise Science 2019 365 176 180 10.1126/science.aaw7733 31296770 · DOI
- [48]Burton GJ Jones CJ Syncytial knots, sprouts, apoptosis, and trophoblast deportation from the human placenta Taiwan J. Obstet. Gynecol. 2009 48 28 37 10.1016/S1028-4559(09)60032-2 19346189 · DOI
- [50]Farine, T., Parsons, M., Lye, S. & Shynlova, O. Isolation of primary human decidual cells from the fetal membranes of term placentae. J. Vis. Exp., e57443 (2018). PMC6101051 29757275
- [51]Burton GJ Optimising sample collection for placental research Placenta 2014 35 9 22 10.1016/j.placenta.2013.11.005 24290528 · DOI
- [52]Okae H Derivation of human trophoblast stem cells Cell Stem Cell. 2018 22 50 63 10.1016/j.stem.2017.11.004 29249463 · DOI
- [53]Buenrostro JD Wu B Chang HY Greenleaf WJ ATAC-seq: a method for assaying chromatin accessibility genome-wide Curr. Protoc. Mol. Biol. 2015 109 21.29.1 21.29.9 10.1002/0471142727.mb2129s109 25559105 PMC4374986 · DOI · Paper page
- [54]Kaya-Okur HS CUT&Tag for efficient epigenomic profiling of small samples and single cells Nat. Commun. 2019 10 1930 1935 10.1038/s41467-019-09982-5 31036827 PMC6488672 · DOI · Paper page
- [55]Dahl JA Broad histone H3K4me3 domains in mouse oocytes modulate maternal-to-zygotic transition Nature 2016 537 548 552 10.1038/nature19360 27626377 PMC6283663 · DOI
- [56]Dobin A STAR: ultrafast universal RNA-seq aligner Bioinformatics 2013 29 15 21 10.1093/bioinformatics/bts635 23104886 PMC3530905 · DOI · Paper page
- [57]Li B Dewey CN RSEM: accurate transcript quantification from RNA-seq data with or without a reference genome BMC Bioinform. 2011 12 323 323 10.1186/1471-2105-12-323 PMC3163565 21816040 · DOI · Paper page
- [58]Love MI Huber W Anders S Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 Genome Biol. 2014 15 550 558 10.1186/s13059-014-0550-8 25516281 PMC4302049 · DOI · Paper page
- [59]Langmead B Salzberg SL Fast gapped-read alignment with Bowtie 2 Nat. Methods 2012 9 357 359 10.1038/nmeth.1923 22388286 PMC3322381 · DOI · Paper page
- [60]Buenrostro JD Giresi PG Zaba LC Chang HY Greenleaf WJ Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin, DNA-binding proteins and nucleosome position Nat. Methods 2013 10 1213 1218 10.1038/nmeth.2688 24097267 PMC3959825 · DOI · Paper page
- [61]Zhang Y Model-based analysis of ChIP–seq (MACS) Genome Biol. 2008 9 R137 10.1186/gb-2008-9-9-r137 18798982 PMC2592715 · DOI · Paper page
- [62]Xiang G S3norm: simultaneous normalization of sequencing depth and signal-to-noise ratio in epigenomic data Nucleic Acids Res. 2020 48 e43 10.1093/nar/gkaa105 32086521 PMC7192629 · DOI
- [64]Hao Y Integrated analysis of multimodal single-cell data Cell 2021 184 3573 3587 10.1016/j.cell.2021.04.048 34062119 PMC8238499 · DOI · Paper page
- [65]Germain P Lun A Garcia Meixide C Macnair W Robinson MD Doublet identification in single-cell sequencing data using scDblFinder F1000Research 2021 10 979 10.12688/f1000research.73600.1 35814628 PMC9204188 · DOI
- [66]Jain A Tuteja G PlacentaCellEnrich: a tool to characterize gene sets using placenta cell-specific gene enrichment analysis Placenta 2021 103 164 171 10.1016/j.placenta.2020.10.029 33137644 PMC7920947 · DOI
- [67]Suryawanshi H A single-cell survey of the human first-trimester placenta and decidua Sci. Adv. 2018 4 eaau4788 10.1126/sciadv.aau4788 30402542 PMC6209386 · DOI
- [68]Vento-Tormo R Single-cell reconstruction of the early maternal–fetal interface in humans Nature 2018 563 347 353 10.1038/s41586-018-0698-6 30429548 PMC7612850 · DOI · Paper page
- [69]Smith T Heger A Sudbery I UMI-tools: modeling sequencing errors in Unique Molecular Identifiers to improve quantification accuracy Genome Res. 2017 27 491 499 10.1101/gr.209601.116 28100584 PMC5340976 · DOI
- [70]Xu H FastUniq: a fast de novo duplicates removal tool for paired short reads PLoS ONE 2012 7 e52249 10.1371/journal.pone.0052249 23284954 PMC3527383 · DOI
- [71]Heinz S Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities Mol. Cell 2010 38 576 589 10.1016/j.molcel.2010.05.004 20513432 PMC2898526 · DOI · Paper page
- [72]Zhou Y Metascape provides a biologist-oriented resource for the analysis of systems-level datasets Nat. Commun. 2019 10 1523 1526 10.1038/s41467-019-09234-6 30944313 PMC6447622 · DOI · Paper page
- [73]McLean CY GREAT improves functional interpretation of cis-regulatory regions Nat. Biotechnol. 2010 28 495 501 10.1038/nbt.1630 20436461 PMC4840234 · DOI · Paper page
- [74]Langmead B Trapnell C Pop M Salzberg SL Ultrafast and memory-efficient alignment of short DNA sequences to the human genome Genome Biol. 2009 10 R25 10.1186/gb-2009-10-3-r25 19261174 PMC2690996 · DOI · Paper page
- [75]Durand NC Juicer provides a one-click system for analyzing loop-resolution Hi-C experiments Cell. Syst. 2016 3 95 98 10.1016/j.cels.2016.07.002 27467249 PMC5846465 · DOI
- Authors
- Gao, L., Mathur, V., Tam, S. K. M., Zhou, X., Cheung, M. F., Chan, L. Y., Estrada-Gutiérrez, G., Leung, B. W., Moungmaithong, S., Wang, C. C., Poon, L. C., & Leung, D.
- Affiliations
- Hong Kong University of Science and Technology (HK)
- Chinese University of Hong Kong (HK)
- Corresponding author
- Poon, Liona C.
- Leung, Danny
- ORCID
- Venue
- Nature Cell Biology
- Published
- 2023-07
- Volume
- 25
- Issue
- 7
- Pages
- 1047-1060
- ISSN
- 1465-7392 (ISSN-L)
- 1476-4679
- PMC
- PMC10344786
- OpenAlex
- W4382937105
- Cited by
- 31
- References
- 76
- Citations by year
- 2026: 12 · 2025: 8 · 2024: 7 · 2023: 4
- FWCI
- 10.32
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Nature Cell Biology (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Rare & Special e-Zone (The Hong Kong University of Science and Technology) (submittedVersion)
- Funders
- Research Grants Council, University Grants Committee (GRF16103721, CRF C5045-20EF)
- Lo Ka Chung Charitable Foundation (Hong Kong Epigenomics Project) The Croucher Foundation
- INPer COVID Project
- Chinese University of Hong Kong (CUHK 2020.053)
- The Croucher Foundation
- Lo Ka Chung Charitable Foundation
- Topics
- Health Sciences › Medicine › Obstetrics and Gynecology › COVID-19 Impact on Reproduction
- Life Sciences › Immunology and Microbiology › Immunology › Reproductive System and Pregnancy
- Health Sciences › Medicine › Obstetrics and Gynecology › Pregnancy and preeclampsia studies
- Keywords
- COVID-19 pandemic, maternal-fetal interface, pregnancy complications, syncytiotrophoblast, single-nucleus transcriptomics, epigenomics, retrotransposons, pregnancy-specific glycoproteins, immune activation, angiogenesis, placenta
- MeSH terms
- COVID-19, SARS-CoV-2, Female, Humans, Pregnancy, Pregnancy Complications, Infectious, Epigenomics, Single-Cell Analysis, Transcriptome
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review