Single cell profiling of Hofbauer cells and fetal brain microglia reveals shared programs and functions

Maternal immune activation is associated with adverse offspring neurodevelopmental outcomes, many of which are mediated by in utero microglial programming. Microglia remain inaccessible at birth and throughout development, thus identification of noninvasive biomarkers that can reflect fetal brain microglial programming may permit screening and intervention during critical developmental windows. Here we used lineage tracing to demonstrate the shared ontogeny between fetal brain macrophages (microglia) and fetal placental macrophages (Hofbauer cells). Single-cell RNA sequencing of murine fetal brain and placental macrophages demonstrated shared transcriptional programs. Comparison with human datasets demonstrated that placental resident macrophage signatures are highly conserved between mice and humans. Single-cell RNA-seq identified sex differences in fetal microglial and Hofbauer cell programs, and robust differences between placenta-associated maternal macrophage/monocyte (PAMM) populations in the context of a male versus a female fetus. We propose that Hofbauer cells, which are easily accessible at birth, provide novel insights into fetal brain microglial programs, potentially facilitating the early identification of offspring most vulnerable to neurodevelopmental disorders.

[1]  S. Murphy,et al.  Maternal diet disrupts the placenta–brain axis in a sex-specific manner , 2021, Brain, Behavior, and Immunity.

[2]  C. Coyne,et al.  Innate immune defenses at the maternal-fetal interface. , 2021, Current opinion in immunology.

[3]  H. Sørensen,et al.  Associations of Maternal Diabetes During Pregnancy With Psychiatric Disorders in Offspring During the First 4 Decades of Life in a Population-Based Danish Birth Cohort , 2021, JAMA network open.

[4]  J. Lei,et al.  Placental Macrophages Demonstrate Sex-Specific Response to Intrauterine Inflammation and May Serve as a Marker of Perinatal Neuroinflammation. , 2021, Journal of reproductive immunology.

[5]  Xiaochen Bo,et al.  clusterProfiler 4.0: A universal enrichment tool for interpreting omics data , 2021, Innovation.

[6]  Dong Liu,et al.  Single-cell RNA-seq revealed diverse cell types in the mouse placenta at mid-gestation. , 2021, Experimental cell research.

[7]  D. Lauffenburger,et al.  Sexually dimorphic placental responses to maternal SARS-CoV-2 infection , 2021, bioRxiv.

[8]  Ariel J. Levine,et al.  Confronting false discoveries in single-cell differential expression , 2021, Nature Communications.

[9]  S. Hickman,et al.  Comparative Analysis Identifies Similarities between the Human and Murine Microglial Sensomes , 2021, International journal of molecular sciences.

[10]  M. C. Muenker,et al.  SARS-CoV-2 infection in pregnancy is associated with robust inflammatory response at the maternal-fetal interface , 2021, medRxiv.

[11]  C. Coyne,et al.  Gatekeepers of the fetus: Characterization of placental macrophages , 2020, The Journal of experimental medicine.

[12]  C. Dalman,et al.  Association of maternal diabetes with neurodevelopmental disorders: autism spectrum disorders, attention-deficit/hyperactivity disorder and intellectual disability , 2020, International journal of epidemiology.

[13]  J. Mege,et al.  Placental macrophages: Origin, heterogeneity, function and role in pregnancy-associated infections , 2020, Placenta.

[14]  Raphael Gottardo,et al.  Integrated analysis of multimodal single-cell data , 2020, Cell.

[15]  N. McGovern,et al.  Phenotypic and functional characterization of first-trimester human placental macrophages, Hofbauer cells , 2020, bioRxiv.

[16]  C. Farber,et al.  Sexually dimorphic crosstalk at the maternal-fetal interface. , 2020, The Journal of clinical endocrinology and metabolism.

[17]  S. Lopes,et al.  Human fetal microglia acquire homeostatic immune-sensing properties early in development , 2020, Science.

[18]  S. Bilbo,et al.  Isolation of Microglia from Mouse or Human Tissue , 2020, STAR protocols.

[19]  F. Ginhoux,et al.  Deciphering human macrophage development at single-cell resolution , 2020, Nature.

[20]  A. Edlow,et al.  Fetal brain and placental programming in maternal obesity: A review of human and animal model studies , 2020, Prenatal diagnosis.

[21]  J. Pennings,et al.  Significant Effects of Maternal Diet During Pregnancy on the Murine Fetal Brain Transcriptome and Offspring Behavior , 2019, Front. Neurosci..

[22]  Kohske Takahashi,et al.  Welcome to the Tidyverse , 2019, J. Open Source Softw..

[23]  M. Tremblay,et al.  Microglia along sex lines: From brain colonization, maturation and function, to implication in neurodevelopmental disorders. , 2019, Seminars in cell & developmental biology.

[24]  W. Dean,et al.  Mechanisms of early placental development in mouse and humans , 2019, Nature Reviews Genetics.

[25]  T. Wyss-Coray,et al.  Lipid droplet accumulating microglia represent a dysfunctional and pro-inflammatory state in the aging brain , 2019, bioRxiv.

[26]  S. Gordon,et al.  The Elusive Role of Placental Macrophages: The Hofbauer Cell , 2019, Journal of Innate Immunity.

[27]  R. Satija,et al.  Normalization and variance stabilization of single-cell RNA-seq data using regularized negative binomial regression , 2019, Genome Biology.

[28]  J. Norman,et al.  Effects of macrophage depletion on characteristics of cervix remodeling and pregnancy in CD11b-dtr mice. , 2019, Biology of reproduction.

[29]  Evan Z. Macosko,et al.  Single‐Cell RNA Sequencing of Microglia throughout the Mouse Lifespan and in the Injured Brain Reveals Complex Cell‐State Changes , 2019, Immunity.

[30]  T. Deierborg,et al.  Microglia in Neurological Diseases: A Road Map to Brain-Disease Dependent-Inflammatory Response , 2018, Front. Cell. Neurosci..

[31]  S. Bilbo,et al.  Placental Macrophages: A Window Into Fetal Microglial Function in Maternal Obesity , 2018, International Journal of Developmental Neuroscience.

[32]  T. Golos,et al.  Hofbauer Cells: Their Role in Healthy and Complicated Pregnancy , 2018, Front. Immunol..

[33]  A. Butte,et al.  Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage , 2018, Nature Immunology.

[34]  Christoph Hafemeister,et al.  Comprehensive integration of single cell data , 2018, bioRxiv.

[35]  Michael J. T. Stubbington,et al.  Single-cell reconstruction of the early maternal–fetal interface in humans , 2018, Nature.

[36]  T. Tuschl,et al.  A single-cell survey of the human first-trimester placenta and decidua , 2018, Science Advances.

[37]  Cheng Zhu,et al.  Single-cell RNA-seq reveals the diversity of trophoblast subtypes and patterns of differentiation in the human placenta , 2018, Cell Research.

[38]  Joseph R. Scarpa,et al.  Epigenetic regulation of brain region-specific microglia clearance activity , 2018, Nature Neuroscience.

[39]  Zev J. Gartner,et al.  DoubletFinder: Doublet detection in single-cell RNA sequencing data using artificial nearest neighbors , 2018, bioRxiv.

[40]  Erica L Johnson,et al.  Human Cytomegalovirus Enhances Placental Susceptibility and Replication of Human Immunodeficiency Virus Type 1 (HIV-1), Which May Facilitate In Utero HIV-1 Transmission , 2018, The Journal of infectious diseases.

[41]  M. Faas,et al.  Lower FOXP3 mRNA Expression in First-Trimester Decidual Tissue from Uncomplicated Term Pregnancies with a Male Fetus , 2018, Journal of immunology research.

[42]  L. Tan,et al.  Microglial priming in Alzheimer's disease. , 2018, Annals of translational medicine.

[43]  Eyal David,et al.  Re-evaluating Microglia Expression Profiles Using RiboTag and Cell Isolation Strategies , 2018, Nature Immunology.

[44]  Paul Hoffman,et al.  Integrating single-cell transcriptomic data across different conditions, technologies, and species , 2018, Nature Biotechnology.

[45]  Charlotte Soneson,et al.  Bias, robustness and scalability in single-cell differential expression analysis , 2018, Nature Methods.

[46]  C. Farber,et al.  Sex differences in the late first trimester human placenta transcriptome , 2018, Biology of Sex Differences.

[47]  F. Geissmann,et al.  Yolk sac macrophage progenitors traffic to the embryo during defined stages of development , 2018, Nature Communications.

[48]  Tuan Leng Tay,et al.  Microglia Gone Rogue: Impacts on Psychiatric Disorders across the Lifespan , 2018, Front. Mol. Neurosci..

[49]  D. Brough,et al.  Microglial Priming as Trained Immunity in the Brain , 2017, Neuroscience.

[50]  S. Bilbo,et al.  Environment matters: microglia function and dysfunction in a changing world , 2017, Current Opinion in Neurobiology.

[51]  Beth Stevens,et al.  Microglia emerge as central players in brain disease , 2017, Nature Medicine.

[52]  Peiyong Jiang,et al.  Integrative single-cell and cell-free plasma RNA transcriptomics elucidates placental cellular dynamics , 2017, Proceedings of the National Academy of Sciences.

[53]  D. Charnock-Jones,et al.  RNA-seq reveals conservation of function among the yolk sacs of human, mouse, and chicken , 2017, Proceedings of the National Academy of Sciences.

[54]  E. Fikrig,et al.  Zika virus infection of Hofbauer cells , 2017, American journal of reproductive immunology.

[55]  A. Edlow,et al.  Maternal obesity and neurodevelopmental and psychiatric disorders in offspring , 2017, Prenatal diagnosis.

[56]  C. Pittenger,et al.  Microglial Dysregulation in OCD, Tourette Syndrome, and PANDAS , 2016, Journal of immunology research.

[57]  I. Amit,et al.  Microglia development follows a stepwise program to regulate brain homeostasis , 2016, Science.

[58]  B. Lindenbach,et al.  Zika virus productively infects primary human placenta-specific macrophages. , 2016, JCI insight.

[59]  Grace X. Y. Zheng,et al.  Massively parallel digital transcriptional profiling of single cells , 2016, Nature Communications.

[60]  B. Pulendran,et al.  Zika Virus Infects Human Placental Macrophages. , 2016, Cell host & microbe.

[61]  S. Bilbo,et al.  Sex differences in neurodevelopmental and neurodegenerative disorders: Focus on microglial function and neuroinflammation during development , 2016, The Journal of Steroid Biochemistry and Molecular Biology.

[62]  J. Pennings,et al.  Males are from Mars, and females are from Venus: sex-specific fetal brain gene expression signatures in a mouse model of maternal diet-induced obesity. , 2016, American journal of obstetrics and gynecology.

[63]  K. Imakawa,et al.  CITED2 modulation of trophoblast cell differentiation: insights from global transcriptome analysis. , 2016, Reproduction.

[64]  L. de Noronha,et al.  Zika virus damages the human placental barrier and presents marked fetal neurotropism , 2016, Memorias do Instituto Oswaldo Cruz.

[65]  E. Winterhager,et al.  CCN1 (CYR61) and CCN3 (NOV) signaling drives human trophoblast cells into senescence and stimulates migration properties , 2016, Cell adhesion & migration.

[66]  L. Hui,et al.  Assessing the fetal effects of maternal obesity via transcriptomic analysis of cord blood: a prospective case–control study , 2016, BJOG : an international journal of obstetrics and gynaecology.

[67]  Lei Dong,et al.  ZFP36L1 promotes monocyte/macrophage differentiation by repressing CDK6 , 2015, Scientific Reports.

[68]  Chie-Pein Chen,et al.  Human Placenta-Derived Multipotent Mesenchymal Stromal Cells Involved in Placental Angiogenesis via the PDGF-BB and STAT3 Pathways1 , 2015, Biology of reproduction.

[69]  B. Stevens,et al.  Microglia function during brain development: New insights from animal models , 2015, Brain Research.

[70]  C. Rosenfeld Sex-Specific Placental Responses in Fetal Development. , 2015, Endocrinology.

[71]  Frauke Zipp,et al.  Genetic Cell Ablation Reveals Clusters of Local Self-Renewing Microglia in the Mammalian Central Nervous System. , 2015, Immunity.

[72]  Heather C. Wick,et al.  The pathway not taken: understanding 'omics data in the perinatal context. , 2015, American journal of obstetrics and gynecology.

[73]  F. Ginhoux,et al.  Origin of microglia: current concepts and past controversies. , 2015, Cold Spring Harbor perspectives in biology.

[74]  M. McCarthy,et al.  A Starring Role for Microglia in Brain Sex Differences , 2015, The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry.

[75]  Andrew L Croxford,et al.  Microglia Versus Myeloid Cell Nomenclature during Brain Inflammation , 2015, Front. Immunol..

[76]  A. Regev,et al.  Spatial reconstruction of single-cell gene expression data , 2015 .

[77]  J. Strominger,et al.  Immune mechanisms at the maternal-fetal interface: perspectives and challenges , 2015, Nature Immunology.

[78]  F. Geissmann,et al.  Tissue-resident macrophages originate from yolk-sac-derived erythro-myeloid progenitors , 2014, Nature.

[79]  W. Huber,et al.  Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 , 2014, Genome Biology.

[80]  Andreas Krämer,et al.  Causal analysis approaches in Ingenuity Pathway Analysis , 2013, Bioinform..

[81]  H. Hackl,et al.  The Human Placental Sexome Differs between Trophoblast Epithelium and Villous Vessel Endothelium , 2013, PloS one.

[82]  F. Geissmann,et al.  Development and homeostasis of “resident” myeloid cells: The case of the microglia , 2013, Glia.

[83]  Erica L Johnson,et al.  Placental Hofbauer cells limit HIV-1 replication and potentially offset mother to child transmission (MTCT) by induction of immunoregulatory cytokines , 2012, Retrovirology.

[84]  Johannes E. Schindelin,et al.  Fiji: an open-source platform for biological-image analysis , 2012, Nature Methods.

[85]  Ben A. Barres,et al.  Microglia Sculpt Postnatal Neural Circuits in an Activity and Complement-Dependent Manner , 2012, Neuron.

[86]  N. Vasan,et al.  The Role of Macrophages in the Placenta , 2012 .

[87]  S. Bilbo,et al.  Microglia and Memory: Modulation by Early-Life Infection , 2011, The Journal of Neuroscience.

[88]  M. Giustetto,et al.  Synaptic Pruning by Microglia Is Necessary for Normal Brain Development , 2011, Science.

[89]  F. Ginhoux,et al.  Fate Mapping Analysis Reveals That Adult Microglia Derive from Primitive Macrophages , 2010, Science.

[90]  G. Enikolopov,et al.  Microglia shape adult hippocampal neurogenesis through apoptosis-coupled phagocytosis. , 2010, Cell stem cell.

[91]  M. Ueno,et al.  Hematopoietic stem cell development in the placenta. , 2010, The International journal of developmental biology.

[92]  S. Bilbo,et al.  Enduring consequences of maternal obesity for brain inflammation and behavior of offspring , 2010, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[93]  Allan R. Jones,et al.  A robust and high-throughput Cre reporting and characterization system for the whole mouse brain , 2009, Nature Neuroscience.

[94]  A. W. Woods,et al.  Rheological and Physiological Consequences of Conversion of the Maternal Spiral Arteries for Uteroplacental Blood Flow during Human Pregnancy , 2009, Placenta.

[95]  L. Rosenwasser Faculty Opinions recommendation of Placental cytokine expression covaries with maternal asthma severity and fetal sex. , 2009 .

[96]  R. V. Van Lieshout,et al.  Diabetes mellitus during pregnancy and increased risk of schizophrenia in offspring: a review of the evidence and putative mechanisms. , 2008, Journal of psychiatry & neuroscience : JPN.

[97]  S. Orkin,et al.  The emergence of hematopoietic stem cells is initiated in the placental vasculature in the absence of circulation. , 2008, Cell stem cell.

[98]  F. Rossi,et al.  Local self-renewal can sustain CNS microglia maintenance and function throughout adult life , 2007, Nature Neuroscience.

[99]  A. Moffett,et al.  Immunology of placentation in eutherian mammals , 2006, Nature Reviews Immunology.

[100]  J. W. Rudy,et al.  Neonatal Infection-Induced Memory Impairment after Lipopolysaccharide in Adulthood Is Prevented via Caspase-1 Inhibition , 2005, The Journal of Neuroscience.

[101]  Sanjukta Ghosh,et al.  Chorioallantoic Fusion Defects and Embryonic Lethality Resulting from Disruption of Zfp36L1, a Gene Encoding a CCCH Tandem Zinc Finger Protein of the Tristetraprolin Family , 2004, Molecular and Cellular Biology.

[102]  V. Clifton,et al.  Maternal asthma as a model for examining fetal sex-specific effects on maternal physiology and placental mechanisms that regulate human fetal growth. , 2004, Placenta.

[103]  C. Hughes,et al.  Of Mice and Not Men: Differences between Mouse and Human Immunology , 2004, The Journal of Immunology.

[104]  G. Mor,et al.  Reproductive Biology and Endocrinology Open Access Potential Role of Macrophages as Immunoregulators of Pregnancy , 2022 .

[105]  Michael C. Ostrowski,et al.  A macrophage colony-stimulating factor receptor-green fluorescent protein transgene is expressed throughout the mononuclear phagocyte system of the mouse. , 2003, Blood.

[106]  A. Cumano,et al.  The hare and the tortoise: an embryonic haematopoietic race , 2002, Nature Reviews Immunology.

[107]  J. Palis,et al.  Yolk-sac hematopoiesis: the first blood cells of mouse and man. , 2001, Experimental hematology.

[108]  Ming‐Der Y. Chang,et al.  The defective antigen‐presenting activity of murine fetal macrophage cell lines , 1997, Immunology.

[109]  N. Young,et al.  Infection of mononucleated phagocytes with human cytomegalovirus. , 1993, Virology.

[110]  J. Pollard,et al.  Mouse placental macrophages have a decreased ability to present antigen. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[111]  Kiyoshi Takahashi,et al.  Development, Differentiation, and Maturation of Macrophages in the Chorionic Villi of Mouse Placenta With Special Reference to the Origin of Hofbauer Cells , 1991, Journal of leukocyte biology.

[112]  T. Takashina Haemopoiesis in the human yolk sac. , 1987, Journal of anatomy.

[113]  C. Peschle,et al.  Human embryonic hemopoiesis. Kinetics of progenitors and precursors underlying the yolk sac----liver transition. , 1986, The Journal of clinical investigation.

[114]  D. Schwartz,et al.  Placental Pathology of Zika Virus: Viral Infection of the Placenta Induces Villous Stromal Macrophage (Hofbauer Cell) Proliferation and Hyperplasia. , 2017, Archives of pathology & laboratory medicine.

[115]  Yu Ji,et al.  EPO improves the proliferation and inhibits apoptosis of trophoblast and decidual stromal cells through activating STAT-5 and inactivating p38 signal in human early pregnancy. , 2011, International journal of clinical and experimental pathology.

[116]  Ulrich Sure,et al.  Edinburgh Research Explorer Spatial and temporal heterogeneity of mouse and human microglia at single-cell resolution , 2022 .