Spatial Transcriptional Mapping of the Human Nephrogenic Program

Congenital abnormalities of the kidney and urinary tract are amongst the most common birth defects affecting 3% of newborns. The human kidney develops over a 30-week period in which a nephron progenitor pool gives rise to around a million nephrons. To establish a framework for human nephrogenesis, we spatially resolved a stereotypical process by which equipotent nephron progenitors generate a nephron anlagen, then applied data-driven approaches to construct three-dimensional protein maps on anatomical models of the nephrogenic program. Single cell RNA sequencing identified novel progenitor states which were spatially mapped to the nephron anatomy enabling the generation of functional gene-networks predicting interactions within and between nephron cell-types. Network mining identified known developmental disease genes and predicts new targets of interest. The spatially resolved nephrogenic program made available through the Human Nephrogenesis Atlas (https://sckidney.flatironinstitute.org/) will facilitate an understanding of kidney development and disease, and enhance efforts to generate new kidney structures.

[1]  Mingyao Li,et al.  Single cell regulatory landscape of the mouse kidney highlights cellular differentiation programs and disease targets , 2021, Nature Communications.

[2]  S. Howden,et al.  Plasticity of distal nephron epithelia from human kidney organoids enables the induction of ureteric tip and stalk. , 2020, Cell stem cell.

[3]  A. Marneros,et al.  AP-2β/KCTD1 Control Distal Nephron Differentiation and Protect against Renal Fibrosis. , 2020, Developmental cell.

[4]  Eunah Chung,et al.  Hnf4a is required for the development of Cdh6-expressing progenitors into proximal tubules in the mouse kidney , 2020, bioRxiv.

[5]  R. Wingert,et al.  Kctd15 regulates nephron segment development by repressing Tfap2a activity , 2020, Development.

[6]  A. McMahon,et al.  Cellular Recruitment by Podocyte-Derived Pro-migratory Factors in Assembly of the Human Renal Filter , 2019, iScience.

[7]  Chenglong Xia,et al.  Spatial transcriptome profiling by MERFISH reveals subcellular RNA compartmentalization and cell cycle-dependent gene expression , 2019, Proceedings of the National Academy of Sciences.

[8]  J. I. Izpisúa Belmonte,et al.  Generation of Human PSC-Derived Kidney Organoids with Patterned Nephron Segments and a De Novo Vascular Network. , 2019, Cell stem cell.

[9]  A. Ransick,et al.  In Vivo Developmental Trajectories of Human Podocyte Inform In Vitro Differentiation of Pluripotent Stem Cell-Derived Podocytes. , 2019, Developmental cell.

[10]  Masato Hoshi,et al.  A single-nucleus RNA-sequencing pipeline to decipher the molecular anatomy and pathophysiology of human kidneys , 2019, Nature Communications.

[11]  Ruth R. Montgomery,et al.  Development of a 2-dimensional atlas of the human kidney with imaging mass cytometry. , 2019, JCI insight.

[12]  A. Ransick,et al.  Single Cell Profiling Reveals Sex, Lineage and Regional Diversity in the Mouse Kidney , 2019, bioRxiv.

[13]  A. Oshlack,et al.  Single cell analysis of the developing mouse kidney provides deeper insight into marker gene expression and ligand-receptor crosstalk , 2019, Development.

[14]  V. M. V. Program A catalog of genetic loci associated with kidney function from analyses of a million individuals , 2019 .

[15]  Paul J. Hoffman,et al.  Comprehensive Integration of Single-Cell Data , 2018, Cell.

[16]  Karsten B. Sieber,et al.  A catalog of genetic loci associated with kidney function from analyses of a million individuals , 2019, Nature Genetics.

[17]  Maaike Nieveen,et al.  Single-cell transcriptomics reveals gene expression dynamics of human fetal kidney development , 2019, PLoS biology.

[18]  A. Oshlack,et al.  Single-cell analysis reveals congruence between kidney organoids and human fetal kidney , 2019, Genome Medicine.

[19]  W. Goessling,et al.  Tfap2a is a novel gatekeeper of nephron differentiation during kidney development , 2019, Development.

[20]  N. Hamilton,et al.  Nephron progenitor commitment is a stochastic process influenced by cell migration , 2018, eLife.

[21]  A. McMahon,et al.  Wnt11 directs nephron progenitor polarity and motile behavior ultimately determining nephron endowment , 2018, eLife.

[22]  Principal Investigators,et al.  Single-cell transcriptomics of 20 mouse organs creates a Tabula Muris , 2018 .

[23]  James T. Webber,et al.  Single-cell transcriptomics of 20 mouse organs creates a Tabula Muris , 2018, Nature.

[24]  Elliott J. Meer,et al.  The macula densa prorenin receptor is essential in renin release and blood pressure control. , 2018, American journal of physiology. Renal physiology.

[25]  Matthias Kretzler,et al.  Single-cell analysis of progenitor cell dynamics and lineage specification in the human fetal kidney , 2018, Development.

[26]  S. Potter,et al.  Hnf4a deletion in the mouse kidney phenocopies Fanconi renotubular syndrome. , 2018, JCI insight.

[27]  Pablo Tamayo,et al.  Visualizing and interpreting single-cell gene expression datasets with Similarity Weighted Nonnegative Embedding , 2018, bioRxiv.

[28]  Andrew P McMahon,et al.  Progressive Recruitment of Mesenchymal Progenitors Reveals a Time-Dependent Process of Cell Fate Acquisition in Mouse and Human Nephrogenesis. , 2018, Developmental cell.

[29]  Olga G. Troyanskaya,et al.  GIANT 2.0: genome-scale integrated analysis of gene networks in tissues , 2018, Nucleic Acids Res..

[30]  Mingyao Li,et al.  Single-cell transcriptomics of the mouse kidney reveals potential cellular targets of kidney disease , 2018, Science.

[31]  Nancy R. Zhang,et al.  SAVER: Gene expression recovery for single-cell RNA sequencing , 2018, Nature Methods.

[32]  M. Ballmaier,et al.  MECOM-associated syndrome: a heterogeneous inherited bone marrow failure syndrome with amegakaryocytic thrombocytopenia. , 2018, Blood advances.

[33]  A. Ransick,et al.  Conserved and Divergent Features of Mesenchymal Progenitor Cell Types within the Cortical Nephrogenic Niche of the Human and Mouse Kidney. , 2018, Journal of the American Society of Nephrology : JASN.

[34]  A. McMahon,et al.  Conserved and Divergent Molecular and Anatomic Features of Human and Mouse Nephron Patterning. , 2018, Journal of the American Society of Nephrology : JASN.

[35]  Robert E. Schuler,et al.  Conserved and Divergent Features of Human and Mouse Kidney Organogenesis. , 2018, Journal of the American Society of Nephrology : JASN.

[36]  A. Koster,et al.  Renal Subcapsular Transplantation of PSC-Derived Kidney Organoids Induces Neo-vasculogenesis and Significant Glomerular and Tubular Maturation In Vivo , 2018, Stem cell reports.

[37]  S. Orkin,et al.  Mapping the Mouse Cell Atlas by Microwell-Seq , 2018, Cell.

[38]  Sebastian J. Streichan,et al.  Identification of a neural crest stem cell niche by Spatial Genomic Analysis , 2017, Nature Communications.

[39]  Mark A. Knepper,et al.  Transcriptomes of major renal collecting duct cell types in mouse identified by single-cell RNA-seq , 2017, Proceedings of the National Academy of Sciences.

[40]  K. Mostov,et al.  Afadin orients cell division to position the tubule lumen in developing renal tubules , 2017, Development.

[41]  H. Swerdlow,et al.  Large-scale simultaneous measurement of epitopes and transcriptomes in single cells , 2017, Nature Methods.

[42]  F. Barbone,et al.  Circulating osteoprotegerin is associated with chronic kidney disease in hypertensive patients , 2017, BMC Nephrology.

[43]  Nikolaus Rajewsky,et al.  The Drosophila embryo at single-cell transcriptome resolution , 2017, Science.

[44]  Mostafa E. Belghasem,et al.  SLIT2/ROBO2 signaling pathway inhibits nonmuscle myosin IIA activity and destabilizes kidney podocyte adhesion. , 2016, JCI insight.

[45]  Eunah Chung,et al.  Notch signaling promotes nephrogenesis by downregulating Six2 , 2016, Development.

[46]  Chandra L. Theesfeld,et al.  Genome-wide prediction and functional characterization of the genetic basis of autism spectrum disorder , 2016, Nature Neuroscience.

[47]  Deepak Kumar Jha,et al.  A high-resolution transcriptome map of cell cycle reveals novel connections between periodic genes and cancer , 2016, Cell Research.

[48]  N. Maurice,et al.  LAMP5 Fine-Tunes GABAergic Synaptic Transmission in Defined Circuits of the Mouse Brain , 2016, PloS one.

[49]  R. Aebersold,et al.  On the Dependency of Cellular Protein Levels on mRNA Abundance , 2016, Cell.

[50]  A. McMahon,et al.  Differential regulation of mouse and human nephron progenitors by the Six family of transcriptional regulators , 2016, Development.

[51]  Tom R. Gaunt,et al.  Edinburgh Research Explorer Genetic associations at 53 loci highlight cell types and biological pathways relevant for kidney function , 2022 .

[52]  A. McMahon Development of the Mammalian Kidney. , 2016, Current topics in developmental biology.

[53]  H. Jacob,et al.  Pappa2 is linked to salt-sensitive hypertension in Dahl S rats. , 2016, Physiological genomics.

[54]  Leif Oxburgh,et al.  A synthetic niche for nephron progenitor cells. , 2015, Developmental cell.

[55]  Jeff W. Lichtman,et al.  Clarifying Tissue Clearing , 2015, Cell.

[56]  Evan Z. Macosko,et al.  Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets , 2015, Cell.

[57]  Daniel S. Himmelstein,et al.  Understanding multicellular function and disease with human tissue-specific networks , 2015, Nature Genetics.

[58]  Jae Wook Lee,et al.  Deep Sequencing in Microdissected Renal Tubules Identifies Nephron Segment-Specific Transcriptomes. , 2015, Journal of the American Society of Nephrology : JASN.

[59]  A. Regev,et al.  Spatial reconstruction of single-cell gene expression , 2015, Nature Biotechnology.

[60]  S. MacGregor,et al.  VEGAS2: Software for More Flexible Gene-Based Testing , 2014, Twin Research and Human Genetics.

[61]  Jianbo Sun,et al.  Eya1 interacts with Six2 and Myc to regulate expansion of the nephron progenitor pool during nephrogenesis. , 2014, Developmental cell.

[62]  Arno Klein,et al.  Large-scale evaluation of ANTs and FreeSurfer cortical thickness measurements , 2014, NeuroImage.

[63]  Aaron M. Newman,et al.  In vivo clonal analysis reveals lineage-restricted progenitor characteristics in mammalian kidney development, maintenance, and regeneration. , 2014, Cell reports.

[64]  N. Hamilton,et al.  Global quantification of tissue dynamics in the developing mouse kidney. , 2014, Developmental cell.

[65]  D. Dorsett,et al.  Sall1 balances self-renewal and differentiation of renal progenitor cells , 2014, Development.

[66]  F. Hildebrandt,et al.  Single-gene causes of congenital anomalies of the kidney and urinary tract (CAKUT) in humans , 2014, Pediatric Nephrology.

[67]  Zhenyi Liu,et al.  The extracellular domain of Notch2 increases its cell-surface abundance and ligand responsiveness during kidney development. , 2013, Developmental cell.

[68]  S. Cereghini,et al.  HNF1B controls proximal-intermediate nephron segment identity in vertebrates by regulating Notch signalling components and Irx1/2 , 2013, Development.

[69]  A. Miyawaki,et al.  Invasion of distal nephron precursors associates with tubular interconnection during nephrogenesis. , 2012, Journal of the American Society of Nephrology : JASN.

[70]  H. Clevers,et al.  Lgr5(+ve) stem/progenitor cells contribute to nephron formation during kidney development. , 2012, Cell reports.

[71]  B. Bruneau,et al.  Iroquois homeodomain transcription factors in heart development and function. , 2012, Circulation research.

[72]  K. Mace,et al.  Progenitor Cells , 2012, Methods in Molecular Biology.

[73]  N. Hastie,et al.  ErbB4 modulates tubular cell polarity and lumen diameter during kidney development. , 2012, Journal of the American Society of Nephrology : JASN.

[74]  S. Nelson,et al.  A Resource of Cre Driver Lines for Genetic Targeting of GABAergic Neurons in Cerebral Cortex , 2011, Neuron.

[75]  L. Lum,et al.  Canonical Wnt9b signaling balances progenitor cell expansion and differentiation during kidney development , 2011, Development.

[76]  William Stafford Noble,et al.  FIMO: scanning for occurrences of a given motif , 2011, Bioinform..

[77]  R. Harris,et al.  Macula densa sensing and signaling mechanisms of renin release. , 2010, Journal of the American Society of Nephrology : JASN.

[78]  A. Barberis,et al.  Ephrin-B2 controls VEGF-induced angiogenesis and lymphangiogenesis , 2010, Nature.

[79]  F. Hildebrandt Genetic kidney diseases , 2010, The Lancet.

[80]  Ronan O'Rahilly,et al.  Developmental Stages in Human Embryos: Revised and New Measurements , 2010, Cells Tissues Organs.

[81]  A. McMahon,et al.  High-resolution gene expression analysis of the developing mouse kidney defines novel cellular compartments within the nephron progenitor population. , 2009, Developmental biology.

[82]  A. McMahon,et al.  Analysis of early nephron patterning reveals a role for distal RV proliferation in fusion to the ureteric tip via a cap mesenchyme-derived connecting segment. , 2009, Developmental biology.

[83]  Marcus Fruttiger,et al.  The Notch Ligands Dll4 and Jagged1 Have Opposing Effects on Angiogenesis , 2009, Cell.

[84]  Yurii S. Aulchenko,et al.  Multiple loci associated with indices of renal function and chronic kidney disease , 2009, Nature Genetics.

[85]  Mikael Bodén,et al.  MEME Suite: tools for motif discovery and searching , 2009, Nucleic Acids Res..

[86]  J. Gómez-Skarmeta,et al.  A dual requirement for Iroquois genes during Xenopus kidney development , 2008, Development.

[87]  A. McMahon,et al.  Six2 defines and regulates a multipotent self-renewing nephron progenitor population throughout mammalian kidney development. , 2008, Cell stem cell.

[88]  Olga G. Troyanskaya,et al.  The Sleipnir library for computational functional genomics , 2008, Bioinform..

[89]  R. Wingert,et al.  The zebrafish pronephros: a model to study nephron segmentation. , 2008, Kidney International.

[90]  A. Bakkaloğlu,et al.  SIX2 and BMP4 mutations associate with anomalous kidney development. , 2008, Journal of the American Society of Nephrology : JASN.

[91]  T. Matsusaka,et al.  Bmp in podocytes is essential for normal glomerular capillary formation. , 2008, Journal of the American Society of Nephrology : JASN.

[92]  Jamie A Davies,et al.  GUDMAP: the genitourinary developmental molecular anatomy project. , 2008, Journal of the American Society of Nephrology : JASN.

[93]  M. D. de Caestecker,et al.  Fate mapping using Cited1-CreERT2 mice demonstrates that the cap mesenchyme contains self-renewing progenitor cells and gives rise exclusively to nephronic epithelia. , 2008, Developmental biology.

[94]  A. Schedl Renal abnormalities and their developmental origin , 2007, Nature Reviews Genetics.

[95]  Qiong Yang,et al.  A genome-wide association for kidney function and endocrine-related traits in the NHLBI's Framingham Heart Study , 2007, BMC Medical Genetics.

[96]  D. Raciti,et al.  The prepattern transcription factor Irx3 directs nephron segment identity. , 2007, Genes & development.

[97]  L. Luo,et al.  A global double‐fluorescent Cre reporter mouse , 2007, Genesis.

[98]  A. McMahon,et al.  Wnt/β-catenin signaling regulates nephron induction during mouse kidney development , 2007, Development.

[99]  R. Baldock,et al.  A high-resolution anatomical ontology of the developing murine genitourinary tract. , 2007, Gene expression patterns : GEP.

[100]  M. Bouchard,et al.  Pax2 and Pax8 Regulate Branching Morphogenesis and Nephron Differentiation in the Developing Kidney , 2007 .

[101]  H. Sariola,et al.  Glycogen synthase kinase-3 inactivation and stabilization of beta-catenin induce nephron differentiation in isolated mouse and rat kidney mesenchymes. , 2007, Journal of the American Society of Nephrology : JASN.

[102]  A. McMahon,et al.  Notch2, but not Notch1, is required for proximal fate acquisition in the mammalian nephron , 2007, Development.

[103]  Roger M. Ilagan,et al.  FGF8 is required for cell survival at distinct stages of nephrogenesis and for regulation of gene expression in nascent nephrons , 2005, Development.

[104]  A. McMahon,et al.  Wnt9b plays a central role in the regulation of mesenchymal to epithelial transitions underlying organogenesis of the mammalian urogenital system. , 2005, Developmental cell.

[105]  A. McMahon,et al.  Distinct and sequential tissue-specific activities of the LIM-class homeobox gene Lim1 for tubular morphogenesis during kidney development , 2005, Development.

[106]  Q. Al-Awqati,et al.  Segmental expression of Notch and Hairy genes in nephrogenesis. , 2005, American journal of physiology. Renal physiology.

[107]  K. Reynolds,et al.  Global burden of hypertension: analysis of worldwide data , 2005, The Lancet.

[108]  P. Reddien,et al.  Fundamentals of planarian regeneration. , 2004, Annual review of cell and developmental biology.

[109]  M. Tessier-Lavigne,et al.  SLIT2-mediated ROBO2 signaling restricts kidney induction to a single site. , 2004, Developmental cell.

[110]  T. Noda,et al.  Crucial roles of Brn1 in distal tubule formation and function in mouse kidney , 2003, Development.

[111]  S. Quaggin,et al.  Glomerular-specific gene excision in vivo. , 2002, Journal of the American Society of Nephrology : JASN.

[112]  D. Anderson,et al.  Temporally compartmentalized expression of ephrin-B2 during renal glomerular development. , 2001, Journal of the American Society of Nephrology : JASN.

[113]  I. Krantz,et al.  Jagged1 mutations in Alagille syndrome , 2001, Human mutation.

[114]  M. Goulding,et al.  Kidney development in cadherin-6 mutants: delayed mesenchyme-to-epithelial conversion and loss of nephrons. , 2000, Developmental biology.

[115]  G. Dressler,et al.  Differential expression and function of cadherin-6 during renal epithelium development. , 1998, Development.

[116]  Colin C. Collins,et al.  Alagille syndrome is caused by mutations in human Jagged1, which encodes a ligand for Notch1 , 1997, Nature Genetics.

[117]  D. Garrod,et al.  Induction of early stages of kidney tubule differentiation by lithium ions. , 1995, Developmental biology.

[118]  A. McMahon,et al.  Epithelial transformation of metanephric mesenchyme in the developing kidney regulated by Wnt-4 , 1994, Nature.

[119]  F. Murad,et al.  Nitric oxide synthase in macula densa regulates glomerular capillary pressure. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[120]  B. Mayer,et al.  Expression of nitric oxide synthase in kidney macula densa cells. , 1992, Kidney international.

[121]  E. L. Potter,et al.  DEVELOPMENT OF HUMAN KIDNEY AS SHOWN BY MICRODISSECTION. III. FORMATION AND INTERRELATIONSHIP OF COLLECTING TUBULES AND NEPHRONS. , 1963, Archives of pathology.

[122]  I. Good THE POPULATION FREQUENCIES OF SPECIES AND THE ESTIMATION OF POPULATION PARAMETERS , 1953 .

[123]  G. C. Huber On the development and shape of uriniferous tubules of certain of the higher mammals , 1905 .