Trajectories Of Mouse Embryogenesis (TOME)

Mammalian embryogenesis is characterized by rapid cellular proliferation and diversification. Within a few weeks, a single cell zygote gives rise to millions of cells expressing a panoply of molecular programs, including much of the diversity that will subsequently be present in adult tissues. Although intensively studied, a comprehensive delineation of the major cellular trajectories that comprise mammalian development in vivo remains elusive. Here we set out to integrate several single cell RNA-seq datasets (scRNA-seq) that collectively span mouse gastrulation and organogenesis. To bridge technologies, these datasets were supplemented with new, intensive profiling of ~150,000 nuclei from somite-resolved E8.5 embryos with an improved combinatorial indexing protocol. Overall, we define cell states at each of 19 successive stages spanning E3.5 to E13.5, heuristically connect them to their pseudo-ancestors and pseudo-descendants, and for a subset of stages, deconvolve their approximate spatial distributions. Despite being constructed through automated procedures, the resulting trajectories of mammalian embryogenesis (TOME) are largely consistent with our contemporary understanding of mammalian development. We leverage TOME to nominate transcription factors (TF) and TF motifs as key regulators of each branch point at which a new cell type emerges. Finally, we apply the same procedures to single cell datasets of zebrafish and frog embryogenesis, and nominate “cell type homologs” based on shared regulators and transcriptional states.

For more details: https://www.nature.com/articles/s41588-022-01018-x

E8.25:Extraembryonic ectodermE8:Extraembryonic ectodermE7.75:Extraembryonic ectodermE7.5:Extraembryonic ectodermE7.25:Extraembryonic ectodermE7:Extraembryonic ectodermE6.75:Extraembryonic ectodermE6.5:Extraembryonic ectodermE6.25:Extraembryonic ectodermE5.5:Extraembryonic ectodermE5.25:Extraembryonic ectodermE4.5:TrophectodermE3.5:TrophectodermE9.5:Extraembryonic visceral endodermE8.5b:Extraembryonic visceral endodermE8.5a:Extraembryonic visceral endodermE8.25:Extraembryonic visceral endodermE8:Extraembryonic visceral endodermE7.75:Extraembryonic visceral endodermE7.5:Extraembryonic visceral endodermE7.25:Extraembryonic visceral endodermE7:Extraembryonic visceral endodermE6.75:Extraembryonic visceral endodermE6.5:Extraembryonic visceral endodermE6.25:Extraembryonic visceral endodermE5.5:Extraembryonic visceral endodermE8:Embryonic visceral endodermE7.75:Embryonic visceral endodermE7.5:Embryonic visceral endodermE7.25:Embryonic visceral endodermE7:Embryonic visceral endodermE6.75:Embryonic visceral endodermE6.5:Embryonic visceral endodermE6.25:Embryonic visceral endodermE5.5:Embryonic visceral endodermE5.25:Visceral endodermE8:Parietal endodermE7.75:Parietal endodermE7.5:Parietal endodermE7.25:Parietal endodermE7:Parietal endodermE6.75:Parietal endodermE6.5:Parietal endodermE6.25:Parietal endodermE5.5:Parietal endodermE5.25:Parietal endodermE4.5:HypoblastE9.5:Primordial germ cellsE8.5b:Primordial germ cellsE8.5a:Primordial germ cellsE8.25:Primordial germ cellsE8:Primordial germ cellsE7.75:Primordial germ cellsE7.5:Primordial germ cellsE7.25:Primordial germ cellsE7:Primordial germ cellsE8.5b:NotochordE8.5a:NotochordE8.5b:Definitive endodermE8.5a:Definitive endodermE8.25:NotochordE8:NotochordE7.75:NotochordE7.5:NotochordE7.25:NotochordE7.75:GutE7.5:GutE13.5:HepatocytesE12.5:HepatocytesE11.5:HepatocytesE10.5:HepatocytesE9.5:HepatocytesE13.5:Pancreatic epitheliumE12.5:Pancreatic epitheliumE11.5:Pancreatic epitheliumE13.5:Lung epitheliumE12.5:Lung epitheliumE11.5:Lung epitheliumE13.5:Foregut epitheliumE13.5:Pancreatic epitheliumE12.5:Foregut epitheliumE11.5:Foregut epitheliumE13.5:Midgut/Hindgut epitheliumE13.5:Foregut epitheliumE12.5:Midgut/Hindgut epitheliumE12.5:Pancreatic epitheliumE12.5:Foregut epitheliumE11.5:Midgut/Hindgut epitheliumE10.5:Gut and lung epitheliumE10.5:Renal epitheliumE9.5:Gut and lung epitheliumE9.5:Branchial arch epitheliumE8.5b:GutE8.5a:GutE8.25:GutE8:GutE7.75:GutE8.5a:Definitive endodermE8.25:Definitive endodermE8:Definitive endodermE7.75:Definitive endodermE7.75:NotochordE7.5:Definitive endodermE7.25:Definitive endodermE7.5:Anterior primitive streakE7.5:GutE7.5:Definitive endodermE7.25:Anterior primitive streakE7:Anterior primitive streakE12.5:Apical ectodermal ridgeE11.5:Apical ectodermal ridgeE10.5:Apical ectodermal ridgeE9.5:Apical ectodermal ridgeE13.5:Pre-epidermal keratinocytesE13.5:Branchial arch epitheliumE12.5:Pre-epidermal keratinocytesE12.5:Apical ectodermal ridgeE12.5:Branchial arch epitheliumE11.5:Pre-epidermal keratinocytesE13.5:EpidermisE13.5:Fusing epitheliumE12.5:EpidermisE11.5:EpidermisE11.5:Fusing epitheliumE11.5:Branchial arch epitheliumE11.5:Apical ectodermal ridgeE10.5:Pre-epidermal keratinocytesE10.5:Branchial arch epitheliumE10.5:Apical ectodermal ridgeE9.5:Pre-epidermal keratinocytesE8.5b:Pre-epidermal keratinocytesE8.5a:Pre-epidermal keratinocytesE10.5:Olfactory epitheliumE10.5:Branchial arch epitheliumE9.5:Placodal areaE13.5:Otic epitheliumE12.5:Otic epitheliumE11.5:Otic epitheliumE10.5:Otic epitheliumE9.5:Otic epitheliumE13.5:Olfactory epitheliumE13.5:Otic epitheliumE12.5:Olfactory epitheliumE11.5:Olfactory epitheliumE10.5:Olfactory epitheliumE9.5:Olfactory epitheliumE13.5:Branchial arch epitheliumE13.5:Lung epitheliumE12.5:Branchial arch epitheliumE12.5:Lung epitheliumE12.5:Apical ectodermal ridgeE11.5:Branchial arch epitheliumE11.5:Midgut/Hindgut epitheliumE10.5:Branchial arch epitheliumE10.5:Renal epitheliumE9.5:Branchial arch epitheliumE9.5:Primordial germ cellsE9.5:Pre-epidermal keratinocytesE8.5b:Placodal areaE8.5a:Placodal areaE13.5:Fusing epitheliumE12.5:Fusing epitheliumE11.5:Fusing epitheliumE10.5:Fusing epitheliumE9.5:Fusing epitheliumE8.5b:Fusing epitheliumE8.5a:Fusing epitheliumE8.25:Surface ectodermE8:Surface ectodermE7.75:Surface ectodermE7.5:Surface ectodermE7.5:Primitive streak and adjacent ectodermE7.75:Caudal neuroectodermE7.5:Caudal neuroectodermE9.5:Neuromesodermal progenitorsE8.5b:Neuromesodermal progenitorsE8.5a:Neuromesodermal progenitorsE8.25:Neuromesodermal progenitorsE8.25:Caudal lateral epiblastE8:Caudal lateral epiblastE8:Paraxial mesoderm CE7.75:Caudal lateral epiblastE7.75:Paraxial mesoderm CE7.5:Caudal lateral epiblastE7.5:Rostral neuroectodermE7.25:Primitive streak and adjacent ectodermE7:Primitive streak and adjacent ectodermE6.75:Primitive streak and adjacent ectodermE9.5:Paraxial mesoderm BE8.5b:Paraxial mesoderm BE8.5a:Paraxial mesoderm BE8.25:Paraxial mesoderm BE8:Paraxial mesoderm BE7.75:Paraxial mesoderm BE7.5:Paraxial mesoderm BE11.5:Skeletal muscle progenitorsE10.5:Skeletal muscle progenitorsE13.5:MyocytesE12.5:MyocytesE11.5:MyocytesE10.5:MyocytesE9.5:Skeletal muscle progenitorsE13.5:Early chondrocytesE12.5:Early chondrocytesE11.5:Early chondrocytesE10.5:Early chondrocytesE12.5:Chondrocyte and osteoblast progenitorsE11.5:Chondrocyte and osteoblast progenitorsE11.5:Early chondrocytesE10.5:Chondrocyte and osteoblast progenitorsE9.5:Chondrocyte and osteoblast progenitorsE13.5:Osteoblast progenitors BE13.5:Osteoblast progenitors AE12.5:Osteoblast progenitors BE12.5:Osteoblast progenitors AE11.5:Osteoblast progenitors BE11.5:Osteoblast progenitors AE11.5:Limb mesenchyme progenitorsE10.5:Osteoblast progenitors BE9.5:Osteoblast progenitors BE13.5:Osteoblast progenitors AE13.5:Osteoblast progenitors BE12.5:Osteoblast progenitors AE12.5:Osteoblast progenitors BE11.5:Osteoblast progenitors AE10.5:Osteoblast progenitors AE9.5:Osteoblast progenitors AE9.5:Mesenchymal stromal cellsE8.5b:Paraxial mesoderm AE8.5a:Paraxial mesoderm AE8.25:Paraxial mesoderm AE8:Paraxial mesoderm AE7.75:Paraxial mesoderm AE7.5:Paraxial mesoderm AE11.5:Somatic mesodermE10.5:Somatic mesodermE9.5:Somatic mesodermE13.5:Limb mesenchyme progenitorsE12.5:Limb mesenchyme progenitorsE11.5:Limb mesenchyme progenitorsE13.5:Connective tissue progenitorsE12.5:Connective tissue progenitorsE11.5:Connective tissue progenitorsE11.5:Somatic mesodermE10.5:Limb mesenchyme progenitorsE9.5:Limb mesenchyme progenitorsE11.5:Mesenchymal stromal cellsE10.5:Mesenchymal stromal cellsE9.5:Mesenchymal stromal cellsE9.5:Extraembryonic mesodermE8.5b:Somatic mesodermE8.5a:Somatic mesodermE8.25:Somatic mesodermE8:Somatic mesodermE7.75:Somatic mesodermE7.75:Nascent mesodermE13.5:Renal epitheliumE12.5:Renal epitheliumE11.5:Renal epitheliumE10.5:Renal epitheliumE9.5:Renal epitheliumE13.5:Intermediate mesodermE12.5:Intermediate mesodermE11.5:Intermediate mesodermE10.5:Intermediate mesodermE9.5:Intermediate mesodermE8.5b:Intermediate mesodermE8.5a:Intermediate mesodermE8.25:Intermediate mesodermE8:Intermediate mesodermE7.75:Intermediate mesodermE8.25:Paraxial mesoderm CE8.25:Neuromesodermal progenitorsE8:Paraxial mesoderm CE7.75:Paraxial mesoderm CE7.75:Paraxial mesoderm BE7.75:Extraembryonic mesodermE7.5:Nascent mesodermE13.5:Splanchnic mesodermE13.5:Amniochorionic mesoderm AE12.5:Splanchnic mesodermE12.5:Amniochorionic mesoderm BE12.5:Amniochorionic mesoderm AE11.5:Splanchnic mesodermE11.5:Somatic mesodermE11.5:Connective tissue progenitorsE11.5:Amniochorionic mesoderm BE11.5:Amniochorionic mesoderm AE10.5:Splanchnic mesodermE10.5:Amniochorionic mesoderm AE9.5:Splanchnic mesodermE9.5:Amniochorionic mesoderm AE8.5b:Splanchnic mesodermE8.5b:Somatic mesodermE8.5a:Splanchnic mesodermE8.25:Splanchnic mesodermE9.5:Second heart fieldE8.5b:Second heart fieldE8.5a:Second heart fieldE8.25:Second heart fieldE8.25:First heart fieldE8:Splanchnic mesodermE7.75:Splanchnic mesodermE13.5:CardiomyocytesE12.5:CardiomyocytesE11.5:CardiomyocytesE10.5:CardiomyocytesE9.5:First heart fieldE8.5b:First heart fieldE8.5a:First heart fieldE8.25:First heart fieldE8:First heart fieldE7.75:First heart fieldE7.75:Paraxial mesoderm AE7.5:Splanchnic mesodermE7.75:Extraembryonic mesodermE7.5:Mixed mesodermE7.25:Nascent mesodermE7.25:Mixed mesodermE7:Nascent mesodermE9.5:Extraembryonic mesodermE8.5b:Extraembryonic mesodermE8.5a:Extraembryonic mesodermE8.25:Extraembryonic mesodermE8:Extraembryonic mesodermE7.75:Extraembryonic mesodermE9.5:Amniochorionic mesoderm BE8.5b:AllantoisE8.5a:AllantoisE8.25:AllantoisE8:AllantoisE7.75:AllantoisE7.5:Extraembryonic mesodermE7.5:Splanchnic mesodermE7.5:Mixed mesodermE7.5:Amniochorionic mesodermE7.25:Mixed mesodermE12.5:Amniochorionic mesoderm BE11.5:Amniochorionic mesoderm BE10.5:Amniochorionic mesoderm BE9.5:Amniochorionic mesoderm BE8.5b:Amniochorionic mesoderm BE8.5b:Amniochorionic mesoderm AE8.5a:Amniochorionic mesoderm BE8.25:Amniochorionic mesoderm BE13.5:Amniochorionic mesoderm AE12.5:Amniochorionic mesoderm AE11.5:Amniochorionic mesoderm AE10.5:Amniochorionic mesoderm AE9.5:Amniochorionic mesoderm AE8.5b:Amniochorionic mesoderm AE8.5a:Amniochorionic mesoderm AE8.25:Amniochorionic mesoderm AE8:Amniochorionic mesodermE7.75:Amniochorionic mesodermE7.5:Amniochorionic mesodermE7.25:Amniochorionic mesodermE7:Mixed mesodermE8.5b:Hematoendothelial progenitorsE8.5a:Hematoendothelial progenitorsE8.25:Hematoendothelial progenitorsE8.25:EndotheliumE8:Hematoendothelial progenitorsE8:EndotheliumE7.75:Hematoendothelial progenitorsE13.5:Liver endotheliumE13.5:EndotheliumE13.5:Brain endotheliumE12.5:EndotheliumE11.5:EndotheliumE10.5:EndotheliumE9.5:EndotheliumE8.5b:EndotheliumE8.5b:Hematoendothelial progenitorsE8.5b:Blood progenitorsE8.5a:EndotheliumE8.25:EndotheliumE8:EndotheliumE7.75:EndotheliumE7.5:Hematoendothelial progenitorsE7.5:Blood progenitorsE7.25:Hematoendothelial progenitorsE12.5:Definitive erythroid cellsE11.5:Primitive erythroid cellsE11.5:Definitive erythroid cellsE10.5:Primitive erythroid cellsE10.5:Definitive erythroid cellsE9.5:Primitive erythroid cellsE8.5b:Primitive erythroid cellsE8.5a:Primitive erythroid cellsE8.25:Primitive erythroid cellsE8:Primitive erythroid cellsE7.75:Primitive erythroid cellsE13.5:White blood cellsE12.5:White blood cellsE11.5:White blood cellsE10.5:White blood cellsE13.5:MegakaryocytesE12.5:MegakaryocytesE11.5:MegakaryocytesE10.5:MegakaryocytesE13.5:Definitive erythroid cellsE12.5:Definitive erythroid cellsE11.5:Definitive erythroid cellsE10.5:Definitive erythroid cellsE9.5:Blood progenitorsE8.5b:Blood progenitorsE8.5a:Blood progenitorsE8.25:Blood progenitorsE8:Blood progenitorsE8:Primitive erythroid cellsE7.75:Blood progenitorsE7.5:Blood progenitorsE7.25:Blood progenitorsE7:Hematoendothelial progenitorsE6.75:Nascent mesodermE6.5:Primitive streak and adjacent ectodermE8.25:Rostral neuroectodermE13.5:Neural crest (PNS glia)E12.5:Neural crest (PNS glia)E11.5:Neural crest (PNS glia)E10.5:Neural crest (PNS glia)E9.5:Neural crest (PNS glia)E13.5:Neural crest (PNS neurons)E12.5:Neural crest (PNS neurons)E11.5:Neural crest (PNS neurons)E10.5:Neural crest (PNS neurons)E10.5:Olfactory sensory neuronsE9.5:Neural crest (PNS neurons)E9.5:Osteoblast progenitors BE9.5:Osteoblast progenitors AE9.5:Motor neuronsE8.5b:Neural crestE8.5a:Neural crestE8.25:Neural crestE13.5:HindbrainE12.5:HindbrainE11.5:HindbrainE10.5:HindbrainE9.5:HindbrainE9.5:Roof plateE8.5b:HindbrainE8.5a:HindbrainE13.5:Anterior floor plateE12.5:Anterior floor plateE11.5:Anterior floor plateE10.5:Anterior floor plateE9.5:Anterior floor plateE9.5:Posterior floor plateE8.5b:Anterior floor plateE8.5b:Posterior floor plateE8.5a:Anterior floor plateE8.5a:Posterior floor plateE8.25:HindbrainE13.5:Retinal pigment cellsE12.5:Retinal pigment cellsE11.5:Retinal pigment cellsE13.5:Retinal neuronsE12.5:Retinal neuronsE11.5:Retinal neuronsE10.5:Retinal primordiumE9.5:Retinal primordiumE13.5:Spinal cord inhibitory neuronsE12.5:Spinal cord inhibitory neuronsE11.5:Spinal cord inhibitory neuronsE10.5:Spinal cord inhibitory neuronsE13.5:Spinal cord excitatory neuronsE13.5:Di/mesencephalon excitatory neuronsE12.5:Spinal cord excitatory neuronsE12.5:Di/mesencephalon excitatory neuronsE11.5:Spinal cord excitatory neuronsE10.5:Spinal cord excitatory neuronsE13.5:Neuron progenitor cellsE12.5:Neuron progenitor cellsE11.5:Neuron progenitor cellsE10.5:Neuron progenitor cellsE13.5:Intermediate progenitor cellsE12.5:Intermediate progenitor cellsE11.5:Intermediate progenitor cellsE10.5:Intermediate progenitor cellsE13.5:Di/mesencephalon inhibitory neuronsE12.5:Di/mesencephalon inhibitory neuronsE11.5:Di/mesencephalon inhibitory neuronsE10.5:Di/mesencephalon inhibitory neuronsE13.5:Di/mesencephalon excitatory neuronsE12.5:Di/mesencephalon excitatory neuronsE11.5:Di/mesencephalon excitatory neuronsE10.5:Di/mesencephalon excitatory neuronsE13.5:Olfactory sensory neuronsE12.5:Olfactory sensory neuronsE11.5:Olfactory sensory neuronsE10.5:Olfactory sensory neuronsE13.5:Inhibitory interneuronsE12.5:Inhibitory interneuronsE11.5:Inhibitory interneuronsE10.5:Inhibitory interneuronsE9.5:Neuron progenitor cellsE13.5:Noradrenergic neuronsE12.5:Noradrenergic neuronsE11.5:Noradrenergic neuronsE10.5:Noradrenergic neuronsE13.5:Motor neuronsE12.5:Motor neuronsE11.5:Motor neuronsE11.5:Noradrenergic neuronsE10.5:Motor neuronsE9.5:Motor neuronsE13.5:Mesencephalon/MHBE13.5:Retinal neuronsE12.5:Mesencephalon/MHBE12.5:HindbrainE11.5:Mesencephalon/MHBE10.5:Mesencephalon/MHBE9.5:Mesencephalon/MHBE13.5:Di/telencephalonE12.5:Di/telencephalonE12.5:Roof plateE12.5:Mesencephalon/MHBE11.5:Di/telencephalonE11.5:Anterior floor plateE10.5:Di/telencephalonE10.5:Inhibitory interneuronsE10.5:Anterior floor plateE9.5:Di/telencephalonE9.5:Neural crest (PNS neurons)E8.5b:Forebrain/midbrainE8.5a:Forebrain/midbrainE8.25:Forebrain/midbrainE8:Rostral neuroectodermE7.75:Rostral neuroectodermE8.25:Spinal cordE8:Spinal cordE13.5:Spinal cord (ventral)E12.5:Spinal cord (ventral)E11.5:Spinal cord (ventral)E11.5:HindbrainE10.5:Spinal cord (ventral)E9.5:Spinal cord (ventral)E13.5:Spinal cord (dorsal)E13.5:Neuron progenitor cellsE12.5:Spinal cord (dorsal)E11.5:Spinal cord (dorsal)E10.5:Spinal cord (dorsal)E9.5:Spinal cord (dorsal)E13.5:Roof plateE12.5:Roof plateE11.5:Roof plateE10.5:Roof plateE9.5:Roof plateE8.5b:Spinal cordE8.5a:Spinal cordE13.5:Posterior floor plateE12.5:Posterior floor plateE11.5:Posterior floor plateE10.5:Posterior floor plateE9.5:Posterior floor plateE8.5b:Posterior floor plateE8.5a:Posterior floor plateE8.25:Spinal cordE8.25:Caudal neuroectodermE8:Caudal neuroectodermE7.75:Caudal neuroectodermE7.75:Surface ectodermE7.5:Rostral neuroectodermE7.75:Rostral neuroectodermE7.5:EpiblastE7.25:EpiblastE7:EpiblastE7:Primitive streak and adjacent ectodermE6.75:EpiblastE6.5:EpiblastE6.25:EpiblastE5.5:EpiblastE5.25:EpiblastE4.5:EpiblastE3.5:Inner cell massE3:MorulaMouse: NeuroectodermMouse: Surface ectodermMouse: MesodermMouse: EndodermMouse: OtherMouse: ExE embryoNeural crest (PNS glia)Neural crest (PNS neurons)Olfactory sensory neuronsNeural crestMesencephalon/MHBDi/telencephalonRetinal neuronsRetinal pigment cellsRetinal primordiumForebrain/midbrainNoradrenergic neuronsMotor neuronsIntermediate progenitor cellsInhibitory interneuronsDi/mesencephalon inhibitory neuronsSpinal cord inhibitory neuronsDi/mesencephalon excitatory neuronsSpinal cord excitatory neuronsNeuron progenitor cellsHindbrainRoof plateAnterior floor platePosterior floor plateSpinal cordSpinal cord (dorsal)Spinal cord (ventral)Rostral neuroectodermEpiblastCaudal neuroectodermNeuromesodermal progenitorsCaudal lateral epiblastOtic epitheliumOlfactory epitheliumPlacodal areaBranchial arch epitheliumFusing epitheliumApical ectodermal ridgeEpidermisPre-epidermal keratinocytesSurface ectodermPrimitive streak & adjacent ectodermPrimordial germ cellsForegut epitheliumMidgut/Hindgut epitheliumLung epitheliumPancreatic epitheliumGut & lung epitheliumHepatocytesGutDefinitive endodermAnterior primitive streakNotochordOsteoblast progenitors AOsteoblast progenitors BMyocytesSkeletal muscle progenitorsEarly chondrocytesChondrocyte & osteoblast progenitorsParaxial mesoderm AParaxial mesoderm BParaxial mesoderm CNascent mesodermIntermediate mesodermRenal epitheliumMesenchymal stromal cellsSomatic mesodermConnective tissue progenitorsLimb mesenchyme progenitorsCardiomyocytesFirst heart fieldSecond heart fieldSplanchnic mesodermAmniochorionic mesoderm AAmniochorionic mesoderm BAmniochorionic mesodermExtraembryonic mesodermAllantoisMixed mesodermBrain endotheliumLiver endotheliumEndotheliumHematoendothelial progenitorsBlood progenitorsWhite blood cellsMegakaryocytesPrimitive erythroid cellsDefinitive erythroid cellsEmbryonic visceral endodermExtraembryonic visceral endodermVisceral endodermParietal endodermHypoblastInner cell massMorulaTrophectodermExtraembryonic ectoderm
  • E3.50
  • E4.50
  • E5.25
  • E5.50
  • E6.25
  • E6.50
  • E6.75
  • E7.00
  • E7.25
  • E7.50
  • E7.75
  • E8.00
  • E8.25
  • E8.5a
  • E8.5b
  • E9.50
  • E10.5
  • E11.5
  • E12.5
  • E13.5
hpf8:forerunner cellshpf8:EVLhpf7:EVLhpf6:EVLhpf5.3:EVLhpf4.8:EVLhpf4.3:EVLhpf3.8:EVLhpf24:tailbud mesodermhpf18:tailbud mesodermhpf14:tailbud mesodermhpf24:myotomehpf18:myotomehpf14:myotomehpf12:tailbud mesodermhpf12:mesoderm adaxial cellshpf11:tailbud mesodermhpf10:tailbud mesodermhpf9:tailbud mesodermhpf8:tailbud mesodermhpf24:pharyngeal archhpf18:pharyngeal archhpf14:pharyngeal archhpf12:mesoderm lateral plate (tbx1+)hpf11:mesoderm lateral plate (tbx1+)hpf10:mesoderm lateral plate (tbx1+)hpf18:pronephric ducthpf14:pronephric ducthpf24:erythroidhpf18:blood islandhpf14:blood islandhpf14:endothelialhpf12:mesoderm lateral plate (fli1a+)hpf24:endothelialhpf18:endothelialhpf14:endothelialhpf12:endothelialhpf11:mesoderm lateral plate (fli1a+)hpf24:hearthpf18:pectoral fin fieldhpf24:hearthpf18:hearthpf18:macrophagehpf14:hearthpf12:mesoderm lateral platehpf11:mesoderm lateral platehpf10:mesoderm lateral platehpf9:mesoderm lateral platehpf8:mesoderm lateral platehpf12:mesoderm adaxial cellshpf11:mesoderm adaxial cellshpf10:mesoderm adaxial cellshpf9:mesoderm adaxial cellshpf8:mesoderm adaxial cellshpf7:non dorsal margin involutedhpf6:non dorsal margin involutedhpf24:lateral line primordiumhpf24:otic placodehpf24:guthpf18:lateral line primordiumhpf24:guthpf18:guthpf14:guthpf12:endodermhpf11:endodermhpf10:endodermhpf9:endodermhpf8:endodermhpf8:forerunner cellshpf7:endodermhpf6:endodermhpf5.3:non dorsal margin involutedhpf24:macrophagehpf18:macrophagehpf24:hatching glandhpf18:hatching glandhpf14:hatching glandhpf12:hatching glandhpf11:hatching glandhpf10:prechordal platehpf9:prechordal platehpf8:prechordal platehpf7:prechordal platehpf6:prechordal platehpf18:notochordhpf18:floorplatehpf14:notochordhpf12:notochordhpf11:notochordhpf10:notochordhpf9:notochordhpf8:notochordhpf7:dorsal margin involutedhpf6:dorsal margin involutedhpf5.3:dorsal margin involutedhpf11:tailbud spinal cordhpf10:tailbud spinal cordhpf9:tailbud spinal cordhpf8:tailbud spinal cordhpf7:marginhpf7:non dorsal margin involutedhpf6:marginhpf6:dorsal margin involutedhpf6:apoptotic likehpf5.3:marginhpf4.8:marginhpf4.3:marginhpf10:germlinehpf9:germlinehpf8:germlinehpf7:germlinehpf6:germlinehpf5.3:germlinehpf24:tailbud spinal cordhpf24:tailbud mesodermhpf18:tailbud spinal cordhpf18:hindbrain ventralhpf14:tailbud spinal cordhpf12:tailbud spinal cordhpf11:tailbud spinal cordhpf18:hindbrain dorsalhpf14:neural plate posteriorhpf14:tailbud spinal cordhpf12:neural plate posteriorhpf11:neural plate posteriorhpf11:differentiating neuronshpf10:neural plate posteriorhpf18:differentiating neurons (rohon beard)hpf14:differentiating neurons (rohon beard)hpf18:differentiating neurons (rohon beard)hpf24:differentiating neurons (eomesa+)hpf24:differentiating neurons (dlx1a+)hpf24:differentiating neuronshpf24:olfactory placodehpf18:differentiating neuronshpf18:olfactory placodehpf14:differentiating neuronshpf12:differentiating neuronshpf11:differentiating neuronshpf10:differentiating neuronshpf18:floorplatehpf14:floorplatehpf12:diencephalon (aplnr2+)hpf11:diencephalon (aplnr2+)hpf10:diencephalon (aplnr2+)hpf24:hindbrain ventralhpf18:hindbrain ventralhpf24:hindbrain dorsalhpf24:roofplatehpf18:hindbrain dorsalhpf14:hindbrainhpf12:hindbrainhpf11:hindbrainhpf10:hindbrainhpf10:tailbud spinal cordhpf9:neural plate posteriorhpf8:neural plate posteriorhpf24:telencephalonhpf18:telencephalonhpf18:diencephalonhpf14:telencephalonhpf12:telencephalonhpf11:telencephalonhpf10:telencephalonhpf14:telencephalonhpf12:neural plate anteriorhpf11:neural plate anteriorhpf10:neural plate anteriorhpf24:xanthoblasthpf24:neural cresthpf24:melanoblasthpf24:pharyngeal archhpf18:neural cresthpf14:neural cresthpf12:neural cresthpf11:neural cresthpf10:neural cresthpf24:retina pigmented epitheliumhpf18:retina pigmented epitheliumhpf24:optic cuphpf18:optic cuphpf14:optic primordiumhpf12:neural anteriorhpf12:neural plate anteriorhpf11:neural anteriorhpf10:neural anteriorhpf24:diencephalonhpf18:diencephalonhpf14:diencephalonhpf12:diencephalonhpf11:diencephalonhpf10:diencephalonhpf9:neural plate anteriorhpf24:midbrain ventralhpf24:midbrainhpf24:roofplatehpf18:midbrainhpf14:midbrainhpf12:midbrainhpf11:midbrainhpf10:midbrainhpf10:hindbrainhpf9:midbrainhpf8:neural plate anteriorhpf24:peridermhpf18:peridermhpf14:peridermhpf12:peridermhpf11:peridermhpf10:peridermhpf9:EVLhpf8:EVLhpf24:otic placodehpf18:otic placodehpf14:otic placodehpf18:lateral line primordiumhpf14:lateral line primordiumhpf12:epidermal (gbx2+)hpf12:anterior neural ridgehpf11:epidermal (gbx2+)hpf10:epidermal (gbx2+)hpf24:ionocytehpf18:ionocytehpf24:epidermal (foxi3a+)hpf18:epidermal (foxi3a+)hpf14:epidermal (foxi3a+)hpf12:epidermal (foxi3a+)hpf24:epidermalhpf18:epidermalhpf18:peridermhpf14:epidermalhpf14:anterior neural ridgehpf12:epidermalhpf11:epidermalhpf11:epidermal (gbx2+)hpf10:epidermalhpf24:olfactory placodehpf18:olfactory placodehpf18:lens placodehpf18:anterior neural ridgehpf18:epidermalhpf14:anterior neural ridgehpf12:anterior neural ridgehpf11:anterior neural ridgehpf10:anterior neural ridgehpf9:epidermalhpf8:epidermalhpf8:germlinehpf7:epiblasthpf6:epiblasthpf6:apoptotic likehpf5.3:DELhpf5.3:marginhpf4.8:DELhpf4.8:marginhpf4.3:DELhpf3.8:DELhpf3.3:blastomereZebrafish: NeuroectodermZebrafish: MesodermZebrafish: Surface ectodermZebrafish: OtherZebrafish: EndodermZebrafish: ExE embryoxanthoblastmelanoblastneural crestroofplatemidbrain ventralmidbraindiencephalonneural plate anteriortelencephalonneural anterioroptic primordiumoptic cupretina pigmented epitheliumepiblastdifferentiating neuronsdifferentiating neurons (rohon beard)differentiating neurons (dlx1a+)differentiating neurons (eomesa+)diencephalon (aplnr2+)floorplatehindbrain dorsalhindbrain ventralhindbrainneural plate posterioranterior neural ridgelateral line primordiumlens placodeolfactory placodeotic placodeepidermal (gbx2+)epidermalepidermal (foxi3a+)ionocyteapoptotic likegermlineDELprechordal platehatching glanddorsal margin involutednotochordmargintailbud spinal cordendodermgutmesoderm adaxial cellsnon dorsal margin involutedtailbud mesodermmyotomepharyngeal archmesoderm lateral plate (tbx1+)mesoderm lateral plateheartpectoral fin fieldmacrophageendothelialpronephric ductmesoderm lateral plate (fli1a+)blood islanderythroidblastomereforerunner cellsEVLperiderm
  • hpf3.8
  • hpf4.3
  • hpf4.8
  • hpf5.3
  • hpf6
  • hpf7
  • hpf8
  • hpf9
  • hpf10
  • hpf11
  • hpf12
  • hpf14
  • hpf18
  • hpf24
S8:germ cellS16:tail budS16:chordal neural plate borderS14:tail budS13:tail budS12:tail budS22:somiteS20:somiteS18:somiteS16:somiteS14:somiteS22:presomitic mesodermS20:presomitic mesodermS18:presomitic mesodermS18:somiteS16:presomitic mesodermS16:somiteS14:presomitic mesodermS13:presomitic mesodermS13:involuted ventral mesodermS12:presomitic mesodermS22:notochordS20:notochordS18:notochordS16:notochordS14:notochordS13:notochordS12:notochordS11:marginal zoneS22:gutS20:gutS18:gutS16:endodermS14:endodermS13:endodermS12:endodermS11:endodermS11:dorsal marginal zoneS10:marginal zoneS22:small secretory cellsS20:small secretory cellsS18:small secretory cellsS16:small secretory cellsS14:small secretory cellsS22:epidermalS20:epidermalS18:epidermalS16:epidermalS14:epidermalS13:surface ectodermS22:epibranchial and lateral line placodeS22:placodal neuronS20:posterior placodal areaS18:posterior placodal areaS22:otic placodeS20:otic placodeS18:otic placodeS18:neuroendocrine cellS16:posterior placodal areaS14:posterior placodal areaS22:olfactory placodeS20:olfactory placodeS18:olfactory placodeS22:lens placodeS20:lens placodeS20:anterior placodal areaS18:lens placodeS22:lens placodeS22:anterior placodal areaS22:adenohypophyseal placodeS22:olfactory placodeS20:anterior placodal areaS20:lens placodeS18:anterior placodal areaS16:anterior placodal areaS16:cement gland primordiumS14:anterior placodal areaS13:placodal areaS12:surface ectodermS22:beta ionocyteS22:alpha ionocyteS20:ionocyteS18:ionocyteS16:ionocyteS14:ionocyteS13:ionocyteS12:ionocyteS11:surface ectodermS20:notoplateS18:notoplateS16:notoplateS14:notoplateS22:neural plate posterior (nkx2-1+)S20:neural plate posterior (nkx2-1+)S18:neural plate posterior (nkx2-1+)S16:neural plate posterior (nkx2-1+)S18:chordal neural plate borderS16:chordal neural plate borderS22:spinal cordS22:hindbrainS22:neural plate anterior (fezf1+)S20:neural plate posteriorS20:neural plate posterior (nkx2-1+)S20:neural plate anterior (fezf1+)S18:neural plate posteriorS16:neural plate posteriorS14:neural plate posteriorS14:early neuronS13:neural plate posteriorS22:neural plate anterior (fezf1+)S20:neural plate anterior (fezf1+)S18:neural plate anterior (fezf1+)S16:neural plate anterior (fezf1+)S16:neural plate posteriorS16:eye primordiumS14:neural plate anteriorS22:optic vesicleS22:optic neuronS20:eye primordiumS18:eye primordiumS16:eye primordiumS14:eye primordiumS13:neural plate anteriorS22:cranial neural crestS22:chordal neural crestS20:neural crestS18:neural crestS16:neural crestS14:neural crestS13:neural crestS22:Rohon-beard neuronS20:Rohon-beard neuronS18:Rohon-beard neuronS22:placodal neuronS20:placodal neuronS18:placodal neuronS22:neuron - inaS22:neuroendocrine cellS20:neuron - inaS22:neuroendocrine cellS20:neuroendocrine cellS18:neuron - inaS20:neuroendocrine cellS18:neuroendocrine cellS16:early neuronS14:early neuronS13:early neuronS12:neuroectodermS11:neuroectodermS20:hatching glandS18:hatching glandS20:hatching glandS22:goblet cellS20:goblet cellS18:goblet cellS16:goblet cellS14:goblet cellS18:hatching glandS16:hatching glandS16:goblet cellS14:hatching glandS13:goblet cellS22:cement gland primordiumS20:cement gland primordiumS18:cement gland primordiumS16:cement gland primordiumS14:cement gland primordiumS14:hatching glandS13:cement gland primordiumS12:goblet cellS11:goblet cellS22:ciliated epidermal progenitorS20:ciliated epidermal progenitorS18:ciliated epidermal progenitorS16:ciliated epidermal progenitorS14:ciliated epidermal progenitorS13:ciliated epidermal progenitorS12:ciliated epidermal progenitorS11:ciliated epidermal progenitorS10:ectodermS22:migrating myeloid progenitorS20:migrating myeloid progenitorS18:migrating myeloid progenitorS16:migrating myeloid progenitorS14:migrating myeloid progenitorS22:bloodS20:bloodS18:bloodS16:ventral blood islandS22:lateral plate mesodermS22:cardiac mesodermS22:endothelial hemangioblast progenitorS20:lateral plate mesodermS22:intermediate mesoderm (ssg1+)S22:intermediate mesodermS20:intermediate mesodermS18:lateral plate mesodermS18:bloodS16:lateral plate mesodermS14:lateral plate mesodermS22:pronephric mesenchymeS20:pronephric mesenchymeS18:pronephric mesenchymeS20:lateral plate mesodermS20:intermediate mesodermS18:intermediate mesodermS18:lateral plate mesodermS16:intermediate mesodermS22:endothelial hemangioblast progenitorS20:endothelial hemangioblast progenitorS18:endothelial hemangioblast progenitorS22:intermediate mesodermS20:dorsal lateral plate regionS18:dorsal lateral plate regionS16:dorsal lateral plate regionS16:lateral plate mesodermS14:intermediate mesodermS13:involuted ventral mesodermS12:involuted ventral mesodermS12:dorsal marginal zoneS11:dorsal marginal zoneS10:dorsal marginal zoneS8:blastulaS6:blastulaFrog: Surface ectodermFrog: NeuroectodermFrog: MesodermFrog: EndodermFrog: Otherchordal neural crestcranial neural crestneural crestneural plate anterior (fezf1+)neural plate anterioreye primordiumoptic neuronoptic vesicleneuroectodermearly neuronneuron - inaRohon-beard neuronplacodal neuronneuroendocrine cellneural plate posterior (nkx2-1+)neural plate posteriornotoplatechordal neural plate borderhindbrainspinal cordectodermionocyteepibranchial and lateral line placodealpha ionocytebeta ionocyteotic placodeposterior placodal areaplacodal areaanterior placodal arealens placodeolfactory placodeadenohypophyseal placodesurface ectodermepidermalsmall secretory cellsgoblet cellcement gland primordiumhatching glandciliated epidermal progenitorblastulagerm celltail budnotochordgutendodermmarginal zonepresomitic mesodermsomitedorsal marginal zonepronephric mesenchymeintermediate mesoderm (ssg1+)intermediate mesodermdorsal lateral plate regionendothelial hemangioblast progenitormigrating myeloid progenitorinvoluted ventral mesodermcardiac mesodermlateral plate mesodermventral blood islandblood
  • S8
  • S10
  • S11
  • S12
  • S13
  • S14
  • S16
  • S18
  • S20
  • S22

Mouse data

Single-cell data of each individual timepoint (Seurat object, including cell state & type columns)

E3.5 (Mohammed et al.)

E7.75 (Pijuan-Sala et al.)

E4.5 (Mohammed et al.)

E8.0 (Pijuan-Sala et al.)

E5.25 (Cheng et al.)

E8.25 (Pijuan-Sala et al.)

E5.5 (Mohammed et al., Cheng et al.)

E8.5a (Pijuan-Sala et al.)

E6.25 (Cheng et al.)

E8.5b (Newly generated E8.5 data)

E6.5 (Mohammed et al., Cheng et al., Pijuan-Sala et al.)

E9.5 (Deeper sequencing of Cao et al. libraries)

E6.75 (Pijuan-Sala et al.)

E10.5 (Deeper sequencing of Cao et al. libraries)

E7.0 (Pijuan-Sala et al.)

E11.5 (Deeper sequencing of Cao et al. libraries)

E7.25 (Pijuan-Sala et al.)

E12.5 (Deeper sequencing of Cao et al. libraries)

E7.5 (Pijuan-Sala et al.)

E13.5 (Deeper sequencing of Cao et al. libraries)

Zebrafish data

Single-cell data of each individual timepoint (Seurat object, including cell state & type columns)

hpf3.3 (Farrell et al.)

hpf9 (Farrell et al.)

hpf3.8 (Farrell et al.)

hpf10 (Farrell et al., Wagner et al.)

hpf4.3 (Farrell et al.)

hpf11.0 (Farrell et al.)

hpf4.8 (Farrell et al.)

hpf12.0 (Farrell et al.)

hpf5.3 (Farrell et al.)

hpf14.0 (Wagner et al.)

hpf6 (Farrell et al., Wagner et al.)

hpf18.0 (Wagner et al.)

hpf7 (Farrell et al.)

hpf24.0 (Wagner et al.)

hpf8 (Farrell et al., Wagner et al.)

Frog data

Single-cell data of each individual timepoint (Seurat object, including cell state & type columns)

S8 (Briggs et al.)

S14 (Briggs et al.)

S10 (Briggs et al.)

S16 (Briggs et al.)

S11 (Briggs et al.)

S18 (Briggs et al.)

S12 (Briggs et al.)

S20 (Briggs et al.)

S13 (Briggs et al.)

S22 (Briggs et al.)

Code

https://github.com/ChengxiangQiu/tome_code

Contact

Chengxiang Qiu

Shendure Lab

Department of Genome Sciences, University of Washington

Email: cxqiu@uw.edu