Evidence map›Paper›PMID 39567793›Full record

ArticleNature2024

A multi-omic atlas of human embryonic skeletal development.

Ken To, Lijiang Fei, J Patrick Pett, Kenny Roberts, Raphael Blain, Krzysztof Polański, Tong Li, Nadav Yayon, Peng He, Chuan Xu and 27 more

Abstract read
In one paragraph

Article in Nature, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 64 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
64citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

64 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
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  14. Expanding the phenotypic spectrum associated with ZIC1 variants: A neurodevelopmental disorder with and without craniosynostosis.Genetics in medicine : official journal of the American College of Medical Genetics · 2026
    Article
  15. Review
  16. Molecular-level understanding of the aging bone and regeneration mechanisms using computational methods.Osteoporosis international : a journal established as result of cooperation between the European Foundation for Osteoporosis and the National Osteoporosis Foundation of the USA · 2026
    Review
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  19. Article
  20. Review

4 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

37 authors.

Ken To *Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Lijiang Fei *Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
J Patrick Pett *Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-5249-444X
Kenny RobertsWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0001-6155-0821
Raphael BlainSorbonne Université, INSERM, CNRS, Institut de la Vision, Paris, France.ORCID 0000-0002-8552-0229
Krzysztof PolańskiWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-2586-9576
Tong LiWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-8240-4476
Nadav YayonWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Peng HeWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-2457-3554
Chuan XuWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-6265-999X
James CranleyWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-0408-5801
Madelyn MoyWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0003-1159-5049
Ruoyan LiWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0001-5337-9729
Kazumasa KanemaruWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0003-0018-8966
Ni HuangWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Stathis MegasWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-2038-3040
Laura RichardsonWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-8075-3816
Rakesh KapugeWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0009-0001-3394-0387
Shani PereraWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Elizabeth TuckWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Anna Wilbrey-ClarkWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Ilaria MulasWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Fani MemiWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Batuhan CakirWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0003-4513-606X
Alexander V PredeusWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-2750-1599
David HorsfallWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Simon MurrayWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0009-0007-0787-1051
Martin PreteWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-5946-821X
Pavel MazinWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0001-9268-3352
Xiaoling HeJohn van Geest Centre for Brain Repair, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK.ORCID 0009-0004-1002-8418
Kerstin B MeyerWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0001-5906-1498
Muzlifah HaniffaWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-3927-2084
Roger A BarkerJohn van Geest Centre for Brain Repair, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK.ORCID 0000-0001-8843-7730
Omer BayraktarWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Alain ChédotalSorbonne Université, INSERM, CNRS, Institut de la Vision, Paris, France.ORCID 0000-0001-7577-3794
Christopher D BuckleyKennedy Institute of Rheumatology, University of Oxford, Oxford, UK.ORCID 0000-0001-6924-6402
Sarah A TeichmannWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK. sat1003@cam.ac.uk.ORCID 0000-0002-6294-6366

Funding

Medical Research Council MC_PC_17230Medical Research Council MR/W000830/1Wellcome Trust
6 · The paper itself

Abstract

Human embryonic bone and joint formation is determined by coordinated differentiation of progenitors in the nascent skeleton. The cell states, epigenetic processes and key regulatory factors that underlie lineage commitment of these cells remain elusive. Here we applied paired transcriptional and epigenetic profiling of approximately 336,000 nucleus droplets and spatial transcriptomics to establish a multi-omic atlas of human embryonic joint and cranium development between 5 and 11 weeks after conception. Using combined modelling of transcriptional and epigenetic data, we characterized regionally distinct limb and cranial osteoprogenitor trajectories across the embryonic skeleton and further described regulatory networks that govern intramembranous and endochondral ossification. Spatial localization of cell clusters in our in situ sequencing data using a new tool, ISS-Patcher, revealed mechanisms of progenitor zonation during bone and joint formation. Through trajectory analysis, we predicted potential non-canonical cellular origins for human chondrocytes from Schwann cells. We also introduce SNP2Cell, a tool to link cell-type-specific regulatory networks to polygenic traits such as osteoarthritis. Using osteolineage trajectories characterized here, we simulated in silico perturbations of genes that cause monogenic craniosynostosis and implicate potential cell states and disease mechanisms. This work forms a detailed and dynamic regulatory atlas of bone and cartilage maturation and advances our fundamental understanding of cell-fate determination in human skeletal development.

Indexed as

Embryonic DevelopmentMultiomicsOsteogenesisAtlases as TopicCell LineageChondrocytesEpigenesis, GeneticGene Expression Regulation, DevelopmentalGene Regulatory NetworksHumansJointsOsteoarthritisSchwann CellsSkullTranscriptome

Identifiers

PMID39567793
PMCPMC11578895

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.