Cited by 218

Spatiotemporal single-cell RNA sequencing of developing chicken hearts identifies interplay between cellular differentiation and morphogenesis

Mantri, Madhav, Scuderi, Gaetano J., Abedini-Nassab, Roozbeh, Wang, Michael F. Z., McKellar, David, Shi, Hao, Grodner, Benjamin, Butcher, Jonathan T. +1 more·2021·Nature Communications

Published version of a preprint

Abstract

Single-cell RNA sequencing is a powerful tool to study developmental biology but does not preserve spatial information about tissue morphology and cellular interactions. Here, we combine single-cell and spatial transcriptomics with algorithms for data integration to study the development of the chicken heart from the early to late four-chambered heart stage. We create a census of the diverse cellular lineages in developing hearts, their spatial organization, and their interactions during development. Spatial mapping of differentiation transitions in cardiac lineages defines transcriptional differences between epithelial and mesenchymal cells within the epicardial lineage. Using spatially resolved expression analysis, we identify anatomically restricted expression programs, including expression of genes implicated in congenital heart disease. Last, we discover a persistent enrichment of the small, secreted peptide, thymosin beta-4, throughout coronary vascular development. Overall, our study identifies an intricate interplay between cellular differentiation and morphogenesis.

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.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1038/s41467-021-21892-z

Cites

7 of 7 references verified0 citation errors · 0 not checkable

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.

A few free checks a day · papers already verified open instantly · results are public

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?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 58

  1. [1]Buckingham M Meilhac S Zaffran S Building the mammalian heart from two sources of myocardial cells Nat. Rev. Genet. 2005 6 826 835 10.1038/nrg1710 16304598 · DOI
  2. [2]Dunwoodie SL Combinatorial signaling in the heart orchestrates cardiac induction, lineage specification and chamber formation Semin. Cell Dev. Biol. 2007 18 54 66 10.1016/j.semcdb.2006.12.003 17236794 · DOI
  3. [3]Martinsen BJ Reference guide to the stages of chick heart embryology Dev. Dyn. 2005 233 1217 1237 10.1002/dvdy.20468 15986452 · DOI
  4. [4]Hie, B., Bryson, B. & Berger, B. Efficient integration of heterogeneous single-cell transcriptomes using Scanorama. Nat. Biotechnol. 10.1038/s41587-019-0113-3 (2019). PMC6551256 31061482 · DOI
  5. [6]Stuart T Comprehensive integration of single-cell data Cell 2019 177 1888 1902 10.1016/j.cell.2019.05.031 31178118 PMC6687398 · DOI · Paper page
  6. [8]Qiu X Reversed graph embedding resolves complex single-cell trajectories Nat. Methods 2017 14 979 982 10.1038/nmeth.4402 28825705 PMC5764547 · DOI · Paper page
  7. [9]Tandon P Miteva YV Kuchenbrod LM Cristea IM Conlon FL Tcf21 regulates the specification and maturation of proepicardial cells Development 2012 140 2409 2421 10.1242/dev.093385 PMC3653561 23637334 · DOI
  8. [10]Wu SP Dong XR Regan JN Su C Majesky MW Tbx18 regulates development of the epicardium and coronary vessels Dev. Biol. 2013 383 307 320 10.1016/j.ydbio.2013.08.019 24016759 PMC4172450 · DOI
  9. [12]Xavier-Neto J Signaling through retinoic acid receptors in cardiac development: doing the right things at the right times Biochim. et. Biophys. Acta 2015 1849 94 111 10.1016/j.bbagrm.2014.08.003 PMC4349352 25134739 · DOI
  10. [13]Guadix JA Wt1 controls retinoic acid signalling in embryonic epicardium through transcriptional activation of Raldh2s Development 2011 138 1093 1097 10.1242/dev.044594 21343363 PMC3042868 · DOI
  11. [14]Kadomatsu, K., Kishida, S. & Tsubota, S. The heparin-binding growth factor midkine: the biological activities and candidate receptors. J. Biochem. 10.1093/jb/mvt035 (2013). 23625998 · DOI
  12. [15]Velecela, V. et al. Epicardial cell shape and maturation are regulated by Wt1 via transcriptional control of Bmp4. Development146, dev178723. 10.1242/dev.178723 (2019). 31624071 · DOI
  13. [16]Dupuis LE Kern CB Small leucine-rich proteoglycans exhibit unique spatiotemporal expression profiles during cardiac valve development Dev. Dyn. 2014 243 601 611 10.1002/dvdy.24100 24272803 PMC4418616 · DOI
  14. [17]Villain, G. et al. MAGP-1 and fibronectin control EGFL7 functions by driving its deposition into distinct endothelial extracellular matrix locations. FEBS J. 10.1111/febs.14680 (2018). 30338930 · DOI
  15. [18]Schmidt, M. et al. EGFL7 regulates the collective migration of endothelial cells by restricting their spatial distribution. Development10.1242/dev.002576 (2007). 17626061
  16. [19]Tidball JG Distribution of collagens and fibronectin in the subepicardium during avian cardiac development Anat. Embryol. 1992 185 155 162 10.1007/BF00185916 1536447 · DOI
  17. [20]Benesh EC Bves and NDRG4 regulate Directional epicardial cell migration through autocrine extracellular matrix deposition Mol. Biol. Cell 2013 24 3496 3510 10.1091/mbc.e12-07-0539 24048452 PMC3826988 · DOI
  18. [21]Snider P Origin of cardiac fibroblasts and the role of periostin Circ. Res. 2009 105 934 947 10.1161/CIRCRESAHA.109.201400 19893021 PMC2786053 · DOI
  19. [22]Bassat E The extracellular matrix protein agrin promotes heart regeneration in mice Nature 2017 547 179 184 10.1038/nature22978 28581497 PMC5769930 · DOI
  20. [23]Tao, G., Miller, L. J. & Lincoln, J. Snai1 is important for avian epicardial cell transformation and motility. Dev. Dyn. 10.1002/dvdy.23967 (2013). PMC3668562 23553854 · DOI
  21. [24]Fu, X., Liu, Q., Li, C., Li, Y. & Wang, L. Cardiac fibrosis and cardiac fibroblast lineage-tracing: recent advances. Front. Physiol. 10.3389/fphys.2020.00416 (2020). PMC7218116 32435205 · DOI
  22. [25]Zhang, H., Lui, K. O. & Zhou, B. Endocardial cell plasticity in cardiac development, diseases and regeneration. Circ. Res. 10.1161/CIRCRESAHA.117.312136 (2018). 29496799 · DOI
  23. [26]Wu B Endocardial cells form the coronary arteries by angiogenesis through myocardial-endocardial VEGF signaling Cell 2012 151 1083 1096 10.1016/j.cell.2012.10.023 23178125 PMC3508471 · DOI
  24. [27]Horrillo A Porras G Ayuso MS González-Manchón C Loss of endothelial barrier integrity in mice with conditional ablation of podocalyxin (Podxl) in endothelial cells Eur. J. Cell Biol. 2016 95 265 276 10.1016/j.ejcb.2016.04.006 27289182 · DOI
  25. [28]Lee, N. Y. & Blobe, G. C. The interaction of endoglin with beta -arrestin2 regulates transforming growth factor-beta -mediated ERK activation and migration in endothelial cells. J. Biol. Chem. 282, 21507–21517. 10.1074/jbc.M700176200 (2007). 17540773 · DOI
  26. [29]Terai Y Vascular smooth muscle cell growth-promoting factor/F-spondin inhibits angiogenesis via the blockade of integrin?v?3 on vascular endothelial cells J. Cell. Physiol. 2001 188 394 402 10.1002/jcp.1122 11473366 · DOI
  27. [30]Akazawa H Komuro I Cardiac transcription factor Csx/Nkx2-5: Its role in cardiac development and diseases Pharmacol. Therapeutics 2005 107 252 268 10.1016/j.pharmthera.2005.03.005 15925411 · DOI
  28. [31]Franco D Campione M The role of Pitx2 during cardiac development: linking left-right signaling and congenital heart diseases Trends Cardiov. Med. 2003 13 157 163 10.1016/S1050-1738(03)00039-2 12732450 · DOI
  29. [32]Nelson DO Irx4 marks a multipotent, ventricular-specific progenitor cell Stem Cells 2016 34 2875 2888 10.1002/stem.2486 27570947 PMC5123941 · DOI
  30. [33]Cui Y Single-cell transcriptome analysis maps the developmental track of the human heart Cell Rep. 2019 26 1934 1950 10.1016/j.celrep.2019.01.079 30759401 · DOI
  31. [34]Takeuchi JK Tbx5 specifies the left/right ventricles and ventricular septum position during cardiogenesis Development 2003 130 5953 5964 10.1242/dev.00797 14573514 · DOI
  32. [35]Li, G. et al. Transcriptomic profiling maps anatomically patterned subpopulations among single embryonic cardiac cells. Dev. Cell10.1016/j.devcel.2016.10.014 (2016). PMC5130110 27840109
  33. [36]Li, G. et al. Single cell expression analysis reveals anatomical and cell cycle-dependent transcriptional shifts during heart development. Development10.1242/dev.173476 (2019). PMC6602356 31142541
  34. [37]Jensen B van der Wal AC Moorman AFM Christoffels VM Excessive trabeculations in noncompaction do not have the embryonic identity Int. J. Cardiol. 2017 227 325 330 10.1016/j.ijcard.2016.11.089 27838129 · DOI
  35. [38]Andersen, T. A. et al. Of mice and men: molecular genetics of congenital heart disease. Cell. Mol. Life Sci.10.1161/CIRCRESAHA.112.300853 (2013). PMC3958813 23934094 · DOI
  36. [39]Fahed, A. C., Gelb, B. D., Seidman, J. G. & Seidman, C. E. Genetics of congenital heart disease: the glass half empty. Circ. Res.10.1161/CIRCRESAHA.112.300853 (2013). PMC3827691 23410880 · DOI
  37. [40]de Soysa, T. Y. et al. Single-cell analysis of cardiogenesis reveals basis for organ-level developmental defects. Nature10.1038/s41586-019-1414-x (2019). PMC6719697 31341279
  38. [41]Bock-Marquette I Saxena A White MD DiMaio JM Srivastava D Thymosin β4 activates integrin-linked kinase and promotes cardiac cell migration, survival and cardiac repair Nature 2004 432 466 472 10.1038/nature03000 15565145 · DOI · Paper page
  39. [42]Mummenhoff J Houweling AC Peters T Christoffels VM Rüther U Expression of Irx6 during mouse morphogenesis Mech. Dev. 2001 103 193 195 10.1016/S0925-4773(01)00353-7 11335133 · DOI
  40. [43]Anderson C A 3D molecular atlas of the chick embryonic heart Dev. Biol. 2019 456 40 46 10.1016/j.ydbio.2019.07.003 31283921 · DOI
  41. [44]Tsang WY CP110 cooperates with two calcium-binding proteins to regulate cytokinesis and genome stability Mol. Biol. Cell 2006 17 3423 3434 10.1091/mbc.e06-04-0371 16760425 PMC1525247 · DOI
  42. [45]Galoyan AA A hypothalamic activator of calmodulin-dependent enzymes is thymosin beta 4 (1-39) Neurochem. Res. 1992 17 773 777 10.1007/BF00969011 1641059 · DOI
  43. [46]Lupu, I. E., Redpath, A. N. & Smart, N. Spatiotemporal analysis reveals overlap of key proepicardial markers in the developing murine heart. Stem Cell Rep.10.1016/j.stemcr.2020.04.002 (2020). PMC7221110 32359445 · DOI
  44. [47]Xiao, Y. et al. Hippo signaling plays an essential role in cell state transitions during cardiac fibroblast development. Dev. Cell10.1016/j.devcel.2018.03.019 (2018). PMC5947860 29689192
  45. [48]Sun, X. et al. The extracellular matrix protein agrin is essential for epicardial epithelial-to-mesenchymal transition during heart development. bioRxiv10.1101/2020.09.25.313742 (2020). PMC8172119 33969874
  46. [49]Wang, Y. et al. Single-cell analysis of murine fibroblasts identifies neonatal to adult switching that regulates cardiomyocyte maturation. Nat. Commun. 10.1038/s41467-020-16204-w (2020). PMC7244751 32444791 · DOI
  47. [50]Smart N Thymosin β4 induces adult epicardial progenitor mobilization and neovascularization Nature 2007 445 177 182 10.1038/nature05383 17108969 · DOI
  48. [51]Rossdeutsch, A., Smart, N., Dubé, K. N., Turner, M. & Riley, P. R. Essential role for thymosin β4 in regulating vascular smooth muscle cell development and vessel wall stability. Circ. Res. 10.1161/CIRCRESAHA.111.259846 (2012). 22723298 · DOI
  49. [53]Banerjee, I., Morris, T. M., Evans, S. M. & Chen, J. Thymosin β4 is not required for embryonic viability or vascular development. Circ. Res. 10.1161/CIRCRESAHA.111.300197 (2013). PMC3712119 23371905 · DOI
  50. [54]Sribenja S Wongkham S Wongkham C Yao Q Chen C Roles and mechanisms of β-thymosins in cell migration and cancer metastasis: an update Cancer Invest. 2013 31 103 110 10.3109/07357907.2012.756111 23320791 · DOI
  51. [55]Huff T Müller CSG Otto AM Netzker R Hannappel E β-thymosins, small acidic peptides with multiple functions Int. J. Biochem. Cell Biol. 2001 33 205 220 10.1016/S1357-2725(00)00087-X 11311852 · DOI
  52. [56]Saunders V Dewing JM Sanchez-Elsner T Wilson DI Expression and localisation of thymosin beta-4 in the developing human early fetal heart PLoS ONE 2018 13 1 11 10.1371/journal.pone.0207248 PMC6226193 30412598 · DOI
  53. [57]Hinkel R Thymosin beta4 is an essential paracrine factor of eEPCs in acute and chronic ischemia Circulation 2008 117 2232 2240 10.1161/CIRCULATIONAHA.107.758904 18427126 PMC2672916 · DOI · Paper page
  54. [58]Hinkel R Bock-Marquette I Hazopoulos AK Kupatt C Thymosin β4: a key factor for protective effects of eEPCs in acute and chronic ischemia Ann. N. Y. Acad. Sci. 2010 1194 105 111 10.1111/j.1749-6632.2010.05489.x 20536456 PMC3601487 · DOI
  55. [59]DeLaughter DM Single-cell resolution of temporal gene expression during heart development Dev. Cell 2016 39 480 490 10.1016/j.devcel.2016.10.001 27840107 PMC5198784 · DOI
  56. [60]Asp, M. et al. A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart. Cell10.1016/j.cell.2019.11.025 (2019). 31835037
  57. [62]Choi, H. M. T. et al. Third-generation in situ hybridization chain reaction: multiplexed, quantitative, sensitive, versatile, robust. Development10.1242/dev.165753 (2018). PMC6031405 29945988
  58. [64]Mantri, M. & Scuderi, G. J. Spatiotemporal single-cell RNA sequencing of developing chicken hearts identifies interplay between cellular differentiation and morphogenesis. Github:chicken_heart. 10.5281/zenodo.4517120 (2020). PMC7979764 33741943 · DOI

Cited by

Sorted by citations

Authors
Mantri, M., Scuderi, G. J., Abedini-Nassab, R., Wang, M. F. Z., McKellar, D., Shi, H., Grodner, B., Butcher, J. T., & De Vlaminck, I.
Venue
Nature Communications
Published
2021-03-19
Volume
12
Issue
1
ISSN
2041-1723
Cited by
218
References
7
Language
en

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