Cited by 393Neurobiology and Insect Physiology ResearchNeuroscience and Neuropharmacology ResearchFunctional Brain Connectivity Studies

Connectomes across development reveal principles of brain maturation

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Witvliet, Daniel, Mulcahy, Ben, Mitchell, James K., Meirovitch, Yaron, Berger, Daniel R., Wu, Yuelong, Liu, Yufang, Koh, Wan Xian +8 more·2021·Nature

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Abstract

An animal's nervous system changes as its body grows from birth to adulthood and its behaviours mature 1-8. The form and extent of circuit remodelling across the connectome is unknown 3,9-15. Here we used serial-section electron microscopy to reconstruct the full brain of eight isogenic Caenorhabditis elegans individuals across postnatal stages to investigate how it changes with age. The overall geometry of the brain is preserved from birth to adulthood, but substantial changes in chemical synaptic connectivity emerge on this consistent scaffold. Comparing connectomes between individuals reveals substantial differences in connectivity that make each brain partly unique. Comparing connectomes across maturation reveals consistent wiring changes between different neurons. These changes alter the strength of existing connections and create new connections. Collective changes in the network alter information processing. During development, the central decision-making circuitry is maintained, whereas sensory and motor pathways substantially remodel. With age, the brain becomes progressively more feedforward and discernibly modular. Thus developmental connectomics reveals principles that underlie brain maturation.

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  • It is likely that some weak connections persist across individuals.

    “Although some of these low-synapse-number connections may be spurious, it is likely that some weak connections persist across individuals, as has been found in C. elegans27.”
  • In C. elegans, there is substantial variability in the connectomes of genetically identical individuals.

    “In C. elegans, there is substantial variability in the connectomes of genetically identical individuals27.”
  • Connectomes in C. elegans have been proofread to the level of individual synapses, but this is not feasible in larger datasets.

    “While connectomes in C. elegans have been proofread to the level of individual synapses21,27,35, this is not feasible in larger datasets2,3,31.”

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Research works printed but not linked: 38

  1. [1]Bucher D Animal-to-Animal Variability in Motor Pattern Production in Adults and during Growth. Journal of Neuroscience 25, 1611– 1619 (2005). 15716396 PMC6725924
  2. [6]Hebb DO The organization of behavior: a neuropsychological theory (John Wiley Amp Sons, Inc., 1949).
  3. [7]Hubel DH & Wiesel TN Brain Mechanisms of Vision. Scientific American 241, 150– 162 (1979). 91195
  4. [8]Van Horn MR & Ruthazer ES Glial regulation of synapse maturation and stabilization in the developing nervous system. Current Opinion in Neurobiology 54, 113– 119 (2019). 30347385
  5. [11]Karimi A, Odenthal J, Drawitsch F, Boergens KM & Helmstaedter M Cell-type specific innervation of cortical pyramidal cells at their apical dendrites. eLife 9, e46876 (2020). 32108571 PMC7297530
  6. [12]Morgan JL & Lichtman JW An Individual Interneuron Participates in Many Kinds of Inhibition and Innervates Much of the Mouse Visual Thalamus. Neuron S0896627320301008 (2020). PMC7295017 32142646
  7. [13]Randel N Inter-individual stereotypy of the Platynereis larval visual connectome. eLife 4 (2015). PMC4477197 26061864
  8. [14]Kornfeld J An anatomical substrate of credit assignment in reinforcement learning. preprint, bioRxiv (2020).
  9. [15]Schneider-Mizell CM Chandelier cell anatomy and function reveal a variably distributed but common signal. preprint, bioRxiv (2020).
  10. [16]Aicher C, Jacobs AZ & Clauset A Learning latent block structure in weighted networks. Journal of Complex Networks 3, 221– 248 (2015).
  11. [17]Jin X, Pokala N & Bargmann CI Distinct Circuits for the Formation and Retrieval of an Imprinted Olfactory Memory. Cell 164, 632– 643 (2016). 26871629 PMC5065712
  12. [18]White JG, Albertson DG & Anness MA Connectivity changes in a class of motoneurone during the development of a nematode. Nature 271, 764– 766 (1978). 625347
  13. [19]Bargmann CI & Marder E From the connectome to brain function. Nature Methods 10, 483– 490 (2013). 23866325
  14. [20]Varshney LR, Chen BL, Paniagua E, Hall DH & Chklovskii DB Structural Properties of the Caenorhabditis elegans Neuronal Network. PLoS Computational Biology 7, e1001066 (2011). 21304930 PMC3033362
  15. [21]Sulston JE & Horvitz HR Post-embryonic cell lineages of the nematode, Caenorhabditis elegans. Developmental biology 56, 110– 156 (1977). 838129
  16. [1]Sulston JE & Horvitz HR Post-embryonic cell lineages of the nematode, Caenorhabditis elegans. Developmental biology 56, 110– 156 (1977). 838129
  17. [2]White JG, Southgate E, Thomson JN & Brenner S The structure of the nervous system of the nematode Caenorhabditis elegans. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 314, 1– 340 (1986). 22462104
  18. [3]Brenner S The genetics of Caenorhabditis elegans. Genetics 77, 71– 94 (1974). 4366476 PMC1213120
  19. [4]Mulcahy B A pipeline for volume electron microscopy of the Caenorhabditis elegans nervous system. Frontiers in Neural Circuits 12, 94 (2018). 30524248 PMC6262311
  20. [5]Baena V, Schalek RL, Lichtman JW & Terasaki M Serial-section electron microscopy using automated tape-collecting ultramicrotome (ATUM). Methods in Cell Biology 152, 41– 67 (2019). 31326026 PMC8739344
  21. [6]Hayworth KJ Imaging ATUM ultrathin section libraries with WaferMapper: a multi-scale approach to EM reconstruction of neural circuits. Frontiers in Neural Circuits 8 (2014). PMC4073626 25018701
  22. [7]Cardona A TrakEM2 software for neural circuit reconstruction. PloS One 7, e38011 (2012). 22723842 PMC3378562
  23. [8]Saalfeld S, Fetter R, Cardona A & Tomancak P Elastic volume reconstruction from series of ultra-thin microscopy sections. Nature Methods 9, 717– 720 (2012). 22688414
  24. [9]Saalfeld S, Cardona A, Hartenstein V & Tomancak P CATMAID: collaborative annotation toolkit for massive amounts of image data. Bioinformatics 25, 1984– 1986 (2009). 19376822 PMC2712332
  25. [10]Lim MA Neuroendocrine modulation sustains the C. elegans forward motor state. eLife 5, e19887 (2016). 27855782 PMC5120884
  26. [11]Hung WL Attenuation of insulin signalling contributes to FSN-1-mediated regulation of synapse development. The EMBO Journal 32, 1745– 1760 (2013). 23665919 PMC3680742
  27. [12]Kasthuri N Saturated Reconstruction of a Volume of Neocortex. Cell 162, 648– 661 (2015). 26232230
  28. [13]Meirovitch Y A multi-pass approach to large-scale connectomics. arXiv preprint arXiv:1612.02120 (2016). · arXiv
  29. [14]Matveev A A multicore path to connectomics-on-demand. In Proceedings of the 22nd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, 267– 281 (2017).
  30. [15]Meirovitch Y Cross-classification clustering: An efficient multi-object tracking technique for 3-d instance segmentation in connectomics. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 8425– 8435 (2019).
  31. [16]Blumofe RD Cilk: An efficient multithreaded runtime system. Journal of parallel and distributed computing 37, 55– 69 (1996).
  32. [17]Berger DR, Seung HS & Lichtman JW VAST (Volume Annotation and Segmentation Tool): Efficient Manual and Semi-Automatic Labeling of Large 3d Image Stacks. Frontiers in Neural Circuits 12, 88 (2018). 30386216 PMC6198149
  33. [18]Philbrook A Neurexin directs partner-specific synaptic connectivity in C. elegans. eLife 7, e35692 (2018). 30039797 PMC6057746
  34. [19]Sulston J, Dew M & Brenner S Dopaminergic neurons in the nematode Caenorhabditis elegans. The Journal of Comparative Neurology 163, 215– 226 (1975). 240872
  35. [20]Duerr JS The cat-1 Gene of Caenorhabditis elegans Encodes a Vesicular Monoamine Transporter Required for Specific Monoamine-Dependent Behaviors. The Journal of Neuroscience 19, 72– 84 (1999). 9870940 PMC6782383
  36. [21]Durbin RM Studies on the development and organisation of the nervous system of Caenorhabditis elegans (University of Cambridge UK, 1987).
  37. [23]Aicher C, Jacobs AZ & Clauset A Learning latent block structure in weighted networks. Journal of Complex Networks 3, 221– 248 (2015).
  38. [24]Faskowitz J, Yan X, Zuo X-N & Sporns O Weighted Stochastic Block Models of the Human Connectome across the Life Span. Scientific Reports 8 (2018). PMC6115421 30158553

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Authors
Witvliet, D., Mulcahy, B., Mitchell, J. K., Meirovitch, Y., Berger, D. R., Wu, Y., Liu, Y., Koh, W. X., Parvathala, R., Holmyard, D., Schalek, R. L., Shavit, N., Chisholm, A. D., Lichtman, J. W., Samuel, A. D. T., & Zhen, M.
Affiliations
  • Mount Sinai Hospital (CA)
  • Harvard University (US)
  • MIT Computer Science and Artificial Intelligence Laboratory (US)
  • University of California San Diego (US)
Corresponding author
  • Witvliet, Daniel
  • Lichtman, Jeff W.
  • Samuel, Aravinthan D. T.
  • Zhen, Mei
Venue
Nature
Published
2021-08-04
Volume
596
Issue
7871
Pages
257-261
ISSN
  • 0028-0836 (ISSN-L)
  • 1476-4687
OpenAlex
W3192789395
Cited by
393
References
5
Citations by year
2026: 69 · 2025: 70 · 2024: 86 · 2023: 73 · 2022: 56 · 2021: 32 · 2020: 7
FWCI
28.58
Type
journal article
Language
en
Open access
Locations
  • Nature (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
  • eScholarship (California Digital Library) (submittedVersion)
Funders
  • National Institutes of Health
  • National Institute of Mental Health (P50MH094271)
  • National Institute of Neurological Disorders and Stroke (UF1NS111697, U24NS109102, R01NS082525, U19NS104653)
Topics
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurobiology and Insect Physiology Research
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
Keywords
brain maturation, Caenorhabditis elegans, connectome, synaptic connectivity, postnatal development, feedforward neural networks, brain modularity, serial section electron microscopy
MeSH terms
Aging, Animals, Brain, Individuality, Interneurons, Microscopy, Electron, Models, Neurological, Neural Pathways, Neurons, Stereotyped Behavior, Synapses, Caenorhabditis elegans, Connectome

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