PreprintCited by 10Single-cell and spatial transcriptomicsNeuroscience and Neuropharmacology ResearchNeurobiology and Insect Physiology Research

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Cellular-resolution gene expression mapping reveals organization in the head ganglia of the gastropod, Berghia stephanieae

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Ramirez, M. Desmond, Bui, Thi N., Katz, Paul S.·2023·The Journal of Comparative Neurology

Preprint — published as 10.1002/cne.25628 · Paper page

Abstract

Gastropod molluscs such as Aplysia , Lymnaea , and Tritonia have been important for determining fundamental rules of motor control, learning, and memory because of their large, individually identifiable neurons. Yet for the vast majority of gastropod neurons, as well as glia, there are no established molecular markers, limiting the ability to establish brain-wide structure-function relations. Here we combine high-throughput, single-cell RNA sequencing (scRNAseq) with in-situ hybridization chain reaction (HCR) in the nudibranch Berghia stephanieae to identify and visualize the expression of markers for cell types. Broad neuronal classes were characterized by genes associated with neurotransmitters, like acetylcholine, glutamate, serotonin, and GABA, as well as neuropeptides. These classes were subdivided by other genes including transcriptional regulators and unannotated genes. Marker genes expressed by neurons and glia formed discrete, previously unrecognized regions within and between ganglia. This study provides the foundation for understanding the fundamental cellular organization of gastropod nervous systems.

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Research works printed but not linked: 121

  1. 10.1038/nature14668 · DOI
  2. Alquicira-Hernandez J , Powell JE . Nebulosa recovers single cell gene expression signals by kernel density estimation. Bioinformatics. 2021 Jan; . · DOI
  3. 10.1006/jmbi.1990.9999 · DOI · Paper page
  4. Arey LB . The multiple sensory activities of the so-called rhinophore of nudibranchs. American Journal of Physiology-Legacy Content. 1918; . · DOI
  5. 10.1242/dev.061879 · DOI
  6. 10.1016/S0925-4773(00)00271-9 · DOI
  7. 1995, Transient and restricted expression during mouse embryogenesis of Dll1, a murine gene closely related to Drosophila Delta, Development, 121, 2407, 10.1242/dev.121.8.2407 · DOI
  8. Blanco-Carmona E . Generating publication ready visualizations for Single Cell transcriptomics using SCpubr; 2022. · DOI
  9. 10.1093/bioinformatics/btu170 · DOI · Paper page
  10. 10.1038/nbt.3519 · DOI · Paper page
  11. Brunet Avalos C , Maier GL , Bruggmann R , Sprecher SG . Single cell transcriptome atlas of the Drosophila larval brain. Elife. 2019 Nov; 8. · DOI
  12. 10.1016/j.celrep.2016.12.063 · DOI
  13. 10.1038/s41592-021-01101-x · DOI · Paper page
  14. 2002, Formation of neuroblasts in the embryonic central nervous system of Drosophila melanogaster is controlled by SoxNeuro, Development, 129, 4193, 10.1242/dev.129.18.4193 · DOI · Paper page
  15. Camacho C , Coulouris G , Avagyan V , Ma N , Papadopoulos J , Bealer K , Madden TL . BLAST+: architecture and applications. BMC Bioinformatics. 2009 Dec; 10:421. · DOI · Paper page
  16. Chao MY , Larkins-Ford J , Tucey TM , Hart AC . lin-12 Notch functions in the adult nervous system of C. elegans. BMC Neurosci. 2005 Jul; 6:45. · DOI
  17. 10.1038/375761a0 · DOI
  18. Choi HMT , Schwarzkopf M , Fornace ME , Acharya A , Artavanis G , Stegmaier J , Cunha A , Pierce NA . Third-generation in situ hybridization chain reaction: multiplexed, quantitative, sensitive, versatile, robust. Development. 2018 Jun; 145(12). · DOI · Paper page
  19. 10.1002/dvdy.20463 · DOI
  20. 10.1002/dneu.20308 · DOI
  21. Croll RP . Identified neurons and cellular homologies. Nervous systems in invertebrates. 1987; . · DOI
  22. 10.1002/cne.1399 · DOI
  23. 2014, Olfaction in gastropods, Neuroecology and neuroethology in molluscs: The interface between behaviour and environment, 1, 45
  24. Dal Molin A , Baruzzo G , Di Camillo B . Single-Cell RNA-Sequencing: Assessment of Differential Expression Analysis Methods. Front Genet. 2017 May; 8:62. · DOI · Paper page
  25. 2019, Extensive conservation of the proneuropeptide and peptide prohormone complement in mollusks, Sci Rep, 9, 4846, 10.1038/s41598-019-40949-0 · DOI
  26. 10.1002/(SICI)1098-1136(199912)28:3<175::AID-GLIA1>3.0.CO;2-7 · DOI
  27. 2011, Immunohistochemical demonstration of cholinergic structures in central ganglia of the slug (Limax maximus, Limax valentianus). Neurochem Int, 58, 605, 10.1016/j.neuint.2011.02.002 · DOI
  28. 2021, Accelerated clearing and molecular labeling of biological tissues using magnetohydrodynamic force, Sci Rep, 11, 16462, 10.1038/s41598-021-95692-2 · DOI
  29. 2022, Optimization of Whole Mount RNA Multiplexed in situ Hybridization Chain Reaction With Immunohistochemistry, Clearing and Imaging to Visualize Octopus Embryonic Neurogenesis, Front Physiol, 13, 882413, 10.3389/fphys.2022.882413 · DOI
  30. 10.1007/s004410051240 · DOI
  31. 10.1016/S0165-5728(85)80063-1 · DOI
  32. 10.1023/A:1007677003387 · DOI
  33. 10.1186/s13059-015-0844-5 · DOI · Paper page
  34. 10.1093/nar/gkh885 · DOI
  35. 10.1093/nar/gkg563 · DOI
  36. Gavriouchkina D , Tan Y , Ziadi-Künzli F , Hasegawa Y , Piovani L , Zhang L , Sugimoto C , Luscombe N , Marlétaz F , Rokhsar DS . A single-cell atlas of bobtail squid visual and nervous system highlights molecular principles of convergent evolution; 2022. · DOI
  37. 10.1038/369061a0 · DOI
  38. 1980, Central pattern generator mediating swimming in Tritonia, I. Identification and synaptic interactions. J Neurophysiol, 44, 151
  39. 10.1007/BF00659144 · DOI
  40. 2014, Novel transcriptome assembly and improved annotation of the whiteleg shrimp (Litopenaeus vannamei), a dominant crustacean in global seafood mariculture, Sci Rep, 4, 7081, 10.1038/srep07081 · DOI
  41. Gold KS , Brand AH . Optix defines a neuroepithelial compartment in the optic lobe of the Drosophila brain. Neural Dev. 2014 Jul; 9:18. · DOI
  42. Goodheart JA , Rio RA , Taraporevala NF , Fiorenza RA , Barnes SR , Morrill K , Jacob MAC , Whitesel C , Masterson P , Batzel GO , Johnston HT , Desmond Ramirez M , Katz PS , Lyons DC . A chromosome-level genome for the nudibranch gastropod Berghia stephanieae helps parse clade-specific gene expression in novel and conserved phenotypes; 2023. · DOI
  43. 2011, Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat Biotechnol, 29, 644
  44. 2018, Detection and removal of barcode swapping in single-cell RNA-seq data, Nat Commun, 9, 2667, 10.1038/s41467-018-05083-x · DOI
  45. 2016, Comparative mapping of GABA-immunoreactive neurons in the buccal ganglia of Nudipleura molluscs, J Comp Neurol, 524, 1181, 10.1002/cne.23895 · DOI
  46. 10.1002/cne.23446 · DOI
  47. 1995, The homeobox gene repo is required for the differentiation and maintenance of glia function in the embryonic nervous system of Drosophila melanogaster, Development, 121, 317, 10.1242/dev.121.2.317 · DOI
  48. 2021, Integrated analysis of multimodal single-cell data. Cell, 184, 3573
  49. 2020, EnTAP: Bringing faster and smarter functional annotation to non-model eukaryotic transcriptomes, Mol Ecol Resour, 20, 591, 10.1111/1755-0998.13106 · DOI
  50. 1979, Cholinergic features of photoreceptor synapses in Hermissenda, J Neurophysiol, 42, 153
  51. 10.1038/375787a0 · DOI
  52. 10.1146/annurev-physiol-020911-153315 · DOI · Paper page
  53. 10.1016/j.conb.2018.12.006 · DOI · Paper page
  54. 10.1006/bbrc.1999.1247 · DOI
  55. 10.1074/jbc.M000032200 · DOI
  56. 10.1038/nn.3336 · DOI
  57. 10.1523/JNEUROSCI.04-05-01225.1984 · DOI
  58. 1999, Central pattern generator for escape swimming in the notaspid sea slug Pleurobranchaea californica, J Neurophysiol, 81, 654, 10.1152/jn.1999.81.2.654 · DOI
  59. 10.1093/molbev/mst010 · DOI · Paper page
  60. 10.1016/j.conb.2018.10.009 · DOI
  61. 10.1242/dev.024570 · DOI
  62. Kuehn E , Clausen DS , Null RW , Metzger BM , Willis AD , Özpolat BD . Segment number threshold determines juvenile onset of germline cluster expansion in Platynereis dumerilii. J Exp Zool B Mol Dev Evol. 2021 Nov; . · DOI
  63. Lacin H , Williamson WR , Card GM , Skeath JB , Truman JW . Unc-4 acts to promote neuronal identity and development of the take-off circuit in the Drosophila CNS. Elife. 2020 Mar; 9. · DOI
  64. 10.1073/pnas.1308758111 · DOI
  65. 10.1038/nature05453 · DOI · Paper page
  66. Leonard JL . Identifiable neurons in invertebrates: From invariant cells to dynamic systems. Verlag S. Karger; 2000. · DOI
  67. 10.1016/j.celrep.2022.110313 · DOI
  68. Lillvis JL , Gunaratne CA , Katz PS . Homology and homoplasy of swimming behaviors and neural circuits in the Nudipleura (Mollusca, Gastropoda, Opisthobranchia). Proceedings of the. 2012; .
  69. 10.1523/JNEUROSCI.4196-12.2013 · DOI
  70. 10.1002/(SICI)1098-1136(199708)20:4<275::AID-GLIA1>3.0.CO;2-5 · DOI
  71. 2018, The Oyster River Protocol: a multi-assembler and kmer approach for de novo transcriptome assembly, PeerJ, 6, e5428, 10.7717/peerj.5428 · DOI
  72. 10.1016/S0168-9525(01)02232-6 · DOI
  73. 10.1016/0304-3940(94)90052-3 · DOI
  74. 10.1016/S0076-6879(05)96040-0 · DOI
  75. 2020, Distribution and physiological effect of enterin neuropeptides in the olfactory centers of the terrestrial slug Limax, J Comp Physiol A Neuroethol Sens Neural Behav Physiol, 206, 401, 10.1007/s00359-020-01400-2 · DOI
  76. 2009, Evidence that the swim afferent neurons of tritonia diomedea are glutamatergic, Biol Bull, 216, 103, 10.1086/BBLv216n2p103 · DOI
  77. 2021, Modular, efficient and constant-memory single-cell RNA-seq preprocessing, . Nat Biotechnol, 39, 813, 10.1038/s41587-021-00870-2 · DOI
  78. 10.1002/(SICI)1096-9861(19960415)367:4<607::AID-CNE10>3.0.CO;2-E · DOI
  79. 10.1073/pnas.051014098 · DOI
  80. 10.1002/cne.1270 · DOI
  81. 10.1002/cne.21111 · DOI
  82. 2012, Homology and homoplasy of swimming behaviors and neural circuits in the Nudipleura (Mollusca, Gastropoda, Opisthobranchia). Proceedings of the National Academy of Sciences, 109, 10669
  83. 10.1038/nrm757 · DOI · Paper page
  84. 10.1186/1741-7007-11-53 · DOI
  85. 1995, Six3, a murine homologue of the sine oculis gene, demarcates the most anterior border of the developing neural plate and is expressed during eye development, Development, 121, 4045, 10.1242/dev.121.12.4045 · DOI
  86. 10.1126/sciadv.aba0365 · DOI
  87. 10.1016/j.ceb.2014.12.009 · DOI
  88. Petersen KR , Streett DA , Gerritsen AT , Hunter SS , Settles ML . Super deduper, fast PCR duplicate detection in fastq files. In: Proceedings of the 6th ACM Conference on Bioinformatics, Computational Biology and Health Informatics BCB ’15, New York, NY, USA: Association for Computing Machinery; 2015. p. 491–492. · DOI
  89. 10.1242/dev.124.9.1699 · DOI
  90. 10.1371/journal.pone.0009490 · DOI · Paper page
  91. 10.1016/j.cub.2017.05.016 · DOI
  92. 2002, Distribution of glial cells in the central nervous system of the pulmonate snail Megalobulimus oblongus identified by means of a glial fibrillary acidic protein marker, Acta Zool, 83, 345, 10.1046/j.1463-6395.2002.00126.x · DOI
  93. 10.1016/S0361-9230(96)00325-5 · DOI
  94. 10.1093/bioinformatics/bts094 · DOI
  95. 10.1089/dna.1998.17.1017 · DOI
  96. 2000, The Drosophila homeobox gene optix is capable of inducing ectopic eyes by an eyeless-independent mechanism, Development, 127, 1879, 10.1242/dev.127.9.1879 · DOI
  97. 10.1016/S0925-4773(98)00028-8 · DOI
  98. 2018, A safer, urea-based in situ hybridization method improves detection of gene expression in diverse animal species, Dev Biol, 434, 15, 10.1016/j.ydbio.2017.11.015 · DOI
  99. 10.1101/gr.196469.115 · DOI
  100. 2022, Cell types and molecular architecture of the Octopus bimaculoides visual system, Curr Biol, 32, 5031, 10.1016/j.cub.2022.10.015 · DOI
  101. 10.1002/(SICI)1097-4695(19991115)41:3<399::AID-NEU8>3.0.CO;2-Z · DOI
  102. Storch V , Welsch U . Über Bau und Funktion der Nudibranchier-Rhinophoren. Cell Tissue Res. 1969; . · DOI
  103. 10.2144/00286ir01 · DOI
  104. 10.1016/S0925-4773(02)00043-6 · DOI
  105. 10.1038/s41467-022-35198-1 · DOI
  106. 10.1016/j.conb.2018.04.021 · DOI · Paper page
  107. 2021, Nemertean, Brachiopod, and Phoronid Neuropeptidomics Reveals Ancestral Spiralian Signaling Systems, Mol Biol Evol, 38, 4847, 10.1093/molbev/msab211 · DOI
  108. 10.1126/science.aar4237 · DOI · Paper page
  109. 10.1016/j.ygcen.2010.02.010 · DOI
  110. 10.1073/pnas.1610602114 · DOI
  111. Walters ET , Bodnarova M , Billy AJ , others. Somatotopic organization and functional properties of mechanosensory neurons expressing sensorin-A mRNA in Aplysia californica. Journal of. 2004; . · DOI
  112. Watkins KL . Chemosensory Receptors in Berghia stephanieae: Bioinformatics and Localization. PhD thesis, University of Massachusetts Amherst; 2022.
  113. Wertz A , Rössler W , Obermayer M , Bickmeyer U . Functional neuroanatomy of the rhinophore of Aplysia punctata. Front Zool. 2006 Apr; 3:6. · DOI
  114. Whitesel CA . Studying the Central and Peripheral Nervous Systems in larval and juvenile Berghia stephanieae. PhD thesis, UC San Diego; 2021.
  115. Williams EA , Verasztó C , Jasek S , Conzelmann M , Shahidi R , Bauknecht P , Mirabeau O , Jékely G . Synaptic and peptidergic connectome of a neurosecretory center in the annelid brain. Elife. 2017 Dec; 6. · DOI · Paper page
  116. 10.1093/bioinformatics/btu077 · DOI
  117. 10.1101/gad.8.8.981 · DOI
  118. 10.1152/jn.1994.72.3.1357 · DOI
  119. 10.1038/s41467-021-22751-7 · DOI
  120. Zappia L , Oshlack A . Clustering trees: a visualization for evaluating clusterings at multiple resolutions. Giga-science. 2018 Jul; 7(7). · DOI · Paper page
  121. 10.1101/lm.63903 · DOI

Metadata

Authors
Ramirez, M. D., Bui, T. N., & Katz, P. S.
Affiliations
University of Massachusetts Amherst (US)
Corresponding author
Ramirez, M. Desmond
Venue
The Journal of Comparative Neurology
Publisher
openRxiv
Published
2023-06-26
Volume
532
Issue
6
Pages
e25628-e25628
ISSN
0021-9967 (ISSN-L)
OpenAlex
W4399473889
Cited by
10
References
1
Citations by year
2026: 3 · 2025: 2 · 2024: 4 · 2023: 1
FWCI
1.23
Type
journal article
Language
en
Open access
Licence
cc-by-nc
Locations
  • The Journal of Comparative Neurology (publishedVersion, cc-by-nc)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • National Science Foundation (1812017, 2227963)
  • Harvard University
  • National Institutes of Health (1u01ns123972-01)
  • University of Massachusetts Amherst
  • National Institute of Neurological Disorders and Stroke (U01NS108637, U01 NS123972, R01NS133654)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Single-cell and spatial transcriptomics
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurobiology and Insect Physiology Research
Keywords
Berghia stephanieae, gastropod nervous system, neuronal cell types, single-cell RNA sequencing, neuropeptides, acetylcholine, glutamate, serotonin, GABA, glia, molecular markers, neuronal organization
MeSH terms
Animals, Head, Neurons, Gene Expression, Ganglia, Invertebrate, Gastropoda

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