Background & Aims
Experiments using mouse Cre-driver lines have implicated specific populations of dorsal horn neurons in pain signaling and maladaptive pain states. In parallel, human genome-wide association studies (GWAS) have identified several loci confidently associated with the genetic predisposition to chronic pain. Previous studies have established some links between chronic pain-associated single nucleotide variants (SNVs) and their nearness to genes most expressed in specific cell types. However, most of the risk burden for chronic pain are not from genes but rather from several common, small effect-size variants residing in non-coding genomic regions, as in other complex polygenic diseases. Thus, to more fully account for the spinal cord’s potential genetic risk of chronic pain, and relate it to the cells studied in rodent models, the field requires a detailed single-cell, epigenetic resource to link human genetics to species-conserved cell types.
Methods
First, we generated a single-nucleus transcriptomic atlas of adult Rhesus macaque focused on the dorsal horn, and compared gene expression profiles to the publicly available mouse and human datasets. we introduced a new nomenclature for these cell types based on conserved marker genes that better reflects harmonization across datasets and species. We also compared the laminar patterns of these cell types in macaque, and mouse using two single-cell resolution assays, tradition in situ (RNAscope) and highly multiplexed in situ spatial transcriptomics (Xenium), respectively. Finally, we generated a single cell atlas of open chromatin in the mouse dorsal horn using the single-nucleus Assay for Transposase Accessible Chromatin (snATAC-seq), labeled cell types using RNA-ATAC integration, and mapped open chromatin profiles to human ortholog coordinates. We then partitioned heritability among single cell open chromatin profiles to identify cell types associated with human chronic pain markers.
Results
First, we find that our macaque snRNA-seq atlas identifies 18 dorsal horn neuron subtypes that are highly conserved in human and mouse datasets, and identify pairs of conserved marker genes for each cell type to provide names and potential targets for hybridization probes in labeling experiments. Next, we found in both RNAscope and Xenium, that the vast majority of conserved neuron subtypes had significant, consistent superficial versus deep location preferences in primate and mouse, with the rest having non-significant trends. Third, we found that conserved subtypes were identifiable in mouse snATAC-seq, and the majority of open chromatin peaks were mappable to human.
Finally, we found that open chromatin of nearly all conserved dorsal horn neuron subtypes were enriched for markers of several chronic pain traits from GWAS, which was not the case for any glial cell types or other comparator cells (human bulk liver cells, hippocampal or putamen neurons, or macrophages).
Conclusions
First, we find strong evidence that several groups of dorsal horn neurons are highly distinct subtypes based on molecular and open chromatin profiles as well as spatial distribution in primate and mouse.
Second, we found a novel association between chronic pain genetics and the distal regulatory regions of specific dorsal horn subtypes. Previously, to our knowledge, genetic variants associated with chronic pain have only been linked to regions in and around a small number of genes, but have not been linked to distal enhancers, which we have done comprehensively.
Finally, we provide a set of publicly available single-cell resources (macaque snRNA-seq, mouse Xenium, mouse snATAC-seq) for further of study of these conserved neuron subtypes.
References
1.Peirs, C., and Seal, R.P. (2016). Neural circuits for pain: Recent advances and current views. Science 354, 578–584. 10.1126/science.aaf8933.
2.Sathyamurthy, A., Johnson, K.R., Matson, K.J.E., Dobrott, C.I., Li, L., Ryba, A.R., Bergman, T.B., Kelly, M.C., Kelley, M.W., and Levine, A.J. (2018). Massively Parallel Single Nucleus Transcriptional Profiling Defines Spinal Cord Neurons and Their Activity during Behavior. Cell Reports 22, 2216–2225. 10.1016/j.celrep.2018.02.003.
3.Russ, D.E., Cross, R.B.P., Li, L., Koch, S.C., Matson, K.J.E., Yadav, A., Alkaslasi, M.R., Lee, D.I., Le Pichon, C.E., Menon, V., et al. (2021). A harmonized atlas of mouse spinal cord cell types and their spatial organization. Nat Commun 12, 5722. 10.1038/s41467-021-25125-1.
4.Yadav, A., Matson, K.J.E., Li, L., Hua, I., Petrescu, J., Kang, K., Alkaslasi, M.R., Lee, D.I., Hasan, S., Galuta, A., et al. (2023). A cellular taxonomy of the adult human spinal cord. Neuron 111, 328-344.e7. 10.1016/j.neuron.2023.01.007.
5.Kupari, J., Usoskin, D., Parisien, M., Lou, D., Hu, Y., Fatt, M., Lönnerberg, P., Spångberg, M., Eriksson, B., Barkas, N., et al. (2021). Single cell transcriptomics of primate sensory neurons identifies cell types associated with chronic pain. Nat Commun 12, 1510. 10.1038/s41467-021-21725-z.
6.Khoury, S., Parisien, M., Thompson, S.J., Vachon-Presseau, E., Roy, M., Martinsen, A.E., Winsvold, B.S., HUNT All-In Pain, Skogholt, A.H., Brumpton, B., et al. (2022). Genome-wide analysis identifies impaired axonogenesis in chronic overlapping pain conditions. Brain 145, 1111–1123. 10.1093/brain/awab359.
7.Johnston, K.J.A., Adams, M.J., Nicholl, B.I., Ward, J., Strawbridge, R.J., Ferguson, A., McIntosh, A.M., Bailey, M.E.S., and Smith, D.J. (2019). Genome-wide association study of multisite chronic pain in UK Biobank. PLoS Genet 15, e1008164. 10.1371/journal.pgen.1008164.
Presenting Author
Michael J. Leone
Poster Authors
Michael Leone
Carnegie Mellon University
Lead Author
Cynthia Arokiaraj
Lead Author
Michael Kleyman
Lead Author
BaDoi Phan
Lead Author
Vijay Cherupally
Lead Author
Bettega Lopes
Lead Author
Myung Chul Noh
Lead Author
Kelly Corrigan
Lead Author
Andreas Pfenning
Lead Author
Rebecca Seal
Lead Author
Topics
- Mechanisms: Biological-Molecular and Cell Biology