RegenLab
Cell Biology

Single-cell analysis of innate spinal cord regeneration: a study using a zebrafish transection model

2024-08-17

Single-cell analysis of innate spinal cord regeneration identifies intersecting modes of neuronal repair

Title:
Single-cell analysis of innate spinal cord regeneration identifies intersecting modes of neuronal repair

Journal Name & Publication Year:
Nature Communications, 2024

First and Last Authors:
Vishnu Muraleedharan Saraswathy, Mayssa H. Mokalled

First Affiliations:
Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA

Abstract:
In this study, the authors analyzed the process of spinal cord regeneration in adult zebrafish in detail over six weeks using single-nucleus RNA sequencing, and revealed that neurogenesis and neuronal plasticity cooperate to promote spinal cord repair. They found that the generation of excitatory and inhibitory neurons restores the post-injury excitatory/inhibitory balance, and that a transient population of injury-responsive neurons (iNeurons) exhibits plasticity one week after injury. iNeurons are injury-surviving neurons that show neuroblast-like gene expression after injury, and they were shown to be essential for functional recovery. This study provides a comprehensive resource of the cells and mechanisms that guide spinal cord regeneration, establishing zebrafish as a model of plasticity-driven neuronal repair.

Background:
Spinal cord injury (SCI) in mammals triggers a complex multicellular response that impedes regeneration and results in permanent functional impairment. Unlike mammals, adult zebrafish have the ability to recover spontaneously from severe SCI. This study proposes the importance of a comprehensive and simultaneous analysis of neural and non-neural cells in order to understand and manipulate the intercellular interactions after SCI.

Methods:
After spinal cord injury in adult zebrafish, nuclei were isolated at 0, 1, 3, and 6 weeks, and single-nucleus RNA sequencing was performed using the 10x Genomics platform. Alignment was carried out against the zebrafish genome, and data analysis was performed using the Seurat package.

Results:
The regeneration and plasticity of neurons at different stages of spinal cord regeneration were revealed, confirming the recovery of the excitatory/inhibitory balance, the discovery of injury-responsive neurons (iNeurons), and that these are essential for functional spinal cord repair.

Discussion:
This study demonstrates that zebrafish are an important model for regeneration-driven neuronal repair and provides a foundation for a comprehensive understanding of the mechanisms of regeneration and plasticity.

Novelty compared to previous studies:
Previous zebrafish studies were limited to immune cells and motor neurons, but this study comprehensively analyzed the regenerative capacity of adults and elucidated a new mechanism by which neurogenesis and plasticity cooperate to promote spinal cord repair.

Limitations:
The data in this study lack spatial information, and further research is needed for application to mammals.

Potential Applications:
In regenerative medicine and neuronal repair, the findings from the zebrafish model may be applicable to mammals.


Changes in Microglia, etc.:
This study analyzes the role and changes of microglia and other immune cells in zebrafish after SCI (spinal cord injury). The main points are summarized below.

These results show that microglia play an important role in the early stages of spinal cord regeneration and modulate the post-injury immune environment.


How it was demonstrated, using CRISPR/Cas9 technology, that microglia are involved in the regulation of neuronal plasticity:

In this study, CRISPR/Cas9 technology was used to knock out specific genes from zebrafish microglia, thereby verifying what role those genes play in neuronal plasticity and spinal cord regeneration. The method and results are described in detail below.

  1. Selection of target genes:
  1. Knockout by CRISPR/Cas9:
  1. Evaluation of neuronal regeneration and plasticity:
  1. Observation of results:

long, impairing neuroprotective function.

  1. Conclusion:

About the genes considered most likely to be involved in neuronal plasticity:

In this study, in order to identify genes involved in spinal cord regeneration and neuronal plasticity in zebrafish, single-cell RNA sequencing data were analyzed, with particular attention to genes expressed in microglia. Among these, the following genes were considered most likely to be involved in neuronal plasticity.

  1. gap43 (Growth Associated Protein 43):
  1. atf3 (Activating Transcription Factor 3):
  1. nrg1 (Neuregulin 1):
  1. vamp4 (Vesicle-associated membrane protein 4):
  1. syt11 (Synaptotagmin 11):

These genes are thought to contribute to neuronal plasticity in microglia and other neurons, and in this study, it was confirmed that gap43 and atf3 in particular play important roles in neuronal regeneration after spinal cord injury.


About the single-nucleus RNA sequencing (Single-Nuclear RNA Sequencing) method:

In this study, in order to analyze the regeneration process of zebrafish after spinal cord injury, single-nucleus RNA sequencing was performed according to the following procedure.

  1. Sample Preparation:
  1. Library Preparation:
  1. Sequencing:
  1. Data Alignment and Analysis:
  1. Clustering and Cell Type Identification:

Through this series of methods, the cells involved in regeneration after spinal cord injury in zebrafish and their dynamics were analyzed in detail.


Details of the Nuclear Isolation process:

The nuclear isolation performed in this study was carried out to isolate cell nuclei from the spinal cord tissue obtained after spinal cord injury in zebrafish. The detailed steps of this process are as follows.

  1. Tissue Dissociation:
  1. Nuclear Extraction:
  1. Nuclear Purification:
  1. Quality Control:
  1. Preparation for Sequencing:

Through this nuclear isolation process, the nuclei obtained from the spinal cord tissue can be subjected to RNA sequencing in a state that maintains high purity and integrity. This allows the gene expression profiles of cells after spinal cord injury to be analyzed in detail.


About the nuclear isolation kit that was used:

The name of the specific nuclear isolation kit used in this study is not described in the paper, so it is not precisely known. However, kits commonly used for nuclear isolation include the following.

  1. Nuclei EZ Prep Nuclei Isolation Kit (Sigma-Aldrich):
  1. 10x Genomics Chromium Single Cell 3′ Kit:
  1. NEBNext Nuclei Isolation Kit (New England Biolabs):

To confirm the name of the kit actually used in the study, it is necessary to consult the literature or contact the researchers directly.


Number of nuclei used in the analysis:

In this study, the total number of nuclei used in the analysis is 58,973. These nuclei were isolated from spinal cord tissue collected at different time points (0, 1, 3, and 6 weeks) after spinal cord injury in zebrafish.


About the number of sequencing runs:

In this study, two biological replicates were performed at each time point (0, 1, 3, and 6 weeks) for the nuclei collected from zebrafish after spinal cord injury. That is, two independent samples were analyzed at each time point, which improves the reliability of the data.


About the distinction between Neuron A and Neuron B:

Neuron A and Neuron B are distinguished by the following procedure.

  1. Clustering:
  1. Cell Type Identification:
  1. Gene Expression Analysis:
  1. Classification:

In this way, Neuron A and Neuron B are distinguished by clustering, based on the gene expression patterns obtained from the single-nucleus RNA sequencing data.


About the definition of Neuron:

The definition of Neuron in this study refers to a cell population that has the function of a neuron in the spinal cord regeneration process and that expresses specific neuronal marker genes.

Specifically, the expression of the following genes is included in the definition of Neuron.

  1. elavl3 (HuC/HuD):
  1. snap25a:

Cells that highly express these genes are classified as Neurons. Neuron A and Neuron B are different neuronal clusters identified based on the expression of these marker genes. Each Neuron may have a different role in the process of neuronal regeneration.


About changes in the definition of Neuron:

Yes, the definition of Neuron can differ from study to study. The definition of a neuron often changes depending on the purpose of the study, the organism being studied, the technology used, and the specific cellular function or gene expression pattern being focused on.

Reasons why the definition of a neuron differs from study to study

  1. Purpose of the study:
  1. Differences in organisms:
  1. Technology and methods:
  1. Genes of focus:

Examples

Therefore, the definition of a neuron is not uniform but is a flexible concept that is adjusted according to the purpose and conditions of the study.


About the definition of Neuronal E/I (excitatory/inhibitory balance):

Neuronal E/I (excitatory/inhibitory balance) refers to the functional balance between excitatory neurons and inhibitory neurons in the nervous system. This balance is very important for the central nervous system (CNS) to function normally, and appropriate regulation of excitation and inhibition is necessary for the control of neurotransmission.

Definition of the Neuronal E/I balance in the study

  1. Excitatory Neurons:
  1. Inhibitory Neurons:

Importance of the Neuronal E/I balance

Methods for measuring the E/I balance in the study

In this way, the Neuronal E/I balance plays a central role in the function and health of neural circuits, and its definition is based mainly on the type of neurotransmitter that the neurons secrete.


About the Cumulative Strength of All Signaling Networks:

The Cumulative Strength of All Signaling Networks is an indicator that shows the overall strength of signal transduction between cells. It is used to evaluate the overall influence of all signal transduction pathways that a specific cell population exerts on, or receives from, other cell populations.

Specific meaning

  1. Strength of the signal transduction pathway:
    Each signal transduction pathway involves the interaction of a ligand (the molecule that sends the signal) and a receptor (the molecule that receives the signal). The strength of these interactions indicates the extent to which a cell is sending or receiving that signal.
  2. Cumulative strength:
    “Cumulative strength” refers to the total strength, at a specific time point, of all the signal transduction pathways that a cell population is exerting on, or receiving from, all other cell populations. In other words, it is an evaluation that aggregates the strength of the individual signal transduction pathways.

Use in the study

Examples

By using this indicator, it is possible to understand the complex intercellular signaling network and to elucidate which cells play important roles in regeneration and repair.


About the quantification of signal strength:

The quantification of signal strength is an important step when analyzing signal transduction between cells, and it is usually carried out by methods such as the following.

1. Evaluation of ligand-receptor interactions

2. Estimation of the signal transduction pathway

3. Scoring for quantification

4. Calculation of cumulative strength

5. Visualization of the analysis results

Examples of tools and methods

Summary

Signal strength is quantified based on the gene expression levels of ligands and receptors, and the strength of the entire signaling network is evaluated. This makes it possible to quantitatively understand the importance of intercellular interactions.


About the recovery of the excitatory/inhibitory (E/I) balance during spinal cord regeneration:

Regarding the recovery of the excitatory/inhibitory (E/I) balance during spinal cord regeneration, changes are observed over time. However, the recovery of the balance proceeds gradually and is ultimately adjusted to approach the pre-injury state. The main points of the study are shown below.

Main points of the study

  1. Early changes (1 week post-injury):
  1. Intermediate stage (3 weeks post-injury):
  1. Final stage (6 weeks post-injury):

About the degree of change

Summary

During spinal cord regeneration, the E/I balance is initially dominated by excitation, but subsequently the balance recovers due to an increase in inhibitory neurons. This process proceeds gradually as regeneration advances, ultimately approaching a normal state.


Differences and advantages of Hoechst dye and DAPI dye:

Hoechst dye and DAPI (4′,6-diamidino-2-phenylindole) are both fluorescent dyes for DNA staining that bind to DNA and emit fluorescence, and they are used to visualize cell nuclei. The differences between Hoechst and DAPI and the respective advantages of each are explained below.

Main differences between Hoechst and DAPI

  1. Chemical structure and emission spectrum:
  1. Cell permeability:
  1. Toxicity:

Advantages of Hoechst dye

  1. Use in living cells:
    Because Hoechst 33342 readily permeates the cell membrane, it is suitable for staining living cells. This allows observation of cell nuclei in real time without fixation.
  2. Low toxicity:
    Hoechst dye has lower cytotoxicity compared to DAPI, allowing long-term observation while maintaining a high cell survival rate.
  3. Versatility:
    There are two types, Hoechst 33342 and Hoechst 33258, which can be used selectively according to the purpose. It is applicable to both living cells and fixed cells.

Advantages of DAPI

  1. High sensitivity:
    DAPI exhibits high fluorescence intensity and enables very clear visualization of nuclei, especially in the staining of fixed tissues and cells.
  2. Versatility:
    DAPI is used as a standard DNA staining agent in many studies, and there is an abundance of widely available protocols and references.

Summary