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W tym Artykule

  • Podsumowanie
  • Streszczenie
  • Wprowadzenie
  • Protokół
  • Wyniki
  • Dyskusje
  • Ujawnienia
  • Podziękowania
  • Materiały
  • Odniesienia
  • Przedruki i uprawnienia

Podsumowanie

This protocol describes the detailed, low-input sample preparation for single-nucleus sequencing, including the dissection of mouse superior cervical and stellate ganglia, cell dissociation, cryopreservation, nucleus isolation, and hashtag barcoding.

Streszczenie

The cardiac autonomic nervous system is crucial in controlling cardiac function, such as heart rate and cardiac contractility, and is divided into sympathetic and parasympathetic branches. Normally, there is a balance between these two branches to maintain homeostasis. However, cardiac disease states such as myocardial infarction, heart failure, and hypertension can induce the remodeling of cells involved in cardiac innervation, which is associated with an adverse clinical outcome.

Although there are vast amounts of data for the histological structure and function of the cardiac autonomic nervous system, its molecular biological architecture in health and disease is still enigmatic in many aspects. Novel technologies such as single-cell RNA sequencing (scRNA-seq) hold promise for the genetic characterization of tissues at single-cell resolution. However, the relatively large size of neurons may impede the standardized use of these techniques. Here, this protocol exploits droplet-based single-nucleus RNA sequencing (snRNA-seq), a method to characterize the biological architecture of cardiac sympathetic neurons in health and disease. A stepwise approach is demonstrated to perform snRNA-seq of the bilateral superior cervical (SCG) and stellate ganglia (StG) dissected from adult mice.

This method enables long-term sample preservation, maintaining an adequate RNA quality when samples from multiple individuals/experiments cannot be collected all at once within a short period of time. Barcoding the nuclei with hashtag oligos (HTOs) enables demultiplexing and the trace-back of distinct ganglionic samples post sequencing. Subsequent analyses revealed successful nuclei capture of neuronal, satellite glial, and endothelial cells of the sympathetic ganglia, as validated by snRNA-seq. In summary, this protocol provides a stepwise approach for snRNA-seq of sympathetic extrinsic cardiac ganglia, a method that has the potential for broader application in studies of the innervation of other organs and tissues.

Wprowadzenie

The autonomic nervous system (ANS) is a crucial part of the peripheral nervous system that maintains body homeostasis, including the adaption to environmental conditions and pathology1. It is involved in the regulation of multiple organ systems throughout the body such as the cardiovascular, respiratory, digestive, and endocrine systems. The ANS is divided into sympathetic and parasympathetic branches. Spinal branches of the sympathetic nervous system synapse in ganglia of the sympathetic chain, situated bilaterally in a paravertebral position. The bilateral cervical and thoracic ganglia, especially the StG, are important components participating in cardiac sympathetic innervation. In disease states, such as cardiac ischemia, neuronal remodeling can occur, resulting in a sympathetic overdrive2. The neuronal remodeling has been demonstrated in multiple histological studies in humans and several other animal species3,4,5,6. A detailed biological characterization of cardiac ischemia-induced neuronal remodeling in cardiac sympathetic ganglia is currently lacking, and the fundamental biological characteristics of specialized neuronal cell types or subtypes within the cardiac sympathetic nervous system (SNS) are not fully determined yet in health and disease7.

Novel technologies, such as scRNA-seq, have opened gateways for the genetic characterization of small tissues on a single-cell level8,9. However, the relatively large size of neurons may impede the optimized use of these single-cell techniques in humans10. In addition, single-cell sequencing requires a high-throughput of cells to recover a sufficient cell number due to a high loss in the sequencing process. This might prove challenging when studying small tissues that are hard to capture in one session and require multiple samples to introduce enough single cells for sequencing. The recently developed droplet-based snRNA-seq technology (i.e., the 10x Chromium platform) allows the study of biological differences among single nuclei11,12. snRNA-seq holds an advantage over scRNA-seq for large cells (>30 µm), which may not be captured in Gel Bead in Emulsions (GEMs), as well as improved compatibility with extensive dissociation and/or prolonged preservation13,14,15.

Heterogeneity, the number of neuronal cells, and other cells enriched in the cardiac SNS are important aspects for the characterization of the ANS in health and disease states. In addition, the organ- or region-specific innervation by each sympathetic ganglion contributes to the complexity of the SNS. Moreover, cervical, stellate, and thoracic ganglia of the sympathetic chain have been shown to innervate different regions of the heart16. Therefore, it is necessary to perform single-nucleus analysis of ganglionic cells derived from individual ganglia to study their biological architecture.

Droplet-based snRNA-seq allows transcriptome-wide expression profiling for a pool of thousands of cells from multiple samples at once with lower costs than plate-based sequencing platforms. This approach enables droplet-based snRNA-seq to be more suitable for cellular phenotype classification and new subpopulation identification of cells within the SCG and the StG. Notably, this protocol provides a concise stepwise approach for the identification, isolation, and single-nucleus RNA sequencing of sympathetic extrinsic cardiac ganglia, a method that has the potential for a broad application in studies of the characterization of ganglia innervating other related organs and tissues in health and disease.

Protokół

This protocol describes all steps required for the snRNA-seq of murine cervical and/or cervicothoracic (stellate) ganglia. Female and male C57BL/6J mice (15 weeks old, n = 2 for each sex) were used. One additional Wnt1-Cre;mT/mG mouse was used to visualize the ganglia for dissection purposes17,18. This additional mouse was generated by the crossbreeding of a B6.Cg-Tg(Wnt1-cre)2Sor/J mouse and a B6.129(Cg)-Gt(ROSA)26Sortm4(ACTB-tdTomato,-EGFP)Luo/J mouse. All animal experiments were carried out according to the Guide for Care and Use of Laboratory Animals published by NIH and approved by the Animal Ethics Committee of the Leiden University (License number AVD1160020185325, Leiden, The Netherlands). See the Table of Materials for details regarding all materials, equipment, software, and animals used in the protocol.

1. Preparations

NOTE: All steps are performed in a cell culture flow cabinet.

  1. Clean the forceps and scissors by immersing the instruments in 70% ethanol for 20 min.
  2. Prepare the ganglion medium consisting of Neurobasal Medium supplemented with B-27 plus (1x), L-glutamine (2 mM), and 1% Antibiotic-Antimycotic. Prewarm the ganglion medium at room temperature.
  3. Prepare the digestion solution: 0.25% Trypsin-EDTA (1:1) and 1,400 U/mL collagenase type 2 dissolved in the ganglion medium.
  4. Prepare fresh, cold (4 °C) cell wash buffer (0.4% bovine serum albumin [BSA]) and lysis buffer (10 mM Tris-HCl, 10 mM NaCl, 3 mM MgCl2, and 0.1% nonionic detergent, 40 U/mL RNAse in nuclease-free water) for the nucleus isolation.
  5. Prepare nucleus wash buffer (1x phosphate-buffered saline [PBS] with 2.0% BSA and 0.2U/µL RNase Inhibitor).
  6. Prepare ST staining buffer (ST-SB) (10 mM Tris-HCl, 146 mM NaCl, 21 mM MgCl2, 1 mM CaCl2, 2% BSA, 0.02% Tween-20 in nuclease-free water).

2. Dissection of adult mouse superior cervical ganglia (SCG)

  1. Euthanize the mice and keep them on ice.
    NOTE: In the current study, a total of 4 C57BL6/J mice were euthanized by CO2 asphyxiation. Alternatively, isoflurane can be used followed by exsanguination when a large amount of blood needs to be collected for other study purposes.
  2. Fix the mouse on a dissection board with pins and douse it with 70% ethanol to minimize the dispersion of fur (shaving is not necessary).
  3. Under a stereomicroscope, open the skin of the neck region by making a midline cut with scissors, move the submandibular glands aside, and remove the sternomastoid muscle to expose and locate the common carotid artery and its bifurcation (Figure 1A, B, see arrow).
  4. Dissect the right and left carotid artery bifurcation and the tissue attached to it. Transfer each dissected piece of tissue to a separate 3.5 cm Petri dish containing cold PBS.
  5. Look for the SCG attached to the carotid bifurcation. Clean the SCG further by removing the artery and other attached tissue in the Petri dish (Figure 1E).

3. Dissection of adult mouse stellate ganglia (StG)

  1. To dissect the StG, make a midline cut in the abdomen, followed by opening the diaphragm and the ventral thoracic wall.
  2. Remove the heart and lungs to expose the dorsal thorax. Look for the left and right StG anterolateral to the musculus colli longus (MCL) at the level of the first rib (Figure 1C, D, indicated by dashed lines).
  3. Dissect both left and right StG with forceps and separately transfer them to 3.5 cm Petri dishes containing cold PBS (Figure 1F).

4. Isolation and cryopreservation of mouse ganglionic cells

Steps 4-6 are summarized in Figure 2.

  1. Carefully transfer all individual SCG and StG to separate 1.5 mL microcentrifuge tubes with forceps.
    NOTE: Do not use pipette tips to transfer the ganglia because the ganglia are prone to adhere to the wall of plastic pipette tips.
  2. Add 500 µL of 0.25% trypsin-EDTA solution to each microcentrifuge tube and incubate in a shaking water bath at 37 °C for 40 min.
    NOTE: This step is aimed to facilitate the digestion and cell release hereafter in the collagenase type 2 solution.
  3. Prepare a 15 mL tube containing 5 mL of ganglion medium for each sample. Allow the ganglia to settle down at the bottom of the microcentrifuge tubes. Collect the supernatant, which contains very few ganglionic cells, transfer the supernatant to the prepared 15 mL tubes, and label each tube. Alternatively, to save some time, aspirate the trypsin-EDTA supernatant without collection as very few dissociated cells can be detected in it.
    NOTE: A small amount of trypsin-EDTA solution (~10-30 µL) can be left in the microcentrifuge tube to avoid removal of the ganglia. Avoid pipetting at this step because it may damage the ganglia and lead to low output of ganglionic cells afterward.
  4. Add 500 µL of collagenase type 2 solution into each microcentrifuge tube and incubate in a shaking water bath at 37 °C for 35-40 min. Try to resuspend the ganglion after 35 min; if the ganglion is still intact and does not dissociate, prolong the incubation time or increase the concentration of collagenase type 2 solution as necessary.
    NOTE: The incubation time could vary depending on the ganglion size.
  5. Resuspend the ganglia in collagenase solution by pipetting up and down ~10 times or until tissue clumps are no longer detected.
  6. Transfer the cell suspension to the previously used 15 mL tube that contains the ganglia culture medium and the trypsin-EDTA suspension from the same ganglion. Spin down the cell suspension with a swinging bucket rotor centrifuge for 10 min, 300 × g at room temperature. Carefully discard the cell supernatant.
    NOTE: Because the ganglionic cells are dissociated from a single ganglion, the cell pellet may be too small to detect by eye; a small amount of supernatant can be left in the tube to avoid accidental removal of the cell pellet.
  7. Resuspend the ganglionic cells in 270 µL of fetal bovine serum (FBS, low endotoxin) and transfer each cell-FBS suspension into a 1 mL cryovial.
  8. To count the cells, mix 5 µL of the ganglionic cell suspension with 5 µL of 0.4% trypan blue dye and load the mixture into a hemocytometer. Count the total and live-cell numbers under a microscope.
    NOTE: The cell viability (live cell count/total cell count = viability %) is usually above 90% with this dissociation protocol. The live cell count of a single ganglion (either SCG or StG) usually falls within the range of 9,000-60,000 cells when the ganglion is isolated from a mouse aged 12 to 16 weeks.
  9. Add 30 µL of dimethyl sulfoxide (DMSO) to each cell-FBS suspension in the cryovials, mix well, and transfer the cryovials into a cell freezing container, which is kept at room temperature. Store the cryovial loaded container at -80 °C overnight, and transfer the cryovials to liquid nitrogen the next day for long-time preservation before sequencing.

5. Nucleus isolation

NOTE: Left and right SCG isolated from four mice (in total 8 samples) were used as an example in the following nucleus isolation and sequencing preparation. Keep everything on ice during the whole procedure. Because of the invisibility of small nucleus pellets, a centrifuge with swinging buckets is highly recommended to facilitate supernatant removal throughout the whole procedure.

  1. Prepare 15 mL tubes with a strainer (30 µm) on top and prerinse the strainer with 1 mL of the ganglion medium.
  2. Take out the cryovials from liquid nitrogen and immediately thaw them in a water bath at 37 °C. When a small pellet of ice is left in the cryovial, take the cryovials out of the water bath.
  3. Recover the ganglionic cells by dropping 1 mL of the ganglion medium into each cryovial while shaking carefully by hand. Optional: To evaluate cell recovery, mix the cell suspension after recovery and take 5 µL of cell suspension out for live-cell counting, as described in step 4.8.
  4. Load each ganglionic cell suspension on a separate strainer (prepared in step 5.1) and rinse each strainer with 4-5 mL of ganglion medium.
  5. Centrifuge the strained cell suspension for 5 min at 300 × g, remove the supernatant carefully, and resuspend the cells in 50 µL of cell wash buffer.
  6. Transfer the cell suspension to a low-binding DNA/RNA 0.5 mL microcentrifuge tube.
  7. Centrifuge the cell suspension at 500 × g for 5 min at 4 °C.
  8. Remove 45 µL of the supernatant without touching the bottom of the tube to avoid dislodging the cell pellet.
  9. Add 45 µL of chilled Lysis Buffer and gently pipette up and down using a 200 µL pipette tip.
  10. Incubate the cells for 8 min on ice.
  11. Add 50 µL of cold nucleus wash buffer to each tube. Do not mix.
  12. Centrifuge the nucleus suspension at 600 × g for 5 min at 4 °C.
  13. Remove 95 µL of the supernatant without disrupting the nucleus pellet.
  14. Add 45 µL of chilled nucleus wash buffer to the pellet. Optional: Take 5 µL of nucleus suspension, mix with 5 µL of 0.4% trypan blue to count, and check the quality of nuclei under a microscope with a hemocytometer.
  15. Centrifuge the nucleus suspension at 600 × g for 5 min at 4 °C.
  16. Remove the supernatant without touching the bottom of the tube to avoid dislodging the nucleus pellet.

6. Nucleus barcoding with hashtag oligos (HTOs) and multiplexing

NOTE: HTO staining steps were modified and optimized for nuclear labeling of very low amounts of (ganglionic) nuclei according to the previous application in cortical tissue by Gaublomme et al.15.

  1. Add 50 µL of ST-SB buffer to the nucleus pellet, gently pipette 8-10 times until the nuclei are completely resuspended.
  2. Add 5 µL of Fc Blocking reagent per 50 µL of the ST-SB/nuclei mix and incubate for 10 min on ice.
  3. Add 1 µL (0.5 µg) of single-nucleus hashtag antibody per tube of the ST-SB/nuclei mix and incubate for 30 min on ice.
    NOTE: Shorter incubation time leads to lower efficiency of hashtag labeling, as demonstrated in the representative results.
  4. Add 100 µL of ST-SB to each tube. Do not mix.
  5. Centrifuge the nucleus suspension for 5 min, 600 × g at 4 °C.
  6. Remove 145 µL of the supernatant without disrupting the nucleus pellet.
  7. Repeat steps 6.4 and 6.5. Remove the supernatant as much as possible without touching the bottom of the tube to avoid dislodging the nucleus pellet.
  8. Resuspend the nucleus pellet in 50 µL of ST-SB, and gently mix the nuclei.
  9. Take 5 µL of the nucleus suspension and mix it with 5 µL of 0.4% trypan blue to count the nuclei under a microscope. See Figure 3A for a representative image of nuclei mixed with trypan blue and loaded in a hemocytometer.
  10. Centrifuge the nucleus suspension for 5 min at 600 × g at 4 °C.
  11. Resuspend the nuclei in ST-SB to achieve a target nucleus concentration of 1,000-3,000 nuclei/µL for each sample according to the corresponding nucleus count.
  12. Pool the samples to achieve the desired number of cells.
    NOTE: For example, in this experiment, 8 samples were equally pooled to achieve a total of 25,000 nuclei to immediately proceed to 10x Genomics Chromium and snRNA-seq afterward. The nucleus count usually falls within the range of 6,000-40,000 cells when the ganglion is isolated from a mouse aged 12 to 16 weeks. Only around half of the total loaded nuclei can be captured by droplet-based snRNA-seq. For example, a 25,000 nucleus mixture was prepared to ensure capture of 10,000 nuclei, which is needed for further library preparation and sequencing.

Wyniki

Quality control analysis of the single-nucleus cDNA library preparation and snRNA-seq
Representative results describe sequencing results of 10,000 captured nuclei in a single pool with a 25,000 reads/nucleus gene expression library and a 5,000 reads/nucleus hashtag library. Figure 3B illustrates the quality control results of the 1st strand cDNA, gene expression (GEX) library, and HTO library, which were checked with Bioanalyzer. The HTO-derived cDNAs are ex...

Dyskusje

Here, a detailed protocol is described that focuses on i) the dissection of adult mouse superior cervical and stellate sympathetic ganglia, ii) the isolation and cryopreservation of the ganglionic cells, iii) nucleus isolation, and iv) nucleus-barcoding with HTO labeling for multiplexing purposes and snRNA-seq.

With this protocol, sympathetic ganglionic cells can easily be obtained by dissociating individual ganglia using commonly used trypsin and collagenase. Long-term preservation of isolate...

Ujawnienia

The authors have no conflicts of interest to disclose.

Podziękowania

We thank Susan L. Kloet (Department of Human Genetics, LUMC, Leiden, the Netherlands) for her help in experimental design and useful discussions. We thank Emile J. de Meijer (Department of Human Genetics, LUMC, Leiden, the Netherlands) for the help with single-nucleus RNA isolation and library preparation for sequencing. This work is supported by the Netherlands Organization for Scientific Research (NWO) [016.196.346 to M.R.M.J.].

Materiały

NameCompanyCatalog NumberComments
Chemicals and reagents
0.25% Trypsin-EDTAThermo Fisher Scientific25200056
0.4% trypan blue dyeBio-Rad1450021
Antibiotic-AntimycoticGibco15240096
B-27GibcoA3582801
Collagenase type 2WorthingtonLS004176use 1,400 U/mL
Dimethyl sulfoxideSigma Aldrich67685
Ethanol absolute ≥99.5%VWRVWRC83813.360
Fetal bovine serum (low endotoxin)BiowestS1810-500
L-glutamineThermo Fisher Scientific25030024
Neurobasal MediumGibco21103049
Bovine Serum Albumin 10%Sigma-AldrichA1595-50MLCell wash buffer
DPBS (Ca2+, Mg2+free)Gibco14190-169Cell wash buffer
Magnesium Chloride Solution, 1 MSigma-AldrichM1028Nucleus Lysis buffer
Nonidet P40 Substitute (nonionic detergent)Sigma-Aldrich74385Nucleus Lysis buffer
Nuclease free water (not DEPC-treated)InvitrogenAM9937Nucleus Lysis buffer
Protector RNase Inhibitor, 40 U/µLSigma-Aldrich3335399001Nucleus Lysis buffer
Sodium Chloride Solution, 5 MSigma-Aldrich59222CNucleus Lysis buffer
Trizma Hydrochloride Solution, 1 M, pH 7.4Sigma-AldrichT2194Nucleus Lysis buffer
Bovine Serum Albumin 10%Sigma-AldrichA1595-50MLNucleus wash
DPBS (Ca2+, Mg2+free)Gibco14190-169Nucleus wash
Protector RNase Inhibitor,40 U/µLSigma-Aldrich3335399001Nucleus wash
Bovine Serum Albumin 10%Sigma-AldrichA1595-50MLST staining buffer (ST-SB)
Calcium chloride solution, 1 MSigma-Aldrich21115-100MLST staining buffer (ST-SB)
Magnesium Chloride Solution, 1 MSigma-AldrichM1028ST staining buffer (ST-SB)
Nuclease free water (not DEPC treated)InvitrogenAM9937ST staining buffer (ST-SB)
Sodium Chloride Solution, 5MSigma-Aldrich59222CST staining buffer (ST-SB)
Trizma Hydrochloride Solution, 1M, pH 7.4Sigma-AldrichT2194ST staining buffer (ST-SB)
Tween-20Merck Millipore822184ST staining buffer (ST-SB)
TotalSeq-A0451 anti-Nuclear Pore Complex Proteins Hashtag 1 AntibodyBiolegend682205Hashtag antibody
TotalSeq-A0452 anti-Nuclear Pore Complex Proteins Hashtag 2 AntibodyBiolegend682207Hashtag antibody
TotalSeq-A0453 anti-Nuclear Pore Complex Proteins Hashtag 3 AntibodyBiolegend682209Hashtag antibody
TotalSeq-A0461 anti-Nuclear Pore Complex Proteins Hashtag 11 AntibodyBiolegend682225Hashtag antibody
TotalSeq-A0462 anti-Nuclear Pore Complex Proteins Hashtag 12 AntibodyBiolegend682227Hashtag antibody
TotalSeq-A0463 anti-Nuclear Pore Complex Proteins Hashtag 13 AntibodyBiolegend682229Hashtag antibody
TotalSeq-A0464 anti-Nuclear Pore Complex Proteins Hashtag 14 AntibodyBiolegend682231Hashtag antibody
TotalSeq-A0465 anti-Nuclear Pore Complex Proteins Hashtag 15 AntibodyBiolegend682233Hashtag antibody
TruStain FcX (human)Biolegend422302FC receptor blocking solution
Equipment and consumables
Bright-Line HemacytometerMerckZ359629-1EA
Centrifuge 5702/R A-4-38Eppendorf EP022629905
CoolCell LX Cell Freezing ContainerCorningCLS432003-1EA
CryovialThermo Scientific479-6840
DNA LoBind 0.5 mL Eppendorf tubeEppendorfEP0030108035-250EA
Eppendorf Safe-Lock Tubes 1.5 mLEppendorf30121872
Falcon 35 mm Not TC-treated Petri dishCorning351008
Falcon 15 mL Conical Centrifuge TubesFisher scientific10773501
Forceps Dumont #5Fine science tools11252-40
Hardened Fine ScissorsFine science tools14091-09
 Ice Pan, rectangular 4 L OrangeCorningCLS432106-1EA
Leica MS5LeicaMicroscope
Moria MC50 ScissorsFine science tools15370-50
Noyes Spring ScissorsFine science tools15012-12
Olympus CK2 ULWCDOlympusMicroscope
P10GilsonF144802
P1000GilsonF123602
P200GilsonF123601
Preseparation Filters (30 µm)Miltenyi biotecMiltenyi biotec130-041-407
Shaking water bathGFL1083
Silicon plateRubberBV3530Dissection board
Software and packages
Cell rangerV4.0.0
R programmingV4.1.1
R sudioV1.3.1073
SeuratV4.0
tydiverseV1.3.1
Animals
B6.Cg-Tg(Wnt1-cre)2Sor/J mouseThe Jackson LaboratoryJAX stock #022501
B6.129(Cg)-Gt(ROSA)26Sortm4(ACTB-tdTomato,-EGFP)Luo/J mouseThe Jackson LaboratoryJAX stock #007576
C57BL/6J miceCharles River
Code for the data analysis
https://github.com/rubenmethorst/Single-cell-SCG_JoVE

Odniesienia

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  3. Ajijola, O. A., et al. Extracardiac neural remodeling in humans with cardiomyopathy. Circulation: Arrhythmia and Electrophysiology. 5 (5), 1010 (2012).
  4. Nguyen, B. L., et al. Acute myocardial infarction induces bilateral stellate ganglia neural remodeling in rabbits. Cardiovascular Pathology. 21 (3), 143-148 (2012).
  5. Ajijola, O. A., et al. Remodeling of stellate ganglion neurons after spatially targeted myocardial infarction: Neuropeptide and morphologic changes. Heart Rhythm. 12 (5), 1027-1035 (2015).
  6. Han, S., et al. Electroanatomic remodeling of the left stellate ganglion after myocardial infarction. Journals of the American College of Cardiology. 59 (10), 954-961 (2012).
  7. Zeisel, A., et al. Molecular architecture of the mouse nervous system. Cell. 174 (4), 999-1014 (2018).
  8. Svensson, V., Vento-Tormo, R., Teichmann, S. A. Exponential scaling of single-cell RNA-seq in the past decade. Nature Protocols. 13 (4), 599-604 (2018).
  9. Li, C. L., et al. Somatosensory neuron types identified by high-coverage single-cell RNA-sequencing and functional heterogeneity. Cell Research. 26 (8), 967 (2016).
  10. Kokubun, S., et al. Distribution of TRPV1 and TRPV2 in the human stellate ganglion and spinal cord. Neuroscience Letters. 590, 6-11 (2015).
  11. Lake, B. B., et al. A single-nucleus RNA-sequencing pipeline to decipher the molecular anatomy and pathophysiology of human kidneys. Nature Communication. 10 (1), 2832 (2019).
  12. Petrany, M. J., et al. Single-nucleus RNA-seq identifies transcriptional heterogeneity in multinucleated skeletal myofibers. Nature Communication. 11 (1), 6374 (2020).
  13. Wu, H., Kirita, Y., Donnelly, E. L., Humphreys, B. D. Advantages of single-nucleus over single-cell RNA sequencing of adult kidney: rare cell types and novel cell states revealed in fibrosis. Journal of the American Society of Nephrology. 30 (1), 23-32 (2019).
  14. Bakken, T. E., et al. Single-nucleus and single-cell transcriptomes compared in matched cortical cell types. PLoS One. 13 (12), 0209648 (2018).
  15. Gaublomme, J. T., et al. Nuclei multiplexing with barcoded antibodies for single-nucleus genomics. Nature Communications. 10 (1), 2907 (2019).
  16. Zandstra, T. E., et al. Asymmetry and heterogeneity: part and parcel in cardiac autonomic innervation and function. Frontiers in Physiology. 12, 665298 (2021).
  17. Lewis, A. E., Vasudevan, H. N., O'Neill, A. K., Soriano, P., Bush, J. O. The widely used Wnt1-Cre transgene causes developmental phenotypes by ectopic activation of Wnt signaling. Developmental Biology. 379 (2), 229-234 (2013).
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  19. Stuart, T., et al. Comprehensive integration of single cell data. bioRxiv. , (2018).
  20. Avraham, O., et al. Satellite glial cells promote regenerative growth in sensory neurons. Nature Communications. 11 (1), 4891 (2020).
  21. Stoeckius, M., et al. Cell Hashing with barcoded antibodies enables multiplexing and doublet detection for single cell genomics. Genome Biology. 19 (1), 224 (2018).
  22. Lacar, B., et al. Nuclear RNA-seq of single neurons reveals molecular signatures of activation. Nature Communications. 7 (1), 11022 (2016).
  23. Lake, B. B., et al. A comparative strategy for single-nucleus and single-cell transcriptomes confirms accuracy in predicted cell-type expression from nuclear RNA. Scientific Reports. 7 (1), 6031 (2017).
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