Method Article
The protocol presented here enables the identification and high-dimensional analysis of muscle stem and progenitor cells by single-cell mass cytometry and their purification by FACS for in-depth studies of their function. This approach can be applied to study regeneration dynamics in disease models and test the efficacy of pharmacological interventions.
Skeletal muscle regeneration is a dynamic process driven by adult muscle stem cells and their progeny. Mostly quiescent at a steady state, adult muscle stem cells become activated upon muscle injury. Following activation, they proliferate, and most of their progeny differentiate to generate fusion-competent muscle cells while the remaining self-renews to replenish the stem cell pool. While the identity of muscle stem cells was defined more than a decade ago, based on the co-expression of cell surface markers, myogenic progenitors were identified only recently using high-dimensional single-cell approaches. Here, we present a single-cell mass cytometry (cytometry by time of flight [CyTOF]) method to analyze stem cells and progenitor cells in acute muscle injury to resolve the cellular and molecular dynamics that unfold during muscle regeneration. This approach is based on the simultaneous detection of novel cell surface markers and key myogenic transcription factors whose dynamic expression enables the identification of activated stem cells and progenitor cell populations that represent landmarks of myogenesis. Importantly, a sorting strategy based on detecting cell surface markers CD9 and CD104 is described, enabling prospective isolation of muscle stem and progenitor cells using fluorescence-activated cell sorting (FACS) for in-depth studies of their function. Muscle progenitor cells provide a critical missing link to study the control of muscle stem cell fate, identify novel therapeutic targets for muscle diseases, and develop cell therapy applications for regenerative medicine. The approach presented here can be applied to study muscle stem and progenitor cells in vivo in response to perturbations, such as pharmacological interventions targeting specific signaling pathways. It can also be used to investigate the dynamics of muscle stem and progenitor cells in animal models of muscle diseases, advancing our understanding of stem cell diseases and accelerating the development of therapies.
Skeletal muscle constitutes the largest tissue by mass in the body and regulates multiple functions, from eyesight to respiration, from posture to movement, as well as metabolism1. Therefore, maintaining skeletal muscle integrity and function is critical to health. Skeletal muscle tissue, which consists of tightly packed bundles of multinucleated myofibers surrounded by a complex network of nerves and blood vessels, exhibits remarkable regenerative potential1,2.
The main drivers of skeletal muscle regeneration are adult muscle stem cells (MuSCs). Also known as satellite cells, due to their unique anatomical location adjacent to the plasma membrane of the myofiber and beneath the basal lamina, they were first identified in 19613. MuSCs express a unique molecular marker, the transcription factor paired box 7 (Pax7)4. Mostly quiescent in healthy adults, they become activated upon muscle injury and proliferate to give rise to progeny that will (i) differentiate into fusion-competent muscle cells that will form new myofibers to repair muscle damage or (ii) self-renew to replenish the stem cell pool5.
At the cellular and molecular level, the process of regeneration is quite dynamic and involves cell-state transitions, characterized by the coordinated expression of key myogenic transcription factors, also known as myogenic regulatory factors (MRFs)6,7. Prior in vivo developmental studies, lineage tracing experiments, and cell culture work using myoblasts have shown that sequential expression of these transcription factors drives myogenesis, with myogenic factor 5 (Myf5) being expressed upon activation, myogenic differentiation 1 (MyoD1) expression marking commitment to the myogenic program, and myogenin (MyoG) expression marking differentiation8,9,10,11,12,13,14. Despite this knowledge and the discovery of cell surface markers to purify MuSCs, strategies and tools to identify and isolate discrete populations along the myogenic differentiation path and resolve a myogenic progression in vivo have been lacking15,16,17,18.
Here, we present a novel method, based on recently published research, which enables the identification of stem and progenitor cells in skeletal muscle and the analysis of their cellular, molecular, and proliferation dynamics in the context of acute muscle injury19. This approach relies on single-cell mass cytometry (also known as Cytometry by Time of Flight [CyTOF]) to simultaneously detect key cell surface markers (α7 integrin, CD9, CD44, CD98, and CD104), intracellular myogenic transcription factors (Pax7, Myf5, MyoD, and MyoG) and a nucleoside analog (5-Iodo-2′-deoxyuridine, IdU), to monitor cells in S phase19,20,21,22,23. Moreover, the protocol presents a strategy based on the detection of two cell surface markers, CD9 and CD104, to purify these cell populations by fluorescence-activated cell sorting (FACS), therefore enabling future in-depth studies of their function in the context of injury and muscle diseases. While primary myoblasts have been extensively used in the past to study the late stages of myogenic differentiation in vitro, it is not known whether they recapitulate the molecular state of muscle progenitor cells found in vivo24,25,26,27,28,29,30. The production of myoblasts is laborious and time-consuming, and the molecular state of this primary culture changes rapidly upon passaging31. Hence, freshly isolated myogenic progenitors purified with this method will provide a more physiological system to study myogenesis and the effect of genetic or pharmacological manipulations ex-vivo.
The protocol presented here can be applied to address a variety of research questions, for example, to study the dynamics of the myogenic compartment in vivo in animal models of muscle diseases, in response to acute genetic manipulations or upon pharmacological interventions, therefore deepening our understanding of muscle stem cell dysfunction in different biological contexts and facilitating the development of novel therapeutic interventions.
Animal procedures were approved by the Danish animal experiments inspectorate (protocol # 2022-15-0201-01293), and experiments were performed in compliance with the institutional guidelines of Aarhus University. Analgesia (buprenorphine) is provided in drinking water 24 h prior to injury for the mice to adapt to the taste. Supplying buprenorphine in drinking water is continued for 24 h post-injury. Together with a subcutaneous (s.c.) injection of buprenorphine at the time of acute muscle injury, buprenorphine in the drinking water after notexin injection will alleviate the pain associated with the injury. While it is recommended to administer a s.c. injection of buprenorphine at the time of acute muscle injury, followed by buprenorphine in the drinking water, buprenorphine in the drinking water prior to injury is optional. However, researchers must follow the animal welfare standards and guidelines established by the appropriate regulatory agency.
NOTE: For single-cell mass cytometry (CyTOF) experiments of injured hindlimb muscles, start at section 1: Analgesia in water 24 h prior to muscle injury until 24 h post-injury. For sorting of muscle stem and progenitor cells from uninjured mice, perform sections 5 and 6: Euthanasia + Skeletal muscle dissection and dissociation, and continue to section 11: Staining with fluorophore-conjugated antibodies for FACS. An overview of the experimental setup and the protocol is shown in Figure 1.
1. Analgesia in water 24 h prior to muscle injury until 24 h post-injury
2. Preparing for acute injury procedure
NOTE: Use 70% ethanol to disinfect the work bench, nose cone setup and induction box.
3. Acute injury by notexin injection
CAUTION: Notexin has Phospholipase A2 activity and is the principal component of venom from the Australian tiger snake (Notechis scutatus), with an intravenous LD50 of 5–17 mg notexin/kg in mice32,33. In the present protocol, the Tibialis Anterior (TA) muscle of each hindlimb is injected with 10 µL of 5 mg/mL notexin, and the Gastrocnemius (GA) muscle of each hindlimb is injected twice (once into each head of the muscle) with 15 µL of 5 mg/mL notexin. It is important to perform the intramuscular (i.m.) injections correctly to limit damage and frequently inspect the injected animals to ensure minimal pain.
4. 5-Iodo-2’-deoxyuridine injection
CAUTION: 5-Iodo-2’-deoxyuridine (IdU) is suspected of causing genetic defects and damaging fertility or the unborn child. Read the safety data sheet (SDS) before handling. Personal protective equipment should be worn during handling. Use a fume hood when weighing the IdU powder. Materials that have been in contact with IdU should be discarded according to local safety regulations.
NOTE: IdU labeling in vivo is used to monitor cell division during the injury time course because IdU, an iodinated thymidine analog, gets incorporated into the DNA of cells in S phase. IdU is injected intraperitoneally (i.p.) at 20 mg/kg body weight 8 h prior to sacrificing the mouse.
5. Euthanasia
NOTE: See Table 1 for buffer recipes. Prepare wash media (Nutrient mixture F-10 (Ham's), 10% horse serum, 1x Pen/Strep) and filter through a polyethersulfone (PES) membrane into a polystyrene container. Prepare dissociation buffer (wash media supplemented with 650 U/mL Collagenase, Type II) and keep on ice. CyTOF mass cytometry measurements are very sensitive to contaminants. For this reason, it is essential to use reagents of the highest analytical grade for sample processing. To prevent metal contamination, it is highly recommended to use sterile plasticware and new glassware that has never been washed with detergent because many laboratory soaps contain high levels of barium. It is recommended to use double-filtered, distilled, deionized water for reagent preparation. Phosphate-buffered saline (PBS) is prepared in-house. Dilute the 10x stocks to 1x and filter the 1x PBS with 0.2 μm filters. Filter the 1x PBS again at the start of each experiment. Dissection tools must not be cleaned with detergent due to the presence of barium.
6. Skeletal muscle dissection and dissociation
7. Live/dead staining with cisplatin and paraformaldehyde fixation
CAUTION: Cisplatin and paraformaldehyde (PFA) are carcinogenic. Read the SDS before handling. Paraformaldehyde (PFA; 16%) is a skin, eye, and respiratory irritant. Wear personal protective equipment and handle these substances under a fume hood. During fixation of cells, the final concentration of PFA will be 1.6%. Correct protective measures should be taken, and waste should be handled according to local regulations.
NOTE: Prepare cold (4 °C) and warm (37 °C) serum-free DMEM. Prepare DMEM supplemented with 10% FBS, filter through a PES membrane into a polystyrene container, and keep on ice. Prepare PBS and cell stain media (CSM; PBS, 0.5% BSA, 0.02% sodium azide) in a CyTOF-dedicated glass bottle and filter through a PES membrane. CSM can be stored at 4 °C for up to 6 months.
8. Staining with metal-conjugated antibodies
CAUTION: Methanol (MeOH) is highly flammable and corrosive to the respiratory tract. Read the SDS before handling. Wear personal protective equipment and handle this substance under a fume hood. Handle waste in accordance with local regulations.
NOTE: List of antibodies (Ab) targeting surface markers and intracellular markers can be found in Table 2.
Antibody conjugation: Most of the antibodies used in this protocol were conjugated in-house because they were not commercially available. Protocols for metal conjugation of antibodies have been previously published, and conjugation kits are now commercially available37,38. Immunoglobulin type G (IgG) is compatible with the available conjugation protocols. It is of high importance that the antibody formulation used for metal conjugation is free of cysteine-containing carrier proteins (e.g., bovine serum albumin (BSA)), which can affect conjugation efficiency by competing for the free maleimide groups of the polymer, and can interfere with quantification of the metal-conjugated antibody. The cysteine content of gelatin is much lower than that of BSA. However, it is recommended that if the antibody formulation contains carrier proteins, such proteins are removed prior to conjugation. It is now possible to request BSA- and gelatin-free antibodies from the manufacturer. Small molecule preservatives (e.g., sodium azide, glycerol, and trehalose) are compatible with metal conjugation protocols37,38.
Antibody titration: After each metal conjugation, antibodies should be titrated to determine the optimal antibody concentration that provides the maximal signal-to-noise ratio. For antibody titration, perform a 6-step two-fold serial dilution and stain both samples known to express (e.g., muscle cells, positive controls) and lack (negative controls) the protein of interest19,21,37,38.
Prepare fresh Cell-ID Intercalator-Ir (stock = 500 μM; intercalator-ir solution) working solution by diluting the stock to 0.1 μM in PBS/1.6% PFA.
9. Sample preparation for loading into mass cytometer
NOTE: Cell pellets are very loose when in CAS buffer (Table of Materials). During washes with CAS buffer, do not aspirate to dryness. Instead, keep a residual volume as described below.
10. CyTOF data analysis
NOTE: For downstream analysis, normalized FCS files can be analyzed locally or uploaded to cloud-based software solutions such as Cytobank, Cell Engine, OMIQ, or FCS Express42.
11. Staining with fluorophore-conjugated antibodies for FACS
NOTE: Cells used for unstained, single-color controls and fluorescence minus one (FMO) controls can originate from the TA and GA set from an extra mouse if available. Alternatively, the quadriceps (upper anterior thigh muscle) can be dissected and digested into a single cell suspension, following the same procedure as for the TA+GA set above and used for controls. Prepare FACS buffer (PBS, 2.5% Goat serum, 2 mM EDTA), filter through a PES membrane into a polystyrene container, and keep on ice. FACS buffer can be stored at 4 °C for up to 1 month. A list of antibodies used for FACS can be found in Table 3.
Here we present an overview of the experimental setup for using this combined approach which includes (i) high-dimensional CyTOF analysis of an acute injury time course by notexin injection to study the cellular and molecular dynamics of stem and progenitor cells in skeletal muscle (Figure 1, top scheme); and (ii) FACS of stem and progenitor cells using two cell surface markers, CD9 and CD104, to isolate these populations and perform in-depth studies of their function (Figure 1, bottom scheme). 8-10-week-old female C57BL/6 mice were used in the experiments described below.
CyTOF analysis of skeletal muscle for identifying stem and progenitor cells and studying their cellular and molecular dynamics during the course of acute injury
We have reanalyzed publicly available, previously published CyTOF datasets from an acute injury time course by notexin injection, where skeletal muscle samples were stained with a panel of 21 metal-conjugated CyTOF-compatible antibodies19 (Figure 2 and Figure 3). Here we present the hierarchical gating strategy for the identification of stem and progenitor cells in vivo in skeletal muscle (Figure 2A). This approach identifies a sequence of 4 populations, stem cells (SC), and progenitor populations 1-3 (P1, P2, P3). The progenitor populations P1 and P2 correspond to increasingly more mature progenitor cells. P3 was previously identified but not characterized due to its low abundance.
We first identify cells by gating on Ir191/Ir193 double positive events, which enables us to discriminate single-nucleated cells from debris or doublets due to the nucleic acid intercalating properties of this reagent47. We then identify live cells by gating on cisplatin negative events, given that cisplatin is a chemical that binds covalently to cellular proteins and labels cells with compromised cell membranes (dying and dead cells) to a greater extent than live cells43. We further enrich for myogenic cells by excluding immune cells (CD45+, CD11b+), endothelial cells (CD31+), and mesenchymal cells (Sca1+), and gating on α7 integrin+/CD9+ myogenic cells16,19. Stem and progenitor cells are then identified by visualizing the expression of CD9 and CD104 within the α7 integrin+/CD9+ myogenic cell gate using a CD9 (y-axis) by CD104 (x-axis) biaxial dot plot. Stem cells (SC) express intermediate levels of CD9 and lack expression of CD104 (lower left quadrant); P1 progenitor cells express high levels of CD9 and lack expression of CD104 (upper left quadrant); P2 progenitor cells express high levels of both CD9 and CD104 (upper right quadrant), P3 progenitor cells express intermediate levels of CD9 and intermediate to high levels of CD104 (lower right quadrant) (Figure 2A). The CyTOF panel used in the experiment presented here included antibodies to cell surface markers, intracellular myogenic transcription factors and signaling molecules (Figure 2B).
To visualize the expression of the myogenic transcription factors within the different stem and progenitor cell populations, we show a representative CD9 by CD104 biaxial dot plot from an uninjured muscle sample, colored in third dimension by expression of Pax7, Myf5, MyoD, and MyoG, as well as CD9 and CD104 to highlight their differential expression within the different populations (Figure 2C).
To visualize the cellular, molecular and proliferation dynamics of stem and progenitor cell populations during the time course of acute injury, we show representative CD9 by CD104 biaxial dot plots at different injury time points (Day 0, Day 3, Day 6), colored in third dimension by incorporation of IdU (left), which enable the identification of cells in S phase, or expression of MyoD (right), a transcription factor that is upregulated in activated stem cells that have entered the cell cycle (Figure 3A). As previously described, the stem cell population (SC) proportionally increases at day 3 post-injury (red arrow), suggesting expansion, which is corroborated by a large increase in IdU incorporation, indicating cell proliferation (Figure 3A, left). This increase in IdU incorporation is accompanied by increased MyoD expression (Figure 3A, right).
Given the well-established molecular definition of activated muscle stem cells (MuSCs; highly proliferative and MyoDhigh), high dimensional CyTOF analysis of muscle cells investigating the expression of known and novel cell surface markers, myogenic transcription factors, and markers of S phase, enabled the identification of an activated stem cell signature based solely on cell surface markers19,48,49,50. Such signature, which is based on the co-expression of cell surface markers CD98 and CD44, now enables the identification and prospective isolation of this transient MuSC subset at day 3 post-injury, opening the door to studies of stem cell self-renewal that were previously unfeasible19. To visualize the subset of activated stem cells, we show representative CD98 (y-axis) by CD44 (x-axis) biaxial dot plots of the SC population at different injury time points (Day 0, Day 3, Day 6), colored in the third dimension by IdU incorporation (left) or expression of MyoD (right). Activated stem cells, defined by co-expression of high levels of cell surface markers CD98 and CD44, as well as high MyoD expression and high IdU incorporation, are indicated by a red arrow (Figure 3B). These data highlight the high proliferative state and the activated phenotype of MuSCs at day 3 post-injury.
Purification of stem and progenitor cells by FACS
The gating strategy used to isolate muscle stem and progenitor cell populations by FACS is shown in Figure 4. The main gate is used to exclude debris. The singlets gate enables the exclusion of doublets51. The live cells gate excludes dying and dead cells that stain with DAPI, and the lineage-negative gate excludes immune cells (CD45+/CD11b+), endothelial cells (CD31+), and mesenchymal cells (Sca1+), which are stained with individual antibodies labeled with the same fluorophore APC-Cy7. Cells within the myogenic compartment are gated based on expression of α7 integrin and intermediate to high expression levels of CD9. Muscle stem and progenitor cell populations are identified based on differential expression of CD9 and CD104 (Figure 4A), and their relative proportion is quantified (Figure 4B). Each gate is established using appropriate FMO controls, which take into account the background signal generated by the combination of the fluorophore-conjugated antibodies used in that control (Figure 4C). SC population is defined based on the expression of intermediate levels of CD9 and lack of CD104 expression (CD9int/CD104-). While P1 and P2 express high levels of CD9, CD104 is not expressed in P1 progenitor cells (CD9high/CD104-) but is highly expressed in P2 progenitor cells (CD9high/CD104high).
Figure 1: Combined approach to analyze and purify muscle stem and progenitor cells in the context of acute muscle injury. Protocol scheme. (Upper scheme) Investigation of stem and progenitor cell dynamics by high-dimensional CyTOF analysis of skeletal muscle in the context of acute injury. The injury time course experimental setup requires intramuscular (i.m.) injection of notexin in the Tibialis Anterior (TA) and Gastrocnemius (GA) muscle of mice 6 (Day -6) or 3 (Day -3) days prior to tissue harvest. IdU injection is performed intraperitoneally (i.p.) 8 h prior (-8 h) to tissue harvest to detect proliferating cells. The TA and GA muscles are dissected, and tissue is dissociated by a combination of mechanical dissociation and enzymatic digestion. Cells are then incubated with cisplatin to detect dying and dead cells, fixed with paraformaldehyde to preserve marker expression, stained with metal-conjugated antibodies, and permeabilized with methanol for intracellular staining. Cells are finally analyzed on the CyTOF instrument. After CyTOF analysis and event acquisition, data are normalized, concatenated, and stored using servers like Cytobank or Cell Engine42. Data can be analyzed using (i) traditional biaxial plots, and (ii) high-dimensional clustering algorithms, such as X-shift, a k-nearest neighbor-based algorithm47. Cell clusters can be visualized by single-cell force-directed layout visualization as previously described19. (Lower scheme) FACS of stem and progenitor cells. TA and GA muscles from uninjured mice (homeostasis) are dissected and dissociated as above. Cells are stained with antibodies to lineage markers (CD45, CD11b, CD31, and Sca1), cell surface markers used to define muscle stem cell and progenitor cell populations (α7 integrin, CD9, and CD104), and DAPI to determine viability. Cells are analyzed on the FACS instrument to establish the sorting strategy and sorted into distinct muscle stem and progenitor cell populations based on differential expression of cell surface markers CD9 and CD104. Please click here to view a larger version of this figure.
Figure 2: Identifying stem and progenitor cells using single-cell mass cytometry (CyTOF). (A) CyTOF gating strategy to identify muscle stem and progenitor cells. Cells are distinguished from debris and doublets by staining with a cationic nucleic acid intercalator (Cell-ID Intercalator-Ir) and gating on Ir191/Ir193 double positive events. Live cells are then identified based on lack of cisplatin staining, which labels cells with compromised cell membranes (dying and dead cells) to a greater extent than live cells. Immune cells (CD45+ and CD11b+), endothelial cells (CD31+), and mesenchymal cells (Sca1+) are excluded based on expression of the respective markers. The myogenic compartment is identified by co-expression of α7 integrin and CD9. Stem and progenitor cells are distinguished by differential expression of CD9 and CD104 in a CD9 (y-axis) by CD104 (x-axis) biaxial dot plot of α7 integrin+/CD9+ cells. (B) Summary of CyTOF marker panel displaying antibodies to cell surface markers, intracellular transcription factors, phosphorylated signaling molecules, and reagents for DNA staining (Cell-ID Intercalator-Ir), viability staining (cisplatin), and cell proliferation (IdU). (C) Representative CD9 (y-axis) by CD104 (x-axis) biaxial dot plots of the myogenic compartment (α7 integrin+/CD9+ cells) from uninjured mice colored by expression of the transcription factors Pax7, Myf5, MyoD, and MyoG and the cell surface markers CD9 and CD104. Expression of the individual markers in the stem and progenitor populations reveals a myogenic progression. Please click here to view a larger version of this figure.
Figure 3: Resolving the cellular and molecular dynamics of muscle stem and progenitor cells during an acute injury time course. (A) Representative CD9 (y-axis) by CD104 (x-axis) biaxial dot plots of the myogenic compartment (α7 integrin+/CD9+ cells) during the injury time course (Day 0, Day 3, Day 6), colored by IdU incorporation (left panels) and MyoD expression (right panels). Expression of the individual markers in the stem and progenitor populations reveals a myogenic progression. The red arrow indicates the expansion of the stem cell (SC) population at day 3 post-injury. (B) (Left) The muscle stem cell (SC) population is highlighted in red in a scheme depicting a CD9 (y-axis) by CD104 (x-axis) biaxial plot. (Right) Representative CD98 (y-axis) by CD44 (x-axis) biaxial dot plots of the stem cell (SC) population during the injury time course (Day 0, Day 3, Day 6), colored by IdU incorporation (left panels) and MyoD expression (right panels). Co-expression of cell surface markers CD98 and CD44 identifies a subset of activated stem cells at day 3 post-injury (red arrow), which is marked by high IdU incorporation (left panels) and increased MyoD expression (right panels). Please click here to view a larger version of this figure.
Figure 4: Sorting stem and progenitor cells for downstream assays using a unique strategy defined by cell surface markers CD9 and CD104. (A) Hierarchical gating strategy used to identify stem and progenitor cells during a sort. The main gate, based on FSC and SSC, excludes debris. The singlets gate based on FSC-Area and FSC-Height is used to exclude doublets. The lineage gate is used to exclude immune cells (CD45+ and CD11b+), endothelial cells (CD31+), and mesenchymal cells (Sca1+), stained with antibodies conjugated to the same fluorophore, APC-Cy7. The α7 integrin+/CD9+ gate is used to define cells within the myogenic compartment. Stem and progenitor cells within the myogenic compartment are distinguished based on differential expression of cell surface markers CD9 and CD104. (B) Quantification of stem and progenitor cells as a fraction of α7 integrin+/CD9+ cells. (C) Fluorescence minus one (FMO) controls are used to establish positive gates for the different populations in the hierarchical gating strategy (A). Please click here to view a larger version of this figure.
Table 1: Table of buffer recipes. Buffer type, content, and description of the preparation. Please click here to download this Table.
Table 2: Antibodies and reagents used for CyTOF analysis. See also Figure 2B. Most antibodies used for CyTOF were conjugated in-house with the indicated metals. Please click here to download this Table.
Table 3: Antibodies used for FACS of stem and progenitor cells. Please click here to download this Table.
Table 4: Staining scheme used for FACS. Samples are categorized into unstained, single-stained color controls (single), FMO controls (FMO), and all-stained samples. The antibody concentration used in the current experiment is given. It is important to note that the addition of DAPI is performed during the final cell resuspension. Please click here to download this Table.
Skeletal muscle regeneration is a dynamic process that relies on the function of adult stem cells. While prior studies have focused on the role of muscle stem cells during regeneration, their progeny in vivo has been understudied, primarily due to a lack of tools to identify and isolate these cell populations15,16,17,18. Here, we present a method to simultaneously identify and isolate muscle stem and progenitor cells in vivo in skeletal muscle and to resolve their cellular and molecular dynamics in the context of acute muscle injury19.
The approach presented here, which combines high-dimensional CyTOF analysis with cell sorting, provides tools to gain mechanistic insights into how cell-state transitions drive effective tissue regeneration, and reveal alterations in stem cell function during aging and muscle diseases52. Changes in the relative proportion of the different populations in genetic mouse models or upon pharmacological intervention can provide mechanistic insights into the process of myogenesis and elucidate the role of individual molecules and downstream signaling pathways in stem cell self-renewal or differentiation. Such changes need to be carefully evaluated because they can stem from alterations in quiescence, cell survival, progression time from stem to progenitor cells, or accumulation of one subset over another due to a differentiation block, which is characteristic of cancer cells53,54,55,56. The power of CyTOF analysis is the ability to detect up to 40 different cell surface and intracellular proteins simultaneously on a single-cell basis, allowing the study of cell cycle status, DNA damage, and post-translational modifications, to name a few21. Importantly, CyTOF analysis enables easy detection of IdU without the need for intracellular staining, which might affect the detection of surface antigens19,20. This method, therefore, offers the opportunity to distinguish different mechanisms by which stem cell function is modulated by injury or disease because it enables investigation of cellular function and molecular alterations in freshly isolated muscle tissue, such as cell survival, cell cycle status, intracellular signaling, and epigenetic modifications, by simultaneous antibody-based detection of multiple proteins57. Molecular and functional analysis of muscle stem cells and their progeny can therefore be performed in a variety of biological contexts or pharmacological treatments. Importantly, the ability to simultaneously purify stem and progenitor cells allows in-depth functional studies of their properties ex-vivo.
This protocol contains critical steps that should be performed with careful planning to ensure high-quality data and reproducibility of the results. Notexin injection has to be performed with high precision in order to obtain reproducible results. Moreover, for reproducibility purposes, it is important to use the same lot of notexin and test the toxin potency prior to each experiment58. In addition to the injection of a myotoxin (notexin or cardiotoxin), acute skeletal muscle damage can be induced by mechanical (eccentric contraction), chemical (e.g., Barium Chloride (BaCl2)), and freeze injuries58,59,60,61,62,63,64,65. It should be noted that BaCl2 injection is not an ideal injury method for CyTOF experiments because it can introduce high levels of Barium in some of the samples, which can (i) lead to signal spillover in adjacent channels, (ii) generate oxides in M+16 channels, and (iii) damage the CyTOF detector in the long-term66. Myotoxic injury is usually preferred because it is minimally invasive, does not require open surgery (e.g., freeze injury), and can be applied to multiple muscles. Skeletal muscle dissociation, which employs both mechanical and enzymatic digestion to a single-cell suspension, is also a critical step, which, if not performed according to protocol, can lead to under- or over-digestion of the muscle tissue, therefore impacting yield. Key factors in the dissociation process are the purity and activity of the enzymes, the extent of tissue cutting, and the length of incubation18,67.
Importantly, for CyTOF analysis, careful sample preparation and processing is critical to obtain high-quality data. The staining procedure to determine viability, which employs cisplatin staining, is extremely time-sensitive and needs to be completed within 1 min43. A high-quality single-cell suspension is key to preventing aggregate formation during fixation and downstream processing. The permeabilization is also a critical step, and methanol, the permeabilization reagent used here, might not be compatible with the detection of intracellular proteins not described in this protocol19,23,68,69,70,71,72. For this reason, it is important to test several permeabilization reagents when adding to the panel new antibodies to detect intracellular proteins.
Limitations of CyTOF analysis include (i) the inability to simultaneously analyze and prospectively isolate cell populations; (ii) the need to develop and test panels of in-house metal-conjugated antibodies, as some of the antibodies used in this protocol are not commercially available in a metal-conjugated format (Table 2); (iii) the high cost of instrumentation and reagents19,66,73. Among its several advantages are (i) the ability to simultaneously analyze up to 40 markers, which enables in-depth studies of rare biological samples; (ii) the low background due to the use of rare earth elements for antibody conjugation; (iii) the minimal overlap between channels, due to the high precision of mass resolution; and (iv) the ease of investigating cell proliferation by IdU incorporation without the need for intracellular staining74.
Therefore, this technology offers the opportunity to build on the antibody panel presented here (e.g., by including antibodies to additional intracellular markers) in order to study the molecular properties of stem and progenitor cells20,23,75. When developing an updated CyTOF panel to detect additional surface and/or intracellular proteins, it is important, in order to obtain high-quality data, to determine antibody specificity and investigate cross-reactivity, which could be tissue-specific. Hence, the addition of novel antibodies to the panel requires extensive testing by flow cytometry using positive (e.g., overexpression) and negative (e.g., knock out) muscle tissue samples19,76. Moreover, to maximize signal and minimize signal spillover, it is important to choose metal isotopes in the high sensitivity range (153-176 Da) for the detection of low abundance targets, while taking into account the potential for oxidation of lighter isotopes that should be chosen for detection of high abundance targets. Finally, once the antibodies have been tested and metal-conjugated, it is essential to perform a titration to identify the antibody concentration that provides the optimal signal/noise ratio21,66. While building a CyTOF panel can be time-consuming, once established, a new CyTOF panel can provide unprecedented insights.
An alternative to CyTOF analysis, to reduce cost and circumvent the need for the CyTOF instrument and in-house antibody conjugation, will involve the design of multiple smaller panels of commercially available fluorophore-conjugated antibodies to perform traditional flow cytometry analysis at a smaller scale. However, such an approach would not be suitable for analyzing precious samples with limited availability (e.g., rare knock-out or transgenic animals).
When performing multiparametric flow cytometry or cell sorting, it is key to include both single-color controls for establishing a compensation matrix, and FMO controls for establishing the background for individual populations and/or subsets77,78,79 (Figure 4C). FMO controls, which exhibit, in addition to autofluorescence, the background signal generated from all the other fluorophore-conjugated antibodies, are critical for establishing positive gates that define cell populations in a hierarchical gating strategy. Sort experiments aimed at purifying multiple populations should include non-overlapping gates, and purity checks should be performed to ensure enrichment of the populations of interest80. Cell sorting of stem and progenitor cell populations using cell surface markers CD9 and CD104 can be used to perform in-depth studies of these subsets ex-vivo, such as (i) RNA-seq or protein-based analysis in response to perturbations (e.g., genetic manipulations, pharmacological interventions); (ii) drug screenings to identify targets that preserve stemness (e.g., to improve regeneration - stem cell therapy), or induce differentiation (e.g., to suppress cancer cell growth); and (iii) functional assays (e.g., cell transplantation upon ex-vivo genetic manipulations or pharmacological interventions).
In summary, the approach presented here combines CyTOF analysis and cell sorting to enable in vivo studies of the cellular and molecular dynamics of muscle stem and progenitor cells in response to genetic manipulations or pharmacological interventions, as well as studies aimed at investigating the response of prospectively isolated cell populations in culture. This approach can be used to develop drug screening strategies aimed at identifying compounds that push cells toward differentiation to target cancer cells, or enhance stemness for stem cell therapy applications. Such an ex-vivo platform would be a powerful tool to gain a deep understanding of stem cell function and develop targeted therapeutic interventions. Finally, the ability to identify and prospectively isolate the activated stem cell population in response to injury, based solely on cell surface marker expression (CD98high/CD44high), can open the door to studies that were previously not feasible, such as studies aimed at understanding stem cell return to quiescence or uncovering the molecular defects that impair muscle stem cell regenerative function in aging, and muscle diseases.
The authors declare no conflict of interest.
We thank the members of the FACS Core Facility in the Department of Biomedicine at Aarhus University for technical support. We thank Alexander Schmitz, the manager of the Mass Cytometry Unit at the Department of Biomedicine, for discussion and support. Scientific Illustrations were created using Biorender.com. This work was funded by an Aarhus Universitets Forskningsfond (AUFF) Starting Grant and a Start Package grant (0071113) from Novo Nordisk Foundation to E.P.
Name | Company | Catalog Number | Comments |
15 mL centrifuge tube | Fisher Scientific | 07-200-886 | |
20 G needle | KDM | KD-fine 900123 | |
28 G, 0.5 mL insulin syringe | BD | 329461 | |
29 G, 0.3 mL insulin syringe | BD | 324702 | |
3 mL syringes | Terumo medical | MDSS03SE | |
40 µm cell strainers | Fisher Scientific | 11587522 | |
5 mL polypropylene tubes | Fisher Scientific | 352002 | |
5 mL polystyrene test tubes with 35 µm cell strainer | Falcon | 352235 | |
5 mL syringes | Terumo medical | SS05LE1 | |
50 mL centrifuge tube | Fisher Scientific | 05-539-13 | |
5-Iodo-2-deoxyuridine (IdU) | Merck | I7125-5g | |
anti-CD104 FITC (clone: 346-11A) | Biolegend | 123605 | Stock = 0.5 mg/mL |
anti-CD11b APC-Cy7 (Clone: M1/70) | Biolegend | 101226 | Stock = 0.2 mg/mL |
anti-CD31 APC-Cy7 (clone: 390) | Biolegend | 102440 | Stock = 0.2 mg/mL |
anti-CD45 APC-Cy7 (Clone: 30-F11) | Biolegend | 103116 | Stock = 0.2 mg/mL |
anti-CD9 APC (clone: KMC8) | ThermoFisher Scientific | 17-0091-82 | Stock = 0.2 mg/mL |
anti-Sca1 (Ly6A/E) APC-Cy7 (clone: D7) | Biolegend | 108126 | Stock = 0.2 mg/mL |
anti-α7 integrin PE (clone: R2F2)) | UBC AbLab | 67-0010-05 | Stock = 1 mg/mL |
BD FACS Aria III (4 laser) instrument | BD Biosciences | N/A | 405, 488, 561, and 633 nm laser |
Bovine Serum Albumin | Sigma Aldrich | A7030-50G | |
Buprenorphine 0.3 mg/mL | Ceva | Vnr 054594 | |
CD104 (Clone: 346-11A) | BD Biosciences | 553745 | Dy162; In-house conjugated |
CD106/VCAM-1 (Clone: 429 MVCAM.A) | Biolegend | 105701 | Er170; In-house conjugated |
CD11b (Clone: M1/70) | BD Biosciences | 553308 | Nd148; In-house conjugated |
CD29/Integrin β1 (Clone: 9EG7) | BD Biosciences | 553715 | Tm169; In-house conjugated |
CD31 (Clone: MEC 13.3) | BD Biosciences | 557355 | Sm154; In-house conjugated |
CD34 (Clone: RAM34) | BD Biosciences | 551387 | Lu175; In-house conjugated |
CD44 (Clone: IM7) | BD Biosciences | 550538 | Yb171; In-house conjugated |
CD45 (Clone: MEC 30-F11) | BD Biosciences | 550539 | Sm147; In-house conjugated |
CD9 (Clone: KMC8) | Thermo Fisher Scientific | 14-0091-85 | Yb174; In-house conjugated |
CD90.2/Thy1.2 (Clone: 30-H12) | BD Biosciences | 553009 | Nd144; In-house conjugated |
CD98 (Clone: H202-141) | BD Biosciences | 557479 | Pr141; In-house conjugated |
Cell Acquisition Solution/Maxpar CAS-buffer | Standard Biotools | 201240 | |
Cell-ID Intercalator-Iridium | Standard Biotools | 201192B | cationic nucleic acid intercalator |
Cisplatin | Merck | P4394 | Pt195 |
Cisplatin (cis-Diammineplatinum(II) dichloride) | Merck | P4394 | |
Clear 1.5 mL tube | Fisher Scientific | 11926955 | |
Collagenase, Type II | Worthington Biochemical Corporation | LS004177 | |
Counting chamber | Merck | BR718620-1EA | |
CXCR4/SDF1 (Clone: 2B11/CXCR4 ) | BD Biosciences | 551852 | Gd158; In-house conjugated |
DAPI (1 mg/mL) | BD Biosciences | 564907 | |
Dark 1.5 mL tube | Fisher Scientific | 15386548 | |
Dispase II | Thermo Fisher Scientific | 17105041 | |
Dissection Scissors | Fine Science Tools | 14568-09 | |
DMEM (low glucose, with pyruvate) | Thermo Fisher Scientific | 11885-092 | |
EDTA (Ethylenediaminetetraacetic acid disodium salt) | Merck | E5134 | Na2EDTA-2H20 |
EQ Four Element Calibration Beads (EQ beads) | Standard Biotools | 201078 | Calibration beads |
Fetal Bovine Serum, qualified, Brazil origin | Thermo Fisher Scientific | 10270106 | |
Forceps Dumont #5SF | Fine Science Tools | 11252-00 | |
Forceps Dumont #7 | Hounisen.com | 1606.3350 | |
Goat serum | Thermo Fisher Scientific | 16210-072 | |
Helios CyTOF system | Standard Biotools | N/A | |
Horse Serum, heat inactivated, New Zealand origin | Thermo Fisher Scientific | 26-050-088 | |
IdU | Merck | I7125 | I127 |
Iridium-Intercalator | Standard Biotools | 201240 | Ir191/193 |
Isoflurane/Attane Vet | ScanVet | Vnr 055226 | |
Methanol | Fisher Scientific | M/3900/17 | |
Myf5 (Clone: C-20) | Santa Cruz Biotechnology | Sc-302 | Yb173; In-house conjugated |
MyoD (Clone: 5.8A) | BD Biosciences | 554130 | Dy164; In-house conjugated |
MyoG (Clone: F5D) | BD Biosciences | 556358 | Gd160; In-house conjugated |
Nalgene Rapid-Flow Sterile Disposable Bottle Top 0.20 μM PES Filters | Thermo Fisher Scientific | 595-4520 | |
Notexin | Latoxan | L8104 | Resuspend to 50 µg/ml in sterile PBS. Keep stocks (e.g. 50 µl) at -20 °C |
Nutrient mixture F-10 (Ham's) | Thermo Fisher Scientific | 31550031 | |
pAkt (Clone: D9E) | Standard Biotools | 3152005A | Sm152 |
Pax7 (Clone: PAX7) | Santa Cruz Biotechnology | Sc-81648 | Eu153; In-house conjugated |
Penicillin-Streptomycin (10,000 U/mL) (Pen/Strep) | Thermo Fisher Scientific | 15140122 | |
PES Filter Units 0.20 μM | Fisher Scientific | 15913307 | |
PES Syringe Filter | Fisher Scientific | 15206869 | |
Petri dish | Sarstedt | 82.1472.001 | |
PFA 16% EM grade | MP Biomedicals | 219998320 | |
Potassium chloride (KCl) | Fisher Scientific | 10375810 | |
Potassium phosphate, monobasic, anhydrous (KH2PO4) | Fisher Scientific | 10573181 | |
pRb (Clone: J112-906) | Standard Biotools | 3166011A | Er166 |
pS6 kinase (Clone: N7-548) | Standard Biotools | 3172008A | Yb172 |
Sca-1 (Clone: E13-161.7) | BD Biosciences | 553333 | Nd142; In-house conjugated |
Sodium Azide | Sigma Aldrich | S2002 | |
Sodium chloride (NaCl) | Fisher Scientific | 10553515 | |
Sodium phosphate, dibasic, heptahydrate (Na2HPO4-6H2O) | Merck | S9390 | |
Sterile saline solution 0.9% | Fresenius | B306414/02 | |
α7 integrin (Clone: 3C12) | MBL international | K0046-3 | Ho165; In-house conjugated |
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