| Literature DB >> 30944028 |
Ramil Hakim1,2,3, Ruxandra Covacu1,4,2, Vasilios Zachariadis5, Arvid Frostell2,3,6, Sreenivasa Raghavan Sankavaram4,2, Lou Brundin7,8,9, Mikael Svensson2,3,6.
Abstract
BACKGROUND: Mesenchymal stem cells (MSCs) and their cellular response to various stimuli have been characterized in great detail in culture conditions. In contrast, the cellular response of MSCs in an in vivo setting is still uncharted territory. In this study, we investigated the cellular response of MSCs following transplantation into spinal cord injury (SCI).Entities:
Keywords: Cellular response; Differentiation; Graft survival; Mesenchymal stem cells; Phenotypes; Proliferation; Spinal cord injury; Transcriptional changes
Mesh:
Year: 2019 PMID: 30944028 PMCID: PMC6448247 DOI: 10.1186/s13287-019-1218-9
Source DB: PubMed Journal: Stem Cell Res Ther ISSN: 1757-6512 Impact factor: 6.832
Primary, secondary, and pre-conjugated antibodies
| Antibody type | Host | Target | Fluorochrome | Manufacturer (ID) | Dilution |
|---|---|---|---|---|---|
| Primary | Mouse | NeuN | NA | Merck Millipore (MAB377) | 1:1000 |
| Mouse | TuJ1 | NA | Merck Millipore (MAB1637) | 1:100 | |
| Rabbit | GFAP | NA | Dako (Z0334) | 1:1000 | |
| Rat | MHC-II | NA | Abcam (ab25333) | 1:200 | |
| Rabbit | Caspase-3 | NA | Abcam (ab13847) | 1:100 | |
| Secondary | Goat | Mouse | Alexa 488 | Life Technologies (A11001) | 1:500 |
| Goat | Rabbit | Alexa 488 | Life Technologies (A11008) | 1:400 | |
| Pre-conjugated | NA | CD29 | APC | eBioscience (17-0291-80) | 1 μg per 1 × 106 cells |
| NA | Sca1 | FITC | BD (561077) | ||
| NA | CD45 | v450 | BD (560697) | ||
| NA | MHC-I | FITC | BioLegend (125508) | ||
| NA | MHC-II | FITC | BioLegend (107606) |
Fig. 1Global transcriptional changes in MSCs. a Experimental design. Transplanted MSCs were evaluated 7 days following transplantation. b Principal component analysis using the 500 genes with the highest inter-sample variance. Spheres represent biological replicates in 3D, while squared dots represent biological replicates in 2D (on the walls of the box), comparing two components at a time. c Agglomerative hierarchical clustering of biological replicates presented using a dendrogram. Data is based on the value of the first and second principal component for each biological replicate. Numbers in parentheses are animal index numbers. d Unique number of significantly differentially expressed genes in each contrast and the number of genes shared between the contrasts. Color of text specifying the contrast corresponds to the color of the circle in the Venn diagram. e Differentially expressed genes presented using a volcano plot. f Heat map of unique significantly differentially expressed genes based on all three contrasts with row- and column-wise agglomerative hierarchical clustering. g Up- and downregulated categories for contrasts MSC[SCI] vs MSC[In vitro] and MSC[Naive] vs MSC[In vitro]. Barcode plots are presented with a p value determined using a competitive gene set test. Representative Gene Ontology (biological process) terms are presented for each category. Green color indicates a category downregulated in MSC[SCI]/MSC[Naive], while red indicates a category upregulated in MSC[SCI]/MSC[Naive] as compared to MSC[In vitro]
Functional analysis of significantly differentially expressed genes (FDR < 0.01; LogFC = 1)
| Contrast | Direction | Category | ORA and NTA | Competitive gene set test | ||
|---|---|---|---|---|---|---|
| Terms ( | FDR (median) | Genes ( | FDR (exact) | |||
| MSC[Naive] vs MSC[In vitro] | Down | Cell-cycle regulation and progression | 159 | 2.1e−04 | 276 | 2.3e−03 |
| DNA recombination/metabolic process | 46 | 3.6e−04 | 412 | 2.9e−03 | ||
| Chromosome (condensed) | 22 | 1.7e−06 | 129 | 5.5e−03 | ||
| DNA repair and response to stress | 11 | 1.9e−04 | 64 | 1.9e−03 | ||
| Up | Immune system response | 718 | 1.2e−05 | 940 | 7.6e−05 | |
| Signaling pathway | 222 | 3.3e−04 | 862 | 3.7e−06 | ||
| Cytokine production and response | 207 | 7.1e−05 | 433 | 3.4e−04 | ||
| Cellular response to stress and stimuli | 198 | 1.3e−05 | 1346 | 1.2e−05 | ||
| Metabolic process | 161 | 2.4e−04 | 1345 | 2.3e−05 | ||
| Protein modification/assembly/transport | 112 | 6.4e−05 | 1061 | 3.4e−05 | ||
| Ion transport and homeostasis | 99 | 5.9e−06 | 420 | 3.4e−06 | ||
| Cell migration and chemotaxis | 91 | 8.1e−05 | 461 | 8.9e−07 | ||
| Trans (cell) membrane transport | 90 | 9.0e−04 | 372 | 9.8e−05 | ||
| Ubiquitination and apoptosis | 83 | 2.0e−04 | 546 | 8.8e−05 | ||
| Signal transduction | 67 | 9.9e−08 | 973 | 4.5e−06 | ||
| Tissue development and regeneration | 63 | 1.3e−04 | 1120 | 8.1e−06 | ||
| Biosynthetic process | 61 | 1.2e−03 | 656 | 8.5e−04 | ||
| Cell-cell adhesion | 59 | 1.1e−05 | 625 | 3.7e−06 | ||
| Phagocytosis and endocytosis | 43 | 1.7e−05 | 280 | 1.0e−03 | ||
| Catabolic process | 37 | 1.0e−03 | 277 | 4.1e−04 | ||
| Regulation of (cell) proliferation | 37 | 1.8e−05 | 524 | 1.7e−04 | ||
| Cell membrane activity | 31 | 4.0e−07 | 791 | 2.9e−05 | ||
| Regulation of (cell) differentiation | 28 | 7.4e−04 | 592 | 7.5e−07 | ||
| Synaptic function and activity | 22 | 3.1e−03 | 184 | 7.1e−04 | ||
| Cell and tissue morphology | 17 | 1.2e−03 | 496 | 5.6e−04 | ||
| Receptor binding | 15 | 1.3e−03 | 10 | 6.8e−03 | ||
| Transcriptional activity | 15 | 2.8e−03 | 485 | 1.2e−02 | ||
| I-kappaB kinase/NF-kappaB signaling | 14 | 2.6e−04 | 82 | 2.3e−03 | ||
| Regulation of (cell) activation | 12 | 0.0e+00 | 267 | 1.4e−03 | ||
| Regulation of cell homeostasis | 11 | 1.5e−03 | 161 | 9.1e−04 | ||
| MSC[SCI] vs MSC[In vitro] | Down | Cell-cycle regulation and progression | 220 | 1.3e−04 | 253 | 3.8e−03 |
| DNA recombination/metabolic process | 51 | 2.2e−04 | 370 | 9.6e−03 | ||
| Chromosome (condensed) | 25 | 6.1e−08 | 122 | 8.9e−03 | ||
| DNA repair and response to stress | 16 | 1.2e−05 | 76 | 5.1e−03 | ||
| Meiotic cell-cycle process | 15 | 7.5e−05 | 49 | 1.1e−02 | ||
| Up | Immune system response | 642 | 2.5e−05 | 836 | 2.6e−04 | |
| Cellular response to stress and stimuli | 176 | 1.7e−05 | 1215 | 5.9e−05 | ||
| Signaling pathway | 173 | 3.5e−04 | 697 | 4.9e−05 | ||
| Cytokine production and response | 157 | 6.5e−05 | 399 | 7.1e−04 | ||
| Metabolic process | 122 | 7.0e−04 | 1126 | 2.0e−04 | ||
| Ion transport and homeostasis | 117 | 4.2e−07 | 439 | 1.4e−05 | ||
| Protein modification/assembly/transport | 102 | 3.2e−04 | 765 | 1.2e−04 | ||
| Trans (cell) membrane transport | 81 | 4.0e−04 | 372 | 1.4e−04 | ||
| Cell migration and chemotaxis | 77 | 1.1e−04 | 290 | 9.9e−05 | ||
| Signal transduction | 73 | 2.8e−06 | 723 | 5.5e−05 | ||
| Tissue development and regeneration | 67 | 2.1e−04 | 925 | 1.7e−06 | ||
| Ubiquitination and apoptosis | 63 | 6.5e−04 | 472 | 3.3e−04 | ||
| Biosynthetic process | 54 | 1.0e−03 | 558 | 1.1e−03 | ||
| Cell-cell adhesion | 49 | 3.1e−05 | 499 | 1.9e−05 | ||
| Synaptic function and activity | 38 | 2.1e−04 | 171 | 3.7e−05 | ||
| Phagocytosis and endocytosis | 36 | 1.7e−05 | 242 | 1.7e−03 | ||
| Microtubuli and cytoskeleton | 32 | 6.1e−04 | 508 | 2.7e−02 | ||
| Cell membrane activity | 31 | 3.1e−06 | 670 | 1.1e−04 | ||
| Regulation of (cell) proliferation | 29 | 2.6e−05 | 429 | 1.8e−04 | ||
| Regulation of (cell) differentiation | 25 | 1.5e−03 | 506 | 1.3e−05 | ||
| Transcriptional activity | 18 | 3.0e−03 | 356 | 1.6e−04 | ||
| Catabolic process | 17 | 5.5e−03 | 233 | 1.3e−03 | ||
| Cell and tissue morphology | 15 | 4.6e−03 | 275 | 2.3e−05 | ||
| Regulation of (cell) activation | 12 | 5.0e−10 | 252 | 2.2e−03 | ||
| I-kappaB kinase/NF-kappaB signaling | 11 | 5.9e−04 | 70 | 2.3e−03 | ||
| Secretion | 11 | 2.3e−03 | 89 | 1.8e−04 | ||
| Neuronal cell activity | 10 | 2.4e−07 | 366 | 2.7e−05 | ||
| Sensory perception process | 10 | 1.8e−03 | 59 | 4.7e−05 | ||
| MSC[SCI] vs MSC[Naive] | Up | Tissue development and regeneration | 52 | 8.7e−04 | 43 | 6.3e−04 |
| Cell morphology | 27 | 9.6e−04 | 36 | 9.6e−04 | ||
ORA over-representation enrichment analysis, NTA network topology-based analysis. Terms: unique terms identified using Gene Ontology (GO)–biological process, GO–molecular function, GO–cellular component, Kyoto Encyclopedia of Genes and Genomes (KEGG), network retrieval and prioritization (NRP), network expansion (NE). Genes: unique genes constituting the (unique) GO and KEGG terms for a specific category. Categories with a total of less than ten unique GO/KEGG terms are omitted from the table for enhanced interpretation
Fig. 2Expression of CD29, Sca1, and CD45 in transplanted MSCs. a Experimental design. Transplanted MSCs were evaluated 7 days following transplantation. b Gate statistics for each experimental group and relevant gates. Mean is surrounded by a 95% confidence interval. Each dot represents one biological replicate. Values above plot represent p values following independent two-group comparison within study groups between gates. Values below plot represent p values following independent two-group comparison within gate between study groups. c Representative bivariate plots of MSC[SCI]. d Representative bivariate plots of MSC[Naive]. e Log2(counts per million) for CD29, Sca1, and CD45 genes following global transcriptional analysis of MSCs. Dots represent biological replicates. Mean is surrounded by 95% confidence interval. Log2(fold change) followed by the FDR for contrasts: MSC[SCI] vs MSC[In vitro] and MSC[Naive] vs MSC[In vitro] is presented in the plot
Fig. 3Expression of MHC-I/II in transplanted MSCs. a Experimental design. Transplanted MSCs were evaluated 7 days following transplantation. b Gate statistics for co-expression of mCherry and MHC-I/II. Mean is the center of the circle, and the diameter represents a 95% confidence interval. Each dot represents one biological replicate. Values are p values following a multiple group comparison test. c Representative bivariate plots for co-expression of MHC-I and mCherry in MSCs. d Log2(counts per million) for MHC-I gene following global transcriptional analysis of MSCs. Dots represent biological replicates. Mean is surrounded by a 95% confidence interval. Log2(fold change) and the FDR for contrasts: MSC[SCI] vs MSC[In vitro] and MSC[Naive] vs MSC[In vitro] are presented. e Representative bivariate plots for co-expression of MHC-II and mCherry in MSCs. f Gene expression of MHC-II presented as in d. g Surface expression of MHC-II in transplanted MSCs evaluated using immunohistochemistry. Orthogonal projections presented for each channel and the merged image. Scale bar represents 20 μm. h Estimation of the percentage of mCherry+MHC-II+MSCs as compared to all mCherry+MSCs in spinal cords subjected to transplantation. Dots represent biological replicates. Mean is surrounded by a 95% confidence interval. ns not significant
Fig. 4Survival, proliferation, and apoptosis of transplanted MSCs. a Experimental design. Transplanted MSCs were evaluated 7 and 14 days following transplantation. b Survival of transplanted mCherry+MSCs within the recipient. Mean surrounded by a 95% confidence interval. Each dot represents one biological replicate. Values are p values following independent two-group comparison between experimental groups. c Proliferation rate of transplanted mCherry+MSCs. Data reporting is as in b. d Log2(counts per million) for Caspase-3 gene following global transcriptional analysis of MSCs. Log2(fold change) and the FDR for contrasts: MSC[SCI] vs MSC[In vitro] and MSC[Naive] vs MSC[In vitro] are presented. Data reporting is as in b. e Estimation of the percentage of mCherry+Caspase-3+MSCs as compared to all mCherry+MSCs in spinal cords subjected to transplantation. f Co-expression of EdU and mCherry+MSCs in MSC[Naive] at 7 days post transplantation. g Equivalent in MSC[SCI]. h Co-expression of Caspase-3 and mCherry+MSCs in MSC[Naive] at 7 days post transplantation. i Co-expression of Caspase-3 and mCherry+MSCs in MSC[SCI] at 7 days post transplantation. ns not significant
Fig. 5Differentiation of transplanted MSCs. a Experimental design. Transplanted MSCs were evaluated 7 and 14 days following transplantation. b Log2(counts per million) for TuJ1 and GFAP gene following the global transcriptional analysis of MSCs. NeuN gene was filtered out due to low expression. Log2(fold change) and the FDR for contrasts: MSC[SCI] vs MSC[In vitro] and MSC[Naive] vs MSC[In vitro] are presented. Mean surrounded a 95% confidence interval. Each dot represents one biological replicate. c Co-expression of mCherry+MSCs and GFAP, NeuN, and TuJ1, respectively. d Co-expression of GFAP, NeuN, TuJ1, and mCherry+MSCs in MSC[Naive] at 7 days post transplantation. e Equivalent to d for MSC[SCI]