| Literature DB >> 32942778 |
Federica Rey1,2, Cecilia Pandini3,4, Bianca Barzaghini5, Letizia Messa5, Toniella Giallongo1, Orietta Pansarasa3, Stella Gagliardi3, Matteo Brilli2,6, Gian Vincenzo Zuccotti1,2, Cristina Cereda3, Manuela Teresa Raimondi5, Stephana Carelli1,2.
Abstract
3D cell cultures are becoming more and more important in the field of regenerative medicine due to their ability to mimic the cellular physiological microenvironment. Among the different types of 3D scaffolds, we focus on the Nichoid, a miniaturized scaffold with a structure inspired by the natural staminal niche. The Nichoid can activate cellular responses simply by subjecting the cells to mechanical stimuli. This kind of influence results in different cellular morphology and organization, but the molecular bases of these changes remain largely unknown. Through RNA-Seq approach on murine neural precursors stem cells expanded inside the Nichoid, we investigated the deregulated genes and pathways showing that the Nichoid causes alteration in genes strongly connected to mechanobiological functions. Moreover, we fully dissected this mechanism highlighting how the changes start at a membrane level, with subsequent alterations in the cytoskeleton, signaling pathways, and metabolism, all leading to a final alteration in gene expression. The results shown here demonstrate that the Nichoid influences the biological and genetic response of stem cells thorough specific alterations of cellular signaling. The characterization of these pathways elucidates the role of mechanical manipulation on stem cells, with possible implications in regenerative medicine applications.Entities:
Keywords: RNA-Seq; computational genomics; mechanobiology; mechanotransduction; neural stem cells; niche; regenerative medicine; scaffolds; signal transduction
Year: 2020 PMID: 32942778 PMCID: PMC7555048 DOI: 10.3390/ijms21186775
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Neural precursors cells grown inside the Nichoid present with different morphology and transcription profiles. (A) In vivo direct light images (EVOS FL microscope, EuroClone) of NPCs neurospheres maintained in stem cells medium in standard floating conditions (control NPCs) or grown inside the Nichoid (Nichoid NPCs) at day 7. Scale bar: 200 μm. Images are representative of what was observed in more than 10 experiments. (B) Cell doublings were calculated after proliferation assay was performed by plating 10,000 NPCs either in standard floating condition or inside the Nichoid. Cells were counted and collected after 3, 7, 10, and 14 days in two experiments (n = 2). (C) For RNA-Seq, three samples for condition were analyzed (n = 3). Specifically, three experiments were performed each including one sample of NPCs grown in standard floating conditions for 7 days and one sample of NPCs grown inside the Nichoid for 7 days. The graph shows the principal component analysis (PCA) of differently expressed genes in NPCs grown on the Nichoid and in standard conditions. We considered as differentially expressed only genes showing |log2 (Nichoid samples/control samples) | ≥ 1 and a false discovery rate ≤ 0.1. (D) Volcano plot showing deregulated genes between NPCs grown on the Nichoid and in standard conditions.
Number of deregulated coding and noncoding RNAs after transcriptome analysis.
| CTR vs. NIC | ||
|---|---|---|
| mRNAs | ncRNAs | |
|
| 927 | 147 |
|
| 650 | 210 |
|
| 1577 | 357 |
Gene description and fold change of top 10 deregulated RNAs after transcriptome analysis.
| Gene Name | log2FC | Gene Description |
|---|---|---|
| Clcf1 | 7.45 | Protein that in complexation with CRLF1 forms a heterodimeric neurotropic cytokine that plays a crucial role during neuronal development. Stimulates B-cells. Binds to and activates the ILST/gp130 receptor. |
| Ceacam1 | −7.25 | Cell adhesion protein that mediates homophilic cell adhesion in a calcium-independent manner. Plays a role as coinhibitory receptor in immune response and insulin action, and is an activator of angiogenesis. Downregulates cell growth in response to EGF through its interaction with SHC1. Inhibits cell migration and cell scattering through interaction with FLNA, interfering with FLNA’s interaction with RALA. |
| St18 | 7.21 | Repressor that binds to DNA sequences containing a bipartite element consisting of a direct repeat of the sequence 5′-AAAGTTT-3′ separated by 2–9 nucleotides. |
| Slc38a1 | −7.19 | Functions as a sodium-dependent amino acid transporter. May supply glutamatergic and GABAergic neurons with glutamine, which is required for the synthesis of the neurotransmitters, e.g., glutamate and GABA |
| Sema3e | 7.05 | Plays an important role in signaling via the cell surface receptor PLXND1. Mediates reorganization of the actin cytoskeleton, leading to the retraction of cell projections. Promotes focal adhesion disassembly and inhibits adhesion of endothelial cells to the extracellular matrix. |
| Actl7b | 6.35 | Actin-like protein 7B, belongs to the actin family |
| Scrt2 | 6.14 | Transcriptional repressor scratch 2; plays a role in DNA binding and negative regulation of transcription |
| Aldh1a3 | 5.69 | NAD-dependent aldehyde dehydrogenase that catalyzes the formation of retinoic acid |
| Fgl1 | −5.64 | Immune suppressive molecule that inhibits antigen-specific T-cell activation by acting as a major ligand of LAG3 |
| Lhx6 | 5.63 | Probable transcription factor required for the expression of a subset of genes involved in interneurons migration and development. Functions in the specification of cortical interneuron subtypes and in the migration of GABAergic interneuron precursors from the subpallium to the cerebral cortex |
Protein function description was obtained from the UniProtKB database (https://www.uniprot.org/uniprot).
Number and biotype of deregulated noncoding RNAs.
| ncRNAs | |||
|---|---|---|---|
| Upregulated | Downregulated | Total | |
| Antisense | 11 | 16 | 27 |
| Bidirectional promoter lncRNA | 0 | 3 | 3 |
| lincRNA | 20 | 40 | 60 |
| miRNA | 2 | 1 | 3 |
| miscRNA | 1 | 0 | 1 |
| Processed pseudogene | 11 | 14 | 25 |
| Processed transcript | 17 | 28 | 45 |
| rRNA | 1 | 0 | 1 |
| Sense intronic | 9 | 3 | 12 |
| snoRNA | 1 | 31 | 32 |
| snRNA | 3 | 6 | 9 |
| TEC | 67 | 51 | 118 |
| Transcribed unprocessed pseudogene | 3 | 6 | 9 |
| Unitary pseudogene | 0 | 3 | 3 |
| Unprocessed pseudogene | 1 | 8 | 9 |
| 147 | 210 | 357 | |
Figure 2Pathway analysis for DE genes in NPCs expanded in the Nichoid compared to NPCs grown in standard conditions. The y-axis represents the name of the pathway, the x-axis represents the gene ratio, dot size represents the number of different genes, and the color indicates the adjusted p-value. (A) Dot plot of top 20 deregulated pathways from WikiPathways analysis. (B) Dot plot of top 20 deregulated pathways from KEGG analysis.
Figure 3GO analysis for DE genes in NPCs expanded in the Nichoid compared to NPCs grown in standard conditions. (A) Top five enriched GO terms for Biological Process, (B) Molecular Function, and (C) Cellular Component are shown. The panels have been obtained considering all DE genes, and the color represents different pathways implicated to the deregulated genes.
Figure 4Deregulated pathways and genes correlated with membrane and signal transduction processes. WikiPathways analysis (A) and KEGG analysis (B) highlighted nine and eight deregulated pathways, respectively, for membrane processes. WikiPathways analysis (C) and KEGG analysis (D) highlighted 18 and 29 deregulated pathways, respectively, for signal transduction. The y-axis represents the name of the pathway, the x-axis represents the Rich factor, dot size represents the number of different genes, and the color indicates the adjusted p-value.
Figure 5Deregulated pathways and genes correlated with metabolic alterations and nuclear response. WikiPathways analysis (A) and KEGG analysis (B) highlighted 38 and 68 deregulated pathways, respectively, for metabolic alterations. In panel (B) are shown the top 40 deregulated pathways. WikiPathways analysis (C) and KEGG analysis (D) highlighted 6 and 10 deregulated pathways, respectively, for nuclear response. The y-axis represents the name of the pathway, the x-axis represents the Rich factor, dot size represents the number of different genes, and the color indicates the adjusted p-value.
Figure 6Evidences of adhesion complexes and cytoskeletal deregulation. (A) Differential expression of genes involved in adhesion complexes was verified by real-time PCR in a larger cohort (four experiments each performed in duplicates, N = 8) of NPCs grown in standard floating conditions and NPCs grown inside the Nichoid for Cntn2, Il6ra, Pard6b, and Itga6. GAPDH was used as housekeeping gene. Data are expressed as mean of four independent experiments, each performed in duplicate ± SEM (n = 8), * p < 0.05, ** p < 0.01 vs. control. (B) Differential expression of genes involved in cytoskeletal remodeling was verified by real-time PCR in a larger cohort (four experiments each performed in duplicates, N = 8) of NPCs grown in standard floating conditions and NPCs grown inside the Nichoid for Rarb. GAPDH was used as housekeeping gene. Data are expressed as mean of four independent experiments, each performed in duplicate ± SEM (n = 8), ** p < 0.01, vs. control. (C) Immunofluorescence images of Nestin, in red, and nuclei, in blue (DAPI), of standard floating NPCs or inside the Nichoid. Scale bar: 20 μm. Images are representative of two fields acquired per Nichoid (N = 2). The histogram refers to the number of prolongments counted in the image over the total nuclei number (N = 2, **** p < 0.0001 vs. control). (D) Immunofluorescence images of focal adhesion kinase (FAK), in red, and nuclei, in blue (DAPI), of standard floating NPCs or inside the Nichoid. Scale bar: 20 μm for the two top images and 10 μm for the bottom images. Images are representative of three fields acquired per Nichoid (N = 3). The surface plot was obtained using the Image J software, and it represents the distribution of the marker on the analyzed surface. (E) Immunofluorescence images of Vinculin, in red, and nuclei, in blue (DAPI), of standard floating NPCs or inside the Nichoid. Scale bar: 20 μm for the two top images and 10 μm for the bottom images. Images are representative of three fields acquired per Nichoid (N = 3). The surface plot was obtained using the Image J software, and it represents the distribution of the marker on the analyzed surface. (F) Images of NPCs grown for 7 days inside the Nichoid and then fixed and analyzed by environmental scanning electron microscope (ESEM) at 2000× magnification. Images are representative of six fields acquired per Nichoid, in 2 different Nichoids (n = 12). Scale bar: 10 µm for the left image and 10 μm for the right images.
Figure 7Deregulated pathways and genes correlated with regeneration and neural features. (A) KEGG analysis highlighted 48 deregulated pathways for regenerative processes. (B,C) Pathview of neurotrophins signaling pathway and axon guidance, respectively. In red, upregulated genes are shown, whereas in green, downregulated ones are shown. (D) KEGG analysis of neural features highlighted 10 deregulated pathways. The y-axis represents the name of the pathway, the x-axis represents the Rich factor, dot size represents the number of different genes, and the color indicates the adjusted p-value.
Figure 8Differentiated neural precursors cells grown inside the Nichoid. (A) In vivo direct light images (EVOS FL microscope, EuroClone) of control NPCs (control) or differentiated inside the Nichoid (Nichoid) stimulated with differentiation medium at day 1, 5, and 8. Scale bar: 400 μm. Images are representative of what was observed in two independent experiments (B) Immunofluorescence images of NESTIN and MAP2, in red, and nuclei, in blue (DAPI), of differentiated NPCs in control flat conditions or inside the Nichoid. Scale bar: 20 μm. Images are representative of three fields acquired per Nichoid (n = 3).
Figure 9Computational analysis of neural precursor Cells detached from the Nichoid and brought back to standard floating conditions for 7 days. RNA-Seq was performed on three samples for condition (n = 3). Specifically, three experiments were performed each including one sample of NPCs grown in standard floating conditions for 7 days and one sample of NPCs grown inside the Nichoid and replated in standard floating condition for 7 more days. (A) Principal component analysis (PCA) of differently expressed genes in NPCs replated after Nichoid-growth and in standard conditions. We considered as differentially expressed only genes showing |log2(Nichoid samples/control samples)| ≥ 1 and a false discovery rate of ≤0.1. (B) Pathway analysis for DE genes in NPCs replated after Nichoid-growth to NPCs grown in standard conditions. The y-axis represents the name of the pathway, the x-axis represents the gene ratio, dot size represents the number of different genes, and the color indicates the adjusted p-value. Dot plot of top 10 deregulated pathways from KEGG and WikiPathways analysis. (C–E) GO analysis for DE genes in NPCs replated after Nichoid-growth compared to NPCs grown in standard conditions. (C) Top 20 enriched GO terms for Biological Process, (D) Molecular Function, and (E) Cellular Component are shown. The panels have been obtained considering all DE genes, and the color represents different pathways implicated to the deregulated genes.
Gene description and fold change of deregulated RNAs after transcriptome analysis.
| Gene Name | log2FC | Gene Description |
|---|---|---|
|
| 1.88 | Multiple epidermal growth factor-like domains protein 6; multiple EGF-like-domains 6 |
|
| 1.62 | Cell adhesion protein that mediates homophilic cell adhesion in a calcium-independent manner. Plays a role as coinhibitory receptor in immune response and insulin action and is an activator of angiogenesis. Downregulates cell growth in response to EGF through its interaction with SHC1. Inhibits cell migration and cell scattering through interaction with FLNA, interfering with FLNA’s interaction with RALA |
|
| 1.45 | Protein unc-80 homolog; component of the NALCN sodium channel complex, required for channel regulation. This complex is a cation channel activated by neuropeptides substance P, neurotensin, and extracellular calcium that regulates neuronal excitability by controlling the sizes of NALCN-dependent sodium-leak current. UNC80 is essential for NALCN sensitivity to extracellular calcium; Belongs to the unc-80 family |
|
| 1.05 | CAD protein; this protein is a “fusion” protein encoding four enzymatic activities of the pyrimidine pathway (GATase, CPSase, ATCase, and DHOase) |
|
| −1.11 | Caldesmon 1 |
|
| −1.13 | Transcription factor Maf; acts as a transcriptional activator or repressor. When overexpressed, represses antioxidant response element (ARE)-mediated transcription. Involved either as an oncogene or as a tumor suppressor, depending on the cell context. Involved in embryonic lens fiber cell development. Recruits the transcriptional coactivators CREBBP and/or EP300 to crystallin promoters leading to upregulation of crystallin gene during lens fiber cell differentiation |
|
| −1.28 | Synaptotagmin-7; Ca(2+) sensor involved in Ca(2+)-dependent exocytosis of secretory and synaptic vesicles through Ca(2+) and phospholipid binding to the C2 domain. Ca(2+) induces binding of the C2 domains to phospholipid membranes and to assembled SNARE-complexes; both actions contribute to triggering exocytosis. SYT7 binds Ca(2+) with high affinity and slow kinetics compared to other synaptotagmins |
|
| −1.47 | Interferon-induced protein 35 |
|
| −1.70 | Serine-rich coiled-coil domain-containing protein 1; coiled-coil serine rich 1 |
|
| −1.79 | Beta-taxilin; promotes motor nerve regeneration. May be involved in intracellular vesicle traffic |
|
| −1.82 | Cyclin-dependent kinase 6; serine/threonine-protein kinase involved in the control of the cell cycle and differentiation; promotes G1/S transition. Phosphorylates pRB/RB1 and NPM1. Interacts with D-type G1 cyclins during interphase at G1 to form a pRB/RB1 kinase and controls the entrance into the cell cycle. Involved in initiation and maintenance of cell cycle exit during cell differentiation; prevents cell proliferation and regulates negatively cell differentiation, but is required for the proliferation of specific cell types (e.g., erythroid and hematopoietic cells) |
|
| −1.95 | Guanylate-binding protein 9 |
|
| −2.00 | Ceruloplasmin; ceruloplasmin is a blue, copper-binding (6–7 atoms per molecule) glycoprotein. It has ferroxidase activity oxidizing Fe(2+) to Fe(3+) without releasing radical oxygen species. It is involved in iron transport across the cell membrane. Provides Cu(2+) ions for the ascorbate-mediated deaminase degradation of the heparan sulfate chains of GPC1. May also play a role in fetal lung development or pulmonary antioxidant defense |
|
| −2.16 | Protein S100-B; weakly binds calcium but binds zinc very tightly—distinct binding sites with different affinities exist for both ions on each monomer. Physiological concentrations of potassium ion antagonize the binding of both divalent cations, especially affecting high-affinity calcium-binding sites. Binds to and initiates the activation of STK38 by releasing autoinhibitory intramolecular interactions within the kinase. Interaction with AGER after myocardial infarction may play a role in myocyte apoptosis by activating ERK1/2 and p53/TP53 signaling |
|
| −2.25 | Serpin B8; has an important role in epithelial desmosome-mediated cell–cell adhesion |
|
| −2.29 | Interleukin-33; cytokine that binds to and signals through the IL1RL1/ST2 receptor, which in turn activates NF- κ -B and MAPK signaling pathways in target cells. Involved in the maturation of Th2 cells inducing the secretion of T-helper type 2-associated cytokines. It is also involved in activation of mast cells, basophils, eosinophils, and natural killer cells. Acts as a chemoattractant for Th2 cells, and may function as an “alarmin,” which amplifies immune responses during tissue injury |
|
| −2.50 | Thyroid hormone-inducible hepatic protein; plays a role in the regulation of lipogenesis, especially in lactating mammary gland. Important for the biosynthesis of triglycerides with medium-length fatty acid chains. May modulate lipogenesis by interacting with MID1IP1 and preventing its interaction with ACACA. May function as transcriptional coactivator |
|
| −2.53 | Carboxymethylenebutenolidase homolog; cysteine hydrolase |
|
| −2.60 | Nuclear protein 1; chromatin-binding protein that converts stress signals into a program of gene expression that empowers cells with resistance to the stress induced by a change in their microenvironment. Interacts with MSL1 and inhibits its activity on histone H4 ‘Lys-16′ acetylation (H4K16ac). Binds the RELB promoter and activates its transcription, leading to the transactivation of IER3. |
|
| −2.81 | Thyroid hormone receptor beta; nuclear hormone receptor that can act as a repressor or activator of transcription. High-affinity receptor for thyroid hormones, including triiodothyronine and thyroxine |
|
| −3.00 | Olfactory receptor 287 |
|
| −3.16 | Sarcalumenin; may be involved in the regulation of calcium transport |
|
| −3.27 | Scavenger receptor class A member 5; ferritin receptor that mediates nontransferrin-dependent delivery of iron. Mediates cellular uptake of ferritin-bound iron by stimulating ferritin endocytosis from the cell surface with consequent iron delivery within the cell. Delivery of iron to cells by ferritin is required for the development of specific cell types, suggesting the existence of cell type-specific mechanisms of iron traffic in organogenesis, which alternatively utilize transferrin or nontransferrin iron delivery pathways |
|
| −3.33 | Inositol hexakisphosphate kinase 3; converts inositol hexakisphosphate (InsP6) to diphosphoinositol pentakisphosphate (InsP7/PP-InsP5). Converts 1,3,4,5,6-pentakisphosphate (InsP5) to PP-InsP4 (by similarity) |
|
| −3.45 | Glycogen phosphorylase, muscle form; phosphorylase is an important allosteric enzyme in carbohydrate metabolism |
|
| −3.55 | Otoancorin; may act as an adhesion molecule; belongs to the stereocilin family |
|
| −3.72 | Beta-secretase 2; responsible for the proteolytic processing of the amyloid precursor protein (APP). Cleaves APP, between residues 690 and 691, leading to the generation and extracellular release of beta-cleaved soluble APP, and a corresponding cell-associated C-terminal fragment, which is later released by gamma-secretase |
|
| −3.78 | Myosin-11; muscle contraction; belongs to the TRAFAC class myosin-kinesin ATPase superfamily. Myosin family |
|
| −4.45 | Glutamate receptor ionotropic, NMDA 2A; component of NMDA receptor complexes that function as heterotetrameric, ligand-gated ion channels with high calcium permeability and voltage-dependent sensitivity to magnesium. Channel activation requires binding of the neurotransmitter glutamate to the epsilon subunit, glycine binding to the zeta subunit, plus membrane depolarization to eliminate channel inhibition by Mg(2+) |
|
| −4.53 | Coiled-coil domain-containing protein 187; RIKEN cDNA 4932418E24 gene |
|
| −5.10 | Wnt inhibitory factor 1; binds to WNT proteins and inhibits their activities. May be involved in mesoderm segmentation |
|
| −5.15 | Nicotinamide N-methyltransferase; catalyzes the N-methylation of nicotinamide and other pyridines to form pyridinium ions. This activity is important for biotransformation of many drugs and xenobiotic compounds; belongs to the class I-like SAM-binding methyltransferase superfamily. NNMT/PNMT/TEMT family |
|
| −6.56 | Predicted gene 14406 |
|
| −8.64 | Beta-defensin 41; has bactericidal activity; belongs to the beta-defensin family |
Protein function description was obtained from the UniProtKB database (https://www.uniprot.org/uniprot).