| Literature DB >> 35204816 |
Enrico Ragni1, Carlotta Perucca Orfei1, Marco Viganò1, Federico Valli2, Laura de Girolamo1.
Abstract
Bone-marrow-derived stromal cells (BMSCs) have emerged as promising therapeutic option for the treatment of osteoarthritis (OA) due to their tissue regenerative and anti-inflammatory features. BMSCs' clinical potential is mainly ascribed to their released factors and extracellular vesicles (EVs), whose therapeutic portfolio may be modulated by the environment in vivo or specific priming in vitro. Within the array of molecules shaping EVs' power, miRNAs are considered privileged players. In this frame, a correct EV-miRNA detection and quantification is mandatory to understand and possibly boost BMSCs potential, either when envisioned as cell therapeutics or when proposed as producer of cell-free and clinical grade EVs. The aim of this study is to identify reliable reference genes (RGs) to study miRNAs in BMSC-EVs cultivated under standard or OA synovial fluid (OA-SF). miR-23a-3p and miR-221-3p emerged as the best candidates, respectively. Moreover, when both conditions were analyzed together, miR-24-3p resulted the most stable RGs, allowing for a sharper comparison of EVs content, further validated on the OA-related miRNA-193b-5p. The different RG stability ranking depending on the culturing conditions, as well as its divergence with respect to adipose (ASCs) and amniotic (hAMSCs) MSCs, confirm that miRNA RG selection in EVs is a mandatory step and that the identification of the most reliable candidate is greatly depending on the cell type and culturing/environmental conditions.Entities:
Keywords: bone marrow; extracellular vesicles; mesenchymal stromal cells; miRNAs; osteoarthritis; reference genes; synovial fluid
Mesh:
Substances:
Year: 2022 PMID: 35204816 PMCID: PMC8869367 DOI: 10.3390/biom12020316
Source DB: PubMed Journal: Biomolecules ISSN: 2218-273X
Candidate RGs and OA-related miRNA and their target sequences.
| Accession | Gene | Target Sequence (5′-3′) | Reference |
|---|---|---|---|
| MIMAT0000062 | let-7a-5p | UGAGGUAGUAGGUUGUAUAGUU | [ |
| MIMAT0000069 | miR-16-5p | UAGCAGCACGUAAAUAUUGGCG | [ |
| MIMAT0004495 | miR-22-5p | AGUUCUUCAGUGGCAAGCUUUA | [ |
| MIMAT0000078 | miR-23a-3p | AUCACAUUGCCAGGGAUUUCC | [ |
| MIMAT0000080 | miR-24-3p | UGGCUCAGUUCAGCAGGAACAG | [ |
| MIMAT0000082 | miR-26a-5p | UUCAAGUAAUCCAGGAUAGGCU | [ |
| MIMAT0004503 | miR-29a-5p | ACUGAUUUCUUUUGGUGUUCAG | [ |
| MIMAT0000255 | miR-34a-5p | UGGCAGUGUCUUAGCUGGUUGU | [ |
| MIMAT0000099 | miR-101-3p | UACAGUACUGUGAUAACUGAA | [ |
| MIMAT0000101 | miR-103a-3p | AGCAGCAUUGUACAGGGCUAUGA | [ |
| MIMAT0000278 | miR-221-3p | AGCUACAUUGUCUGCUGGGUUUC | [ |
| MIMAT0004748 | miR-423-5p | UGAGGGGCAGAGAGCGAGACUUU | [ |
| MIMAT0003393 | miR-425-5p | AAUGACACGAUCACUCCCGUUGA | [ |
| MIMAT0003338 | miR-660-5p | UACCCAUUGCAUAUCGGAGUUG | [ |
| NR_004394.1 | U6 snRNA | GUGCUCGCUUCGGCAGCACAUAUACUAAAAU | [ |
| miRNA target | |||
| MIMAT0004767 | miR-193b-5p | CGGGGUUUUGAGGGCGAGAUGA | [ |
Figure 1Characterization of BMSCs and BMSC-EVs. (A) After flow cytometry BMSCs identification via physical parameters and singlets selection, (B) analysis of general MSC (CD44, CD73, CD90 and CD105), adult MSC (CD271) and hemato-endothelial (CD31, CD34 and CD45) markers, confirms BMSCs identity. In panel (B), representative plots of FITC (CD34/90), PE (CD73/271), PC5 (CD31/105) and PC7 (CD44/45) channels for events gated under “Singlets” in panel (A) are shown. (C) Representative NTA analysis of BMSC-EVs. (D) Flow cytometry of FITC-labeled nanoparticles assuring calibration of flow cytometer and comparison with CFSE-labeled BMSC-EVs. (E) Presence of MSC-markers CD44, CD73 and CD90 and EV-markers CD9, CD63 and CD81 on CFSE-labeled BMSC-EVs. In panel (E), representative plots of APC channel for all tested antibodies for events gated under FITC+ gate of EVs + CFSE in panel (D) are shown.
Figure 2Expression of candidate RGs in BMSC-EVs. (A) The graph shows the CRT values of the 12 detected RGs in both standard (C1 to 3) and OA-SF treated (S1 to 3) BMSC-EVs samples. CRT values have a 10 to 28 range as indicated. (B) Principal Component Analysis of all CRT data from detected RGs of standard (C1 to 3) and OA-SF treated (S1 to 3) BMSC-EVs samples. No transformation and scaling were applied. First two axes shown cover 80.7% of the variation in composition. (C) Regression analysis of all candidate RGs in BMSC-EVs (CRT from this study) and BMSCs (CT from [56]). The R2 correlation coefficient is shown. In grey, RGs expressed in both datasets, in blue only those expressed in BMSC-EVs and in green only those expressed in BMSCs.
Stability levels of candidate RGs in the different and merged experimental conditions.
|
| ||||||||||
| Ranking Order | Gene Name | Geomean | Genorm M-Value | Normfinder SV | BestKeeper SD | Delta CT SD | ||||
| 1 | miR-23a-3p | 1.19 | 0.074 | (1) | 0.037 | (1) | 0.07 | (2) | 0.64 | (1) |
| 2 | miR-425-5p | 1.57 | 0.074 | (1) | 0.037 | (2) | 0.05 | (1) | 0.65 | (3) |
| 3 | miR-660-5p | 3.98 | 0.122 | (3) | 0.055 | (3) | 0.10 | (3) | 0.69 | (7) |
| 4 | U6 snRNA | 4.16 | 0.156 | (4) | 0.106 | (5) | 0.10 | (4) | 0.66 | (5) |
| 5 | miR-16-5p | 4.36 | 0.219 | (5) | 0.203 | (6) | 0.19 | (6) | 0.64 | (2) |
| 6 | miR-423-5p | 5.38 | 0.250 | (7) | 0.081 | (4) | 0.16 | (5) | 0.67 | (6) |
| 7 | miR-24-3p | 5.86 | 0.235 | (6) | 0.246 | (7) | 0.20 | (7) | 0.65 | (4) |
| 8 | miR-26a-5p | 8.00 | 0.303 | (8) | 0.501 | (8) | 0.38 | (8) | 0.77 | (8) |
| 9 | miR-221-3p | 9.00 | 0.402 | (9) | 0.935 | (9) | 0.65 | (9) | 1.02 | (9) |
| 10 | miR-103a-3p | 10.00 | 0.485 | (10) | 1.109 | (10) | 0.75 | (10) | 1.15 | (10) |
| 11 | let-7a-5p | 11.00 | 0.719 | (11) | 1.568 | (11) | 1.10 | (11) | 1.68 | (11) |
| 12 | miR-34a-5p | 12.00 | 0.940 | (12) | 2.006 | (12) | 1.41 | (12) | 2.05 | (12) |
|
| ||||||||||
| Ranking Order | Gene Name | Geomean | Genorm M-Value | Normfinder SV | BestKeeper SD | Delta CT SD | ||||
| 1 | miR-221-3p | 1.00 | 0.049 | (1) | 0.025 | (1) | 0.03 | (1) | 0.41 | (1) |
| 2 | U6 snRNA | 2.06 | 0.049 | (1) | 0.101 | (3) | 0.07 | (2) | 0.42 | (3) |
| 3 | miR-16-5p | 2.45 | 0.116 | (3) | 0.063 | (2) | 0.08 | (3) | 0.42 | (2) |
| 4 | miR-24-3p | 4.00 | 0.139 | (4) | 0.169 | (4) | 0.15 | (4) | 0.44 | (4) |
| 5 | miR-660-5p | 5.23 | 0.183 | (5) | 0.356 | (6) | 0.22 | (5) | 0.51 | (5) |
| 6 | miR-26a-5p | 5.96 | 0.289 | (7) | 0.277 | (5) | 0.27 | (6) | 0.52 | (6) |
| 7 | miR-423-5p | 6.74 | 0.233 | (6) | 0.51 | (7) | 0.32 | (7) | 0.61 | (7) |
| 8 | miR-23a-3p | 8.00 | 0.350 | (8) | 0.541 | (8) | 0.34 | (8) | 0.65 | (8) |
| 9 | let-7a-5p | 9.49 | 0.474 | (10) | 0.55 | (9) | 0.44 | (10) | 0.70 | (9) |
| 10 | miR-425-5p | 9.49 | 0.417 | (9) | 0.602 | (10) | 0.42 | (9) | 0.72 | (10) |
| 11 | miR-34a-5p | 11.00 | 0.528 | (11) | 0.677 | (11) | 0.47 | (11) | 0.77 | (11) |
| 12 | miR-103a-3p | 12.00 | 0.590 | (12) | 0.831 | (12) | 0.59 | (12) | 0.90 | (12) |
|
| ||||||||||
| Ranking Order | Gene Name | Geomean | Genorm M-Value | Normfinder SV | BestKeeper SD | Delta CT SD | ||||
| 1 | miR-24-3p | 1.00 | 0.135 | (1) | 0.213 | (1) | 0.18 | (1) | 0.64 | (1) |
| 2 | miR-16-5p | 1.68 | 0.135 | (1) | 0.263 | (2) | 0.20 | (2) | 0.66 | (2) |
| 3 | miR-660-5p | 3.22 | 0.300 | (4) | 0.291 | (3) | 0.20 | (3) | 0.70 | (3) |
| 4 | miR-423-5p | 4.47 | 0.368 | (5) | 0.296 | (4) | 0.24 | (4) | 0.70 | (4) |
| 5 | miR-26a-5p | 5.45 | 0.218 | (3) | 0.365 | (7) | 0.33 | (7) | 0.71 | (6) |
| 6 | miR-23a-3p | 5.48 | 0.408 | (6) | 0.306 | (5) | 0.28 | (6) | 0.70 | (5) |
| 7 | miR-425-5p | 5.86 | 0.433 | (7) | 0.354 | (6) | 0.24 | (5) | 0.74 | (7) |
| 8 | miR-221-3p | 8.00 | 0.484 | (8) | 0.643 | (8) | 0.42 | (8) | 0.84 | (8) |
| 9 | U6 snRNA | 9.24 | 0.557 | (9) | 0.766 | (9) | 0.71 | (10) | 0.97 | (9) |
| 10 | miR-103a-3p | 9.74 | 0.617 | (10) | 0.881 | (10) | 0.67 | (9) | 1.03 | (10) |
| 11 | let-7a-5p | 11.00 | 0.731 | (11) | 1.054 | (11) | 0.83 | (11) | 1.23 | (11) |
| 12 | miR-34a-5p | 12.00 | 0.876 | (12) | 1.521 | (12) | 1.12 | (12) | 1.60 | (12) |
In brackets () the position in the ranking of each different algorithm.
Figure 3Effects of different RGs on the normalization of OA-related miR-193b-5p expression. (A) miR-195b-5p was normalized in standard (C1 to 3) samples with either stable miR-23a-3p or unstable miR-34a-5p using C1 sample as milestone (set as 1) for comparison with C2 and C3. Ratios are indicated (0–12 scale). (B) miR-195b-5p was normalized in OA-SF (S1 to 3) samples with either stable miR-221-3p or unstable miR-103a-3p using C1 sample as milestone (set as 1) for comparison with C2 and C3. Ratios are indicated (0–2.5 scale). (C) Effects of RG normalization on the modulation of miR-195-5p differential expression between standard (CTRL) and OA-SF treated samples. CTRL samples set as 1 for each pair (mean with standard deviation is shown, n = 3); * for p-value ≤ 0.05; ns for p-value > 0.05; numerical values on top of each bar stand for p-value.