| Literature DB >> 35223452 |
Erika Naakka1,2, Mateus Camargo Barros-Filho3, Shady Adnan-Awad2,4, Ahmed Al-Samadi1,2, Fábio Albuquerque Marchi3, Hellen Kuasne3, Katja Korelin1,2, Ilida Suleymanova1,2, Amy Louise Brown5, Cristovam Scapulatempo-Neto6, Silvia Vanessa Lourenço7,8, Rogério Moraes Castilho9, Luiz Paulo Kowalski10,11, Antti Mäkitie12,13,14, Vera Cavalcanti Araújo5, Ilmo Leivo15, Silvia Regina Rogatto16,17, Tuula Salo1,2,18,19,20, Fabricio Passador-Santos5.
Abstract
OBJECTIVES: To integrate mRNA and miRNA expression profiles of mucoepidermoid carcinomas (MECs) and normal salivary gland (NSGs) tissue samples and identify potential drivers.Entities:
Keywords: head and neck cancer; miR205; miR22; microRNA; mucoepidermoid carcinoma; oral cancer; salivary gland tumor; transcriptomic analysis
Year: 2022 PMID: 35223452 PMCID: PMC8864291 DOI: 10.3389/fonc.2021.786150
Source DB: PubMed Journal: Front Oncol ISSN: 2234-943X Impact factor: 6.244
Demographic, clinical histopathological, therapeutic and follow-up findings of 35 mucoepidermoid carcinomas patients evaluated by mRNA and miRNA expression analyses.
| Characteristics | Number of patients | |
|---|---|---|
| miRNA analysis | mRNA analysis | |
| Age (mean ± SD) | 48.7 ± 19.7 | 47.7 ± 19.8 |
| Gender | ||
| Female | 12 | 20 |
| Male | 13 | 14 |
| Race | ||
| Caucasian | 17 | 26 |
| Asian | 1 | 1 |
| NA | 7 | 7 |
| Anatomical site | ||
| Parotid gland | 13 | 16 |
| Intra oral minor salivary gland and others* | 7 | 8 |
| Hard/soft palate | 2 | 4 |
| Tongue | 2 | 4 |
| Submandibular gland | 1 | 2 |
| cT stage | ||
| T1-T2 | 8 | 10 |
| T3-T4 | 10 | 14 |
| NA | 7 | 10 |
| cN stage | ||
| N0 | 13 | 18 |
| N1 | 1 | 2 |
| N2 | 4 | 4 |
| N3 | 0 | 0 |
| NA | 7 | 10 |
| cM stage | ||
| M0 | 17 | 21 |
| M1 | 1 | 3 |
| NA | 7 | 10 |
| Tumor Grade | ||
| Low | 14 | 19 |
| Intermediate | 6 | 7 |
| High | 5 | 8 |
| Vital status | ||
| Alive | 15 | 21 |
| Deceased (cause of death MEC) | 8 | 10 |
| NA or dead of other causes# | 2 | 3 |
| Local recurrence | ||
| Yes | 6 | 6 |
| No | 18 | 27 |
| NA | 1 | 1 |
| Treatment | ||
| Surgery | 8 | 13 |
| Surgery and Radiotherapy | 15 | 19 |
| None | 2, one received palliative RT | 2, one received palliative RT |
| Distant Metastasis | ||
| Yes | 3 | 5 |
| No | 21 | 28 |
| NA | 1 | 1 |
| Follow-up: median months (IQ range) | 49.0 (62.0) | 49.5 (59.8) |
NA, Information not available; SD, standard deviation; IQ, Interquartile. *gingiva, maxillary sinus, eye, nasal fossa, nasal septum.
Figure 1Study design and main results obtained from the miRNA and mRNA expression analyses. First, a miRNA and mRNA global expression analyses revealed 46 miRNAs and 3,162 mRNAs differentially expressed in MEC compared to SNG. An integrative analysis was carried out using predicted miRNA-mRNA interactions, generating a network containing 44 miRNAs and 444 mRNAs (696 interactions). The target genes were associated with cancer-related pathways, and nine miRNAs were associated with shorter overall survival. A knockout assay was performed for miR-22 and miR-205 (CRISPR/Cas9), resulting in viability, migration, and invasion reduction, which indicate their role as putative cancer drivers in MEC.
Figure 2Top five most significant overexpressed (A) and underexpressed (B) miRNAs obtained in the microarray analysis. The error bars and middle line represent the interquartile range and median, respectively. NSG: surrounding normal salivary gland tissues; MEC: mucoepidermoid carcinoma tissues. #miR-21-3p was omitted (both mature sequence from miR-21 precursor were highly significant). ***P < 0.001 (t test).
Figure 3Supervised hierarchical clustering analysis considering the miRNA (A) and mRNA (B) expression profiles. The dendrograms show a complete separation between MEC and NSG samples according to the 47 miRNAs (A) and 3,162 mRNA differentially expressed (B). The samples are represented in columns and miRNAs/genes in rows.
Biological pathways enriched (P value < 0.001 and P adjusted < 0.05) by the genes detected in the miRNA-mRNA integrative analysis (KOBAS 3.0 and Pathdip in silico pathway tools).
| Biological Pathways | Database | KOBAS 3.0 | Pathdip* | ||
|---|---|---|---|---|---|
| P value | P adj | P value | P adj | ||
| Signal Transduction | Reactome | 4E-12 | 4E-09 | 6E-05 | 8E-03 |
| Post-translational protein modification | Reactome | 1E-08 | 4E-06 | 2E-04 | 1E-02 |
| Membrane Trafficking | Reactome | 2E-07 | 2E-05 | 5E-04 | 2E-02 |
| Diseases of signal transduction | Reactome | 3E-06 | 2E-04 | 9E-05 | 8E-03 |
| Signaling by Rho GTPases | Reactome | 8E-06 | 4E-04 | 1E-04 | 1E-02 |
| EPH-Ephrin signaling | Reactome | 2E-05 | 8E-04 | 9E-05 | 8E-03 |
| Cell Cycle | Reactome | 2E-05 | 9E-04 | 4E-05 | 9E-03 |
| RHO GTPase Effectors | Reactome | 3E-05 | 1E-03 | 8E-06 | 3E-03 |
| Proteoglycans in cancer | KEGG | 2E-04 | 4E-03 | 5E-05 | 8E-03 |
| Cell Cycle, Mitotic | Reactome | 2E-04 | 4E-03 | 2E-04 | 1E-02 |
| DNA Double-Strand Break Repair | Reactome | 2E-04 | 5E-03 | 1E-03 | 3E-02 |
| EPH-ephrin mediated repulsion of cells | Reactome | 4E-04 | 8E-03 | 6E-04 | 2E-02 |
| MicroRNAs in cancer | KEGG | 9E-04 | 1E-02 | 6E-05 | 7E-03 |
KEGG, Kyoto Encyclopedia of Genes and Genomes; *Experimentally detected protein-protein interactions.
Figure 4Kaplan-Meier representation of overall survival according to the expression levels of nine miRNAs (log rank test P<0.05). The quantifications obtained by the microarray analysis were stratified in below (blue) and above (green) the median values. Note: miR-224-3p was omitted (both mature sequences from mir-224 precursor were associated with overall survival).
Figure 5Cell viability, migration and invasion assays performed using the UM-HMC-2 cell line. (A) UM-HMC-2 cells were cultured for three days and the cell viability was measured using luminescent cell viability assay. Although not statistically significant, the cell viability was decreased in both miR22- and miR205-knockout cell lines compared to the cell line transfected with an empty plasmid vector. (B–D) UM-HMC-2 cells were cultured on Myogel matrix and cell migration was evaluated using scratch wound cell migration assay. (B) Representative image of migration distance at 0, 24, and 48 hours after wounding. (C, D) Quantification of cell migration in scratch wound assay. miR22- and miR205-knockout cell lines migrated slower than the vector cell line. Statistically significant difference was denoted between vector and miR22-KO cell lines. (E, F) UM-HMC-2 cell invasion through Myogel-collagen in scratch wound cell invasion assay. UM-HMC-2 cells were cultured in Myogel-collagen matrix, and cell invasion was evaluated using scratch wound cell invasion assay. miR22- and miR205-knockout cell lines invaded slower than vector cell line (p-value > 0.05). (G–K) UM-HMC-2 cell invasion through Myogel-fibrin in spheroid invasion assay. Cells were cultured in U-shaped ultra-low attachment 96-well plate wells and embedded in Myogel-fibrin matrix. Spheroids were observed under a light microscope and the invasion area and the spheroid branch length were analyzed using ilastik and ImageJ software. (G) Representative images of spheroid invasion at different time points. Scale bar = 200 μm (Original magnification X4). (H, I) Quantification of cell invasion in 3D spheroid invasion assay. Knockout of miR22 and miR205 reduced tumor cell invasion. Difference between vector and miR22-KO cell lines reached statistical significance. (J, K) Quantification of spheroid branch length revealed that miR22- and miR205-knockout cell line spheroids did not extend as far as vector cell line (p-value > 0.05). Data are presented as means ± SD of 3-4 independent experiments, each at least in triplicate. p < 0.05 is considered as significantly different compared to vector control.
Figure 6mRNA expression levels of selected genes after miR-knockout. Expression levels of ESR1 in miR22-KO and ZEB2 in miR205-KO cell lines were analysed using qRT-PCR. The relative mRNA levels are shown after normalization to GAPDH. ESR1, Estrogen receptor alpha; ZEB2, Zinc finger E-box binding homeobox 2. Data are presented as means ± SD. *p ≤ 0.05, *** ≤ 0.001.