| Literature DB >> 26421711 |
Rebecca Lamb1,2, Gloria Bonuccelli1,2, Béla Ozsvári1,2, Maria Peiris-Pagès1,2, Marco Fiorillo1,2,3, Duncan L Smith4, Generoso Bevilacqua5,6, Chiara Maria Mazzanti5, Liam A McDonnell5, Antonio Giuseppe Naccarato6, Maybo Chiu1,2, Luke Wynne1,2, Ubaldo E Martinez-Outschoorn7, Federica Sotgia1,2, Michael P Lisanti1,2.
Abstract
Here, we developed an isogenic cell model of "stemness" to facilitate protein biomarker discovery in breast cancer. For this purpose, we used knowledge gained previously from the study of the mouse mammary tumor virus (MMTV). MMTV initiates mammary tumorigenesis in mice by promoter insertion adjacent to two main integration sites, namely Int-1 (Wnt1) and Int-2 (Fgf3), which ultimately activates Wnt/β-catenin signaling, driving the propagation of mammary cancer stem cells (CSCs). Thus, to develop a humanized model of MMTV signaling, we over-expressed WNT1 and FGF3 in MCF7 cells, an ER(+) human breast cancer cell line. We then validated that MCF7 cells over-expressing both WNT1 and FGF3 show a 3.5-fold increase in mammosphere formation, and that conditioned media from these cells is also sufficient to promote stem cell activity in untransfected parental MCF7 and T47D cells, as WNT1 and FGF3 are secreted factors. Proteomic analysis of this model system revealed the induction of i) EMT markers, ii) mitochondrial proteins, iii) glycolytic enzymes and iv) protein synthesis machinery, consistent with an anabolic CSC phenotype. MitoTracker staining validated the expected WNT1/FGF3-induced increase in mitochondrial mass and activity, which presumably reflects increased mitochondrial biogenesis. Importantly, many of the proteins that were up-regulated by WNT/FGF-signaling in MCF7 cells, were also transcriptionally over-expressed in human breast cancer cells in vivo, based on the bioinformatic analysis of public gene expression datasets of laser-captured patient samples. As such, this isogenic cell model should accelerate the discovery of new biomarkers to predict clinical outcome in breast cancer, facilitating the development of personalized medicine.Finally, we used mitochondrial mass as a surrogate marker for increased mitochondrial biogenesis in untransfected MCF7 cells. As predicted, metabolic fractionation of parental MCF7 cells, via MitoTracker staining, indicated that high mitochondrial mass is a new metabolic biomarker for the enrichment of anabolic CSCs, as functionally assessed by mammosphere-forming activity. This observation has broad implications for understanding the role of mitochondrial biogenesis in the propagation of stem-like cancer cells. Technically, this general metabolic approach could be applied to any cancer type, to identify and target the mitochondrial-rich CSC population.The implications of our work for understanding the role of mitochondrial metabolism in viral oncogenesis driven by random promoter insertions are also discussed, in the context of MMTV and ALV infections.Entities:
Keywords: FGF; MMTV; MitoTracker; WNT; mitochondria
Mesh:
Substances:
Year: 2015 PMID: 26421711 PMCID: PMC4741544 DOI: 10.18632/oncotarget.5852
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
MMTV common proviral integration sites and gene designations
| Integration site(s) | Gene Name |
|---|---|
| Int-1 | Wnt-1 |
| Int-2 | Fgf-3 |
| Int-3 | Notch-4 |
| Int-4 | Wnt-3 |
| Int-5 | Aromatase; Cyp19a1 |
| Int-6 | Eukaryotic translation initiation factor 3; eIF3 |
| Int-7 | Rspo-2 |
Additional genes include Fgf-4, Wnt-3a and Wnt-10, among others.
Figure 1Creating a humanized experimental model for MMTV: Focus on WNT1 and FGF3 signaling
To create a humanized model of MMTV signaling, we recombinantly over-expressed WNT1 and FGF3 in MCF7 cells, an ER(+) human breast cancer cell line. WNT1 and FGF3 were expressed either individually or in combination, using lenti-viral vectors carrying two different selection markers (puromycin or neomycin/G418). This isogenic cell model of “stemness” was generated to facilitate protein biomarker discovery in breast cancer, via unbiased label-free proteomics. Importantly, over-expression of FGF3, WNT1, or WNT1/FGF3 increases mammosphere formation by 1.5-, 2.5- and 3.5-fold, respectively (See Figure 2). Thus, we focused on MCF7-WNT1/FGF3 cells for further validation and proteomic analysis.
Figure 2Recombinant over-expression of WNT1 and/or FGF3 in MCF7 cells significantly augments mammosphere formation
A) Mammosphere formation. The cell lines we generated were screened for stem cell activity, using the mammosphere assay as a functional readout. Note that over-expression of either WNT1 or FGF3 significantly increased mammosphere formation by ∼1.5-fold and ∼2.5-fold, respectively. However, MCF7 cells over-expressing both WNT1 and FGF3 showed the largest increase in mammosphere formation, by up to ∼3.5-fold. Results were normalized to the three control cell lines harboring either i) EX-Neg-Lv105(puro), ii) EX-Neg-Lv151(neo) or iii) both control vectors. P-values are as indicated. Assays were performed in triplicate and repeated three times independently. MFE, mammosphere forming efficiency. B) Immunoblot analysis. Recombinant over-expression of WNT1 and FGF3 in these transfected cell models was validated by immunoblot analysis, with specific antibody probes. Beta-actin is shown as a control for equal loading.
Figure 3Conditioned media from WNT1/FGF3 expressing MCF7 cells increases mammosphere formation
Since WNT1 and FGF3 are secreted factors, they should act in a paracrine fashion on non-transfected cells. To test this hypothesis, we prepared conditioned media from MCF7-WNT1/FGF3 cells and the corresponding empty vector (MCF7-EV) control cells. Then, we compared the ability of this conditioned media to support mammosphere formation, in untransfected parental MCF7 cells (Left panel). Note that conditioned media prepared from MCF7-WNT1/FGF3 cells significantly stimulated mammosphere formation by ∼2-fold. Nearly identical results were obtained with untransfected parental T47D cells, a second independent ER(+) breast cancer line (Right panel). Assays were performed in triplicate and repeated three times independently. MFE, mammosphere forming efficiency.
Key Molecules Up-regulated by WNT1/FGF3 in MCF7 Cells: Mitochondria and Glycolysis
| Symbol | Description | Fold-Change | ANOVA |
|---|---|---|---|
| ACO2 | Aconitase 2, mitochondrial | Infinity | 1.61E-08 |
| IDH1 | Isocitrate dehydrogenase [NADP] 1 | Infinity | 0.004 |
| MDH1 | Malate dehydrogenase, cytoplasmic | 28.32 | 2.11E-05 |
| CKMT2 | Creatine kinase S-type, mitochondrial | 11.04 | 0.015 |
| FASN | Fatty acid synthase | 7.77 | 0.036 |
| CKMT1 | Creatine kinase U-type, mitochondrial | 7.60 | 2.12E-05 |
| CKMT1B | Creatine kinase U-type, mitochondrial | 6.27 | 5.74E-05 |
| CKMT1A | Creatine kinase U-type, mitochondrial | 5.19 | 7.98E-05 |
| OAT | Ornithine aminotransferase, mitochondrial | 4.79 | 0.0003 |
| PC | Pyruvate carboxylase, mitochondrial | 4.63 | 0.0001 |
| DUT | Deoxyuridine 5′-triphosphate nucleotidohydrolase, mitochondrial | 3.85 | 0.0001 |
| TOMM34 | Translocase of outer mitochondrial membrane 34 | 2.89 | 0.0027 |
| GLUD2 | Glutamate dehydrogenase 2, mitochondrial | 2.78 | 0.035 |
| MT-CO2 | Cytochrome c oxidase subunit 2 (COX2) | 2.66 | 0.0017 |
| NQO1 | NAD(P)H dehydrogenase [quinone] 1 | 2.60 | 8.31E-05 |
| ACADVL | Very long-chain-specific acyl-CoA dehydrogenase, mitochondrial | 2.46 | 0.0007 |
| C21orf33 | ES1 protein homolog, mitochondrial | 2.37 | 0.01 |
| NDUFS1 | Mitochondrial NADH-ubiquinone oxidoreductase 75 kDa subunit | 2.27 | 0.0026 |
| SCD | Acyl-CoA desaturase | 2.25 | 3.93E-05 |
| GPD2 | Glycerol-3-phosphate dehydrogenase, mitochondrial | 2.08 | 0.03 |
| HSPA9 | Stress-70 protein, mitochondrial | 2.07 | 0.0498 |
| IDH3A | Isocitrate dehydrogenase [NAD] subunit alpha, mitochondrial | 1.96 | 0.001 |
| HSPD1 | 60 kDa heat shock protein, mitochondrial | 1.95 | 0.02 |
| ETFA | Electron transfer flavoprotein subunit alpha, mitochondrial | 1.91 | 0.03 |
| ABAT | 4-aminobutyrate aminotransferase, mitochondrial | 1.85 | 0.03 |
| PRDX5 | Peroxiredoxin-5, mitochondrial | 1.83 | 0.037 |
| COX4I1 | Cytochrome c oxidase subunit 4 isoform 1, mitochondrial | 1.83 | 0.007 |
| COX6A1 | Cytochrome c oxidase subunit 6A, mitochondrial | 1.81 | 0.002 |
| TUFM | Elongation factor Tu, mitochondrial | 1.78 | 0.02 |
| ATP5O | ATP synthase subunit O, mitochondrial | 1.77 | 0.004 |
| CLPX | ATP-dependent Clp protease ATP-binding subunit clpX-like, mitochondrial | 1.72 | 0.016 |
| CS | Citrate synthase, mitochondrial | 1.71 | 0.001 |
| ECHS1 | Enoyl-CoA hydratase, mitochondrial | 1.70 | 0.004 |
| ATP5B | ATP synthase subunit beta, mitochondrial | 1.69 | 0.039 |
| PCK2 | Phosphoenolpyruvate carboxykinase [GTP], mitochondrial | 1.66 | 0.001 |
| AK2 | Adenylate kinase 2, mitochondrial | 1.65 | 0.004 |
| ATP5A1 | ATP synthase subunit alpha, mitochondrial | 1.61 | 0.02 |
| ETFB | Electron-transfer-flavoprotein, beta | 1.60 | 0.02 |
| PRKDC | DNA-dependent protein kinase catalytic subunit (maintains mt-DNA copy number) | 1.58 | 0.03 |
| CHCHD2P9 | Coiled-coil-helix-coiled-coil-helix domain-protein CHCHD2P9, mitochondrial | 1.57 | 0.02 |
| AIFM1 | Apoptosis-inducing factor 1, mitochondrial | 1.53 | 0.006 |
| UQCRFS1P1 | Putative cytochrome b-c1 complex subunit Rieske-like protein 1 | 1.50 | 0.02 |
| PHGDH | D-3-phosphoglycerate dehydrogenase | Infinity | 2.68E-13 |
| ASS1 | Argininosuccinate synthase | 17.39 | 3.42E-09 |
| HK2 | Hexokinase-2 | 11.57 | 3.15E-08 |
| PKM2 | Pyruvate kinase | 2.83 | 0.003 |
| PYGB | Glycogen phosphorylase, brain form | 2.23 | 0.01 |
| PFKL | 6-phosphofructokinase, liver type | 2.17 | 0.004 |
| CAD | Glutamine-dependent carbamoyl-phosphate synthase | 2.08 | 0.0007 |
| PKLR | Pyruvate kinase isozymes R/L | 2.08 | 1.46E-05 |
| PGAM4 | Probable phosphoglycerate mutase 4 | 1.94 | 0.005 |
| G6PD | Glucose-6-phosphate 1-dehydrogenase | 1.89 | 0.005 |
| TKT | Transketolase | 1.64 | 0.003 |
| PGK2 | Phosphoglycerate kinase 2 | 1.57 | 0.006 |
| ENO1 | Enolase, alpha | 1.51 | 0.007 |
| PGK1 | Phosphoglycerate kinase | 1.50 | 0.04 |
Key Molecules Up-regulated by WNT1/FGF3 in MCF7 Cells: The EMT and Cell Migration
| Symbol | Description | Fold-Change | ANOVA |
|---|---|---|---|
| MARCKS | Myristoylated alanine-rich C-kinase substrate | 371.76 | 3.72E-05 |
| S100A14 | Protein S100-A14 | 96.23 | 0.0002 |
| CDC42 | Cell division control protein 42 homolog | 68.67 | 5.27E-06 |
| LGALS3BP | Galectin-3-binding protein | 38.46 | 0.001 |
| MAST4 | Microtubule-associated serine/threonine-protein kinase 4 | 10.81 | 2.62E-05 |
| CALML5 | Calmodulin-like protein 5 | 8.06 | 0.0007 |
| CDV3 | Carnitine deficiency-associated gene expressed in cardiac ventricle 3 | 7.67 | 7.58E-06 |
| SCUBE1 | Signal peptide, CUB domain, EGF-like 1 | 6.84 | 1.97E-05 |
| S100A11 | Protein S100-A11 | 6.66 | 0.026 |
| S100A16 | Protein S100-A16 | 6.41 | 0.0003 |
| MERTK | Tyrosine-protein kinase MER | 6.24 | 4.40E-05 |
| NINJ1 | Ninjurin-1 | 5.36 | 0.0001 |
| TTBK2 | Tau-tubulin kinase | 5.31 | 4.15E-05 |
| EMD | Emerin | 4.38 | 0.0006 |
| FLNB | Filamin-B | 4.27 | 0.004 |
| TTN | Titin | 3.66 | 7.32E-05 |
| CGNL1 | Cingulin-like protein 1 | 3.62 | 0.005 |
| TAGLN2 | Transgelin-2 | 2.94 | 0.02 |
| ACTA2 | Actin, aortic smooth muscle | 2.86 | 0.0002 |
| TLN1 | Talin-1 | 2.78 | 0.008 |
| SEPT2 | Septin-2 | 2.77 | 0.004 |
| HMGB1 | High mobility group protein B1 | 2.66 | 0.001 |
| TPT1 | Translationally-controlled tumor protein | 2.54 | 0.028 |
| AMOT | Angiomotin | 2.40 | 0.008 |
| TRIOBP | TRIO and F-actin-binding protein | 2.35 | 0.003 |
| ASAP2 | Arf-GAP with SH3 domain, ANK repeat and PH domain-containing protein 2 | 2.23 | 0.01 |
| MYH14 | Myosin-14 | 2.20 | 0.02 |
| S100A10 | S100A10 protein | 2.13 | 0.0002 |
| TAX1BP3 | Tax1-binding protein 3 | 2.13 | 0.0002 |
| HMGB3 | High mobility group protein B3 | 2.10 | 0.01 |
| FLNA | Filamin-A | 2.08 | 0.004 |
| MYO18B | Myosin XVIIIB | 1.99 | 0.0005 |
| IQGAP1 | IQ motif containing GTPase activating protein 1 (scaffold protein for CDC42) | 1.98 | 0.026 |
| ACTN2 | Alpha-actinin-2 | 1.96 | 1.64E-05 |
| ANXA2 | Annexin A2 | 1.90 | 0.01 |
| TAGLN3 | Transgelin-3 | 1.89 | 0.01 |
| FAM129B | Niban-like protein 1 (associated with cell invasion) | 1.88 | 0.0008 |
| ACTN3 | Alpha-actinin-3 | 1.81 | 0.025 |
| FAM82B | Regulator of microtubule dynamics protein 1 | 1.80 | 0.02 |
| MYH10 | Myosin, heavy polypeptide 10, non-muscle | 1.79 | 0.04 |
| MYOF | Myoferlin | 1.60 | 0.0026 |
| CAPZB | F-actin-capping protein subunit beta | 1.58 | 0.04 |
| MTPN | Myotrophin | 1.57 | 0.007 |
| TUBB2A | Tubulin beta-2A chain | 1.56 | 0.0045 |
| EPPK1 | Epiplakin | 1.51 | 0.0485 |
| CAST | Calpastatin A | 21.60 | 0.005 |
| SH3BGRL | SH3 domain-binding glutamic acid-rich-like protein | 14.23 | 0.0003 |
| SEC24A | Protein transport protein Sec24A | 12.52 | 7.39E-05 |
| PABPC4 | Polyadenylate-binding protein 4 | 6.53 | 0.0006 |
| C10orf12 | Uncharacterized protein C10orf12 | 5.71 | 3.46E-05 |
| TMED4 | Transmembrane emp24 domain-containing protein 4 | 4.99 | 4.34E-05 |
| PTMS | Parathymosin | 4.66 | 0.0001 |
| HUWE1 | E3 ubiquitin-protein ligase HUWE1 | 4.50 | 5.23E-05 |
| PON2 | Paraoxonase 2, isoform | 4.28 | 0.003 |
| AHNAK | Neuroblast differentiation-associated protein, AHNAK | 3.68 | 0.0002 |
| COMT | Soluble catechol-O-methyltransferase | 3.66 | 0.002 |
| STUB1 | E3 ubiquitin-protein ligase CHIP | 3.38 | 0.0001 |
| TMEM205 | Transmembrane protein 205 (chemo-resistance to cisplatin) | 2.92 | 1.55E-05 |
| TFF1 | Trefoil factor 1 | 2.30 | 0.005 |
| MATR3 | Matrin-3 | 2.25 | 0.038 |
| SRRM2 | Serine/arginine repetitive matrix protein 2 | 2.19 | 0.03 |
| ARF5 | ADP-ribosylation factor 5 | 2.06 | 0.009 |
Genes encoding FRS2 and CTNNB1 are highlighted in BOLD, as they would be expected to amplify FGF and WNT signaling, respectively.
Key Molecules Up-regulated by WNT1/FGF3 in MCF7 Cells: Ribosomes and Protein Synthesis
| Symbol | Description | Fold-Change | ANOVA |
|---|---|---|---|
| RPL13 | 60S ribosomal protein L13 | 6.65 | 7.43E-07 |
| NPM1 | NPM1 protein | 3.78 | 0.001 |
| RPL14 | 60S ribosomal protein L14 | 3.41 | 0.001 |
| SRPRB | Signal recognition particle receptor subunit beta | 2.11 | 0.002 |
| RPL4 | 60S ribosomal protein L4 | 2.04 | 0.01 |
| RPS5 | 40S ribosomal protein S5 | 1.99 | 0.006 |
| RPL15 | 60S ribosomal protein L15 | 1.99 | 0.004 |
| RPL13 | 60S ribosomal protein L19 | 1.50 | 0.01 |
| EIF5A | Eukaryotic translation initiation factor 5A | 7.22 | 0.03 |
| EIF5B | Eukaryotic translation initiation factor 5B | 2.25 | 3.38E-06 |
| EIF6 | Eukaryotic translation initiation factor 6 | 2.24 | 0.028 |
| EIF2S1 | Eukaryotic translation initiation factor 2, subunit 1 alpha, 35kDa | 1.55 | 0.0035 |
| EIF3D | Eukaryotic translation initiation factor 3 subunit D | 1.51 | 0.03 |
| EEF1B2 | Elongation factor 1-beta | 1.95 | 0.0498 |
| TUFM | Elongation factor Tu, mitochondrial | 1.78 | 0.02 |
| EEF1D | Elongation factor 1-delta | 1.70 | 0.03 |
| EEF1G | Elongation factor 1-gamma | 1.52 | 0.001 |
| DARS | Aspartate--tRNA ligase, cytoplasmic | 3.23 | 0.0001 |
| WARS | Tryptophan--tRNA ligase, cytoplasmic | 2.54 | 0.0016 |
| LARS | Leucine--tRNA ligase, cytoplasmic | 1.90 | 0.002 |
| FARSB | Phenylalanine--tRNA ligase beta subunit | 1.69 | 0.005 |
| EPRS | Bifunctional aminoacyl-tRNA synthetase (Glutamyl-Prolyl-tRNA Synthetase) | 1.65 | 0.006 |
| C22orf28 | tRNA-splicing ligase RtcB homolog | 1.56 | 0.008 |
| PDIA3 | Protein disulfide-isomerase A3 | 3.59 | 2.39E-05 |
| PPIB | Peptidyl-prolyl cis-trans isomerase B | 3.39 | 1.90E-06 |
| CALU | Calumenin | 2.93 | 0.0002 |
| PDIA6 | Protein disulfide-isomerase A6 | 2.82 | 0.001 |
| PDIA4 | Protein disulfide-isomerase A4 | 2.68 | 0.004 |
| HSPA1B | Heat shock 70 kDa protein 1 | 2.43 | 0.0003 |
| HSPD1 | 60 kDa heat shock protein, mitochondrial | 1.95 | 0.02 |
| HSP90AB3P | Putative heat shock protein HSP 90-beta-3 | 1.61 | 0.026 |
| HSPA8 | Heat shock cognate 71 kDa protein | 1.60 | 0.02 |
| HSP90B1 | Endoplasmin | 1.60 | 0.006 |
| HSPH1 | Heat shock protein 105 kDa | 1.60 | 0.047 |
| PPIA | Peptidyl-prolyl cis-trans isomerase A | 1.60 | 0.02 |
| HSP90AB1 | Heat shock protein HSP 90-beta | 1.57 | 0.049 |
| CANX | Calnexin | 1.54 | 0.01 |
| SLC1A5 | Neutral amino acid transporter B(0) | 2.77 | 0.0004 |
| SLC7A5 | Solute carrier family 7 (Cationic amino acid transporter, y+ system), member 5 | 1.66 | 0.04 |
Figure 4The anabolic CSC phenotype: Proteomics analysis
Unbiased label-free proteomics analysis of MCF7-WNT1/FGF3 cells revealed the induction of i) mitochondrial proteins, ii) glycolytic enzymes, iii) protein synthesis machinery and iv) EMT markers, consistent with an anabolic CSC phenotype. For specific details, see Tables 2, 3 and 4. Mitochondrial proteins – Greater than 40 nuclear-encoded mitochondrial-related proteins were over-expressed in MCF7-WNT1/FGF3 cells. Many of these proteins were related to the TCA cycle (ACO2), oxidative phosphorylation (MT-CO2), regenerating ATP (CKMT1/2) or mitochondrial biogenesis (TOMM34). In addition, MT-CO2 (a mitochondrial DNA encoded protein) was upregulated by >2.5-fold. Glycolytic enzymes – More than 10 enzymes related to glycolysis, the pentose phosphate pathway, glycogen metabolism and amino acid synthesis were all upregulated in MCF7-WNT1/FGF3 cells. Protein synthesis machinery – Over 35 proteins related to protein synthesis, including ribosome-related proteins, enzymes for tRNA synthesis, chaperones for protein folding and amino acid transporters, were all up upregulated in MCF7-WNT1/FGF3 cells. EMT markers – Greater than 45 proteins known to be associated with the EMT phenotype were upregulated in MCF7-WNT1/FGF3 cells. Examples include FRS2 (FGF receptor substrate-2; >10-fold) and β-catenin (>2-fold).
WNT1/FGF3 Targets Increased in Human Breast Cancer Cells in Vivo: Mitochondria and Glycolysis
| Symbol | Description | Fold-Change | P-value |
|---|---|---|---|
| ATP5O | ATP synthase subunit O, mitochondrial | 5.12 | 2.13E-06 |
| ATP5B | ATP synthase subunit beta, mitochondrial | 5.04 | 2.75E-06 |
| ATP5A1 | ATP synthase subunit alpha, mitochondrial | 5.01 | 3.09E-06 |
| COX6A1 | Cytochrome c oxidase subunit 6A, mitochondrial | 4.46 | 2.07E-05 |
| ECHS1 | Enoyl-CoA hydratase, mitochondrial | 4.05 | 8.22E-05 |
| MDH1 | Malate dehydrogenase, cytoplasmic | 3.99 | 9.88E-05 |
| PCK2 | Phosphoenolpyruvate carboxykinase [GTP], mitochondrial | 3.88 | 1.43E-04 |
| SCD | Acyl-CoA desaturase | 3.70 | 2.55E-04 |
| HSPA9 | Stress-70 protein, mitochondrial | 3.69 | 2.64E-04 |
| NQO1 | NAD(P)H dehydrogenase [quinone] 1 | 3.49 | 4.81E-04 |
| HSPD1 | 60 kDa heat shock protein, mitochondrial | 3.42 | 5.93E-04 |
| COX4I1 | Cytochrome c oxidase subunit 4 isoform 1, mitochondrial | 3.39 | 6.61E-04 |
| TUFM | Elongation factor Tu, mitochondrial | 3.38 | 6.74E-04 |
| C21orf33 | ES1 protein homolog, mitochondrial | 3.31 | 8.40E-04 |
| NDUFS1 | Mitochondrial NADH-ubiquinone oxidoreductase 75 kDa subunit | 3.20 | 1.15E-03 |
| IDH1 | Isocitrate dehydrogenase [NADP] 1 | 3.18 | 1.22E-03 |
| OAT | Ornithine aminotransferase, mitochondrial | 3.17 | 1.25E-03 |
| CS | Citrate synthase, mitochondrial | 2.66 | 5.13E-03 |
| AK2 | Adenylate kinase 2, mitochondrial | 2.20 | 1.59E-02 |
| IDH3A | Isocitrate dehydrogenase [NAD] subunit alpha, mitochondrial | 2.16 | 1.78E-02 |
| PRKDC | DNA-dependent protein kinase catalytic subunit (maintains mt-DNA copy number) | 2.14 | 1.85E-02 |
| CLPX | ATP-dependent Clp protease ATP-binding subunit clpX-like, mitochondrial | 2.11 | 1.96E-02 |
| ABAT | 4-aminobutyrate aminotransferase, mitochondrial | 2.08 | 2.14E-02 |
| ACO2 | Aconitase 2, mitochondrial | 1.83 | 3.64E-02 |
| DUT | Deoxyuridine 5′-triphosphate nucleotidohydrolase, mitochondrial | 1.87 | 3.37E-02 |
| ETFA | Electron transfer flavoprotein subunit alpha, mitochondrial | 1.76 | 4.25E-02 |
| PKM2 | Pyruvate kinase | 3.26 | 9.79E-04 |
| PGK1 | Phosphoglycerate kinase | 2.46 | 8.66E-03 |
| TKT | Transketolase | 2.20 | 1.60E-02 |
| ENO1 | Enolase, alpha | 1.96 | 2.75E-02 |
-Transcriptional profiling data derived from the analysis of N=28 breast cancer patients are shown, high-lighting the levels of fold-upregulation observed in the epithelial cancer cell compartment (relative to the tumor stroma), and corresponding p-values derived from the analysis of these clinical samples.
WNT1/FGF3 Targets Increased in Human Breast Cancer Cells in Vivo: The EMT and Cell Migration
| Symbol | Description | Fold-Change | P-value |
|---|---|---|---|
| FLNB | Filamin-B | 4.81 | 6.21E-06 |
| TPT1 | Translationally-controlled tumor protein | 3.43 | 5.81E-04 |
| CDC42 | Cell division control protein 42 homolog | 3.11 | 1.48E-03 |
| S100A11 | Protein S100-A11 | 2.88 | 2.81E-03 |
| ANXA2 | Annexin A2 | 2.83 | 3.28E-03 |
| MYOF | Myoferlin | 2.67 | 5.00E-03 |
| TUBB2A | Tubulin beta-2A chain | 2.63 | 5.56E-03 |
| SEPT2 | Septin-2 | 2.56 | 6.60E-03 |
| TAGLN2 | Transgelin-2 | 2.42 | 9.47E-03 |
| IQGAP1 | IQ motif containing GTPase activating protein 1 (scaffold protein for CDC42) | 2.32 | 1.19E-02 |
| HMGB1 | High mobility group protein B1 | 2.21 | 1.57E-02 |
| CAPZB | F-actin-capping protein subunit beta | 2.19 | 1.66E-02 |
| CDV3 | Carnitine deficiency-associated gene expressed in cardiac ventricle 3 | 2.04 | 2.30E-02 |
| FAM82B | Regulator of microtubule dynamics protein 1 | 1.97 | 2.72E-02 |
| MYH10 | Myosin, heavy polypeptide 10, non-muscle | 1.82 | 3.69E-02 |
| PON2 | Paraoxonase 2, isoform | 4.02 | 9.25E-05 |
| MATR3 | Matrin-3 | 3.45 | 5.56E-04 |
| SH3BGRL | SH3 domain-binding glutamic acid-rich-like protein | 3.12 | 1.43E-03 |
| AHNAK | Neuroblast differentiation-associated protein, AHNAK | 2.57 | 6.41E-03 |
| CAST | Calpastatin A | 2.54 | 7.08E-03 |
| SEC24A | Protein transport protein Sec24A | 2.19 | 1.65E-02 |
| PABPC4 | Polyadenylate-binding protein 4 | 2.15 | 1.78E-02 |
| COMT | Soluble catechol-O-methyltransferase | 2.10 | 2.04E-02 |
| STUB1 | E3 ubiquitin-protein ligase CHIP | 1.95 | 2.79E-02 |
| TFF1 | Trefoil factor 1 | 1.76 | 4.17E-02 |
| HUWE1 | E3 ubiquitin-protein ligase HUWE1 | 1.75 | 4.33E-02 |
-Transcriptional profiling data derived from the analysis of N=28 breast cancer patients are shown, high-lighting the levels of fold-upregulation observed in the epithelial cancer cell compartment (relative to the tumor stroma), and corresponding p-values derived from the analysis of these clinical samples.
WNT1/FGF3 Targets Increased in Human Breast Cancer Cells in Vivo: Ribosomes and Protein Synthesis
| Symbol | Description | Fold-Change | P-value |
|---|---|---|---|
| SRPRB | Signal recognition particle receptor subunit beta | 4.68 | 9.97E-06 |
| RPL15 | 60S ribosomal protein L15 | 4.60 | 1.28E-05 |
| RPL13 | 60S ribosomal protein L19 | 4.48 | 1.98E-05 |
| RPL13 | 60S ribosomal protein L13 | 4.48 | 1.98E-05 |
| RPL14 | 60S ribosomal protein L14 | 4.45 | 2.15E-05 |
| RPS5 | 40S ribosomal protein S5 | 4.41 | 2.45E-05 |
| RPL4 | 60S ribosomal protein L4 | 3.05 | 1.79E-03 |
| NPM1 | NPM1 protein | 2.42 | 9.50E-03 |
| EIF2S1 | Eukaryotic translation initiation factor 2, subunit 1 alpha, 35kDa | 3.98 | 1.04E-04 |
| EIF3D | Eukaryotic translation initiation factor 3 subunit D | 2.85 | 3.13E-03 |
| EIF5B | Eukaryotic translation initiation factor 5B | 2.58 | 6.29E-03 |
| EEF1B2 | Elongation factor 1-beta | 4.08 | 7.56E-05 |
| EEF1G | Elongation factor 1-gamma | 3.71 | 2.44E-04 |
| TUFM | Elongation factor Tu, mitochondrial | 3.38 | 6.74E-04 |
| EEF1D | Elongation factor 1-delta | 2.50 | 7.67E-03 |
| C22orf28 | tRNA-splicing ligase RtcB homolog | 4.59 | 1.37E-05 |
| EPRS | Bifunctional aminoacyl-tRNA synthetase (Glutamyl-Prolyl-tRNA Synthetase) | 4.06 | 8.10E-05 |
| DARS | Aspartate--tRNA ligase, cytoplasmic | 3.43 | 5.87E-04 |
| WARS | Tryptophan--tRNA ligase, cytoplasmic | 2.48 | 8.17E-03 |
| HSP90AB1 | Heat shock protein HSP 90-beta | 4.94 | 4.03E-06 |
| PPIA | Peptidyl-prolyl cis-trans isomerase A | 4.29 | 3.74E-05 |
| CANX | Calnexin | 3.99 | 9.88E-05 |
| PDIA6 | Protein disulfide-isomerase A6 | 3.62 | 3.22E-04 |
| HSPD1 | 60 kDa heat shock protein, mitochondrial | 3.42 | 5.93E-04 |
| PPIB | Peptidyl-prolyl cis-trans isomerase B | 3.28 | 9.25E-04 |
| HSPH1 | Heat shock protein 105 kDa | 3.18 | 1.22E-03 |
| HSPA8 | Heat shock cognate 71 kDa protein | 3.11 | 1.49E-03 |
| PDIA3 | Protein disulfide-isomerase A3 | 2.53 | 7.22E-03 |
| HSP90B1 | Endoplasmin | 2.43 | 9.33E-03 |
| PDIA4 | Protein disulfide-isomerase A4 | 2.13 | 1.89E-02 |
-Transcriptional profiling data derived from the analysis of N=28 breast cancer patients are shown, high-lighting the levels of fold-upregulation observed in the epithelial cancer cell compartment (relative to the tumor stroma), and corresponding p-values derived from the analysis of these clinical samples.
Figure 5WNT1/FGF3 over-expressing MCF7 cells have increased mitochondrial mass and activity
We used two different fluorescent probes to quantitate mitochondrial mass and mitochondrial membrane potential by FACS analysis. Briefly, we employed MitoTracker Deep-Red (640-nm) to measure mitochondrial mass and MitoTracker Orange (561-nm), as a measure of mitochondrial membrane potential. Note that as compared to EV control MCF7 cells, MCF7 cells overexpressing WNT1/FGF3 show a clear shift to the right, for both mitochondrial mass (Lower panels) and membrane potential (Upper panels). Quantitation of fluorescence intensity (MFI) reveals that both of these mitochondrial parameters are significantly elevated in MCF7-WNT1/FGF3 cells. P-values are as shown. These results suggest that both mitochondrial mass and function may be critical features of the CSC phenotype.
Figure 6Metabolic fractionation of parental MCF7 cells directly correlates with mammosphere-forming activity: Gating for singlet cells
We metabolically fractionated parental MCF7 cells, using MitoTracker Deep-Red, as a measure of mitochondrial mass. In this context, we chose to analyze three distinct metabolic phenotypic groups: i) negative cells (little or no positive staining; mito-negative group); ii) bottom 5% (mito-low group); and top 5% (mito-high group). Only live cells in each group were selected for this analysis. Five thousand live cells from each group were then seeded per well, in 6-well low attachment plates, to measure mammosphere-forming efficiency. Note that increasing mitochondrial mass results in a 3.0-fold increase in mammosphere-forming activity. Thus, the mito-deficient group showed the least sphere-forming activity, while the mito-high group showed the highest sphere-forming efficiency. Assays were performed in triplicate and repeated three times independently. The mean number of mammospheres (3-D spheroids) formed is shown.
Figure 7Metabolic fractionation of parental MCF7 cells directly correlates with mammosphere-forming activity: Gating for all live cells
As in Figure 6, except that FACS gating included all live cells, not only live singlets. Under these conditions, note that increasing mitochondrial mass results in a >5.5-fold increase in mammosphere-forming activity. Assays were performed in triplicate and repeated three times independently. The mean number of mammospheres (3-D spheroids) formed is shown.
Figure 8Anabolic CSC signaling: Exploiting a humanized model of MMTV signaling to identify the characteristics of anabolic CSCs and achieve the goals of personalized medicine
A humanized isogenic model of MMTV-signaling was generated by co-expressing WNT1 and FGF3 in MCF7 cells, an ER(+) human breast cancer cell line. This model was first validated using the mammosphere assay to measure stem cell activity and then subjected to unbiased label-free proteomics analysis. WNT1/FGF3 protein targets identified in this manner were found to be transcriptionally over-expressed in human breast cancer cells in vivo, providing clinical validation of the success of our approach. Thus, we established that the anabolic CSC phenotype is characterized by the induction of EMT markers, mitochondrial proteins, glycolytic enzymes and protein synthesis machinery. These represent new classes of identified protein targets for drug discovery and the identification of companion diagnostics, to eradicate anabolic CSCs.
Figure 9Convergent role of energy metabolism in the pathogenesis of viral oncogenesis, driven by promoter insertion: A new metabolic hypothesis
We propose that MMTV and ALV may induce oncogenesis by a convergent metabolic mechanism, which relies on an anabolic CSC phenotype, characterized by increased mitochondrial biogenesis and augmented protein synthesis. See the Discussion section for further details. ALV, avian leukosis virus; MMTV, mouse mammary tumor virus.