| Literature DB >> 28306514 |
Amit Gupta1, Sara Anjomani-Virmouni1, Nikos Koundouros2, Maria Dimitriadi3, Rayman Choo-Wing4, Adamo Valle5, Yuxiang Zheng6, Yu-Hsin Chiu7, Sameer Agnihotri8, Gelareh Zadeh8, John M Asara9, Dimitrios Anastasiou10, Mark J Arends11, Lewis C Cantley12, George Poulogiannis13.
Abstract
PARK2 is a gene implicated in disease states with opposing responses in cell fate determination, yet its contribution in pro-survival signaling is largely unknown. Here we show that PARK2 is altered in over a third of all human cancers, and its depletion results in enhanced phosphatidylinositol 3-kinase/Akt (PI3K/Akt) activation and increased vulnerability to PI3K/Akt/mTOR inhibitors. PARK2 depletion contributes to AMPK-mediated activation of endothelial nitric oxide synthase (eNOS), enhanced levels of reactive oxygen species, and a concomitant increase in oxidized nitric oxide levels, thereby promoting the inhibition of PTEN by S-nitrosylation and ubiquitination. Notably, AMPK activation alone is sufficient to induce PTEN S-nitrosylation in the absence of PARK2 depletion. Park2 loss and Pten loss also display striking cooperativity to promote tumorigenesis in vivo. Together, our findings reveal an important missing mechanism that might account for PTEN suppression in PARK2-deficient tumors, and they highlight the importance of PTEN S-nitrosylation in supporting cell survival and proliferation under conditions of energy deprivation.Entities:
Keywords: AMPK; PARK2, PI3K/Akt activation; PTEN; S-nitrosylation; nitric oxide
Mesh:
Substances:
Year: 2017 PMID: 28306514 PMCID: PMC5426642 DOI: 10.1016/j.molcel.2017.02.019
Source DB: PubMed Journal: Mol Cell ISSN: 1097-2765 Impact factor: 19.328
Figure 1Genetic Landscape of PARK2 Copy Number and mRNA Expression across Human Cancers
(A) Frequencies of PARK2 deletion from 9,863 primary tumors across 28 different cancer types. Colored bars describe the percentage of tumor samples showing focal deletion (dark blue), overall deletion (light blue), and diploid/no focal gain (gray).
(B) Frequencies of relative fold change of PARK2 mRNA underexpression between cancerous and corresponding normal tissues (≥0.5- and ≥1-log2-fold change in tumor versus normal). The analysis was performed on 13,481 specimens from 25 different cancer types (mRNA downregulated ≥1-log2-fold change, red; mRNA downregulated ≥0.5-log2-fold, yellow; no loss of mRNA expression, gray). The putative DCN and mRNA expression data for PARK2 were retrieved from the TCGA database.
(C) PARK2 mRNA expression in subgroups of primary GBMs of different ploidy status, ranging from gain (n = 24) to diploid (n = 376), heterozygous deletion (Hetloss, n = 158), and homozygous deletion (Homdel, n = 19) (p = 3.5 × 10−7, one-way ANOVA).
(D) Representative IHC staining intensities of PARKIN protein expression across 61 GBM specimens.
(E) Kaplan-Meier survival plots of glioma cancer patients stratified by tumors bearing PARK2 deletion versus retention (left: PARK2 Deleted ≤1.8 copies, n = 24; PARK2 Diploid two copies, n = 149), low versus intermediate PARK2 mRNA expression (middle: PARK2 Low ≥two times lower than log2 median expression, n = 92; PARK2 Intermediate
See also Figure S1 and Tables S1 and S2.
Figure 2PARK2 Depletion Contributes to the Activation of the PI3K/Akt Pathway
(A) Immunoblotting analysis of HCT116 cells stably transfected with control GFP (shGFP) or PARK2 (shPARK2_1 and shPARK2_2) lentiviral hairpins.
(B and C) Shown is the (B) CellTiter 96 AQueous Non-Radioactive Cell Proliferation (MTS) assay and (C) caspase-3/7 activity assay of shGFP or shPARK2 HCT116 cells, following treatment with increasing concentrations of staurosporine (50 and 100 nM) for 1 hr (MTS assay, p = 0.001 for 50-nM and p = 0.0008 for 100-nM treatment; caspase-3/7 assay, p = 0.043 for 50-nM and p = 0.036 for 100-nM treatment).
(D) Immunoblotting analysis of shGFP and shPARK2 HCT116 cells following treatment with the indicated compounds: 1 μM BKM (NVP-BKM120) or 500 nM BEZ (NVP-BEZ235) for 24 hr, 500 nM MK (MK 2206) for 4 hr, 100 nM Rapa (Rapamycin) or Torin for 2 hr, 100 nM PD0 (PD0325901) for 1 hr, or 10 nM GSK (GSK1120212) for 6 hr.
(E) Drug dose-response curves of shGFP and shPARK2 HCT116 cells treated with the indicated compounds for 24 hr (NVP-BKM120, p = 0.014; NVP-BEZ235, p = 9.28 × 10−5; MK 2206, p = 1 × 10−4; Rapamycin, p = 1.45 × 10−11; Torin, p = 6.73 × 10−10; PD0325901, p = 0.02; and GSK1120212, p = 0.03, two-way ANOVA). Data are represented as mean ± SEM (∗p < 0.05 and ∗∗p < 0.01, two-tailed t test).
See also Figure S2.
Figure 3PARK2 Overexpression Suppresses Akt Activation and Mitigates Cell Proliferation and Migration in PTEN Wild-Type, but Not PTEN Mutant, Cells
(A–C) Immunoblotting analysis of (A) HCT116 cells transfected with vector only or vector encoding WT PARK2, (B) PTEN WT H1299 cells, and (C) PTEN mutant PC3 cells expressing vector only or vector encoding WT PARK2 following 10% fetal bovine serum (FBS) stimulation. Cells were serum-starved for 24 hr prior to FBS stimulation.
(D and E) Shown are the (D) cell proliferation (HCT116 PTEN+/+, p = 0.002; HCT116 PTEN−/−, p = 0.99; H1299, p = 3.4 × 10−5; and PC3, p = 0.66, two-way ANOVA) and (E) cell migration assays of PTEN WT (HCT116 PTEN+/+ and H1299) and PTEN-deficient (HCT116 PTEN−/− and PC3) cells expressing vector only or vector encoding WT PARK2 (HCT116 PTEN+/+, p = 8.1 × 10−4; HCT116 PTEN−/−, p = 0.99; H1299, p = 4.7 × 10−3; and PC3, p = 0.68).
(F) BLI images of NOD/SCID mice retro-orbitally injected with luciferase-labeled H1299 cells expressing EV or human PARK2. Images were taken at 3 and 4 weeks post-injection (W3 and W4) to assess for luciferase-expressing lung metastases.
(G) Quantification of BLI intensities on weeks 3 and 4 post-injection (EV, p = 0.02; and human PARK2, p = 0.54). The lungs were then dissected from the mice for H&E staining.
(H) Scatterplot indicating that overexpression of PARK2 significantly mitigated the formation of lung metastases in NOD/SCID mice (p = 0.006).
(I) Representative H&E staining of lung sections 4 weeks post-injection to highlight significantly more and larger size metastatic tumor lesions in the mice injected with vector only or with vector encoding WT PARK2 H1299 cells. Data are represented as mean ± SEM (n.s., not significant; ∗p < 0.05 and ∗∗p < 0.01, two-tailed t test).
See also Figure S2.
Figure 4PARK2 Depletion Contributes to Akt Activation in a PTEN-Dependent Manner
(A and B) Immunoblotting of shGFP and shPARK2-expressing PTEN WT HCT116parental, H460 or PTEN mutant: PC3, U138 cells (A) and isogenic PTEN WT and NULL HCT116 cells (B).
(C) Real-time qPCR for PARK2 and PTEN on mRNA isolated from shGFP and shPARK2 HCT116 cells (PARK2 qPCR, p = 0.001; and PTEN qPCR, p = 0.44).
(D and E) Shown are the (D) PTEN activity assay (p = 0.015) and (E) phosphoinositide PI(3,4,5)P3 and PI(3,4)P2 levels between shGFP and shPARK2 HCT116 cells (PI(3,4,5)P3, p = 0.002; and PI(3,4)P2, p = 0.015). PTEN was ectopically expressed equally between cells.
(F) Immunoblotting of shGFP and shPARK2 HCT116 cells with or without treatment with 10 μM MG132 for 6 hr. Data are represented as mean ± SEM (n.s., not significant; ∗p < 0.05 and ∗∗p < 0.01, two-tailed t test).
See also Figures S3 and S4.
Figure 5The Role of PARK2 Depletion in Cellular Metabolism and AMPK-Mediated eNOS Activation
(A–D) Shown are the (A) Seahorse analysis of OCR following sequential injection of oligomycin, carbonyl cyanide 4-(trifluoromethoxy) phenylhydrazone (FCCP), and antimycin A/rotenone (n = 6); (B) the OCR of basal (p = 0.016), maximal (p = 0.003), and non-mitochondrial respiration (p = 0.037); (C) the relative ATP levels (p = 0.02); and (D) immunoblotting analysis between shGFP and shPARK2 HCT116 cells.
(E) Schematic representation of NO biosynthesis involving the conversion of L-arginine into L-citrulline by NOS in the presence of cofactors, including NADPH, FAD, FMN, CaM, O2, and BH4.
(F) Relative abundance of metabolites involved in NO biosynthesis following PARK2 knockdown in HCT116 cells (FAD, p = 0.002; FMN, p = 0.011; NADP, p = 0.025; NADPH, p = 0.019; Arginine, p = 0.063; and Citrulline, p = 0.24).
(G–K) Shown are the (G) relative NOS activity (p = 0.017), (H) oxidized NO levels (p = 5.1 × 10−4), (I) NADP/NADPH levels (p = 0.013), (J) ROS levels following 2-hr menadione treatment (20 μM) (p = 0.006), and (K) GSH/GSSG levels between shGFP and shPARK2 HCT116 cells (p = 0.008).
(L and M) Immunoblotting analysis of (L) shGFP and shPARK2 HCT116 cells, with or without treatment with 5 mM GSH-MEE for 72 hr, and (M) HCT116 cells following treatment with the indicated concentrations (0–20 μM) of the allosteric AMPK activator 991 for 5 hr. Cells were serum-starved for 2 hr prior to 991 treatment. Data are represented as mean ± SEM (n.s., not significant; ∗p < 0.05 and ∗∗p < 0.01, two-tailed t test).
See also Figure S4.
Figure 6PARK2 Depletion Leads to Enhanced S-nitrosylation and Ubiquitination of PTEN
(A) Anti-PTEN immunoprecipitates (IP) derived from MYC-tagged-transfected PTEN HCT116 cells expressing GFP or PARK2 shRNA.
(B) Fluorometric measurement of S-nitrosylated PTEN between shGFP and shPARK2 HCT116 cells. SNO-PTEN was assessed by NO release, causing the conversion of DAN to the fluorescent compound NAT (p = 0.009).
(C and D) Immunoblotting analysis of (C) whole-cell lysates and (D) anti-PTEN immunoprecipitates (IP) derived from HA-ubiquitin (Ub) and Myc-tagged PTEN-transfected HCT116 cells expressing GFP or PARK2 shRNA. Where indicated, cells were treated with MG132 (10 μM) for 6 hr before collection.
(E–G) Immunoblotting analysis and anti-PTEN immunoprecipitates derived from (E) Myc-tagged WT or C83S mutant PTEN-transfected HCT116 cells expressing GFP or PARK2 shRNA; (F) WT PTEN-transfected shGFP and shPARK2 HCT116 cells, 48 hr post-transfection with scrambled or AMPK α1 and AMPK α2 siRNAs; and (G) parental HCT116 treated (or not treated) with the allosteric AMPK activator 991 for 5 hr (20 μM) following 2 hr serum starvation (left) or with 25-mM glucose-containing DMEM (middle) for 6 hr or with oligomycin (5 μM) for 2 hr. Data are represented as mean ± SEM.
See also Figures S5 and S6.
Figure 7In Vivo Role of Park2 Depletion in Pten Heterozygous Knockout Mice
(A) Types and frequencies of hamartomas/adenomas/carcinomas/other neoplasms found in Pten+/− mice with WT, HET, or HOM deletion of Park2.
(B and C) Shown are the (B) frequencies of low- and high-grade prostatic intraepithelial neoplasia (PIN) lesions, prostatic low-grade adenocarcinoma, and (C) different stages of thyroid adenoma/carcinoma lesions found in Pten+/− mice in the presence/absence of monoallelic or biallelic Park2 deletion (prostate lesions, p = 9.3 × 10−12; and thyroid lesions, p = 0.002, chi-square test).
(D) Representative H&E-stained sections of the low- (left) and high-grade (middle) PIN lesions and low-grade adenocarcinoma (right) found in Pten+/− mice with or without Park2 deletion. Scale bars, 250 (left and middle) and 500 μm (right).
(E) Kaplan-Meier survival plot of Pten+/− mice bearing WT (red) (n = 21) or HET (blue) (n = 27) Park2 deletion (p = 0.0108, log-rank test).
(F) Kaplan-Meier survival plot of Pten+/− mice bearing WT (red) (n = 21) or HOM (green) (n = 24) Park2 deletion. Both HET and HOM deletions of the Park2 gene significantly increased the cancer-related mortality of Pten+/− mice (p = 0.0015, log-rank test).
See also Figure S7.
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Rabbit polyclonal anti-Akt | Cell Signaling Technology | Cat#9272; RPID: AB_329827 |
| Rabbit monoclonal anti-phospho-Akt (Ser473) | Cell Signaling Technology | Cat#4060; RPID: AB_2315049 |
| Rabbit monoclonal anti-GSK-3alpha/beta | Cell Signaling Technology | Cat#5676; RPID: AB_10547140 |
| Rabbit monoclonal anti-phospho-GSK-3alpha/beta (Ser21/9) | Cell Signaling Technology | Cat#8566; RPID: AB_10860069 |
| Rabbit monoclonal anti-PRAS40 | Cell Signaling Technology | Cat#2691; RPID: AB_2225033 |
| Rabbit monoclonal anti-phospho-PRAS40 (Thr246) | Cell Signaling Technology | Cat#2997; RPID: AB_2258110 |
| Rabbit polyclonal anti-NDRG1 | Cell Signaling Technology | Cat#5196; RPID: AB_10626626 |
| Rabbit monoclonal anti-phospho-NDRG1 (Thr346) | Cell Signaling Technology | Cat#5482; RPID: AB_10693450 |
| Rabbit monoclonal anti-p44/42 MAPK (Erk1/2) | Cell Signaling Technology | Cat#9102; RPID: AB_330744 |
| Rabbit monoclonal anti-phospho-p44/42 MAPK (Erk1/2) (Thr202/Tyr204) | Cell Signaling Technology | Cat#9101; RPID: AB_331646 |
| Rabbit polyclonal anti-4E-BP1 | Cell Signaling Technology | Cat#9452; RPID: AB_10693791 |
| Rabbit monoclonal anti-phospho-4E-BP1 (Thr37/Thr46) | Cell Signaling Technology | Cat#2855; RPID: AB_560835 |
| Rabbit polyclonal anti-rabbit polyclonal anti-phospho-4E-BP1 (S65) | Cell Signaling Technology | Cat#9451; RPID: AB_330947 |
| Mouse monoclonal anti-S6 Ribosomal Protein | Cell Signaling Technology | Cat#2317; RPID: AB_10694551 |
| Rabbit polyclonal anti-phospho-S6 Ribosomal Protein (Ser235/236) | Cell Signaling Technology | Cat#2211; RPID: AB_331679 |
| Rabbit monoclonal anti-phospho-S6 Ribosomal Protein (Ser240/244) | Cell Signaling Technology | Cat#5364; RPID: AB_10694233 |
| Rabbit monoclonal anti-EGF Receptor | Cell Signaling Technology | Cat#4267; RPID: AB_2246311 |
| Rabbit monoclonal anti-FoxO3a | Cell Signaling Technology | Cat#2497; RPID: AB_836876 |
| Rabbit polyclonal anti-phospho-FoxO3a (Ser253) | Cell Signaling Technology | Cat#9466; RPID: AB_2106674 |
| Rabbit polyclonal anti-HSP70 | Cell Signaling Technology | Cat#4872; RPID: AB_10693928 |
| Rabbit monoclonal anti-PTEN | Cell Signaling Technology | Cat#9559; RPID: AB_10695541 |
| Rabbit polyclonal anti-AMPK-alpha | Cell Signaling Technology | Cat#2532; RPID: AB_330331 |
| Rabbit monoclonal anti-phospho-AMPK-alpha (Thr172) | Cell Signaling Technology | Cat#2535; RPID: AB_331250 |
| Rabbit monoclonal anti-Acetyl-CoA Carboxylase | Cell Signaling Technology | Cat#3676; RPID: AB_10694239 |
| Rabbit monoclonal anti-phospho-Acetyl-CoA Carboxylase (Ser79) | Cell Signaling Technology | Cat#11818 |
| Rabbit polyclonal anti-NOS (pan) | Cell Signaling Technology | Cat#2977; RPID: AB_2236063 |
| Rabbit monoclonal anti-phospho-eNOS (Ser1177) | Cell Signaling Technology | Cat#9570; RPID: AB_823493 |
| Mouse monoclonal anti-Myc epitope tag | Cell Signaling Technology | Cat#2276; RPID: AB_10693333 |
| Mouse monoclonal anti-Parkin | Santa Cruz Biotechnology | Cat#sc-32282; RPID: AB_628104 |
| Mouse monoclonal anti-PTEN | Santa Cruz Biotechnology | Cat#sc-7974; RPID: AB_628187 |
| Mouse monoclonal anti-PTEN | Dako | Cat# M3627; RPID: AB_2174185 |
| Mouse monoclonal anti-phospho-eNOS (Ser632) | Abcam | Cat#ab76199; RPID: AB_1523551 |
| Mouse monoclonal anti-S-nitrosocysteine | Abcam | Cat#ab94930; RPID: AB_10697568 |
| Mouse monoclonal anti-beta Actin | Abcam | Cat#ab6276; RPID: AB_2223210 |
| Mouse monoclonal anti-mono- and polyubiquitinylated conjugates | Enzo Life Sciences | Cat#BML-PW8810; RPID: AB_10541840 |
| Mouse monoclonal anti-HA.11 epitope tag | BioLegend | Cat#901501; RPID: AB_2565006 |
| Rabbit polyclonal anti-Parkin | ThermoFisher | Cat#PA1-38412 |
| BKM120 (NVP-BKM120, Buparlisib) pan-PI3K inhibitor | Selleck Chemicals | Cat#S2247; CAS: 944396-07-0 |
| BEZ235 (NVP-BEZ235, Dactolisib) dual PI3K and mTOR inhibitor | Selleck Chemicals | Cat#S1009; CAS: 915019-65-7 |
| MK-2206 AKT inhibitor | Selleck Chemicals | Cat#S1078; CAS: 1032350-13-2 |
| Rapamycin (Sirolimus) mTOR inhibitor | Selleck Chemicals | Cat#S1039; CAS: 53123-88-9 |
| Trametinib (GSK1120212) MEK inhibitor | Selleck Chemicals | Cat#S2673; CAS: 871700-17-3 |
| Torin 1 mTOR inhibitor | Tocris Bioscience | Cat#4247; CAS: 1222998-36-8 |
| PD 0325901 MEK inhibitor | Tocris Bioscience | Cat#4192; CAS: 391210-10-9 |
| Staurosporine | Sigma-Aldrich | Cat#S4400; CAS: 62996-74-1 |
| Menadione | Sigma-Aldrich | Cat#M5625; CAS: 58-27-5 |
| 2-Deoxy-D-glucose (2-DG) | Sigma-Aldrich | Cat#D8375; CAS: 154-17-6 |
| Sodium dichloroacetate (DCA) | Sigma-Aldrich | Cat#347795; CAS: 2156-56-1 |
| Glutathione reduced ethyl ester | Sigma-Aldrich | Cat#G1404; CAS: 92614-59-0 |
| L-Buthionine-sulfoximine | Sigma-Aldrich | Cat#B2515; CAS: 83730-53-4 |
| Carboxy-PTIO | Sigma-Aldrich | Cat#C221; CAS: 148819-94-7 |
| D-Glucose | Sigma-Aldrich | Cat#G8270; CAS: 50-99-7 |
| Oligomycin | Sigma-Aldrich | Cat#75351; CAS: 579-13-5 |
| MG-132 | Sigma-Aldrich | Cat#M8699; CAS: 1211877-36-9 |
| N-Ethylmaleimide | Sigma-Aldrich | Cat#E3876; CAS: 128-53-0 |
| Protein G Sepharose, Fast Flow | Sigma-Aldrich | Cat#P3296 |
| 3H-myo-inositol | PerkinElmer | Cat#NET1168001MC |
| Puromycin | InvivoGen | Cat#ant-pr-5b |
| Blasticidin | InvivoGen | Cat#ant-bl-1 |
| 991 AMPK allosteric activator | N/A | |
| Sulforhodamine B (SRB) | Sigma-Aldrich | Cat#S1402; CAS: 3520-42-1 |
| Seahorse XF Cell Mito Stress Kit | Agilent | Cat#103015-100 |
| CellTiter96 AQueous non-radioactive cell proliferation Assay | Promega | Cat#G5421 |
| Caspase-Glo 3/7 Assay | Promega | Cat#G8090 |
| ROS-Glo H2O2 Assay | Promega | Cat#G8820 |
| Nitric Oxide Assay Kit | Abcam | Cat#ab65327 |
| GSH/GSSG-Glo Assay kit | Promega | Cat#V6611 |
| Nitric Oxide Synthase (NOS) Activity Assay Kit | BioVision | Cat#K205-100 |
| HCT116 PTEN+/+ cells | N/A | |
| HCT116 PTEN−/− cells | N/A | |
| MCF10A PTEN+/+ cells | Horizon | Cat#HD 101-006 |
| MCF10A PTEN−/− cells | Horizon | Cat#HD 101-006 |
| JIMT-1 cells | DSMZ | Cat#ACC 589 |
| HCT116 parental cells | ATCC | Cat#CCL-247 |
| 293T | ATCC | Cat#CRL-3216 |
| PC-3 | ATCC | Cat#CRL-1435 |
| H460 | ATCC | Cat#HTB-177 |
| H1299 | ATCC | Cat#CRL-5803 |
| U-138 MG | ATCC | Cat#HTB-16 |
| MDA-MB-134 | ATCC | Cat#HTB-23 |
| BT-474 | ATCC | Cat#HTB-20 |
| UACC-812 | ATCC | Cat#CRL-1897 |
| MCF7 | ATCC | Cat#HTB-22 |
| Hs 578T | ATCC | Cat#HTB-126 |
| SK-BR-3 | ATCC | Cat#HTB-30 |
| AU565 | ATCC | Cat#CRL-2351 |
| BT-20 | ATCC | Cat#HTB-19 |
| ZR-75-30 | ATCC | Cat#CRL-1504 |
| Mouse: C57BL/6J | Charles River | Stock No: 000664 |
| Mouse: | N/A | |
| Mouse: | N/A | |
| Mouse: NOD.CB17-Prkdcscid/J | Charles River | Stock No: 001303 |
| TRC Lentiviral eGFP shRNA positive control | Dharmacon | Cat#RHS4459 |
| TRC Human PARK2 shRNA 1 | Dharmacon | Cat# TRCN0000000283 |
| TRC Human PARK2 shRNA 2 | Dharmacon | Cat# TRCN0000000285 |
| pLenti6/UbC/V5-DEST-empty vector | ThermoFisher | Cat#V49910 |
| pLenti6/UbC/V5-DEST-PARK2-WT | This study | N/A |
| pLenti6/UbC/V5-DEST-PARK2-C431S | This study | N/A |
| pLV430G-oFL-T2A-eGFP | N/A | |
| pRK5-Myc-PTEN-WT | N/A | |
| pRK5-Myc-PTEN-C83S | This Study | N/A |
| HA-Ubiquitin | Addgene | Cat#18712 |
| pHR-SIN-PTEN-WT | Addgene | Cat#30370 |
| pHR-SIN-PTEN-C83S | This Study | N/A |
| Silencer Select Non-targeting Negative Control | ThermoFisher | Cat#4390843 |
| Silencer Select Pre-Designed siRNA against PRKAA1 (AMPKα1): siRNA ID: s100 | ThermoFisher | Cat#4392420 |
| Silencer Select Pre-Designed siRNA against PRKAA2 (AMPKα2): siRNA ID: s11056 | ThermoFisher | Cat#4390824 |
| LentiCRISPR v2 | Addgene | Cat#52961 |
| PARK2 sgRNA CRISPR/Cas9 All-in-One Lentivector (Human) (Target 3) | Applied Biological Materials | Cat#K1594608 |
| Primers for human | N/A | |
| Primers for human | N/A | |
| Primers for human | N/A | |
| R statistical software (ver 3.2.3) and Bioconductor (ver 3.4) | The R Project | |
| Oncomine (ver 4.5) | ThermoFisher | |
| GISTIC | Broad Institute | |
| MultiQuant (ver 1.1) | SCIEX | |
| KM plotter | ||