# Beyond the Warburg Effect: Oxidative and Glycolytic Phenotypes Coexist within the Metabolic Heterogeneity of Glioblastoma

**Authors:** Tomás Duraj, Noemí García-Romero, Josefa Carrión-Navarro, Rodrigo Madurga, Ana Ortiz de Mendivil, Ricardo Prat-Acin, Lina Garcia-Cañamaque, Angel Ayuso-Sacido

PMC · DOI: 10.3390/cells10020202 · 2021-01-20

## TL;DR

This study shows that glioblastoma cells have mixed metabolic behaviors, and different drugs affect them in varied ways, suggesting the need for tailored metabolic therapies.

## Contribution

The study reveals coexisting oxidative and glycolytic metabolic phenotypes in glioblastoma and identifies drug responses across these subpopulations.

## Key findings

- GBM27, an oxidative cell line, was most resistant to all treatments except DON.
- GBM18 and GBM38 responded to metformin and dichloroacetate, respectively.
- DON reduced ATP production and showed synergistic effects with bleomycin in multiple cell lines.

## Abstract

Glioblastoma (GBM) is the most aggressive primary brain tumor, with a median survival at diagnosis of 16–20 months. Metabolism represents a new attractive therapeutic target; however, due to high intratumoral heterogeneity, the application of metabolic drugs in GBM is challenging. We characterized the basal bioenergetic metabolism and antiproliferative potential of metformin (MF), dichloroacetate (DCA), sodium oxamate (SOD) and diazo-5-oxo-L-norleucine (DON) in three distinct glioma stem cells (GSCs) (GBM18, GBM27, GBM38), as well as U87MG. GBM27, a highly oxidative cell line, was the most resistant to all treatments, except DON. GBM18 and GBM38, Warburg-like GSCs, were sensitive to MF and DCA, respectively. Resistance to DON was not correlated with basal metabolic phenotypes. In combinatory experiments, radiomimetic bleomycin exhibited therapeutically relevant synergistic effects with MF, DCA and DON in GBM27 and DON in all other cell lines. MF and DCA shifted the metabolism of treated cells towards glycolysis or oxidation, respectively. DON consistently decreased total ATP production. Our study highlights the need for a better characterization of GBM from a metabolic perspective. Metabolic therapy should focus on both glycolytic and oxidative subpopulations of GSCs.

## Linked entities

- **Chemicals:** metformin (PubChem CID 4091), dichloroacetate (PubChem CID 25975), sodium oxamate (PubChem CID 5242), diazo-5-oxo-L-norleucine (PubChem CID 53931904), bleomycin (PubChem CID 5360373)
- **Diseases:** Glioblastoma (MONDO:0018177)

## Full-text entities

- **Genes:** PDK2 (pyruvate dehydrogenase kinase 2) [NCBI Gene 5164] {aka PDHK2, PDKII}, GLS [NCBI Gene 100689202], GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, GLS (glutaminase) [NCBI Gene 2744] {aka AAD20, CASGID, DEE71, EIEE71, GAC, GAM}, IDH1 (isocitrate dehydrogenase (NADP(+)) 1) [NCBI Gene 3417] {aka HEL-216, HEL-S-26, IDCD, IDH, IDP, IDPC}, PDK4 (pyruvate dehydrogenase kinase 4) [NCBI Gene 5166], ALB (albumin) [NCBI Gene 280717], POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, PDK1 (pyruvate dehydrogenase kinase 1) [NCBI Gene 5163], PRKAA2 (protein kinase AMP-activated catalytic subunit alpha 2) [NCBI Gene 5563] {aka AMPK, AMPK2, AMPKa2, PRKAA}, GLS2 (glutaminase 2) [NCBI Gene 27165] {aka GA, GLS, LGA, hLGA}, PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562] {aka AMPK, AMPK alpha 1, AMPKa1}, Pdha1 (pyruvate dehydrogenase E1 alpha 1) [NCBI Gene 18597] {aka Pdha-1}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, Actb (actin, beta) [NCBI Gene 11461] {aka Actx, E430023M04Rik, beta-actin}, PDK3 (pyruvate dehydrogenase kinase 3) [NCBI Gene 5165] {aka CMTX6, GS1-358P8.4}, PDP1 (pyruvate dehydrogenase phosphatase catalytic subunit 1) [NCBI Gene 54704] {aka PDH, PDP, PDPC, PDPC 1, PPM2A, PPM2C}
- **Diseases:** DNA fragmentation (MESH:D012892), epilepsy (MESH:D004827), GBM (MESH:D005909), lactic acidosis (MESH:D000140), GSCs (MESH:D005910), glycolysis (MESH:C564972), colon cancer (MESH:D015179), Glutamine addiction (MESH:C536832), brain cancer (MESH:D001932), inflammation (MESH:D007249), lymphomas (MESH:D008223), Toxicity (MESH:D064420), hypoxic (MESH:D002534), squamous-cell carcinomas (MESH:D002294), nasopharyngeal carcinoma (MESH:D000077274), chromosomal aberrations (MESH:D002869), germ-cell tumours (MESH:D009373), necrosis (MESH:D009336), gastric (MESH:D013272), Cancer (MESH:D009369)
- **Chemicals:** 1,1-Dimethylbiguanide hydrochloride (MESH:D008687), DON (MESH:C005914), alpha-ketoglutarate (MESH:D007656), ADP (MESH:D000244), rotenone (MESH:D012402), antimycin A (MESH:D000968), penicillin (MESH:D010406), pyruvate (MESH:D019289), Fa (MESH:D005492), CO2 (MESH:D002245), HEPES (MESH:D006531), TMZ (MESH:D000077204), P (MESH:D010758), 18F-FDG (MESH:D019788), Tween-20 (MESH:D011136), streptomycin (MESH:D013307), SDS (MESH:D012967), Bleomycin (MESH:D001761), EDTA (MESH:D004492), GlutaMAX (MESH:C054122), L-Glutamine (MESH:D005973), zinc (II) (MESH:D015032), DCA (MESH:D003999), 6-Diazo-5-oxo-L-norleucine (MESH:D003980), ketone bodies (MESH:D007657), D-Glucose (MESH:D005947), oligomycin (MESH:D009840), fatty acid (MESH:D005227), oxygen (MESH:D010100), PBS (MESH:D007854), Hydrocortisone (MESH:D006854), Tri-iodothyronine (MESH:D014284), ATP (MESH:D000255), NaCl (MESH:D012965), lactate (MESH:D019344), TCA (MESH:D014238), DON (-), S. (MESH:D013455)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** V600E
- **Cell lines:** C6745-1ML — Homo sapiens (Human), Acute myelomonocytic leukemia, Cancer cell line (CVCL_0435), hMSCs — Homo sapiens (Human), Somatic stem cell (CVCL_WG60), GBM18 — Homo sapiens (Human), Glioblastoma, Cancer cell line (CVCL_S551), U87MG — Homo sapiens (Human), Glioblastoma, Cancer cell line (CVCL_0022), 293 — Homo sapiens (Human), Transformed cell line (CVCL_0045), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), GBM27 — Homo sapiens (Human), Glioblastoma, Cancer cell line (CVCL_DG57)

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC7922554/full.md

---
Source: https://tomesphere.com/paper/PMC7922554