Prediction of Glioma Stemlike Cell Infiltration in the Non-Contrast-Enhancing Area by Quantitative Measurement of Lactate on Magnetic Resonance Spectroscopy in Glioblastoma

World Neurosurg. 2021 Sep:153:e76-e95. doi: 10.1016/j.wneu.2021.06.044. Epub 2021 Jun 16.

Abstract

Background: We previously reported that glioma stemlike cells (GSCs) exist in the area of the tumor periphery showing no gadolinium enhancement on magnetic resonance imaging. In the present work, we analyzed glucose metabolism to investigate whether lactate could be predictive of tumor invasiveness and of use in detection of the tumor invasion area in glioblastoma multiforme (GBM).

Methods: The expression of lactate dehydrogenase A (LDH-A) and pyruvate dehydrogenase (PDH) was investigated in 20 patients. In GSC lines, LDH-A and PDH expression also was examined in parallel to assessments of mitochondrial respiration. We then investigated the relationship between lactate/creatine ratios in the tumor periphery measured by magnetic resonance spectroscopy, using learning-compression-model algorithms and phenotypes of GBMs.

Results: In 20 GBMs, high-invasive GBM expressed LDH-A at significantly higher expression than did low-invasive GBM, whereas low-invasive GBM showed significantly higher expression of PDH than did high-invasive GBM. The highly invasive GSC line showed higher expression of LDH-A and lower expression of PDH compared with low-invasive GSC lines. The highly invasive GSC line also showed the lowest consumption of oxygen and the lowest production of adenosine triphosphate. Lactate levels, as measured by magnetic resonance spectroscopy, showed a significant positive correlation with LDH-A transcript levels, permitting classification of the GBMs into high-invasive and low-invasive phenotypes based on a cutoff value of 0.66 in the lactate/creatine ratio.

Conclusions: In the tumor periphery area of the highly invasive GBM, aerobic glycolysis was the predominant pathway for glucose metabolism, resulting in the accumulation of lactate. The level of lactate may facilitate prediction of the tumor-infiltrating area on GBM.

Keywords: CD44; Glioblastoma; Glucose metabolism; LC-Model algorithm; Lactate; Magnetic resonance spectroscopy.

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Antineoplastic Agents, Alkylating / therapeutic use
  • Brain Neoplasms / diagnostic imaging
  • Brain Neoplasms / metabolism*
  • Brain Neoplasms / therapy
  • Chemoradiotherapy, Adjuvant
  • Energy Metabolism
  • Female
  • Glioblastoma / diagnostic imaging
  • Glioblastoma / metabolism*
  • Glioblastoma / therapy
  • Humans
  • Lactate Dehydrogenase 5 / genetics
  • Lactate Dehydrogenase 5 / metabolism
  • Lactic Acid / metabolism*
  • Magnetic Resonance Imaging
  • Magnetic Resonance Spectroscopy
  • Male
  • Methionine
  • Middle Aged
  • Mitochondria / metabolism
  • Neoplastic Stem Cells / metabolism*
  • Neurosurgical Procedures
  • Positron-Emission Tomography
  • Pyruvate Dehydrogenase (Lipoamide) / genetics
  • Pyruvate Dehydrogenase (Lipoamide) / metabolism
  • RNA, Messenger / metabolism
  • Radiopharmaceuticals
  • Temozolomide / therapeutic use
  • Young Adult

Substances

  • Antineoplastic Agents, Alkylating
  • RNA, Messenger
  • Radiopharmaceuticals
  • Lactic Acid
  • carbon-11 methionine
  • Methionine
  • Lactate Dehydrogenase 5
  • Pyruvate Dehydrogenase (Lipoamide)
  • Temozolomide