Microvascular fractal dimension predicts prognosis and response to chemotherapy in glioblastoma: an automatic image analysis study

Lab Invest. 2018 Jul;98(7):924-934. doi: 10.1038/s41374-018-0055-2. Epub 2018 May 15.

Abstract

The microvascular profile has been included in the WHO glioma grading criteria. Nevertheless, microvessels in gliomas of the same WHO grade, e.g., WHO IV glioblastoma (GBM), exhibit heterogeneous and polymorphic morphology, whose possible clinical significance remains to be determined. In this study, we employed a fractal geometry-derived parameter, microvascular fractal dimension (mvFD), to quantify microvessel complexity and developed a home-made macro in Image J software to automatically determine mvFD from the microvessel-stained immunohistochemical images of GBM. We found that mvFD effectively quantified the morphological complexity of GBM microvasculature. Furthermore, high mvFD favored the survival of GBM patients as an independent prognostic indicator and predicted a better response to chemotherapy of GBM patients. When investigating the underlying relations between mvFD and tumor growth by deploying Ki67/mvFD as an index for microvasculature-normalized tumor proliferation, we discovered an inverse correlation between mvFD and Ki67/mvFD. Furthermore, mvFD inversely correlated with the expressions of a glycolytic marker, LDHA, which indicated poor prognosis of GBM patients. Conclusively, we developed an automatic approach for mvFD measurement, and demonstrated that mvFD could predict the prognosis and response to chemotherapy of GBM patients.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antineoplastic Agents / therapeutic use*
  • Brain Neoplasms* / diagnostic imaging
  • Brain Neoplasms* / drug therapy
  • Brain Neoplasms* / pathology
  • Fractals
  • Glioma* / diagnostic imaging
  • Glioma* / drug therapy
  • Glioma* / pathology
  • Humans
  • Image Interpretation, Computer-Assisted / methods*
  • Immunohistochemistry
  • Microvessels / diagnostic imaging
  • Microvessels / pathology*
  • Neoplasm Grading / methods
  • Neovascularization, Pathologic / diagnostic imaging
  • Neovascularization, Pathologic / pathology*
  • Prognosis

Substances

  • Antineoplastic Agents