Early pseudoprogression and progression lesions in glioblastoma patients are both metabolically heterogeneous

Author:

Ungan Gülnur12ORCID,Pons‐Escoda Albert3ORCID,Ulinic Daniel2ORCID,Arús Carles12ORCID,Ortega‐Martorell Sandra4ORCID,Olier Ivan4ORCID,Vellido Alfredo15ORCID,Majós Carles13ORCID,Julià‐Sapé Margarida12ORCID

Affiliation:

1. Centro de Investigación Biomédica en Red (CIBER) Madrid Spain

2. Departament de Bioquímica i Biologia Molecular and Institut de Biotecnologia i Biomedicina (IBB) Universitat Autònoma de Barcelona (UAB) Barcelona Spain

3. Grup de Neuro‐oncologia, Institut d'Investigació Biomèdica de Bellvitge (IDIBELL) Hospital Universitari de Bellvitge Barcelona Spain

4. Data Science Research Centre Liverpool John Moores University (LJMU) Liverpool UK

5. IDEAI‐UPC Research Center UPC BarcelonaTech Barcelona Spain

Abstract

The standard treatment in glioblastoma includes maximal safe resection followed by concomitant radiotherapy plus chemotherapy and adjuvant temozolomide. The first follow‐up study to evaluate treatment response is performed 1 month after concomitant treatment, when contrast‐enhancing regions may appear that can correspond to true progression or pseudoprogression. We retrospectively evaluated 31 consecutive patients at the first follow‐up after concomitant treatment to check whether the metabolic pattern assessed with multivoxel MRS was predictive of treatment response 2 months later. We extracted the underlying metabolic patterns of the contrast‐enhancing regions with a blind‐source separation method and mapped them over the reference images. Pattern heterogeneity was calculated using entropy, and association between patterns and outcomes was measured with Cramér's V. We identified three distinct metabolic patterns—proliferative, necrotic, and responsive, which were associated with status 2 months later. Individually, 70% of the patients showed metabolically heterogeneous patterns in the contrast‐enhancing regions. Metabolic heterogeneity was not related to the regions' size and only stable patients were less heterogeneous than the rest. Contrast‐enhancing regions are also metabolically heterogeneous 1 month after concomitant treatment. This could explain the reported difficulty in finding robust pseudoprogression biomarkers.

Funder

Agencia Estatal de Investigación

Publisher

Wiley

Subject

Spectroscopy,Radiology, Nuclear Medicine and imaging,Molecular Medicine

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